An overview of commit and contributor trends.
Timeline
Per Year
Latest commit date: 2022-01-28
| Commits |
23 |
245 |
96 |
247 |
246 |
168 |
| Contributors |
9 |
26 |
14 |
24 |
31 |
16 |
| 2022 | 2021 | 2020 | 2019 | 2018 | 2017 |
Per Month
Latest commit date: 2022-01-28
| Commits |
23 |
26 |
32 |
23 |
10 |
14 |
28 |
38 |
15 |
24 |
11 |
13 |
11 |
2 |
5 |
8 |
6 |
10 |
8 |
5 |
5 |
4 |
26 |
8 |
| Contributors |
9 |
11 |
8 |
7 |
4 |
7 |
6 |
7 |
3 |
4 |
5 |
6 |
3 |
1 |
3 |
3 |
3 |
6 |
4 |
2 |
4 |
2 |
4 |
4 |
| 2022 01 |
2021 12 |
2021 11 |
2021 10 |
2021 09 |
2021 08 |
2021 07 |
2021 06 |
2021 05 |
2021 04 |
2021 03 |
2021 02 |
2021 01 |
2020 12 |
2020 11 |
2020 10 |
2020 09 |
2020 08 |
2020 07 |
2020 06 |
2020 05 |
2020 04 |
2020 03 |
2020 02 |
Per Week
Latest commit date: 2022-01-28
| Commits |
5 |
3 |
10 |
5 |
0 |
4 |
6 |
10 |
7 |
3 |
8 |
9 |
11 |
5 |
8 |
10 |
0 |
0 |
1 |
1 |
7 |
2 |
6 |
3 |
3 |
1 |
7 |
0 |
5 |
3 |
25 |
12 |
8 |
1 |
5 |
4 |
3 |
3 |
5 |
12 |
3 |
7 |
2 |
0 |
0 |
3 |
4 |
4 |
8 |
0 |
2 |
3 |
4 |
1 |
0 |
2 |
4 |
0 |
0 |
1 |
1 |
2 |
1 |
2 |
0 |
3 |
0 |
0 |
3 |
2 |
4 |
0 |
1 |
1 |
1 |
4 |
2 |
3 |
2 |
0 |
1 |
2 |
4 |
0 |
0 |
0 |
4 |
3 |
0 |
1 |
1 |
0 |
2 |
1 |
1 |
1 |
1 |
20 |
4 |
0 |
1 |
0 |
7 |
0 |
| Contributors |
4 |
2 |
6 |
4 |
0 |
4 |
3 |
6 |
6 |
3 |
1 |
3 |
5 |
3 |
4 |
4 |
0 |
0 |
1 |
1 |
3 |
2 |
2 |
3 |
3 |
1 |
3 |
0 |
5 |
2 |
4 |
2 |
3 |
1 |
3 |
2 |
3 |
2 |
2 |
2 |
1 |
2 |
2 |
0 |
0 |
2 |
2 |
3 |
2 |
0 |
2 |
3 |
2 |
1 |
0 |
1 |
3 |
0 |
0 |
1 |
1 |
1 |
1 |
1 |
0 |
2 |
0 |
0 |
2 |
2 |
2 |
0 |
1 |
1 |
1 |
3 |
1 |
2 |
1 |
0 |
1 |
2 |
3 |
0 |
0 |
0 |
2 |
2 |
0 |
1 |
1 |
0 |
2 |
1 |
1 |
1 |
1 |
3 |
2 |
0 |
1 |
0 |
3 |
0 |
| 2022 01 24 |
2022 01 17 |
2022 01 10 |
2022 01 03 |
2021 12 27 |
2021 12 20 |
2021 12 13 |
2021 12 06 |
2021 11 29 |
2021 11 22 |
2021 11 15 |
2021 11 08 |
2021 11 01 |
2021 10 25 |
2021 10 18 |
2021 10 11 |
2021 10 04 |
2021 09 27 |
2021 09 20 |
2021 09 13 |
2021 09 06 |
2021 08 30 |
2021 08 23 |
2021 08 16 |
2021 08 09 |
2021 08 02 |
2021 07 26 |
2021 07 19 |
2021 07 12 |
2021 07 05 |
2021 06 28 |
2021 06 21 |
2021 06 14 |
2021 06 07 |
2021 05 31 |
2021 05 24 |
2021 05 17 |
2021 05 10 |
2021 05 03 |
2021 04 26 |
2021 04 19 |
2021 04 12 |
2021 04 05 |
2021 03 29 |
2021 03 22 |
2021 03 15 |
2021 03 08 |
2021 03 01 |
2021 02 22 |
2021 02 15 |
2021 02 08 |
2021 02 01 |
2021 01 25 |
2021 01 18 |
2021 01 11 |
2021 01 04 |
2020 12 28 |
2020 12 21 |
2020 12 14 |
2020 12 07 |
2020 11 30 |
2020 11 23 |
2020 11 16 |
2020 11 09 |
2020 11 02 |
2020 10 26 |
2020 10 19 |
2020 10 12 |
2020 10 05 |
2020 09 28 |
2020 09 21 |
2020 09 14 |
2020 09 07 |
2020 08 31 |
2020 08 24 |
2020 08 17 |
2020 08 10 |
2020 08 03 |
2020 07 27 |
2020 07 20 |
2020 07 13 |
2020 07 06 |
2020 06 29 |
2020 06 22 |
2020 06 15 |
2020 06 08 |
2020 06 01 |
2020 05 25 |
2020 05 18 |
2020 05 11 |
2020 05 04 |
2020 04 27 |
2020 04 20 |
2020 04 13 |
2020 04 06 |
2020 03 30 |
2020 03 23 |
2020 03 16 |
2020 03 09 |
2020 03 02 |
2020 02 24 |
2020 02 17 |
2020 02 10 |
2020 02 03 |
Per Day
Latest commit date: 2022-01-28
| Commits |
2 |
1 |
0 |
1 |
1 |
0 |
0 |
0 |
0 |
0 |
1 |
2 |
0 |
0 |
2 |
2 |
4 |
0 |
2 |
0 |
0 |
0 |
4 |
0 |
0 |
1 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
2 |
0 |
1 |
1 |
0 |
0 |
3 |
2 |
0 |
1 |
0 |
0 |
0 |
7 |
1 |
0 |
1 |
1 |
0 |
0 |
1 |
2 |
3 |
1 |
0 |
0 |
0 |
0 |
0 |
1 |
2 |
0 |
0 |
0 |
0 |
0 |
3 |
4 |
1 |
0 |
0 |
1 |
0 |
3 |
3 |
2 |
0 |
1 |
0 |
2 |
5 |
3 |
0 |
0 |
0 |
1 |
1 |
1 |
2 |
0 |
0 |
0 |
2 |
0 |
2 |
2 |
2 |
0 |
0 |
6 |
1 |
1 |
1 |
1 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
1 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
1 |
0 |
0 |
2 |
0 |
3 |
2 |
0 |
0 |
1 |
0 |
0 |
0 |
0 |
1 |
0 |
0 |
1 |
0 |
1 |
0 |
4 |
0 |
0 |
2 |
0 |
0 |
1 |
0 |
0 |
0 |
1 |
1 |
0 |
0 |
1 |
0 |
0 |
0 |
0 |
0 |
1 |
0 |
0 |
0 |
0 |
0 |
4 |
1 |
2 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
1 |
1 |
3 |
0 |
0 |
0 |
1 |
0 |
2 |
0 |
0 |
1 |
5 |
7 |
10 |
2 |
0 |
0 |
0 |
2 |
4 |
6 |
0 |
0 |
0 |
1 |
2 |
2 |
1 |
0 |
2 |
0 |
0 |
0 |
0 |
1 |
0 |
0 |
0 |
0 |
1 |
2 |
0 |
2 |
0 |
0 |
0 |
1 |
1 |
0 |
2 |
0 |
0 |
0 |
1 |
0 |
1 |
0 |
1 |
0 |
0 |
0 |
0 |
0 |
2 |
1 |
0 |
0 |
0 |
1 |
0 |
0 |
4 |
0 |
0 |
12 |
0 |
0 |
0 |
0 |
0 |
0 |
2 |
0 |
1 |
0 |
0 |
0 |
0 |
0 |
1 |
2 |
2 |
2 |
0 |
0 |
0 |
0 |
0 |
1 |
1 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
2 |
1 |
0 |
0 |
0 |
0 |
0 |
3 |
1 |
0 |
0 |
0 |
2 |
0 |
0 |
0 |
2 |
0 |
0 |
7 |
0 |
0 |
0 |
1 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
2 |
0 |
0 |
0 |
0 |
0 |
0 |
1 |
0 |
2 |
0 |
1 |
0 |
| Contributors |
2 |
1 |
0 |
1 |
1 |
0 |
0 |
0 |
0 |
0 |
1 |
1 |
0 |
0 |
2 |
2 |
2 |
0 |
2 |
0 |
0 |
0 |
3 |
0 |
0 |
1 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
2 |
0 |
1 |
1 |
0 |
0 |
2 |
2 |
0 |
1 |
0 |
0 |
0 |
4 |
1 |
0 |
1 |
1 |
0 |
0 |
1 |
2 |
3 |
1 |
0 |
0 |
0 |
0 |
0 |
1 |
2 |
0 |
0 |
0 |
0 |
0 |
1 |
1 |
1 |
0 |
0 |
1 |
0 |
1 |
2 |
1 |
0 |
1 |
0 |
2 |
4 |
2 |
0 |
0 |
0 |
1 |
1 |
1 |
2 |
0 |
0 |
0 |
2 |
0 |
1 |
2 |
2 |
0 |
0 |
2 |
1 |
1 |
1 |
1 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
1 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
1 |
0 |
0 |
2 |
0 |
2 |
1 |
0 |
0 |
1 |
0 |
0 |
0 |
0 |
1 |
0 |
0 |
1 |
0 |
1 |
0 |
1 |
0 |
0 |
2 |
0 |
0 |
1 |
0 |
0 |
0 |
1 |
1 |
0 |
0 |
1 |
0 |
0 |
0 |
0 |
0 |
1 |
0 |
0 |
0 |
0 |
0 |
2 |
1 |
1 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
1 |
1 |
3 |
0 |
0 |
0 |
1 |
0 |
1 |
0 |
0 |
1 |
3 |
1 |
1 |
1 |
0 |
0 |
0 |
1 |
1 |
2 |
0 |
0 |
0 |
1 |
1 |
2 |
1 |
0 |
1 |
0 |
0 |
0 |
0 |
1 |
0 |
0 |
0 |
0 |
1 |
2 |
0 |
2 |
0 |
0 |
0 |
1 |
1 |
0 |
2 |
0 |
0 |
0 |
1 |
0 |
1 |
0 |
1 |
0 |
0 |
0 |
0 |
0 |
1 |
1 |
0 |
0 |
0 |
1 |
0 |
0 |
2 |
0 |
0 |
2 |
0 |
0 |
0 |
0 |
0 |
0 |
1 |
0 |
1 |
0 |
0 |
0 |
0 |
0 |
1 |
2 |
2 |
2 |
0 |
0 |
0 |
0 |
0 |
1 |
1 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
2 |
1 |
0 |
0 |
0 |
0 |
0 |
2 |
1 |
0 |
0 |
0 |
2 |
0 |
0 |
0 |
1 |
0 |
0 |
1 |
0 |
0 |
0 |
1 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
0 |
2 |
0 |
0 |
0 |
0 |
0 |
0 |
1 |
0 |
2 |
0 |
1 |
0 |
| 2022 01 28 |
2022 01 27 |
2022 01 26 |
2022 01 25 |
2022 01 24 |
2022 01 23 |
2022 01 22 |
2022 01 21 |
2022 01 20 |
2022 01 19 |
2022 01 18 |
2022 01 17 |
2022 01 16 |
2022 01 15 |
2022 01 14 |
2022 01 13 |
2022 01 12 |
2022 01 11 |
2022 01 10 |
2022 01 09 |
2022 01 08 |
2022 01 07 |
2022 01 06 |
2022 01 05 |
2022 01 04 |
2022 01 03 |
2022 01 02 |
2022 01 01 |
2021 12 31 |
2021 12 30 |
2021 12 29 |
2021 12 28 |
2021 12 27 |
2021 12 26 |
2021 12 25 |
2021 12 24 |
2021 12 23 |
2021 12 22 |
2021 12 21 |
2021 12 20 |
2021 12 19 |
2021 12 18 |
2021 12 17 |
2021 12 16 |
2021 12 15 |
2021 12 14 |
2021 12 13 |
2021 12 12 |
2021 12 11 |
2021 12 10 |
2021 12 09 |
2021 12 08 |
2021 12 07 |
2021 12 06 |
2021 12 05 |
2021 12 04 |
2021 12 03 |
2021 12 02 |
2021 12 01 |
2021 11 30 |
2021 11 29 |
2021 11 28 |
2021 11 27 |
2021 11 26 |
2021 11 25 |
2021 11 24 |
2021 11 23 |
2021 11 22 |
2021 11 21 |
2021 11 20 |
2021 11 19 |
2021 11 18 |
2021 11 17 |
2021 11 16 |
2021 11 15 |
2021 11 14 |
2021 11 13 |
2021 11 12 |
2021 11 11 |
2021 11 10 |
2021 11 09 |
2021 11 08 |
2021 11 07 |
2021 11 06 |
2021 11 05 |
2021 11 04 |
2021 11 03 |
2021 11 02 |
2021 11 01 |
2021 10 31 |
2021 10 30 |
2021 10 29 |
2021 10 28 |
2021 10 27 |
2021 10 26 |
2021 10 25 |
2021 10 24 |
2021 10 23 |
2021 10 22 |
2021 10 21 |
2021 10 20 |
2021 10 19 |
2021 10 18 |
2021 10 17 |
2021 10 16 |
2021 10 15 |
2021 10 14 |
2021 10 13 |
2021 10 12 |
2021 10 11 |
2021 10 10 |
2021 10 09 |
2021 10 08 |
2021 10 07 |
2021 10 06 |
2021 10 05 |
2021 10 04 |
2021 10 03 |
2021 10 02 |
2021 10 01 |
2021 09 30 |
2021 09 29 |
2021 09 28 |
2021 09 27 |
2021 09 26 |
2021 09 25 |
2021 09 24 |
2021 09 23 |
2021 09 22 |
2021 09 21 |
2021 09 20 |
2021 09 19 |
2021 09 18 |
2021 09 17 |
2021 09 16 |
2021 09 15 |
2021 09 14 |
2021 09 13 |
2021 09 12 |
2021 09 11 |
2021 09 10 |
2021 09 09 |
2021 09 08 |
2021 09 07 |
2021 09 06 |
2021 09 05 |
2021 09 04 |
2021 09 03 |
2021 09 02 |
2021 09 01 |
2021 08 31 |
2021 08 30 |
2021 08 29 |
2021 08 28 |
2021 08 27 |
2021 08 26 |
2021 08 25 |
2021 08 24 |
2021 08 23 |
2021 08 22 |
2021 08 21 |
2021 08 20 |
2021 08 19 |
2021 08 18 |
2021 08 17 |
2021 08 16 |
2021 08 15 |
2021 08 14 |
2021 08 13 |
2021 08 12 |
2021 08 11 |
2021 08 10 |
2021 08 09 |
2021 08 08 |
2021 08 07 |
2021 08 06 |
2021 08 05 |
2021 08 04 |
2021 08 03 |
2021 08 02 |
2021 08 01 |
2021 07 31 |
2021 07 30 |
2021 07 29 |
2021 07 28 |
2021 07 27 |
2021 07 26 |
2021 07 25 |
2021 07 24 |
2021 07 23 |
2021 07 22 |
2021 07 21 |
2021 07 20 |
2021 07 19 |
2021 07 18 |
2021 07 17 |
2021 07 16 |
2021 07 15 |
2021 07 14 |
2021 07 13 |
2021 07 12 |
2021 07 11 |
2021 07 10 |
2021 07 09 |
2021 07 08 |
2021 07 07 |
2021 07 06 |
2021 07 05 |
2021 07 04 |
2021 07 03 |
2021 07 02 |
2021 07 01 |
2021 06 30 |
2021 06 29 |
2021 06 28 |
2021 06 27 |
2021 06 26 |
2021 06 25 |
2021 06 24 |
2021 06 23 |
2021 06 22 |
2021 06 21 |
2021 06 20 |
2021 06 19 |
2021 06 18 |
2021 06 17 |
2021 06 16 |
2021 06 15 |
2021 06 14 |
2021 06 13 |
2021 06 12 |
2021 06 11 |
2021 06 10 |
2021 06 09 |
2021 06 08 |
2021 06 07 |
2021 06 06 |
2021 06 05 |
2021 06 04 |
2021 06 03 |
2021 06 02 |
2021 06 01 |
2021 05 31 |
2021 05 30 |
2021 05 29 |
2021 05 28 |
2021 05 27 |
2021 05 26 |
2021 05 25 |
2021 05 24 |
2021 05 23 |
2021 05 22 |
2021 05 21 |
2021 05 20 |
2021 05 19 |
2021 05 18 |
2021 05 17 |
2021 05 16 |
2021 05 15 |
2021 05 14 |
2021 05 13 |
2021 05 12 |
2021 05 11 |
2021 05 10 |
2021 05 09 |
2021 05 08 |
2021 05 07 |
2021 05 06 |
2021 05 05 |
2021 05 04 |
2021 05 03 |
2021 05 02 |
2021 05 01 |
2021 04 30 |
2021 04 29 |
2021 04 28 |
2021 04 27 |
2021 04 26 |
2021 04 25 |
2021 04 24 |
2021 04 23 |
2021 04 22 |
2021 04 21 |
2021 04 20 |
2021 04 19 |
2021 04 18 |
2021 04 17 |
2021 04 16 |
2021 04 15 |
2021 04 14 |
2021 04 13 |
2021 04 12 |
2021 04 11 |
2021 04 10 |
2021 04 09 |
2021 04 08 |
2021 04 07 |
2021 04 06 |
2021 04 05 |
2021 04 04 |
2021 04 03 |
2021 04 02 |
2021 04 01 |
2021 03 31 |
2021 03 30 |
2021 03 29 |
2021 03 28 |
2021 03 27 |
2021 03 26 |
2021 03 25 |
2021 03 24 |
2021 03 23 |
2021 03 22 |
2021 03 21 |
2021 03 20 |
2021 03 19 |
2021 03 18 |
2021 03 17 |
2021 03 16 |
2021 03 15 |
2021 03 14 |
2021 03 13 |
2021 03 12 |
2021 03 11 |
2021 03 10 |
2021 03 09 |
2021 03 08 |
2021 03 07 |
2021 03 06 |
2021 03 05 |
2021 03 04 |
2021 03 03 |
2021 03 02 |
2021 03 01 |
2021 02 28 |
2021 02 27 |
2021 02 26 |
2021 02 25 |
2021 02 24 |
2021 02 23 |
2021 02 22 |
2021 02 21 |
2021 02 20 |
2021 02 19 |
2021 02 18 |
2021 02 17 |
2021 02 16 |
2021 02 15 |
2021 02 14 |
2021 02 13 |
2021 02 12 |
2021 02 11 |
2021 02 10 |
2021 02 09 |
2021 02 08 |
2021 02 07 |
2021 02 06 |
2021 02 05 |
2021 02 04 |
2021 02 03 |
2021 02 02 |
2021 02 01 |
2021 01 31 |
2021 01 30 |
2021 01 29 |
Contributors
Recent Contributors (22 = 4 veterans + 18 rookies)
Contributed in past 6 months (a rookie = the first contribution in past year)
Past 30 days (9):
Past 31 to 90 days (8):
Past 91 to 180 days (5):
Historical Contributors (66)
Last contributed more than 6 months ago
Contributors Matrix (Per Month)
| Commits (3m) |
Commit Days |
9
|
11
|
8
|
7
|
4
|
7
|
6
|
7
|
3
|
4
|
5
|
6
|
3
|
1
|
3
|
3
|
3
|
6
|
4
|
2
|
4
|
2
|
4
|
4
|
5
|
|
| jasowang@microsoft.com | 8 | 19 |
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-
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-
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-
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-
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-
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-
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-
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-
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| 18224647+liyzcj@users.noreply.github.com | 1 | 1 |
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| 82044803+serena-ruan@users.noreply.github.com | 14 | 24 |
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| SudhindraKovalam@users.noreply.github.com | 2 | 2 |
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| 82470223+ezherdeva@users.noreply.github.com | 2 | 2 |
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| 64443771+ms-kashyap@users.noreply.github.com | 3 | 3 |
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| 15657497+avanunts@users.noreply.github.com | - | 1 |
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| 80103478+xuwq1993@users.noreply.github.com | - | 10 |
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| wenqx@microsoft.com | - | 9 |
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| 54136699+ashishsarout@users.noreply.github.com | - | 1 |
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| jasonwang_83@hotmail.com | - | 3 |
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| 35308202+jtinkus@users.noreply.github.com | - | 1 |
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| marhamil@microsoft.com | - | 154 |
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| dciborow@microsoft.com | - | 8 |
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| mmaitre314@users.noreply.github.com | - | 1 |
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| rolevin@microsoft.com | - | 3 |
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| 39083646+SharathChandra-AV@users.noreply.github.com | - | 1 |
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| severinovaleksandr@gmail.com | - | 1 |
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| ragrawal@microsoft.com | - | 2 |
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| jackgerrits@users.noreply.github.com | - | 3 |
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| 41203448+WaterKnight1998@users.noreply.github.com | - | 1 |
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| keunhyun.oh@ahnlab.com | - | 11 |
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| jfontanalsmartinez@gmail.com | - | 4 |
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| 5720537+gramhagen@users.noreply.github.com | - | 2 |
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| v-fetran@microsoft.com | - | 1 |
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| zhangly@mit.edu | - | 1 |
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| dmazon@Diegos-MacBook-Pro.local | - | 1 |
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| chenhhu@microsoft.com | - | 1 |
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| nalvarez@ntent.com | - | 1 |
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| chris.smith@zocdoc.com | - | 4 |
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| 42475935+loomlike@users.noreply.github.com | - | 1 |
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| 5288860+esclee@users.noreply.github.com | - | 2 |
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| tommyzli@gmail.com | - | 1 |
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| gramhagen@users.noreply.github.com | - | 1 |
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| dabanda@microsoft.com | - | 3 |
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| shishaochen_ha@sina.com | - | 2 |
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| joseph.walton@incopropip.com | - | 1 |
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| raphael.luta@gmail.com | - | 1 |
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| jihon@microsoft.com | - | 5 |
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| rdarshan@gmail.com | - | 2 |
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| karajend@microsoft.com | - | 3 |
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| eli@barzilay.org | - | 68 |
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| flybywind@foxmail.com | - | 1 |
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| wentongxin@xiaomi.com | - | 2 |
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| atievewadhwa@gmail.com | - | 1 |
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| alesevic@gmail.com | - | 2 |
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| Ari.Green@microsoft.com | - | 1 |
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| terrytangyuan@gmail.com | - | 5 |
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| abhis3798@gmail.com | - | 1 |
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| arv100.kri@gmail.com | - | 1 |
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| inchiosa@users.noreply.github.com | - | 1 |
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| 36704119+jayamathew@users.noreply.github.com | - | 1 |
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| wei.yan@antfin.com | - | 1 |
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| ywskycn@gmail.com | - | 1 |
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| 39174311+dvanasseldonk@users.noreply.github.com | - | 1 |
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| jilli@microsoft.com | - | 1 |
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| chapm0n.siu@gmail.com | - | 1 |
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| ekaterina@roundforest.com | - | 1 |
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| towen@microsoft.com | - | 6 |
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| eddeleon@microsoft.com | - | 7 |
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| 31962564+eedeleon@users.noreply.github.com | - | 1 |
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| mmlspark-bot@microsoft.com | - | 5 |
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| mabusch@microsoft.com | - | 9 |
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| ukshah2@illinois.edu | - | 1 |
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| rastala@users.noreply.github.com | - | 5 |
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| ratan.r.sur@gmail.com | - | 1 |
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| t-jodavi@microsoft.com | - | 1 |
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| elbarzil@microsoft.com | - | 5 |
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| alikaz.zaidi@gmail.com | - | 1 |
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| dakirsa@microsoft.com | - | 1 |
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| Commits |
|
||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||||
| Contributors |
|
88 contributors (1,025 commits):
| # | Contributor |
First Commit |
Latest Commit |
Commits Count |
File Updates (per extension) |
|---|---|---|---|---|---|
| 1. | marhamil@microsoft.com | 2017-05-16 | 2021-04-15 | 251 (24%) | scala (970), py (121), ipynb (77), sbt (46), md (38) |
| 2. | mhamilton723@gmail.com | 2017-10-27 | 2022-01-18 | 248 (24%) | scala (1836), md (304), py (302), ipynb (166), txt (98) |
| 3. | ilmat@microsoft.com | 2017-06-05 | 2021-12-03 | 136 (13%) | scala (522), py (31), ipynb (23), sbt (19), md (14) |
| 4. | eli@barzilay.org | 2017-06-05 | 2018-11-05 | 93 (9%) | scala (110), sh (92), (66), md (39), ipynb (31) |
| 5. | wenqx@microsoft.com | 2021-03-17 | 2021-09-13 | 27 (2%) | scala (58), (3), yaml (1) |
| 6. | 82044803+serena-ruan@users.noreply.github.com | 2021-04-30 | 2022-01-27 | 26 (2%) | md (484), scala (134), ipynb (70), js (33), png (23) |
| 7. | jasowang@microsoft.com | 2021-06-09 | 2022-01-28 | 21 (2%) | scala (125), ipynb (7), py (7), (4), md (2) |
| 8. | marcozo@microsoft.com | 2019-02-27 | 2021-12-17 | 21 (2%) | scala (83), py (8), sbt (6), ipynb (3), yaml (3) |
| 9. | keunhyun.oh@ahnlab.com | 2019-12-17 | 2020-07-07 | 13 (1%) | scala (54) |
| 10. | 80103478+xuwq1993@users.noreply.github.com | 2021-03-05 | 2021-10-13 | 11 (1%) | scala (21), ipynb (20), yaml (4), sbt (2), R (2) |
| 11. | dciborow@microsoft.com | 2018-10-30 | 2021-03-01 | 10 (<1%) | scala (31), py (17), gz (11), md (1), sbt (1) |
| 12. | jasonwang_83@hotmail.com | 2021-06-23 | 2021-06-25 | 9 (<1%) | scala (15), ipynb (13), md (5) |
| 13. | mabusch@microsoft.com | 2017-05-29 | 2017-10-22 | 9 (<1%) | scala (43), txt (31), py (15), ipynb (3), rst (2) |
| 14. | eddeleon@microsoft.com | 2017-09-21 | 2018-01-02 | 7 (<1%) | scala (22), ipynb (3), py (2), txt (1) |
| 15. | jfontanalsmartinez@gmail.com | 2020-01-28 | 2020-02-11 | 6 (<1%) | scala (22) |
| 16. | chris.smith@zocdoc.com | 2019-08-26 | 2019-10-18 | 6 (<1%) | scala (11) |
| 17. | terrytangyuan@gmail.com | 2018-06-20 | 2018-09-13 | 6 (<1%) | scala (18), md (2), ipynb (1) |
| 18. | towen@microsoft.com | 2017-06-06 | 2018-01-23 | 6 (<1%) | sh (6), json (5), scala (3), md (3), ipynb (1) |
| 19. | elbarzil@microsoft.com | 2017-06-05 | 2017-06-13 | 6 (<1%) | scala (73), ipynb (6), md (3), (2), sh (2) |
| 20. | stuartle@microsoft.com | 2021-11-08 | 2021-12-16 | 5 (<1%) | scala (17), ipynb (1) |
| 21. | jihon@microsoft.com | 2018-11-08 | 2019-02-19 | 5 (<1%) | scala (17) |
| 22. | mmlspark-bot@microsoft.com | 2017-06-02 | 2017-10-27 | 5 (<1%) | scala (111), sbt (36), py (15), sh (14), (13) |
| 23. | rastala@users.noreply.github.com | 2017-06-09 | 2017-09-25 | 5 (<1%) | md (4), ipynb (2) |
| 24. | 49699333+dependabot[bot]@users.noreply.github.com | 2021-12-01 | 2022-01-24 | 4 (<1%) | lock (4) |
| 25. | 64443771+ms-kashyap@users.noreply.github.com | 2021-10-22 | 2021-11-06 | 4 (<1%) | md (12), scala (9), js (3), ipynb (2), py (1) |
| 26. | dabanda@microsoft.com | 2019-04-19 | 2019-06-12 | 4 (<1%) | Dockerfile (6), md (5), (5), zpln (5), conf (3) |
| 27. | karajend@microsoft.com | 2018-11-09 | 2019-01-29 | 4 (<1%) | scala (6), ipynb (1), py (1) |
| 28. | rolevin@microsoft.com | 2020-08-04 | 2021-02-10 | 3 (<1%) | py (2), scala (1), ipynb (1), md (1) |
| 29. | jackgerrits@users.noreply.github.com | 2020-07-17 | 2020-09-08 | 3 (<1%) | scala (25), py (4), sbt (2) |
| 30. | shishaochen_ha@sina.com | 2019-05-16 | 2019-05-29 | 3 (<1%) | scala (8) |
| 31. | alesevic@gmail.com | 2018-10-03 | 2018-10-06 | 3 (<1%) | scala (3) |
| 32. | SudhindraKovalam@users.noreply.github.com | 2021-12-10 | 2022-01-14 | 2 (<1%) | scala (5), ipynb (2), md (2), js (2), json (1) |
| 33. | 82470223+ezherdeva@users.noreply.github.com | 2021-12-20 | 2022-01-14 | 2 (<1%) | scala (6), ipynb (1), py (1) |
| 34. | ocworld@gmail.com | 2019-12-09 | 2022-01-03 | 2 (<1%) | scala (5), java (1) |
| 35. | ragrawal@microsoft.com | 2020-08-28 | 2020-10-02 | 2 (<1%) | scala (5), ipynb (1) |
| 36. | 5720537+gramhagen@users.noreply.github.com | 2019-07-26 | 2020-02-10 | 2 (<1%) | md (1), gitignore (1), (1) |
| 37. | 5288860+esclee@users.noreply.github.com | 2019-08-19 | 2019-08-21 | 2 (<1%) | md (2) |
| 38. | rdarshan@gmail.com | 2018-02-23 | 2019-02-14 | 2 (<1%) | md (2) |
| 39. | wentongxin@xiaomi.com | 2018-10-16 | 2018-10-17 | 2 (<1%) | scala (4), sh (1) |
| 40. | 18224647+liyzcj@users.noreply.github.com | 2022-01-28 | 2022-01-28 | 1 (<1%) | scala (1) |
| 41. | iemejia@gmail.com | 2022-01-10 | 2022-01-10 | 1 (<1%) | scala (1), ipynb (1), md (1), js (1), sbt (1) |
| 42. | martin.ku@skysource.com.tw | 2021-12-23 | 2021-12-23 | 1 (<1%) | md (1) |
| 43. | thl1998228@gmail.com | 2021-12-10 | 2021-12-10 | 1 (<1%) | scala (1) |
| 44. | contact@dungnt.net | 2021-11-30 | 2021-11-30 | 1 (<1%) | scala (6), py (1) |
| 45. | elswork@gmail.com | 2021-11-24 | 2021-11-24 | 1 (<1%) | md (2) |
| 46. | 15657497+avanunts@users.noreply.github.com | 2021-10-14 | 2021-10-14 | 1 (<1%) | scala (1) |
| 47. | uchikun17@gmail.com | 2021-08-27 | 2021-08-27 | 1 (<1%) | md (1) |
| 48. | 54136699+ashishsarout@users.noreply.github.com | 2021-08-20 | 2021-08-20 | 1 (<1%) | (1), Dockerfile (1) |
| 49. | 35308202+jtinkus@users.noreply.github.com | 2021-06-01 | 2021-06-01 | 1 (<1%) | scala (5) |
| 50. | mmaitre314@users.noreply.github.com | 2021-02-22 | 2021-02-22 | 1 (<1%) | ipynb (1) |
| 51. | 39083646+SharathChandra-AV@users.noreply.github.com | 2021-02-03 | 2021-02-03 | 1 (<1%) | scala (5) |
| 52. | severinovaleksandr@gmail.com | 2020-11-17 | 2020-11-17 | 1 (<1%) | py (2) |
| 53. | 41203448+WaterKnight1998@users.noreply.github.com | 2020-08-19 | 2020-08-19 | 1 (<1%) | (7), zpln (5), sh (3), conf (3), properties (2) |
| 54. | fokko@apache.org | 2020-05-04 | 2020-05-04 | 1 (<1%) | sbt (1) |
| 55. | zhangly@mit.edu | 2019-12-13 | 2019-12-13 | 1 (<1%) | scala (7), sbt (2), txt (2), wav (2) |
| 56. | v-fetran@microsoft.com | 2020-01-21 | 2020-01-21 | 1 (<1%) | py (5), scala (2) |
| 57. | nalvarez@ntent.com | 2019-11-11 | 2019-11-11 | 1 (<1%) | scala (1) |
| 58. | dmazon@Diegos-MacBook-Pro.local | 2019-12-12 | 2019-12-12 | 1 (<1%) | scala (1) |
| 59. | chenhhu@microsoft.com | 2019-11-21 | 2019-11-21 | 1 (<1%) | ipynb (2), scala (1) |
| 60. | 42475935+loomlike@users.noreply.github.com | 2019-10-11 | 2019-10-11 | 1 (<1%) | ipynb (1) |
| 61. | tommyzli@gmail.com | 2019-08-20 | 2019-08-20 | 1 (<1%) | md (1) |
| 62. | gramhagen@users.noreply.github.com | 2019-07-29 | 2019-07-29 | 1 (<1%) | md (1), (1) |
| 63. | joseph.walton@incopropip.com | 2019-04-10 | 2019-04-10 | 1 (<1%) | scala (1) |
| 64. | raphael.luta@gmail.com | 2019-03-25 | 2019-03-25 | 1 (<1%) | scala (1) |
| 65. | caseyjhong@gmail.com | 2018-12-03 | 2018-12-03 | 1 (<1%) | scala (10), sh (1), xml (1) |
| 66. | titbabthomas@gmail.com | 2018-10-29 | 2018-10-29 | 1 (<1%) | md (1) |
| 67. | avinassh@users.noreply.github.com | 2018-10-25 | 2018-10-25 | 1 (<1%) | md (1) |
| 68. | 42B@protonmail.com | 2018-10-24 | 2018-10-24 | 1 (<1%) | md (1) |
| 69. | flybywind@foxmail.com | 2018-10-20 | 2018-10-20 | 1 (<1%) | sh (1) |
| 70. | atievewadhwa@gmail.com | 2018-10-09 | 2018-10-09 | 1 (<1%) | md (1) |
| 71. | Ari.Green@microsoft.com | 2018-09-21 | 2018-09-21 | 1 (<1%) | ipynb (1) |
| 72. | 13janhavi@gmail.com | 2018-09-21 | 2018-09-21 | 1 (<1%) | ipynb (1) |
| 73. | arv100.kri@gmail.com | 2018-08-08 | 2018-08-08 | 1 (<1%) | scala (5) |
| 74. | abhis3798@gmail.com | 2018-08-29 | 2018-08-29 | 1 (<1%) | scala (5) |
| 75. | inchiosa@users.noreply.github.com | 2018-08-02 | 2018-08-02 | 1 (<1%) | ipynb (1) |
| 76. | 36704119+jayamathew@users.noreply.github.com | 2018-07-17 | 2018-07-17 | 1 (<1%) | ipynb (1) |
| 77. | wei.yan@antfin.com | 2018-06-19 | 2018-06-19 | 1 (<1%) | scala (4) |
| 78. | ywskycn@gmail.com | 2018-06-19 | 2018-06-19 | 1 (<1%) | scala (1) |
| 79. | 39174311+dvanasseldonk@users.noreply.github.com | 2018-05-10 | 2018-05-10 | 1 (<1%) | md (1) |
| 80. | jilli@microsoft.com | 2018-05-02 | 2018-05-02 | 1 (<1%) | scala (3), py (1) |
| 81. | chapm0n.siu@gmail.com | 2018-04-18 | 2018-04-18 | 1 (<1%) | md (1) |
| 82. | ekaterina@roundforest.com | 2018-04-12 | 2018-04-12 | 1 (<1%) | scala (4) |
| 83. | t-jodavi@microsoft.com | 2017-06-20 | 2017-06-20 | 1 (<1%) | md (1) |
| 84. | 31962564+eedeleon@users.noreply.github.com | 2017-10-31 | 2017-10-31 | 1 (<1%) | ipynb (1) |
| 85. | ukshah2@illinois.edu | 2017-10-16 | 2017-10-16 | 1 (<1%) | md (1) |
| 86. | ratan.r.sur@gmail.com | 2017-08-17 | 2017-08-17 | 1 (<1%) | ipynb (1) |
| 87. | dakirsa@microsoft.com | 2017-06-01 | 2017-06-01 | 1 (<1%) | ipynb (1), py (1) |
| 88. | alikaz.zaidi@gmail.com | 2017-06-07 | 2017-06-07 | 1 (<1%) | ipynb (7) |
Contributor Dependencies
A contributor dependency is detected if two contributors have changed the same files in the past 35600 days.
C-median: 7.0
A half of the contributors has more than 7.0 connections, and a half has less than this number.
C-mean: 12.2
An average number of connections a contributor has with other contributors.
C-index: 20.0
There are 20.0 contributors with 20.0 or more connections.
Most Connected Contributors
| Contributor | # connections | # commits | |
|---|---|---|---|
| 1. | marhamil@microsoft.com | 68 | 251 |
| 2. | mhamilton723@gmail.com | 68 | 248 |
| 3. | ilmat@microsoft.com | 63 | 136 |
| 4. | 82044803+serena-ruan@users.noreply.github.com | 45 | 26 |
| 5. | eli@barzilay.org | 34 | 93 |
| 6. | mmlspark-bot@microsoft.com | 34 | 5 |
| 7. | elbarzil@microsoft.com | 31 | 6 |
| 8. | terrytangyuan@gmail.com | 29 | 6 |
| 9. | 80103478+xuwq1993@users.noreply.github.com | 28 | 11 |
| 10. | marcozo@microsoft.com | 24 | 21 |
| 11. | rastala@users.noreply.github.com | 23 | 5 |
| 12. | 5720537+gramhagen@users.noreply.github.com | 22 | 2 |
| 13. | jasonwang_83@hotmail.com | 21 | 9 |
| 14. | towen@microsoft.com | 21 | 6 |
| 15. | rolevin@microsoft.com | 21 | 3 |
| 16. | rdarshan@gmail.com | 21 | 2 |
| 17. | martin.ku@skysource.com.tw | 20 | 1 |
| 18. | uchikun17@gmail.com | 20 | 1 |
| 19. | avinassh@users.noreply.github.com | 20 | 1 |
| 20. | 42B@protonmail.com | 20 | 1 |
| 21. | atievewadhwa@gmail.com | 20 | 1 |
| 22. | ukshah2@illinois.edu | 20 | 1 |
| 23. | jasowang@microsoft.com | 18 | 21 |
| 24. | mabusch@microsoft.com | 13 | 9 |
| 25. | wentongxin@xiaomi.com | 13 | 2 |
| 26. | zhangly@mit.edu | 13 | 1 |
| 27. | caseyjhong@gmail.com | 13 | 1 |
| 28. | keunhyun.oh@ahnlab.com | 12 | 13 |
| 29. | eddeleon@microsoft.com | 12 | 7 |
| 30. | dciborow@microsoft.com | 11 | 10 |
| 31. | jfontanalsmartinez@gmail.com | 11 | 6 |
| 32. | jackgerrits@users.noreply.github.com | 11 | 3 |
| 33. | iemejia@gmail.com | 11 | 1 |
| 34. | 64443771+ms-kashyap@users.noreply.github.com | 10 | 4 |
| 35. | fokko@apache.org | 10 | 1 |
| 36. | alikaz.zaidi@gmail.com | 10 | 1 |
| 37. | jihon@microsoft.com | 9 | 5 |
| 38. | jilli@microsoft.com | 9 | 1 |
| 39. | shishaochen_ha@sina.com | 8 | 3 |
| 40. | wei.yan@antfin.com | 8 | 1 |
| 41. | 31962564+eedeleon@users.noreply.github.com | 8 | 1 |
| 42. | wenqx@microsoft.com | 7 | 27 |
| 43. | chris.smith@zocdoc.com | 7 | 6 |
| 44. | ocworld@gmail.com | 7 | 2 |
| 45. | dmazon@Diegos-MacBook-Pro.local | 7 | 1 |
| 46. | ekaterina@roundforest.com | 7 | 1 |
| 47. | dakirsa@microsoft.com | 7 | 1 |
| 48. | karajend@microsoft.com | 6 | 4 |
| 49. | flybywind@foxmail.com | 6 | 1 |
| 50. | arv100.kri@gmail.com | 6 | 1 |
| 51. | abhis3798@gmail.com | 6 | 1 |
| 52. | ragrawal@microsoft.com | 5 | 2 |
| 53. | tommyzli@gmail.com | 5 | 1 |
| 54. | joseph.walton@incopropip.com | 5 | 1 |
| 55. | raphael.luta@gmail.com | 5 | 1 |
| 56. | titbabthomas@gmail.com | 5 | 1 |
| 57. | chapm0n.siu@gmail.com | 5 | 1 |
| 58. | alesevic@gmail.com | 4 | 3 |
| 59. | SudhindraKovalam@users.noreply.github.com | 4 | 2 |
| 60. | 82470223+ezherdeva@users.noreply.github.com | 4 | 2 |
| 61. | 35308202+jtinkus@users.noreply.github.com | 4 | 1 |
| 62. | v-fetran@microsoft.com | 4 | 1 |
| 63. | nalvarez@ntent.com | 4 | 1 |
| 64. | 13janhavi@gmail.com | 4 | 1 |
| 65. | ywskycn@gmail.com | 4 | 1 |
| 66. | 39174311+dvanasseldonk@users.noreply.github.com | 4 | 1 |
| 67. | 49699333+dependabot[bot]@users.noreply.github.com | 3 | 4 |
| 68. | 18224647+liyzcj@users.noreply.github.com | 3 | 1 |
| 69. | contact@dungnt.net | 3 | 1 |
| 70. | 39083646+SharathChandra-AV@users.noreply.github.com | 3 | 1 |
| 71. | severinovaleksandr@gmail.com | 3 | 1 |
| 72. | chenhhu@microsoft.com | 3 | 1 |
| 73. | 42475935+loomlike@users.noreply.github.com | 3 | 1 |
| 74. | gramhagen@users.noreply.github.com | 3 | 1 |
| 75. | Ari.Green@microsoft.com | 3 | 1 |
| 76. | t-jodavi@microsoft.com | 3 | 1 |
| 77. | ratan.r.sur@gmail.com | 3 | 1 |
| 78. | stuartle@microsoft.com | 2 | 5 |
| 79. | 5288860+esclee@users.noreply.github.com | 2 | 2 |
| 80. | thl1998228@gmail.com | 2 | 1 |
| 81. | elswork@gmail.com | 2 | 1 |
| 82. | 15657497+avanunts@users.noreply.github.com | 2 | 1 |
| 83. | 54136699+ashishsarout@users.noreply.github.com | 2 | 1 |
| 84. | mmaitre314@users.noreply.github.com | 2 | 1 |
| 85. | 41203448+WaterKnight1998@users.noreply.github.com | 2 | 1 |
| 86. | inchiosa@users.noreply.github.com | 1 | 1 |
| 87. | 36704119+jayamathew@users.noreply.github.com | 1 | 1 |
| 88. | dabanda@microsoft.com | 0 | 4 |
Contributor Dependencies via Shared Files
show graph...
The number on lines shows the number of same files that both persons changed in past 35600 days.
- open 3D force graph
Contributor 1
Contributor 2
# shared files
1.
mhamilton723@gmail.com
marhamil@microsoft.com
254 shared files
src/main/python/mmlspark/lightgbm/LightGBMClassifier.py
src/main/scala/com/microsoft/ml/spark/stages/udfs.scala
notebooks/samples/Regression - Auto Imports.ipynb
src/core/test/base/src/main/scala/TestBase.scala
src/main/scala/com/microsoft/ml/spark/featurize/CleanMissingData.scala
src/main/python/mmlspark/lightgbm/LightGBMRegressor.py
notebooks/samples/CognitiveServices - Celebrity Quote Analysis.ipynb
src/main/python/mmlspark/automl/TuneHyperparameters.py
src/io/http/src/test/scala/services/TextAnalyticsSuite.scala
src/test/resources/benchmarks/benchmarks_VerifyTrainClassifier.csv
src/test/scala/com/microsoft/ml/spark/train/VerifyTrainRegressor.scala
src/it/scala/com/microsoft/ml/spark/codegen/WrapperGenerator.scala
README.md
src/test/scala/com/microsoft/ml/spark/core/utils/JarLoadingUtils.scala
src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMUtils.scala
src/io/http/src/main/scala/DistributedHTTPSource.scala
src/core/test/fuzzing/src/it/scala/DatabricksUtilities.scala
src/io/http/src/main/scala/services/CognitiveServiceBase.scala
src/main/python/mmlspark/core/serialize/java_params_patch.py
src/test/scala/com/microsoft/ml/spark/core/serialize/ValidateComplexParamSerializer.scala
docs/cogsvc.md
src/test/scala/com/microsoft/ml/spark/codegen/WrapperGenerator.scala
src/test/scala/com/microsoft/ml/spark/core/test/benchmarks/Benchmarks.scala
templates/ivy_cache_2.yml
src/main/scala/com/microsoft/ml/spark/stages/DropColumns.scala
src/main/scala/com/microsoft/ml/spark/recommendation/SARModel.scala
.gitignore
project/Secrets.scala
src/test/scala/com/microsoft/ml/spark/core/test/fuzzing/FuzzingTest.scala
src/main/scala/com/microsoft/ml/spark/vw/VowpalWabbitClassifier.scala
src/main/scala/com/microsoft/ml/spark/cognitive/SpeechSchemas.scala
notebooks/samples/LightGBM - Quantile Regression for Drug Discovery.ipynb
src/it/scala/com/microsoft/ml/spark/codegen/CodegenConfig.scala
src/pipeline-stages/src/main/scala/DropColumns.scala
src/main/scala/com/microsoft/ml/spark/cntk/CNTKModel.scala
src/main/scala/com/microsoft/ml/spark/cognitive/FaceSchemas.scala
src/main/python/mmlspark/io/IOImplicits.py
src/main/scala/com/microsoft/ml/spark/stages/StratifiedRepartition.scala
src/main/scala/com/microsoft/ml/spark/cognitive/AzureSearch.scala
src/main/python/mmlspark/recommendation/SAR.py
src/test/scala/com/microsoft/ml/spark/nbtest/DatabricksUtilities.scala
src/test/scala/com/microsoft/ml/spark/codegen/CodegenConfig.scala
src/test/scala/com/microsoft/ml/spark/cognitive/split3/SpeechToTextSDKSuite.scala
src/main/scala/com/microsoft/ml/spark/image/ImageSetAugmenter.scala
src/main/scala/com/microsoft/ml/spark/stages/Repartition.scala
notebooks/samples/SparkServing - Deploying a Classifier.ipynb
src/main/scala/com/microsoft/ml/spark/train/ComputeModelStatistics.scala
src/test/scala/com/microsoft/ml/spark/train/VerifyTrainClassifier.scala
src/main/scala/com/microsoft/ml/spark/cognitive/TextAnalytics.scala
notebooks/samples/OpenCV - Pipeline Image Transformations.ipynb
src/io/http/src/main/python/ServingImplicits.py
src/main/scala/com/microsoft/ml/spark/image/ImageFeaturizer.scala
pipeline.yaml
notebooks/samples/304 - Medical Entity Extraction.ipynb
src/main/scala/com/microsoft/ml/spark/train/TrainRegressor.scala
src/main/scala/org/apache/spark/ml/param/UntypedArrayParam.scala
src/test/scala/com/microsoft/ml/spark/stages/SummarizeDataSuite.scala
src/main/scala/com/microsoft/ml/spark/stages/SelectColumns.scala
src/test/scala/com/microsoft/ml/spark/lime/LIMESuite.scala
src/main/scala/com/microsoft/ml/spark/stages/UnicodeNormalize.scala
src/main/scala/org/apache/spark/ml/param/PipelineStageParam.scala
src/main/scala/com/microsoft/ml/spark/io/http/HTTPTransformer.scala
src/main/scala/com/microsoft/ml/spark/featurize/text/MultiNGram.scala
src/main/python/mmlspark/io/http/SimpleHTTPTransformer.py
src/downloader/src/test/scala/DownloaderSuite.scala
src/main/python/mmlspark/cntk/CNTKModel.py
src/test/scala/com/microsoft/ml/spark/featurize/text/TextFeaturizerSpec.scala
src/main/scala/com/microsoft/ml/spark/vw/VowpalWabbitFeaturizer.scala
src/main/scala/com/microsoft/ml/spark/featurize/Featurize.scala
src/main/scala/org/apache/spark/ml/param/TransformerParam.scala
src/test/scala/com/microsoft/ml/spark/isolationforest/VerifyIsolationForest.scala
src/main/python/mmlspark/train/TrainClassifier.py
project/build.scala
src/main/scala/com/microsoft/ml/spark/nn/KNN.scala
src/test/scala/com/microsoft/ml/spark/core/test/fuzzing/Fuzzing.scala
src/main/python/mmlspark/image/ImageFeaturizer.py
src/main/scala/com/microsoft/ml/spark/recommendation/RankingAdapter.scala
src/test/scala/com/microsoft/ml/spark/cognitive/SpeechToTextSDKSuite.scala
src/main/python/mmlspark/cntk/train/CNTKLearner.py
src/main/scala/com/microsoft/ml/spark/cognitive/ComputerVisionSchemas.scala
src/main/python/mmlspark/io/binary/BinaryFileReader.py
build.sbt
notebooks/samples/ModelInterpretation - Snow Leopard Detection.ipynb
src/test/scala/com/microsoft/ml/spark/core/test/base/SparkSessionFactory.scala
src/main/scala/com/microsoft/ml/spark/stages/EnsembleByKey.scala
src/main/scala/com/microsoft/ml/spark/core/utils/JarLoadingUtils.scala
notebooks/samples/TextAnalytics - Amazon Book Reviews.ipynb
src/test/scala/com/microsoft/ml/spark/io/split1/SimpleHTTPTransformerSuite.scala
src/io/http/src/test/scala/DistributedHTTPSuite.scala
src/test/python/mmlsparktest/cyber/anamoly/test_collaborative_filtering.py
src/main/python/mmlspark/io/http/JSONOutputParser.py
notebooks/samples/HttpOnSpark - Working with Arbitrary Web APIs.ipynb
src/main/scala/com/microsoft/ml/spark/cognitive/CognitiveServiceBase.scala
src/main/scala/org/apache/spark/ml/ComplexParamsSerializer.scala
environment.yaml
src/main/python/mmlspark/downloader/ModelDownloader.py
src/main/python/mmlspark/io/http/ServingImplicits.py
src/test/scala/com/microsoft/ml/spark/lime/SuperpixelTransformerSuite.scala
docs/R-setup.md
src/main/scala/com/microsoft/ml/spark/io/http/HTTPSchema.scala
...
2.
82044803+serena-ruan@users.noreply.github.com
mhamilton723@gmail.com
210 shared files
notebooks/AzureSearchIndex - Met Artworks.ipynb
cognitive/src/test/scala/com/microsoft/ml/spark/cognitive/split1/ComputerVisionSuite.scala
cognitive/src/test/scala/com/microsoft/ml/spark/cognitive/split1/TranslatorSuite.scala
src/main/scala/com/microsoft/ml/spark/featurize/CleanMissingData.scala
website/versioned_docs/version-0.9.1/documentation/transformers/cognitive/_ComputerVision.md
notebooks/samples/CognitiveServices - Celebrity Quote Analysis.ipynb
src/test/scala/com/microsoft/azure/synapse/ml/core/test/fuzzing/FuzzingTest.scala
notebooks/features/CognitiveServices - Overview.ipynb
src/main/scala/com/microsoft/ml/spark/recommendation/RankingEvaluator.scala
README.md
website/versioned_docs/version-0.9.4/documentation/transformers/cognitive/_Translator.md
core/src/test/python/setup.py
project/CondaPlugin.scala
core/src/main/scala/com/microsoft/azure/synapse/ml/train/ComputePerInstanceStatistics.scala
src/main/scala/com/microsoft/ml/spark/cognitive/SpeechToText.scala
website/versioned_docs/version-0.9.1/documentation/estimators/core/_Featurize.md
src/main/scala/com/microsoft/ml/spark/stages/DropColumns.scala
website/docs/reference/datasets.md
src/main/scala/com/microsoft/ml/spark/recommendation/SARModel.scala
.gitignore
project/Secrets.scala
src/main/scala/com/microsoft/ml/spark/vw/VowpalWabbitClassifier.scala
notebooks/Classification - Adult Census.ipynb
website/versioned_docs/version-0.9.1/documentation/estimators/_LightGBM.md
core/src/test/scala/com/microsoft/azure/synapse/ml/core/test/fuzzing/Fuzzing.scala
cognitive/src/test/scala/com/microsoft/azure/synapse/ml/cognitive/split1/TranslatorSuite.scala
website/versioned_docs/version-0.9.1/features/responsible_ai/Interpretability - Image Explainers.md
src/main/scala/com/microsoft/ml/spark/cntk/CNTKModel.scala
website/blog/2019-10-02-MMLSpark empowering AI for Good with Mark Hamilton.md
src/main/scala/com/microsoft/ml/spark/stages/StratifiedRepartition.scala
src/main/scala/com/microsoft/ml/spark/cognitive/AnamolyDetection.scala
src/main/scala/com/microsoft/ml/spark/cognitive/AzureSearch.scala
src/main/scala/com/microsoft/ml/spark/image/ImageSetAugmenter.scala
src/main/scala/com/microsoft/ml/spark/stages/Repartition.scala
website/docusaurus.config.js
website/versioned_docs/version-0.9.1/examples/text_analytics/TextAnalytics - Amazon Book Reviews.md
website/versioned_docs/version-0.9.1/documentation/estimators/core/_Recommendation.md
src/main/scala/com/microsoft/ml/spark/train/ComputeModelStatistics.scala
notebooks/CognitiveServices - Predictive Maintenance.ipynb
website/versioned_docs/version-0.9.1/documentation/transformers/core/_Explainers.md
website/versioned_docs/version-0.9.1/documentation/transformers/core/_Stages.md
src/main/scala/com/microsoft/ml/spark/cognitive/TextAnalytics.scala
website/docs/reference/cyber.md
src/main/scala/com/microsoft/ml/spark/image/ImageFeaturizer.scala
pipeline.yaml
website/src/css/custom.css
src/main/scala/com/microsoft/ml/spark/train/TrainRegressor.scala
notebooks/CyberML - Anomalous Access Detection.ipynb
core/src/test/scala/com/microsoft/azure/synapse/ml/train/VerifyComputeModelStatistics.scala
src/main/scala/com/microsoft/ml/spark/stages/SelectColumns.scala
src/main/scala/com/microsoft/ml/spark/stages/UnicodeNormalize.scala
src/main/scala/com/microsoft/ml/spark/io/http/HTTPTransformer.scala
src/main/scala/com/microsoft/ml/spark/featurize/text/MultiNGram.scala
cognitive/src/main/scala/com/microsoft/ml/spark/cognitive/FormRecognizer.scala
cognitive/src/test/scala/com/microsoft/ml/spark/cognitive/split1/AnamolyDetectionSuite.scala
src/main/scala/com/microsoft/ml/spark/vw/VowpalWabbitFeaturizer.scala
core/src/test/scala/com/microsoft/azure/synapse/ml/codegen/TestGen.scala
src/main/scala/com/microsoft/ml/spark/featurize/Featurize.scala
core/src/main/scala/com/microsoft/azure/synapse/ml/train/ComputeModelStatistics.scala
website/src/plugins/examples/index.js
project/build.scala
notebooks/features/regression/Regression - Flight Delays with DataCleaning.ipynb
src/main/scala/com/microsoft/ml/spark/nn/KNN.scala
website/versioned_docs/version-0.9.1/documentation/transformers/deep_learning/_ONNXModel.md
cognitive/src/main/scala/com/microsoft/azure/synapse/ml/cognitive/MultivariateAnomalyDetection.scala
src/main/scala/com/microsoft/ml/spark/recommendation/RankingAdapter.scala
website/versioned_docs/version-0.9.1/documentation/estimators/_VW.md
build.sbt
notebooks/samples/ModelInterpretation - Snow Leopard Detection.ipynb
src/main/scala/com/microsoft/ml/spark/stages/EnsembleByKey.scala
website/docs/features/responsible_ai/Model Interpretation on Spark.md
notebooks/SparkServing - Deploying a Classifier.ipynb
core/src/main/scala/com/microsoft/azure/synapse/ml/codegen/CodeGen.scala
src/main/scala/com/microsoft/ml/spark/cognitive/CognitiveServiceBase.scala
website/versioned_docs/version-0.9.1/documentation/transformers/cognitive/_BingImageSearch.md
website/versioned_docs/version-0.9.1/documentation/transformers/cognitive/_AnomalyDetection.md
environment.yaml
cognitive/src/test/scala/com/microsoft/ml/spark/cognitive/split2/SpeechToTextSuite.scala
core/src/main/scala/com/microsoft/azure/synapse/ml/train/TrainRegressor.scala
website/versioned_docs/version-0.9.1/features/vw/Vowpal Wabbit - Overview.md
cognitive/src/test/scala/com/microsoft/ml/spark/cognitive/split1/FormRecognizerSuite.scala
website/docs/reference/docker.md
notebooks/features/regression/Regression - Auto Imports.ipynb
notebooks/features/other/CyberML - Anomalous Access Detection.ipynb
notebooks/features/lightgbm/LightGBM - Overview.ipynb
website/versioned_docs/version-0.9.1/documentation/transformers/core/_Train.md
website/versioned_docs/version-0.9.1/documentation/transformers/cognitive/_AzureSearch.md
website/versioned_docs/version-0.9.1/documentation/transformers/core/_Featurize.md
website/versioned_docs/version-0.9.1/reference/datasets.md
cognitive/src/main/scala/com/microsoft/ml/spark/cognitive/TextAnalytics.scala
core/src/main/scala/com/microsoft/azure/synapse/ml/train/TrainClassifier.scala
website/blog/2019-08-24-Welcome to Azure Cognitive Services.md
src/main/scala/com/microsoft/ml/spark/vw/VowpalWabbitInteractions.scala
src/main/scala/com/microsoft/ml/spark/automl/TuneHyperparameters.scala
src/main/scala/com/microsoft/ml/spark/stages/MultiColumnAdapter.scala
project/BlobMavenPlugin.scala
CODEOWNERS
core/src/test/scala/com/microsoft/azure/synapse/ml/nbtest/DatabricksUtilities.scala
website/package.json
src/main/scala/com/microsoft/ml/spark/stages/Timer.scala
...
3.
eli@barzilay.org
mmlspark-bot@microsoft.com
100 shared files
src/multi-column-adapter/src/main/scala/MultiColumnAdapter.scala
tools/docker/bin/eula.html
src/core/test/base/src/main/scala/TestBase.scala
src/project/build.sbt
src/compute-model-statistics/src/main/scala/ComputeModelStatistics.scala
tools/bin/mml-exec
README.md
tools/notebook/tester/TestNotebooksLocally.py
src/find-best-model/src/main/scala/FindBestModel.scala
tools/deployment/sparkClusterInVnetTemplate.json
tools/docker/bin/eula
src/find-best-model/src/test/scala/VerifyFindBestModel.scala
src/featurize/src/main/scala/AssembleFeatures.scala
tools/docker/build-env
tools/notebook/postprocess.py
notebooks/samples/304 - Medical Entity Extraction.ipynb
src/featurize/src/main/scala/Featurize.scala
notebooks/samples/305 - Flowers ImageFeaturizer.ipynb
notebooks/samples/202 - Amazon Book Reviews - Word2Vec.ipynb
src/project/scalastyle.scala
src/downloader/src/test/scala/DownloaderSuite.scala
docs/your-first-model.md
tools/runme/install.sh
src/core/env/src/main/scala/NativeLoader.java
src/summarize-data/src/main/scala/SummarizeData.scala
src/partition-sample/src/main/scala/PartitionSample.scala
notebooks/tests/BasicDFOpsSmokeTest.ipynb
src/image-transformer/src/main/scala/ImageTransformer.scala
tools/docker/build-docker
notebooks/samples/102 - Regression Example with Flight Delay Dataset.ipynb
src/readers/src/main/scala/BinaryFileReader.scala
tools/hdi/install-mmlspark.sh
tools/pytests/auto-tests
src/cntk-train/src/main/scala/CNTKLearner.scala
src/cntk-model/src/main/scala/CNTKModel.scala
src/image-transformer/src/main/scala/UnrollImage.scala
src/pipeline-stages/src/main/scala/Repartition.scala
tools/runme/build.sh
tools/pytests/notebook-tests
tools/build-pr/checkout
tools/deployment/gpu-setup.sh
tools/config.sh
src/cntk-train/src/test/scala/ValidateDataConversion.scala
src/project/build.scala
tools/runme/runme.sh
tools/docker/bin/launcher
src/codegen/src/main/scala/Config.scala
src/core/schema/src/main/python/TypeConversionUtils.py
src/core/schema/src/main/scala/BinaryFileSchema.scala
src/cntk-train/src/test/scala/ValidateCntkTrain.scala
src/codegen/src/main/scala/PySparkWrapper.scala
src/downloader/src/main/scala/ModelDownloader.scala
src/train-classifier/src/test/scala/VerifyTrainClassifier.scala
src/core/env/src/main/scala/FileUtilities.scala
tools/notebook/tester/parallel_run.sh
src/cntk-train/src/main/scala/BrainscriptBuilder.scala
tools/notebook/tester/TestNotebooksOnHdi.py
src/train-classifier/src/main/scala/TrainClassifier.scala
src/core/schema/src/main/scala/Categoricals.scala
src/project/meta.sbt
src/project/plugins.sbt
tools/docker/Dockerfile
tools/mmlspark-packages.spec
src/image-featurizer/src/test/scala/ImageFeaturizerSuite.scala
notebooks/samples/201 - Amazon Book Reviews - TextFeaturizer.ipynb
src/readers/src/test/scala/BinaryFileReaderSuite.scala
tools/build-pr/shared.sh
tools/misc/check-notebooks.js
src/train-regressor/src/main/scala/TrainRegressor.scala
src/train-regressor/src/test/scala/VerifyTrainRegressor.scala
src/pipeline-stages/src/main/scala/SelectColumns.scala
src/readers/src/test/scala/ImageReaderSuite.scala
CONTRIBUTING.md
src/image-transformer/src/test/scala/ImageTransformerSuite.scala
tools/tests/tags.sh
tools/docker/bin/eula.py
tools/build-pr/report
src/cntk-train/src/main/scala/DataConversion.scala
docs/developer-readme.md
tools/pip/generate-pip.sh
src/cntk-train/src/main/scala/CommandBuilders.scala
src/text-featurizer/src/main/scala/TextFeaturizer.scala
src/data-conversion/src/main/scala/DataConversion.scala
src/featurize/src/test/scala/VerifyFeaturize.scala
notebooks/samples/101 - Adult Census Income Training.ipynb
tools/runme/build-readme.tmpl
notebooks/samples/301 - CIFAR10 CNTK CNN Evaluation.ipynb
src/codegen/src/main/scala/CodeGen.scala
notebooks/samples/103 - Before and After MMLSpark.ipynb
notebooks/samples/302 - Pipeline Image Transformations.ipynb
src/fuzzing/src/test/scala/Fuzzing.scala
tools/hdi/setup-test-authkey.sh
src/image-featurizer/src/main/scala/ImageFeaturizer.scala
tools/notebook/tester/NotebookTestSuite.py
tools/runme/show-version
src/core/schema/src/main/scala/ImageSchema.scala
tools/runme/utils.sh
src/train-classifier/src/test/scala/benchmarkMetrics.csv
src/project/lib-check.scala
src/core/ml/src/test/scala/OneHotEncoderSpec.scala
4.
marhamil@microsoft.com
ilmat@microsoft.com
96 shared files
src/value-indexer/build.sbt
src/main/python/mmlspark/lightgbm/LightGBMClassifier.py
src/main/python/mmlspark/lightgbm/LightGBMRegressor.py
src/clean-missing-data/src/test/scala/VerifyCleanMissingData.scala
src/main/python/mmlspark/lightgbm/LightGBMRankerModel.py
src/compute-model-statistics/src/main/scala/ComputeModelStatistics.scala
README.md
src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMUtils.scala
src/core/env/src/main/scala/EnvironmentUtils.scala
src/clean-missing-data/src/main/scala/CleanMissingData.scala
notebooks/samples/105 - Regression with DataConversion.ipynb
src/featurize/build.sbt
src/main/python/mmlspark/lightgbm/LightGBMRegressionModel.py
src/core/serialize/src/main/scala/params/ByteArrayParam.scala
project/Secrets.scala
notebooks/samples/LightGBM - Quantile Regression for Drug Discovery.ipynb
src/find-best-model/src/main/scala/FindBestModel.scala
src/main/scala/com/microsoft/ml/spark/stages/StratifiedRepartition.scala
src/find-best-model/src/test/scala/VerifyFindBestModel.scala
src/lightgbm/src/test/resources/benchmarks_VerifyLightGBMRegressor.csv
src/featurize/src/main/scala/AssembleFeatures.scala
notebooks/samples/304 - Medical Entity Extraction.ipynb
src/featurize/src/main/scala/Featurize.scala
notebooks/samples/202 - Amazon Book Reviews - Word2Vec.ipynb
src/compute-per-instance-statistics/src/main/scala/ComputePerInstanceStatistics.scala
src/project/scalastyle.scala
src/downloader/src/test/scala/DownloaderSuite.scala
src/io/powerbi/src/test/scala/PowerBiSuite.scala
notebooks/samples/106 - Quantile Regression with LightGBM.ipynb
src/core/env/src/main/scala/NativeLoader.java
src/summarize-data/src/main/scala/SummarizeData.scala
src/value-indexer/src/test/scala/VerifyValueIndexer.scala
build.sbt
notebooks/samples/102 - Regression Example with Flight Delay Dataset.ipynb
src/readers/src/main/scala/BinaryFileReader.scala
src/cntk-train/src/main/scala/CNTKLearner.scala
docs/R-setup.md
notebooks/samples/Regression - Vowpal Wabbit vs. LightGBM vs. Linear Regressor.ipynb
src/compute-model-statistics/src/test/scala/VerifyComputeModelStatistics.scala
src/io/http/src/test/scala/services/ComputerVisionSuite.scala
src/core/serialize/src/main/scala/Serializer.scala
src/lightgbm/src/test/scala/VerifyLightGBMClassifier.scala
src/test/scala/com/microsoft/ml/spark/lightgbm/split1/VerifyLightGBMClassifier.scala
docs/mmlspark-serving.md
src/readers/src/main/scala/ImageFileFormat.scala
src/core/test/benchmarks/src/main/scala/Benchmarks.scala
tools/config.sh
src/tune-hyperparameters/src/test/scala/VerifyTuneHyperparameters.scala
src/clean-missing-data/build.sbt
src/project/build.scala
src/lightgbm/src/main/scala/TrainUtils.scala
src/lightgbm/src/test/scala/VerifyLightGBMRegressor.scala
src/value-indexer/src/main/scala/ValueIndexer.scala
src/readers/src/main/scala/BinaryFileFormat.scala
src/cntk-train/src/test/scala/ValidateCntkTrain.scala
src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMRanker.scala
src/core/test/fuzzing/src/test/scala/FuzzingTest.scala
src/codegen/src/main/scala/PySparkWrapper.scala
src/downloader/src/main/scala/ModelDownloader.scala
src/train-classifier/src/test/scala/VerifyTrainClassifier.scala
src/core/contracts/src/main/scala/Params.scala
src/core/env/src/main/scala/FileUtilities.scala
src/train-classifier/src/main/scala/TrainClassifier.scala
src/main/python/mmlspark/lightgbm/LightGBMClassificationModel.py
src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMClassifier.scala
src/compute-per-instance-statistics/src/test/scala/VerifyComputePerInstanceStatistics.scala
src/summarize-data/src/test/scala/SummarizeDataSuite.scala
src/lightgbm/src/main/scala/LightGBMParams.scala
src/train-regressor/src/main/scala/TrainRegressor.scala
notebooks/samples/HyperParameterTuning - Fighting Breast Cancer.ipynb
src/readers/src/test/scala/ImageReaderSuite.scala
scalastyle-config.xml
notebooks/samples/203 - Breast Cancer - Tune Hyperparameters.ipynb
src/main/scala/com/microsoft/ml/spark/vw/VowpalWabbitBase.scala
src/lightgbm/src/main/scala/LightGBMClassifier.scala
src/codegen/src/main/scala/SparklyRWrapper.scala
src/lightgbm/src/test/resources/benchmarks_VerifyLightGBMClassifier.csv
src/cntk-train/src/main/scala/DataConversion.scala
src/test/scala/com/microsoft/ml/spark/cognitive/split1/TextAnalyticsSuite.scala
docs/http.md
src/value-indexer/src/main/scala/IndexToValue.scala
src/main/scala/com/microsoft/ml/spark/codegen/Wrappable.scala
src/data-conversion/src/main/scala/DataConversion.scala
src/featurize/src/test/scala/VerifyFeaturize.scala
notebooks/samples/101 - Adult Census Income Training.ipynb
src/train/src/test/resources/benchmarks_VerifyTrainClassifier.csv
src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMParams.scala
src/codegen/src/main/scala/CodeGen.scala
notebooks/samples/302 - Pipeline Image Transformations.ipynb
src/codegen/src/main/scala/PySparkWrapperTest.scala
src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMRegressor.scala
src/core/hadoop/src/main/scala/HadoopUtils.scala
src/tune-hyperparameters/src/main/scala/TuneHyperparameters.scala
src/lightgbm/src/main/scala/LightGBMRegressor.scala
src/core/schema/src/main/scala/ImageSchema.scala
scalastyle-test-config.xml
5.
marhamil@microsoft.com
mmlspark-bot@microsoft.com
94 shared files
src/multi-column-adapter/src/main/scala/MultiColumnAdapter.scala
src/core/test/base/src/main/scala/TestBase.scala
src/image-featurizer/build.sbt
tools/pip/setup.py
src/compute-model-statistics/src/main/scala/ComputeModelStatistics.scala
README.md
src/core/env/src/main/scala/EnvironmentUtils.scala
src/featurize/build.sbt
.gitignore
src/readers/src/main/python/ImageReader.py
src/fuzzing/build.sbt
src/readers/src/main/scala/ImageReader.scala
src/find-best-model/src/main/scala/FindBestModel.scala
src/find-best-model/src/test/scala/VerifyFindBestModel.scala
src/cntk-model/src/test/scala/CNTKTestUtils.scala
src/pipeline-stages/src/test/scala/SelectColumnsSuite.scala
src/featurize/src/main/scala/AssembleFeatures.scala
notebooks/samples/304 - Medical Entity Extraction.ipynb
src/featurize/src/main/scala/Featurize.scala
src/pipeline-stages/src/test/scala/RepartitionSuite.scala
notebooks/samples/305 - Flowers ImageFeaturizer.ipynb
notebooks/samples/202 - Amazon Book Reviews - Word2Vec.ipynb
src/compute-per-instance-statistics/src/main/scala/ComputePerInstanceStatistics.scala
src/project/scalastyle.scala
src/downloader/src/test/scala/DownloaderSuite.scala
src/readers/src/main/scala/Readers.scala
src/core/env/src/main/scala/NativeLoader.java
src/summarize-data/src/main/scala/SummarizeData.scala
src/partition-sample/src/main/scala/PartitionSample.scala
src/image-transformer/src/main/scala/ImageTransformer.scala
notebooks/samples/102 - Regression Example with Flight Delay Dataset.ipynb
src/utils/src/main/scala/JarLoadingUtils.scala
src/core/schema/src/test/scala/VerifyFastVectorAssembler.scala
src/readers/src/main/scala/BinaryFileReader.scala
src/cntk-train/src/main/scala/CNTKLearner.scala
src/cntk-model/src/main/scala/CNTKModel.scala
src/image-transformer/src/main/scala/UnrollImage.scala
src/cntk-model/build.sbt
src/pipeline-stages/src/main/scala/Repartition.scala
src/compute-model-statistics/src/test/scala/VerifyComputeModelStatistics.scala
tools/runme/build.sh
src/cntk-model/src/test/scala/CNTKModelSuite.scala
tools/config.sh
src/project/build.scala
tools/docker/bin/launcher
src/.gitignore
src/core/schema/src/main/python/TypeConversionUtils.py
src/core/schema/src/main/scala/BinaryFileSchema.scala
src/cntk-train/src/test/scala/ValidateCntkTrain.scala
src/multi-column-adapter/src/test/scala/MultiColumnAdapterSpec.scala
src/codegen/src/main/scala/PySparkWrapper.scala
src/checkpoint-data/src/test/scala/CheckpointDataSuite.scala
src/downloader/src/main/scala/ModelDownloader.scala
src/core/schema/src/main/scala/DatasetExtensions.scala
src/train-classifier/src/test/scala/VerifyTrainClassifier.scala
src/core/contracts/src/main/scala/Params.scala
src/core/env/src/main/scala/FileUtilities.scala
src/checkpoint-data/src/main/scala/CheckpointData.scala
src/train-classifier/src/main/scala/TrainClassifier.scala
src/text-featurizer/build.sbt
src/compute-per-instance-statistics/src/test/scala/VerifyComputePerInstanceStatistics.scala
src/project/meta.sbt
src/summarize-data/src/test/scala/SummarizeDataSuite.scala
src/image-transformer/build.sbt
tools/mmlspark-packages.spec
src/image-featurizer/src/test/scala/ImageFeaturizerSuite.scala
src/readers/src/test/scala/BinaryFileReaderSuite.scala
src/train-regressor/src/main/scala/TrainRegressor.scala
src/train-regressor/src/test/scala/VerifyTrainRegressor.scala
src/train-classifier/build.sbt
src/pipeline-stages/src/main/scala/SelectColumns.scala
src/readers/src/test/scala/ImageReaderSuite.scala
src/image-transformer/src/test/scala/ImageTransformerSuite.scala
src/core/schema/src/main/python/Utils.py
src/readers/src/main/python/BinaryFileReader.py
src/cntk-train/src/main/scala/DataConversion.scala
src/cntk-model/src/test/scala/CNTKBindingSuite.scala
src/text-featurizer/src/main/scala/TextFeaturizer.scala
src/cntk-model/src/main/python/CNTKModel.py
src/data-conversion/src/main/scala/DataConversion.scala
src/featurize/src/test/scala/VerifyFeaturize.scala
notebooks/samples/101 - Adult Census Income Training.ipynb
src/text-featurizer/src/test/scala/TextFeaturizerSpec.scala
notebooks/samples/301 - CIFAR10 CNTK CNN Evaluation.ipynb
src/codegen/src/main/scala/CodeGen.scala
src/partition-sample/src/test/scala/VerifyPartitionSample.scala
notebooks/samples/302 - Pipeline Image Transformations.ipynb
src/fuzzing/src/test/scala/Fuzzing.scala
src/codegen/src/main/scala/PySparkWrapperTest.scala
src/core/spark/src/main/scala/TransformParam.scala
src/codegen/src/main/scala/PySparkWrapperGenerator.scala
src/core/hadoop/src/main/scala/HadoopUtils.scala
src/image-featurizer/src/main/scala/ImageFeaturizer.scala
src/core/schema/src/main/scala/ImageSchema.scala
6.
marhamil@microsoft.com
eli@barzilay.org
85 shared files
src/multi-column-adapter/src/main/scala/MultiColumnAdapter.scala
src/core/test/base/src/main/scala/TestBase.scala
src/clean-missing-data/src/test/scala/VerifyCleanMissingData.scala
src/compute-model-statistics/src/main/scala/ComputeModelStatistics.scala
src/readers/src/test/scala/PowerBiSuite.scala
README.md
src/clean-missing-data/src/main/scala/CleanMissingData.scala
notebooks/samples/105 - Regression with DataConversion.ipynb
src/io/http/src/test/scala/ParserSuite.scala
src/find-best-model/src/main/scala/FindBestModel.scala
src/pipeline-stages/src/main/scala/DropColumns.scala
src/core/utils/src/main/scala/CastUtilities.scala
src/find-best-model/src/test/scala/VerifyFindBestModel.scala
src/featurize/src/main/scala/AssembleFeatures.scala
src/pipeline-stages/src/main/scala/ClassBalancer.scala
notebooks/samples/304 - Medical Entity Extraction.ipynb
src/featurize/src/main/scala/Featurize.scala
notebooks/samples/305 - Flowers ImageFeaturizer.ipynb
notebooks/samples/202 - Amazon Book Reviews - Word2Vec.ipynb
src/project/scalastyle.scala
src/downloader/src/test/scala/DownloaderSuite.scala
notebooks/samples/106 - Quantile Regression with LightGBM.ipynb
src/core/env/src/main/scala/NativeLoader.java
src/image-featurizer/src/main/scala/ImageSetAugmenter.scala
src/summarize-data/src/main/scala/SummarizeData.scala
src/partition-sample/src/main/scala/PartitionSample.scala
src/value-indexer/src/test/scala/VerifyValueIndexer.scala
src/image-transformer/src/main/scala/ImageTransformer.scala
notebooks/samples/102 - Regression Example with Flight Delay Dataset.ipynb
src/io/http/src/test/scala/SimpleHTTPTransformerSuite.scala
src/readers/src/main/scala/BinaryFileReader.scala
src/pipeline-stages/src/main/scala/Cacher.scala
src/cntk-train/src/main/scala/CNTKLearner.scala
docs/R-setup.md
src/cntk-model/src/main/scala/CNTKModel.scala
src/image-transformer/src/main/scala/UnrollImage.scala
src/pipeline-stages/src/main/scala/Repartition.scala
tools/runme/build.sh
src/core/test/benchmarks/src/main/scala/Benchmarks.scala
tools/config.sh
src/readers/src/main/scala/PowerBIWriter.scala
src/project/build.scala
tools/docker/bin/launcher
src/core/schema/src/main/python/TypeConversionUtils.py
src/core/serialize/src/main/python/java_params_patch.py
src/core/schema/src/main/scala/BinaryFileSchema.scala
src/value-indexer/src/main/scala/ValueIndexer.scala
src/cntk-train/src/test/scala/ValidateCntkTrain.scala
src/codegen/src/main/scala/PySparkWrapper.scala
src/readers/src/main/python/PowerBIWriter.py
src/downloader/src/main/scala/ModelDownloader.scala
src/train-classifier/src/test/scala/VerifyTrainClassifier.scala
src/core/env/src/main/scala/FileUtilities.scala
src/train-classifier/src/main/scala/TrainClassifier.scala
src/project/meta.sbt
docs/docker.md
tools/mmlspark-packages.spec
src/image-featurizer/src/test/scala/ImageFeaturizerSuite.scala
src/readers/src/test/scala/BinaryFileReaderSuite.scala
src/train-regressor/src/main/scala/TrainRegressor.scala
docs/gpu-setup.md
src/train-regressor/src/test/scala/VerifyTrainRegressor.scala
src/pipeline-stages/src/main/scala/SelectColumns.scala
src/readers/src/test/scala/ImageReaderSuite.scala
src/image-transformer/src/test/scala/ImageTransformerSuite.scala
src/codegen/src/main/scala/SparklyRWrapper.scala
src/cntk-train/src/main/scala/DataConversion.scala
src/io/http/src/test/scala/HTTPTransformerSuite.scala
src/core/serialize/src/test/scala/ValidateComplexParamSerializer.scala
notebooks/samples/303 - Transfer Learning by DNN Featurization - Airplane or Automobile.ipynb
src/value-indexer/src/main/scala/IndexToValue.scala
src/codegen/src/main/scala/DocGen.scala
src/text-featurizer/src/main/scala/TextFeaturizer.scala
src/data-conversion/src/main/scala/DataConversion.scala
src/featurize/src/test/scala/VerifyFeaturize.scala
notebooks/samples/101 - Adult Census Income Training.ipynb
notebooks/samples/301 - CIFAR10 CNTK CNN Evaluation.ipynb
src/codegen/src/main/scala/CodeGen.scala
notebooks/samples/302 - Pipeline Image Transformations.ipynb
src/fuzzing/src/test/scala/Fuzzing.scala
src/tune-hyperparameters/src/main/scala/TuneHyperparameters.scala
src/image-featurizer/src/main/scala/ImageFeaturizer.scala
src/ensemble/src/main/scala/EnsembleByKey.scala
src/pipeline-stages/src/main/scala/Timer.scala
src/core/schema/src/main/scala/ImageSchema.scala
7.
jasowang@microsoft.com
mhamilton723@gmail.com
82 shared files
notebooks/Interpretability - Tabular SHAP explainer.ipynb
core/src/main/scala/com/microsoft/ml/spark/stages/MiniBatchTransformer.scala
core/src/main/scala/com/microsoft/ml/spark/explainers/KernelSHAPSampler.scala
core/src/test/scala/com/microsoft/ml/spark/explainers/split1/VectorSHAPExplainerSuite.scala
core/src/main/scala/com/microsoft/ml/spark/explainers/LIMESampler.scala
core/src/test/scala/com/microsoft/azure/synapse/ml/core/test/base/TestBase.scala
src/test/scala/com/microsoft/azure/synapse/ml/core/test/fuzzing/FuzzingTest.scala
tools/docker/minimal/Dockerfile
tools/docker/demo/Dockerfile
src/main/scala/com/microsoft/ml/spark/core/schema/DatasetExtensions.scala
core/src/main/scala/com/microsoft/ml/spark/explainers/TabularLIME.scala
vw/src/main/scala/com/microsoft/azure/synapse/ml/vw/VowpalWabbitBaseModel.scala
core/src/main/scala/com/microsoft/ml/spark/core/schema/ImageSchemaUtils.scala
.gitignore
core/src/main/scala/com/microsoft/azure/synapse/ml/io/binary/BinaryFileFormat.scala
src/test/scala/com/microsoft/ml/spark/core/test/fuzzing/FuzzingTest.scala
src/main/scala/com/microsoft/ml/spark/vw/VowpalWabbitClassifier.scala
core/src/test/scala/com/microsoft/azure/synapse/ml/explainers/split1/VectorLIMEExplainerSuite.scala
deep-learning/src/test/scala/com/microsoft/ml/spark/lime/ImageLIMESuite.scala
src/main/scala/com/microsoft/ml/spark/cntk/CNTKModel.scala
core/src/test/scala/com/microsoft/ml/spark/explainers/split1/TextExplainersSuite.scala
core/src/main/scala/com/microsoft/azure/synapse/ml/explainers/KernelSHAPBase.scala
src/main/scala/com/microsoft/ml/spark/core/utils/RowUtils.scala
core/src/main/scala/com/microsoft/azure/synapse/ml/explainers/LIMEBase.scala
core/src/test/scala/com/microsoft/ml/spark/lime/TextLIMESuite.scala
website/docusaurus.config.js
src/main/scala/com/microsoft/ml/spark/train/ComputeModelStatistics.scala
pipeline.yaml
core/src/test/scala/com/microsoft/ml/spark/explainers/split1/TabularSHAPExplainerSuite.scala
src/main/scala/org/apache/spark/ml/param/PipelineStageParam.scala
src/main/scala/com/microsoft/ml/spark/io/http/HTTPTransformer.scala
src/main/scala/com/microsoft/ml/spark/featurize/text/MultiNGram.scala
core/src/test/scala/com/microsoft/ml/spark/nbtest/DatabricksUtilities.scala
deep-learning/src/test/scala/com/microsoft/ml/spark/explainers/split2/ImageLIMEExplainerSuite.scala
core/src/test/scala/com/microsoft/ml/spark/explainers/split1/SamplerSuite.scala
core/src/main/scala/com/microsoft/azure/synapse/ml/train/ComputeModelStatistics.scala
src/main/scala/org/apache/spark/ml/param/TransformerParam.scala
deep-learning/src/test/scala/com/microsoft/ml/spark/explainers/split3/ImageSHAPExplainerSuite.scala
opencv/src/main/scala/com/microsoft/ml/spark/opencv/ImageTransformer.scala
build.sbt
src/main/scala/com/microsoft/ml/spark/stages/EnsembleByKey.scala
opencv/src/test/scala/com/microsoft/ml/spark/opencv/ImageTransformerSuite.scala
website/docs/features/responsible_ai/Data Balance Analysis.md
deep-learning/src/test/scala/com/microsoft/ml/spark/cntk/CNTKModelSuite.scala
core/src/main/scala/com/microsoft/ml/spark/explainers/KernelSHAPBase.scala
CODEOWNERS
website/package.json
src/main/scala/com/microsoft/ml/spark/io/image/ImageUtils.scala
core/src/main/scala/org/apache/spark/ml/source/image/PatchedImageFileFormat.scala
src/main/scala/com/microsoft/ml/spark/cognitive/SpeechToTextSDK.scala
core/src/main/scala/com/microsoft/ml/spark/lime/TextLIME.scala
src/main/scala/com/microsoft/ml/spark/recommendation/RecommendationIndexer.scala
src/main/scala/com/microsoft/ml/spark/cognitive/BingImageSearch.scala
core/src/main/scala/com/microsoft/ml/spark/explainers/LIMEBase.scala
notebooks/ONNX - Inference on Spark.ipynb
src/main/scala/com/microsoft/ml/spark/io/binary/BinaryFileReader.scala
website/yarn.lock
core/src/main/scala/com/microsoft/ml/spark/lime/LIME.scala
core/src/main/python/mmlspark/core/serialize/java_params_patch.py
opencv/src/main/python/mmlspark/opencv/ImageTransformer.py
deep-learning/src/main/scala/com/microsoft/ml/spark/cntk/CNTKModel.scala
core/src/main/scala/com/microsoft/ml/spark/explainers/LassoRegression.scala
src/main/scala/com/microsoft/ml/spark/cognitive/ImageSearchSchemas.scala
core/src/test/scala/com/microsoft/ml/spark/core/test/base/TestBase.scala
core/src/test/scala/com/microsoft/ml/spark/explainers/split1/TabularLIMEExplainerSuite.scala
src/main/scala/org/apache/spark/ml/param/EstimatorParam.scala
notebooks/features/responsible_ai/DataBalanceAnalysis - Adult Census Income.ipynb
src/main/scala/com/microsoft/ml/spark/lime/Superpixel.scala
core/src/test/scala/com/microsoft/ml/spark/explainers/split1/LassoRegressionSuite.scala
notebooks/Interpretability - Image Explainers.ipynb
src/main/scala/org/apache/spark/ml/param/DataFrameParam.scala
core/src/main/scala/com/microsoft/ml/spark/explainers/Sampler.scala
core/src/test/scala/com/microsoft/ml/spark/explainers/split1/VectorLIMEExplainerSuite.scala
notebooks/OpenCV - Pipeline Image Transformations.ipynb
notebooks/DeepLearning - Flower Image Classification.ipynb
tools/docker/developer/Dockerfile
core/src/test/scala/com/microsoft/ml/spark/lime/LIMESuite.scala
docs/onnx.md
src/main/scala/com/microsoft/ml/spark/core/utils/ModelEquality.scala
src/test/scala/com/microsoft/ml/spark/core/test/base/TestBase.scala
core/src/main/scala/com/microsoft/azure/synapse/ml/isolationforest/IsolationForest.scala
core/src/main/scala/com/microsoft/azure/synapse/ml/explainers/RegressionBase.scala
8.
elbarzil@microsoft.com
mmlspark-bot@microsoft.com
79 shared files
src/multi-column-adapter/src/main/scala/MultiColumnAdapter.scala
src/compute-model-statistics/src/main/scala/ComputeModelStatistics.scala
src/core/test/datagen/src/main/scala/ModuleFuzzingTest.scala
README.md
src/core/env/src/main/scala/EnvironmentUtils.scala
src/readers/src/main/scala/ImageReader.scala
src/find-best-model/src/main/scala/FindBestModel.scala
src/core/schema/src/test/scala/TestCategoricals.scala
src/core/test/datagen/src/main/scala/DatasetConstraints.scala
src/featurize/src/main/scala/AssembleFeatures.scala
src/featurize/src/main/scala/Featurize.scala
src/pipeline-stages/src/test/scala/RepartitionSuite.scala
notebooks/samples/202 - Amazon Book Reviews - Word2Vec.ipynb
src/utils/src/main/scala/ObjectUtilities.scala
src/compute-per-instance-statistics/src/main/scala/ComputePerInstanceStatistics.scala
src/readers/src/main/scala/Readers.scala
src/summarize-data/src/main/scala/SummarizeData.scala
src/partition-sample/src/main/scala/PartitionSample.scala
src/image-transformer/src/main/scala/ImageTransformer.scala
notebooks/samples/102 - Regression Example with Flight Delay Dataset.ipynb
src/utils/src/main/scala/JarLoadingUtils.scala
src/core/schema/src/test/scala/VerifyFastVectorAssembler.scala
src/core/spark/src/main/scala/FastVectorAssembler.scala
src/readers/src/main/scala/BinaryFileReader.scala
tools/hdi/install-mmlspark.sh
src/core/test/datagen/src/main/scala/GenerateDataset.scala
src/cntk-model/src/main/scala/CNTKModel.scala
src/image-transformer/src/main/scala/UnrollImage.scala
src/pipeline-stages/src/main/scala/Repartition.scala
src/compute-model-statistics/src/test/scala/VerifyComputeModelStatistics.scala
tools/build-pr/checkout
src/downloader/src/main/scala/Schema.scala
src/core/test/datagen/src/main/scala/DatasetOptions.scala
src/core/env/src/main/scala/CodegenTags.scala
tools/hdi/update_livy.py
src/project/build.scala
src/core/schema/src/main/scala/BinaryFileSchema.scala
src/core/spark/src/main/scala/EstimatorParam.scala
src/codegen/src/main/scala/PySparkWrapper.scala
src/downloader/src/main/scala/ModelDownloader.scala
src/core/test/datagen/src/test/scala/VerifyGenerateDataset.scala
src/core/schema/src/main/scala/DatasetExtensions.scala
src/train-classifier/src/test/scala/VerifyTrainClassifier.scala
src/core/env/src/main/scala/FileUtilities.scala
src/core/schema/src/main/scala/SparkSchema.scala
src/checkpoint-data/src/main/scala/CheckpointData.scala
src/train-classifier/src/main/scala/TrainClassifier.scala
src/compute-per-instance-statistics/src/test/scala/VerifyComputePerInstanceStatistics.scala
src/core/schema/src/main/scala/Categoricals.scala
src/core/schema/src/main/scala/SchemaConstants.scala
tools/mmlspark-packages.spec
notebooks/samples/201 - Amazon Book Reviews - TextFeaturizer.ipynb
tools/build-pr/shared.sh
src/train-regressor/src/main/scala/TrainRegressor.scala
src/train-regressor/src/test/scala/VerifyTrainRegressor.scala
src/pipeline-stages/src/main/scala/SelectColumns.scala
src/readers/src/test/scala/ImageReaderSuite.scala
src/image-transformer/src/test/scala/ImageTransformerSuite.scala
src/core/test/datagen/src/main/scala/GenerateRow.scala
tools/build-pr/report
src/core/spark/src/main/scala/MapArrayParam.scala
src/core/schema/src/test/scala/VerifySparkSchema.scala
src/text-featurizer/src/main/scala/TextFeaturizer.scala
src/data-conversion/src/main/scala/DataConversion.scala
notebooks/samples/101 - Adult Census Income Training.ipynb
src/core/spark/src/main/scala/ArrayMapParam.scala
src/utils/src/main/scala/PipelineUtilities.scala
src/codegen/src/main/scala/CodeGen.scala
notebooks/samples/103 - Before and After MMLSpark.ipynb
notebooks/samples/302 - Pipeline Image Transformations.ipynb
src/fuzzing/src/test/scala/Fuzzing.scala
src/codegen/src/main/scala/PySparkWrapperTest.scala
src/core/spark/src/main/scala/TransformParam.scala
src/codegen/src/main/scala/PySparkWrapperGenerator.scala
src/core/hadoop/src/main/scala/HadoopUtils.scala
src/image-featurizer/src/main/scala/ImageFeaturizer.scala
src/core/test/datagen/src/main/scala/GenerateDataType.scala
src/core/schema/src/main/scala/ImageSchema.scala
src/core/contracts/src/main/scala/Metrics.scala
9.
82044803+serena-ruan@users.noreply.github.com
marhamil@microsoft.com
78 shared files
src/main/scala/com/microsoft/ml/spark/vw/VowpalWabbitRegressor.scala
src/main/scala/com/microsoft/ml/spark/featurize/CleanMissingData.scala
notebooks/samples/CognitiveServices - Celebrity Quote Analysis.ipynb
README.md
src/main/scala/com/microsoft/ml/spark/vw/VowpalWabbitContextualBandit.scala
src/main/scala/com/microsoft/ml/spark/stages/DropColumns.scala
src/main/scala/com/microsoft/ml/spark/recommendation/SARModel.scala
.gitignore
project/Secrets.scala
src/main/scala/com/microsoft/ml/spark/vw/VowpalWabbitClassifier.scala
src/main/scala/com/microsoft/ml/spark/vw/VectorZipper.scala
src/main/scala/com/microsoft/ml/spark/cntk/CNTKModel.scala
src/main/scala/com/microsoft/ml/spark/stages/StratifiedRepartition.scala
src/main/scala/com/microsoft/ml/spark/cognitive/AzureSearch.scala
src/main/scala/com/microsoft/ml/spark/image/ImageSetAugmenter.scala
src/main/scala/com/microsoft/ml/spark/stages/Repartition.scala
src/main/scala/com/microsoft/ml/spark/train/ComputeModelStatistics.scala
src/main/scala/com/microsoft/ml/spark/cognitive/TextAnalytics.scala
src/main/scala/com/microsoft/ml/spark/image/ImageFeaturizer.scala
pipeline.yaml
src/main/scala/com/microsoft/ml/spark/train/TrainRegressor.scala
src/main/scala/com/microsoft/ml/spark/stages/SelectColumns.scala
src/main/scala/com/microsoft/ml/spark/stages/UnicodeNormalize.scala
src/main/scala/com/microsoft/ml/spark/io/http/HTTPTransformer.scala
src/main/scala/com/microsoft/ml/spark/featurize/text/MultiNGram.scala
src/main/scala/com/microsoft/ml/spark/vw/VowpalWabbitFeaturizer.scala
src/main/scala/com/microsoft/ml/spark/featurize/Featurize.scala
project/build.scala
src/main/scala/com/microsoft/ml/spark/nn/KNN.scala
src/main/scala/com/microsoft/ml/spark/recommendation/RankingAdapter.scala
build.sbt
notebooks/samples/ModelInterpretation - Snow Leopard Detection.ipynb
src/main/scala/com/microsoft/ml/spark/stages/EnsembleByKey.scala
src/main/scala/com/microsoft/ml/spark/cognitive/CognitiveServiceBase.scala
environment.yaml
src/main/scala/com/microsoft/ml/spark/vw/VowpalWabbitInteractions.scala
src/main/scala/com/microsoft/ml/spark/automl/TuneHyperparameters.scala
src/main/scala/com/microsoft/ml/spark/stages/MultiColumnAdapter.scala
CODEOWNERS
src/main/scala/com/microsoft/ml/spark/isolationforest/IsolationForest.scala
src/main/scala/com/microsoft/ml/spark/stages/Timer.scala
src/main/scala/com/microsoft/ml/spark/cognitive/SpeechToTextSDK.scala
src/main/scala/com/microsoft/ml/spark/featurize/text/TextFeaturizer.scala
tools/tests/run_r_tests.R
src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMRanker.scala
src/main/scala/com/microsoft/ml/spark/recommendation/RecommendationIndexer.scala
src/main/scala/com/microsoft/ml/spark/cognitive/ComputerVision.scala
src/main/scala/com/microsoft/ml/spark/cognitive/BingImageSearch.scala
src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMClassifier.scala
src/main/scala/com/microsoft/ml/spark/image/UnrollImage.scala
src/main/scala/com/microsoft/ml/spark/featurize/text/PageSplitter.scala
src/main/scala/com/microsoft/ml/spark/stages/Lambda.scala
src/main/scala/com/microsoft/ml/spark/recommendation/SAR.scala
src/main/scala/com/microsoft/ml/spark/opencv/ImageTransformer.scala
src/main/scala/com/microsoft/ml/spark/featurize/CountSelector.scala
src/main/scala/com/microsoft/ml/spark/featurize/IndexToValue.scala
src/main/scala/com/microsoft/ml/spark/train/ComputePerInstanceStatistics.scala
src/main/scala/com/microsoft/ml/spark/featurize/DataConversion.scala
src/main/scala/com/microsoft/ml/spark/stages/RenameColumn.scala
src/main/scala/com/microsoft/ml/spark/io/http/SimpleHTTPTransformer.scala
src/main/scala/com/microsoft/ml/spark/recommendation/RankingTrainValidationSplit.scala
src/main/scala/com/microsoft/ml/spark/stages/TextPreprocessor.scala
src/main/scala/com/microsoft/ml/spark/lime/TextLIME.scala
src/main/scala/com/microsoft/ml/spark/cognitive/Face.scala
src/main/scala/com/microsoft/ml/spark/featurize/ValueIndexer.scala
src/main/scala/com/microsoft/ml/spark/stages/UDFTransformer.scala
src/main/scala/com/microsoft/ml/spark/stages/ClassBalancer.scala
src/main/scala/com/microsoft/ml/spark/train/TrainClassifier.scala
src/main/scala/com/microsoft/ml/spark/stages/Explode.scala
src/main/scala/com/microsoft/ml/spark/stages/Cacher.scala
src/main/scala/com/microsoft/ml/spark/lime/SuperpixelTransformer.scala
src/main/scala/com/microsoft/ml/spark/image/ResizeImageTransformer.scala
src/main/scala/com/microsoft/ml/spark/stages/MiniBatchTransformer.scala
src/main/scala/com/microsoft/ml/spark/lime/LIME.scala
src/main/scala/com/microsoft/ml/spark/io/http/Parsers.scala
src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMRegressor.scala
src/main/scala/com/microsoft/ml/spark/automl/FindBestModel.scala
src/main/scala/com/microsoft/ml/spark/stages/SummarizeData.scala
10.
ilmat@microsoft.com
mhamilton723@gmail.com
73 shared files
lightgbm/src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMConstants.scala
lightgbm/src/main/scala/com/microsoft/ml/spark/lightgbm/dataset/DatasetUtils.scala
src/main/python/mmlspark/lightgbm/LightGBMClassifier.py
lightgbm/src/test/scala/com/microsoft/azure/synapse/ml/lightgbm/split2/VerifyLightGBMRegressor.scala
src/main/python/mmlspark/lightgbm/LightGBMRegressor.py
lightgbm/src/main/scala/com/microsoft/azure/synapse/ml/lightgbm/LightGBMRegressor.scala
README.md
src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMUtils.scala
src/test/scala/com/microsoft/ml/spark/lightgbm/split2/VerifyLightGBMRanker.scala
project/Secrets.scala
notebooks/samples/LightGBM - Quantile Regression for Drug Discovery.ipynb
src/main/scala/com/microsoft/ml/spark/stages/StratifiedRepartition.scala
lightgbm/src/test/scala/com/microsoft/azure/synapse/ml/lightgbm/split1/VerifyLightGBMClassifier.scala
core/src/main/scala/org/apache/spark/injections/BlockManagerUtils.scala
lightgbm/src/test/scala/com/microsoft/ml/spark/lightgbm/split2/VerifyLightGBMRanker.scala
notebooks/samples/304 - Medical Entity Extraction.ipynb
lightgbm/src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMBase.scala
src/test/scala/com/microsoft/ml/spark/stages/StratifiedRepartitionSuite.scala
src/downloader/src/test/scala/DownloaderSuite.scala
src/test/resources/benchmarks/benchmarks_VerifyLightGBMClassifier.csv
build.sbt
lightgbm/src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMClassifier.scala
lightgbm/src/main/scala/com/microsoft/azure/synapse/ml/lightgbm/LightGBMRanker.scala
lightgbm/src/main/scala/com/microsoft/ml/spark/lightgbm/dataset/LightGBMDataset.scala
lightgbm/src/main/scala/com/microsoft/azure/synapse/ml/lightgbm/params/LightGBMParams.scala
src/test/scala/com/microsoft/ml/spark/io/image/ImageReaderSuite.scala
docs/R-setup.md
lightgbm/src/main/scala/com/microsoft/azure/synapse/ml/lightgbm/dataset/DatasetAggregator.scala
src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMConstants.scala
src/io/http/src/test/scala/services/ComputerVisionSuite.scala
src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMBooster.scala
src/test/scala/com/microsoft/ml/spark/lightgbm/split1/VerifyLightGBMClassifier.scala
docs/mmlspark-serving.md
lightgbm/src/main/scala/com/microsoft/ml/spark/lightgbm/swig/SwigUtils.scala
src/test/resources/benchmarks/benchmarks_VerifyLightGBMRegressor.csv
tools/config.sh
src/project/build.scala
lightgbm/src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMRanker.scala
vw/src/main/scala/com/microsoft/ml/spark/vw/VowpalWabbitBase.scala
lightgbm/src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMUtils.scala
src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMRanker.scala
lightgbm/src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMRegressor.scala
lightgbm/src/main/scala/com/microsoft/azure/synapse/ml/lightgbm/params/TrainParams.scala
lightgbm/src/main/scala/com/microsoft/azure/synapse/ml/lightgbm/SharedState.scala
src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMClassifier.scala
src/lightgbm/src/test/scala/VerifyLightGBMRanker.scala
lightgbm/src/main/scala/com/microsoft/azure/synapse/ml/lightgbm/TaskTrainingMethods.scala
src/test/scala/com/microsoft/ml/spark/flaky/PartitionConsolidatorSuite.scala
lightgbm/src/main/scala/com/microsoft/azure/synapse/ml/lightgbm/LightGBMBase.scala
core/src/main/scala/com/microsoft/ml/spark/stages/PartitionConsolidator.scala
src/main/scala/com/microsoft/ml/spark/io/http/SharedVariable.scala
notebooks/samples/HyperParameterTuning - Fighting Breast Cancer.ipynb
lightgbm/src/main/scala/com/microsoft/ml/spark/lightgbm/params/LightGBMParams.scala
scalastyle-config.xml
src/test/scala/com/microsoft/ml/spark/lightgbm/split2/VerifyLightGBMRegressor.scala
lightgbm/src/main/scala/com/microsoft/azure/synapse/ml/lightgbm/LightGBMClassifier.scala
src/main/scala/com/microsoft/ml/spark/vw/VowpalWabbitBase.scala
src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMBase.scala
lightgbm/src/main/scala/com/microsoft/azure/synapse/ml/lightgbm/TrainUtils.scala
src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMDataset.scala
src/test/scala/com/microsoft/ml/spark/cognitive/split1/TextAnalyticsSuite.scala
docs/http.md
src/main/scala/com/microsoft/ml/spark/lightgbm/TrainParams.scala
lightgbm/src/test/scala/com/microsoft/ml/spark/lightgbm/split2/VerifyLightGBMRegressor.scala
src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMParams.scala
src/main/scala/com/microsoft/ml/spark/lightgbm/TrainUtils.scala
lightgbm/src/main/scala/com/microsoft/ml/spark/lightgbm/TrainUtils.scala
src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMRegressor.scala
docs/lightgbm.md
lightgbm/src/main/scala/com/microsoft/ml/spark/lightgbm/params/TrainParams.scala
core/src/main/scala/com/microsoft/ml/spark/core/utils/ClusterUtil.scala
scalastyle-test-config.xml
src/main/python/mmlspark/lightgbm/LightGBMRanker.py
11.
eli@barzilay.org
ilmat@microsoft.com
61 shared files
src/clean-missing-data/src/test/scala/VerifyCleanMissingData.scala
src/compute-model-statistics/src/main/scala/ComputeModelStatistics.scala
README.md
src/clean-missing-data/src/main/scala/CleanMissingData.scala
notebooks/samples/105 - Regression with DataConversion.ipynb
src/find-best-model/src/main/scala/FindBestModel.scala
src/tune-hyperparameters/src/main/scala/HyperparamBuilder.scala
src/find-best-model/src/test/scala/VerifyFindBestModel.scala
src/featurize/src/main/scala/AssembleFeatures.scala
notebooks/samples/304 - Medical Entity Extraction.ipynb
src/featurize/src/main/scala/Featurize.scala
notebooks/samples/202 - Amazon Book Reviews - Word2Vec.ipynb
src/project/scalastyle.scala
src/downloader/src/test/scala/DownloaderSuite.scala
notebooks/samples/106 - Quantile Regression with LightGBM.ipynb
notebooks/samples/104 - Price Prediction Regression Auto Imports.ipynb
src/core/env/src/main/scala/NativeLoader.java
src/summarize-data/src/main/scala/SummarizeData.scala
src/value-indexer/src/test/scala/VerifyValueIndexer.scala
src/find-best-model/src/main/scala/EvaluationUtils.scala
notebooks/samples/102 - Regression Example with Flight Delay Dataset.ipynb
src/readers/src/main/scala/BinaryFileReader.scala
src/cntk-train/src/main/scala/CNTKLearner.scala
docs/R-setup.md
src/tune-hyperparameters/build.sbt
src/core/test/benchmarks/src/main/scala/Benchmarks.scala
tools/config.sh
src/cntk-train/src/test/scala/ValidateDataConversion.scala
src/project/build.scala
src/codegen/src/main/scala/Config.scala
src/value-indexer/src/main/scala/ValueIndexer.scala
src/cntk-train/src/test/scala/ValidateCntkTrain.scala
src/tune-hyperparameters/src/main/scala/ParamSpace.scala
src/codegen/src/main/scala/PySparkWrapper.scala
src/downloader/src/main/scala/ModelDownloader.scala
src/train-classifier/src/test/scala/VerifyTrainClassifier.scala
src/core/env/src/main/scala/FileUtilities.scala
src/cntk-train/src/main/scala/BrainscriptBuilder.scala
src/train-classifier/src/main/scala/TrainClassifier.scala
src/core/schema/src/main/scala/Categoricals.scala
notebooks/samples/201 - Amazon Book Reviews - TextFeaturizer.ipynb
notebooks/gpu/401 - CNTK train on HDFS.ipynb
src/train-regressor/src/main/scala/TrainRegressor.scala
src/core/serialize/src/main/scala/params/ParamSpaceParam.scala
src/readers/src/test/scala/ImageReaderSuite.scala
src/core/test/benchmarks/build.sbt
src/core/ml/src/main/R/ml_utils.R
src/codegen/src/main/scala/WrapperGenerator.scala
src/tune-hyperparameters/src/main/scala/DefaultHyperparams.scala
src/codegen/src/main/scala/SparklyRWrapper.scala
src/cntk-train/src/main/scala/DataConversion.scala
src/value-indexer/src/main/scala/IndexToValue.scala
src/cntk-train/src/main/scala/CommandBuilders.scala
src/data-conversion/src/main/scala/DataConversion.scala
src/featurize/src/test/scala/VerifyFeaturize.scala
notebooks/samples/101 - Adult Census Income Training.ipynb
src/core/serialize/src/main/scala/params/EstimatorArrayParam.scala
src/codegen/src/main/scala/CodeGen.scala
notebooks/samples/302 - Pipeline Image Transformations.ipynb
src/tune-hyperparameters/src/main/scala/TuneHyperparameters.scala
src/core/schema/src/main/scala/ImageSchema.scala
12.
ilmat@microsoft.com
mmlspark-bot@microsoft.com
57 shared files
src/compute-model-statistics/src/main/scala/ComputeModelStatistics.scala
README.md
src/core/env/src/main/scala/EnvironmentUtils.scala
src/featurize/build.sbt
src/find-best-model/src/main/scala/FindBestModel.scala
src/compute-per-instance-statistics/build.sbt
src/core/env/src/main/scala/ProcessUtilities.scala
src/core/schema/src/test/scala/TestCategoricals.scala
src/compute-model-statistics/build.sbt
src/find-best-model/src/test/scala/VerifyFindBestModel.scala
src/featurize/src/main/scala/AssembleFeatures.scala
notebooks/samples/304 - Medical Entity Extraction.ipynb
src/featurize/src/main/scala/Featurize.scala
notebooks/samples/202 - Amazon Book Reviews - Word2Vec.ipynb
src/compute-per-instance-statistics/src/main/scala/ComputePerInstanceStatistics.scala
src/project/scalastyle.scala
src/downloader/src/test/scala/DownloaderSuite.scala
src/core/env/src/main/scala/NativeLoader.java
src/summarize-data/src/main/scala/SummarizeData.scala
src/find-best-model/build.sbt
notebooks/samples/102 - Regression Example with Flight Delay Dataset.ipynb
src/readers/src/main/scala/BinaryFileReader.scala
src/cntk-train/src/main/scala/CNTKLearner.scala
src/compute-model-statistics/src/test/scala/VerifyComputeModelStatistics.scala
tools/config.sh
src/cntk-train/src/test/scala/ValidateDataConversion.scala
src/project/build.scala
src/cntk-train/src/test/scala/ValidateConfiguration.scala
src/codegen/src/main/scala/Config.scala
src/cntk-train/src/test/scala/ValidateCntkTrain.scala
src/codegen/src/main/scala/PySparkWrapper.scala
src/downloader/src/main/scala/ModelDownloader.scala
src/train-classifier/src/test/scala/VerifyTrainClassifier.scala
src/core/contracts/src/main/scala/Params.scala
src/core/env/src/main/scala/FileUtilities.scala
src/core/schema/src/main/scala/SparkSchema.scala
src/cntk-train/src/main/scala/BrainscriptBuilder.scala
src/train-classifier/src/main/scala/TrainClassifier.scala
src/compute-per-instance-statistics/src/test/scala/VerifyComputePerInstanceStatistics.scala
src/core/schema/src/main/scala/Categoricals.scala
src/summarize-data/src/test/scala/SummarizeDataSuite.scala
src/core/schema/src/main/scala/SchemaConstants.scala
notebooks/samples/201 - Amazon Book Reviews - TextFeaturizer.ipynb
src/train-regressor/src/main/scala/TrainRegressor.scala
src/readers/src/test/scala/ImageReaderSuite.scala
src/cntk-train/src/main/scala/DataConversion.scala
src/cntk-train/src/main/scala/CommandBuilders.scala
src/data-conversion/src/main/scala/DataConversion.scala
src/featurize/src/test/scala/VerifyFeaturize.scala
notebooks/samples/101 - Adult Census Income Training.ipynb
src/data-conversion/src/test/scala/VerifyDataConversion.scala
src/codegen/src/main/scala/CodeGen.scala
notebooks/samples/302 - Pipeline Image Transformations.ipynb
src/codegen/src/main/scala/PySparkWrapperTest.scala
src/core/hadoop/src/main/scala/HadoopUtils.scala
src/data-conversion/build.sbt
src/core/schema/src/main/scala/ImageSchema.scala
13.
marhamil@microsoft.com
elbarzil@microsoft.com
54 shared files
src/multi-column-adapter/src/main/scala/MultiColumnAdapter.scala
src/compute-model-statistics/src/main/scala/ComputeModelStatistics.scala
README.md
src/core/env/src/main/scala/EnvironmentUtils.scala
src/readers/src/main/scala/ImageReader.scala
src/find-best-model/src/main/scala/FindBestModel.scala
src/featurize/src/main/scala/AssembleFeatures.scala
src/featurize/src/main/scala/Featurize.scala
src/pipeline-stages/src/test/scala/RepartitionSuite.scala
notebooks/samples/202 - Amazon Book Reviews - Word2Vec.ipynb
src/compute-per-instance-statistics/src/main/scala/ComputePerInstanceStatistics.scala
src/readers/src/main/scala/Readers.scala
src/summarize-data/src/main/scala/SummarizeData.scala
src/partition-sample/src/main/scala/PartitionSample.scala
src/image-transformer/src/main/scala/ImageTransformer.scala
notebooks/samples/102 - Regression Example with Flight Delay Dataset.ipynb
src/utils/src/main/scala/JarLoadingUtils.scala
src/core/schema/src/test/scala/VerifyFastVectorAssembler.scala
src/readers/src/main/scala/BinaryFileReader.scala
src/cntk-model/src/main/scala/CNTKModel.scala
src/image-transformer/src/main/scala/UnrollImage.scala
src/pipeline-stages/src/main/scala/Repartition.scala
src/compute-model-statistics/src/test/scala/VerifyComputeModelStatistics.scala
src/project/build.scala
src/core/schema/src/main/scala/BinaryFileSchema.scala
src/value-indexer/src/main/scala/ValueIndexer.scala
src/codegen/src/main/scala/PySparkWrapper.scala
src/downloader/src/main/scala/ModelDownloader.scala
src/core/schema/src/main/scala/DatasetExtensions.scala
src/train-classifier/src/test/scala/VerifyTrainClassifier.scala
src/core/env/src/main/scala/FileUtilities.scala
src/checkpoint-data/src/main/scala/CheckpointData.scala
src/train-classifier/src/main/scala/TrainClassifier.scala
src/compute-per-instance-statistics/src/test/scala/VerifyComputePerInstanceStatistics.scala
tools/mmlspark-packages.spec
src/train-regressor/src/main/scala/TrainRegressor.scala
src/train-regressor/src/test/scala/VerifyTrainRegressor.scala
src/pipeline-stages/src/main/scala/SelectColumns.scala
src/readers/src/test/scala/ImageReaderSuite.scala
src/image-transformer/src/test/scala/ImageTransformerSuite.scala
src/value-indexer/src/main/scala/IndexToValue.scala
src/codegen/src/main/scala/DocGen.scala
src/text-featurizer/src/main/scala/TextFeaturizer.scala
src/data-conversion/src/main/scala/DataConversion.scala
notebooks/samples/101 - Adult Census Income Training.ipynb
src/codegen/src/main/scala/CodeGen.scala
notebooks/samples/302 - Pipeline Image Transformations.ipynb
src/fuzzing/src/test/scala/Fuzzing.scala
src/codegen/src/main/scala/PySparkWrapperTest.scala
src/core/spark/src/main/scala/TransformParam.scala
src/codegen/src/main/scala/PySparkWrapperGenerator.scala
src/core/hadoop/src/main/scala/HadoopUtils.scala
src/image-featurizer/src/main/scala/ImageFeaturizer.scala
src/core/schema/src/main/scala/ImageSchema.scala
14.
eli@barzilay.org
elbarzil@microsoft.com
48 shared files
src/multi-column-adapter/src/main/scala/MultiColumnAdapter.scala
src/compute-model-statistics/src/main/scala/ComputeModelStatistics.scala
README.md
src/find-best-model/src/main/scala/FindBestModel.scala
src/featurize/src/main/scala/AssembleFeatures.scala
src/featurize/src/main/scala/Featurize.scala
notebooks/samples/202 - Amazon Book Reviews - Word2Vec.ipynb
src/summarize-data/src/main/scala/SummarizeData.scala
src/partition-sample/src/main/scala/PartitionSample.scala
src/image-transformer/src/main/scala/ImageTransformer.scala
docs/azure-setup.md
notebooks/samples/102 - Regression Example with Flight Delay Dataset.ipynb
src/readers/src/main/scala/BinaryFileReader.scala
tools/hdi/install-mmlspark.sh
src/codegen/src/main/scala/WrapperClassDoc.scala
src/cntk-model/src/main/scala/CNTKModel.scala
src/image-transformer/src/main/scala/UnrollImage.scala
src/pipeline-stages/src/main/scala/Repartition.scala
tools/build-pr/checkout
src/project/build.scala
src/core/schema/src/main/scala/BinaryFileSchema.scala
src/value-indexer/src/main/scala/ValueIndexer.scala
src/codegen/src/main/scala/PySparkWrapper.scala
src/downloader/src/main/scala/ModelDownloader.scala
src/train-classifier/src/test/scala/VerifyTrainClassifier.scala
src/core/env/src/main/scala/FileUtilities.scala
src/train-classifier/src/main/scala/TrainClassifier.scala
src/core/schema/src/main/scala/Categoricals.scala
tools/mmlspark-packages.spec
notebooks/samples/201 - Amazon Book Reviews - TextFeaturizer.ipynb
tools/build-pr/shared.sh
src/train-regressor/src/main/scala/TrainRegressor.scala
src/train-regressor/src/test/scala/VerifyTrainRegressor.scala
src/pipeline-stages/src/main/scala/SelectColumns.scala
src/readers/src/test/scala/ImageReaderSuite.scala
src/image-transformer/src/test/scala/ImageTransformerSuite.scala
tools/build-pr/report
src/value-indexer/src/main/scala/IndexToValue.scala
src/codegen/src/main/scala/DocGen.scala
src/text-featurizer/src/main/scala/TextFeaturizer.scala
src/data-conversion/src/main/scala/DataConversion.scala
notebooks/samples/101 - Adult Census Income Training.ipynb
src/codegen/src/main/scala/CodeGen.scala
notebooks/samples/103 - Before and After MMLSpark.ipynb
notebooks/samples/302 - Pipeline Image Transformations.ipynb
src/fuzzing/src/test/scala/Fuzzing.scala
src/image-featurizer/src/main/scala/ImageFeaturizer.scala
src/core/schema/src/main/scala/ImageSchema.scala
15.
80103478+xuwq1993@users.noreply.github.com
mhamilton723@gmail.com
40 shared files
src/main/scala/org/apache/spark/injections/UDFUtils.scala
notebooks/AzureSearchIndex - Met Artworks.ipynb
tools/docker/minimal/Dockerfile
README.md
tools/docker/demo/Dockerfile
notebooks/ConditionalKNN - Exploring Art Across Cultures.ipynb
.gitignore
cognitive/src/main/scala/com/microsoft/ml/spark/cognitive/SpeechToTextSDK.scala
notebooks/Classification - Adult Census.ipynb
notebooks/Regression - Flight Delays.ipynb
src/test/scala/com/microsoft/ml/spark/nbtest/DatabricksUtilities.scala
notebooks/Classification - Adult Census with Vowpal Wabbit.ipynb
notebooks/CognitiveServices - Celebrity Quote Analysis.ipynb
pipeline.yaml
cognitive/src/main/scala/com/microsoft/ml/spark/cognitive/FormRecognizer.scala
build.sbt
cognitive/src/main/scala/com/microsoft/ml/spark/cognitive/SpeechToText.scala
notebooks/SparkServing - Deploying a Classifier.ipynb
environment.yaml
src/main/scala/org/apache/spark/sql/execution/streaming/continuous/HTTPSinkV2.scala
cognitive/src/main/scala/com/microsoft/ml/spark/cognitive/TextAnalytics.scala
core/src/main/scala/com/microsoft/ml/spark/automl/TuneHyperparameters.scala
notebooks/Regression - Flight Delays with DataCleaning.ipynb
notebooks/ModelInterpretation - Snow Leopard Detection.ipynb
tools/tests/run_r_tests.R
notebooks/Vowpal Wabbit - Overview.ipynb
notebooks/Regression - Vowpal Wabbit vs. LightGBM vs. Linear Regressor.ipynb
core/src/test/scala/com/microsoft/ml/spark/Secrets.scala
notebooks/Regression - Auto Imports.ipynb
notebooks/HttpOnSpark - Working with Arbitrary Web APIs.ipynb
notebooks/Cognitive Services - Overview.ipynb
cognitive/src/main/scala/com/microsoft/ml/spark/cognitive/CognitiveServiceBase.scala
core/src/test/scala/com/microsoft/ml/spark/nbtest/SynapseTests.scala
notebooks/OpenCV - Pipeline Image Transformations.ipynb
src/main/scala/com/microsoft/ml/spark/stages/MiniBatchTransformer.scala
notebooks/TextAnalytics - Amazon Book Reviews.ipynb
notebooks/LightGBM - Overview.ipynb
notebooks/TextAnalytics - Amazon Book Reviews with Word2Vec.ipynb
notebooks/Classification - Before and After MMLSpark.ipynb
notebooks/Classification - Twitter Sentiment with Vowpal Wabbit.ipynb
16.
mhamilton723@gmail.com
marcozo@microsoft.com
39 shared files
src/main/scala/com/microsoft/ml/spark/vw/featurizer/BooleanFeaturizer.scala
src/test/scala/com/microsoft/ml/spark/core/utils/JarLoadingUtils.scala
src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMUtils.scala
src/main/scala/com/microsoft/ml/spark/core/schema/DatasetExtensions.scala
src/test/scala/com/microsoft/ml/spark/core/test/benchmarks/Benchmarks.scala
src/test/scala/com/microsoft/ml/spark/core/test/fuzzing/FuzzingTest.scala
src/main/scala/com/microsoft/ml/spark/vw/VowpalWabbitClassifier.scala
src/main/scala/com/microsoft/ml/spark/vw/featurizer/StringSplitFeaturizer.scala
src/main/scala/com/microsoft/ml/spark/train/ComputeModelStatistics.scala
pipeline.yaml
src/main/scala/com/microsoft/ml/spark/vw/featurizer/Featurizer.scala
src/main/scala/com/microsoft/ml/spark/vw/VowpalWabbitFeaturizer.scala
src/test/scala/com/microsoft/ml/spark/isolationforest/VerifyIsolationForest.scala
cognitive/src/main/scala/com/microsoft/azure/synapse/ml/cognitive/MultivariateAnomalyDetection.scala
src/main/scala/com/microsoft/ml/spark/vw/featurizer/MapStringFeaturizer.scala
build.sbt
src/main/scala/com/microsoft/ml/spark/vw/featurizer/StringFeaturizer.scala
docs/vw.md
src/main/scala/com/microsoft/ml/spark/vw/VowpalWabbitInteractions.scala
CODEOWNERS
src/test/scala/com/microsoft/ml/spark/vw/VerifyVowpalWabbitRegressor.scala
core/src/test/scala/com/microsoft/azure/synapse/ml/Secrets.scala
src/main/scala/com/microsoft/ml/spark/vw/featurizer/StringArrayFeaturizer.scala
src/test/scala/com/microsoft/ml/spark/io/binary/BinaryFileReaderSuite.scala
src/it/scala/com/microsoft/ml/spark/codegen/PySparkWrapperTest.scala
src/test/scala/com/microsoft/ml/spark/vw/VerifyVowpalWabbitFeaturizer.scala
src/main/scala/com/microsoft/ml/spark/vw/HasNumBits.scala
src/test/scala/com/microsoft/ml/spark/vw/VerifyVowpalWabbitInteractions.scala
src/test/scala/com/microsoft/ml/spark/vw/VerifyVowpalWabbitClassifier.scala
src/main/scala/com/microsoft/ml/spark/vw/featurizer/NumericFeaturizer.scala
src/it/scala/com/microsoft/ml/nbtest/DatabricksUtilities.scala
src/main/scala/com/microsoft/ml/spark/vw/VowpalWabbitMurmurWithPrefix.scala
src/main/scala/com/microsoft/ml/spark/vw/VowpalWabbitBase.scala
src/main/scala/com/microsoft/ml/spark/vw/VectorUtils.scala
src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMBase.scala
src/main/scala/com/microsoft/ml/spark/vw/featurizer/MapFeaturizer.scala
core/src/test/scala/com/microsoft/azure/synapse/ml/core/test/benchmarks/Benchmarks.scala
src/main/scala/com/microsoft/ml/spark/vw/featurizer/VectorFeaturizer.scala
src/main/scala/com/microsoft/ml/spark/vw/VowpalWabbitBaseModel.scala
17.
ilmat@microsoft.com
elbarzil@microsoft.com
37 shared files
src/compute-model-statistics/src/main/scala/ComputeModelStatistics.scala
README.md
src/core/env/src/main/scala/EnvironmentUtils.scala
src/find-best-model/src/main/scala/FindBestModel.scala
src/core/schema/src/test/scala/TestCategoricals.scala
src/core/spark/src/main/scala/ArrayParam.scala
src/featurize/src/main/scala/AssembleFeatures.scala
src/featurize/src/main/scala/Featurize.scala
notebooks/samples/202 - Amazon Book Reviews - Word2Vec.ipynb
src/utils/src/main/scala/CastUtilities.scala
src/compute-per-instance-statistics/src/main/scala/ComputePerInstanceStatistics.scala
src/summarize-data/src/main/scala/SummarizeData.scala
notebooks/samples/102 - Regression Example with Flight Delay Dataset.ipynb
src/readers/src/main/scala/BinaryFileReader.scala
src/compute-model-statistics/src/test/scala/VerifyComputeModelStatistics.scala
src/project/build.scala
src/value-indexer/src/main/scala/ValueIndexer.scala
src/codegen/src/main/scala/PySparkWrapper.scala
src/downloader/src/main/scala/ModelDownloader.scala
src/train-classifier/src/test/scala/VerifyTrainClassifier.scala
src/core/env/src/main/scala/FileUtilities.scala
src/core/schema/src/main/scala/SparkSchema.scala
src/train-classifier/src/main/scala/TrainClassifier.scala
src/compute-per-instance-statistics/src/test/scala/VerifyComputePerInstanceStatistics.scala
src/core/schema/src/main/scala/Categoricals.scala
src/core/schema/src/main/scala/SchemaConstants.scala
notebooks/samples/201 - Amazon Book Reviews - TextFeaturizer.ipynb
src/train-regressor/src/main/scala/TrainRegressor.scala
src/readers/src/test/scala/ImageReaderSuite.scala
src/value-indexer/src/main/scala/IndexToValue.scala
src/data-conversion/src/main/scala/DataConversion.scala
notebooks/samples/101 - Adult Census Income Training.ipynb
src/codegen/src/main/scala/CodeGen.scala
notebooks/samples/302 - Pipeline Image Transformations.ipynb
src/codegen/src/main/scala/PySparkWrapperTest.scala
src/core/hadoop/src/main/scala/HadoopUtils.scala
src/core/schema/src/main/scala/ImageSchema.scala
18.
marhamil@microsoft.com
mabusch@microsoft.com
34 shared files
src/multi-column-adapter/src/main/scala/MultiColumnAdapter.scala
src/compute-model-statistics/src/main/scala/ComputeModelStatistics.scala
notebooks/samples/105 - Regression with DataConversion.ipynb
src/readers/src/main/python/ImageReader.py
src/find-best-model/src/main/scala/FindBestModel.scala
src/image-transformer/src/main/python/ImageTransformer.py
src/featurize/src/main/scala/AssembleFeatures.scala
src/featurize/src/main/scala/Featurize.scala
notebooks/samples/202 - Amazon Book Reviews - Word2Vec.ipynb
src/compute-per-instance-statistics/src/main/scala/ComputePerInstanceStatistics.scala
src/summarize-data/src/main/scala/SummarizeData.scala
src/partition-sample/src/main/scala/PartitionSample.scala
src/image-transformer/src/main/scala/ImageTransformer.scala
src/cntk-model/src/main/scala/CNTKModel.scala
src/image-transformer/src/main/scala/UnrollImage.scala
src/pipeline-stages/src/main/scala/Repartition.scala
src/project/build.scala
src/core/schema/src/main/python/TypeConversionUtils.py
src/value-indexer/src/main/scala/ValueIndexer.scala
src/codegen/src/main/scala/PySparkWrapper.scala
src/core/contracts/src/main/scala/Params.scala
src/checkpoint-data/src/main/scala/CheckpointData.scala
src/train-classifier/src/main/scala/TrainClassifier.scala
src/train-regressor/src/main/scala/TrainRegressor.scala
src/pipeline-stages/src/main/scala/SelectColumns.scala
src/core/schema/src/main/python/Utils.py
src/readers/src/main/python/BinaryFileReader.py
src/codegen/src/main/scala/DocGen.scala
src/text-featurizer/src/main/scala/TextFeaturizer.scala
src/cntk-model/src/main/python/CNTKModel.py
src/data-conversion/src/main/scala/DataConversion.scala
src/codegen/src/main/scala/CodeGen.scala
src/codegen/src/main/scala/PySparkWrapperTest.scala
src/image-featurizer/src/main/scala/ImageFeaturizer.scala
19.
mabusch@microsoft.com
mmlspark-bot@microsoft.com
34 shared files
src/multi-column-adapter/src/main/scala/MultiColumnAdapter.scala
src/compute-model-statistics/src/main/scala/ComputeModelStatistics.scala
src/readers/src/main/python/ImageReader.py
src/find-best-model/src/main/scala/FindBestModel.scala
src/featurize/src/main/scala/AssembleFeatures.scala
src/featurize/src/main/scala/Featurize.scala
notebooks/samples/202 - Amazon Book Reviews - Word2Vec.ipynb
src/compute-per-instance-statistics/src/main/scala/ComputePerInstanceStatistics.scala
src/summarize-data/src/main/scala/SummarizeData.scala
src/partition-sample/src/main/scala/PartitionSample.scala
src/image-transformer/src/main/scala/ImageTransformer.scala
src/core/spark/src/main/scala/FastVectorAssembler.scala
src/cntk-model/src/main/scala/CNTKModel.scala
src/image-transformer/src/main/scala/UnrollImage.scala
src/pipeline-stages/src/main/scala/Repartition.scala
src/project/build.scala
src/codegen/src/main/scala/Config.scala
src/core/schema/src/main/python/TypeConversionUtils.py
src/codegen/src/main/scala/PySparkWrapper.scala
src/core/contracts/src/main/scala/Params.scala
src/checkpoint-data/src/main/scala/CheckpointData.scala
src/train-classifier/src/main/scala/TrainClassifier.scala
src/train-regressor/src/main/scala/TrainRegressor.scala
src/pipeline-stages/src/main/scala/SelectColumns.scala
src/core/schema/src/main/python/Utils.py
src/readers/src/main/python/BinaryFileReader.py
src/cntk-train/src/main/python/CNTKLearner.py
src/downloader/src/main/python/ModelDownloader.py
src/text-featurizer/src/main/scala/TextFeaturizer.scala
src/cntk-model/src/main/python/CNTKModel.py
src/data-conversion/src/main/scala/DataConversion.scala
src/codegen/src/main/scala/CodeGen.scala
src/codegen/src/main/scala/PySparkWrapperTest.scala
src/image-featurizer/src/main/scala/ImageFeaturizer.scala
20.
eli@barzilay.org
mabusch@microsoft.com
33 shared files
src/multi-column-adapter/src/main/scala/MultiColumnAdapter.scala
src/compute-model-statistics/src/main/scala/ComputeModelStatistics.scala
notebooks/samples/105 - Regression with DataConversion.ipynb
src/find-best-model/src/main/scala/FindBestModel.scala
src/featurize/src/main/scala/AssembleFeatures.scala
src/featurize/src/main/scala/Featurize.scala
notebooks/samples/202 - Amazon Book Reviews - Word2Vec.ipynb
notebooks/samples/104 - Price Prediction Regression Auto Imports.ipynb
src/summarize-data/src/main/scala/SummarizeData.scala
src/partition-sample/src/main/scala/PartitionSample.scala
src/image-transformer/src/main/scala/ImageTransformer.scala
src/codegen/src/main/scala/WrapperClassDoc.scala
src/cntk-model/src/main/scala/CNTKModel.scala
src/image-transformer/src/main/scala/UnrollImage.scala
src/pipeline-stages/src/main/scala/Repartition.scala
src/project/build.scala
src/codegen/src/main/scala/Config.scala
src/core/schema/src/main/python/TypeConversionUtils.py
src/value-indexer/src/main/scala/ValueIndexer.scala
src/codegen/src/main/scala/PySparkWrapper.scala
src/train-classifier/src/main/scala/TrainClassifier.scala
src/partition-sample/src/main/scala/PartitionSample.txt
src/train-regressor/src/main/scala/TrainRegressor.scala
src/pipeline-stages/src/main/scala/SelectColumns.scala
tools/pydocs/src/scala.rst
src/codegen/src/main/scala/DocGen.scala
src/text-featurizer/src/main/scala/TextFeaturizer.scala
src/data-conversion/src/main/scala/DataConversion.scala
src/codegen/src/main/scala/CodeGen.scala
src/image-featurizer/src/main/scala/ImageFeaturizer.scala
tools/pydocs/src/conf.py
src/text-featurizer/src/main/scala/TextFeaturizer.txt
tools/pydocs/src/index.rst
21.
elbarzil@microsoft.com
mabusch@microsoft.com
29 shared files
src/multi-column-adapter/src/main/scala/MultiColumnAdapter.scala
src/compute-model-statistics/src/main/scala/ComputeModelStatistics.scala
src/find-best-model/src/main/scala/FindBestModel.scala
src/featurize/src/main/scala/AssembleFeatures.scala
src/featurize/src/main/scala/Featurize.scala
notebooks/samples/202 - Amazon Book Reviews - Word2Vec.ipynb
src/compute-per-instance-statistics/src/main/scala/ComputePerInstanceStatistics.scala
src/summarize-data/src/main/scala/SummarizeData.scala
src/partition-sample/src/main/scala/PartitionSample.scala
src/image-transformer/src/main/scala/ImageTransformer.scala
src/core/spark/src/main/scala/FastVectorAssembler.scala
src/codegen/src/main/scala/WrapperClassDoc.scala
src/cntk-model/src/main/scala/CNTKModel.scala
src/image-transformer/src/main/scala/UnrollImage.scala
src/pipeline-stages/src/main/scala/Repartition.scala
src/project/build.scala
src/value-indexer/src/main/scala/ValueIndexer.scala
src/codegen/src/main/scala/PySparkWrapper.scala
src/checkpoint-data/src/main/scala/CheckpointData.scala
src/train-classifier/src/main/scala/TrainClassifier.scala
src/train-regressor/src/main/scala/TrainRegressor.scala
src/pipeline-stages/src/main/scala/SelectColumns.scala
src/core/env/src/main/scala/package.scala
src/codegen/src/main/scala/DocGen.scala
src/text-featurizer/src/main/scala/TextFeaturizer.scala
src/data-conversion/src/main/scala/DataConversion.scala
src/codegen/src/main/scala/CodeGen.scala
src/codegen/src/main/scala/PySparkWrapperTest.scala
src/image-featurizer/src/main/scala/ImageFeaturizer.scala
22.
marhamil@microsoft.com
marcozo@microsoft.com
27 shared files
src/main/scala/com/microsoft/ml/spark/vw/VowpalWabbitRegressor.scala
src/test/scala/com/microsoft/ml/spark/core/utils/JarLoadingUtils.scala
src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMUtils.scala
src/test/scala/com/microsoft/ml/spark/core/test/benchmarks/Benchmarks.scala
src/test/scala/com/microsoft/ml/spark/core/test/fuzzing/FuzzingTest.scala
src/main/scala/com/microsoft/ml/spark/vw/VowpalWabbitClassifier.scala
src/main/scala/com/microsoft/ml/spark/train/ComputeModelStatistics.scala
pipeline.yaml
src/main/scala/com/microsoft/ml/spark/vw/VowpalWabbitFeaturizer.scala
src/test/scala/com/microsoft/ml/spark/isolationforest/VerifyIsolationForest.scala
build.sbt
src/test/python/mmlsparktest/vw/test_vw.py
notebooks/samples/Regression - Vowpal Wabbit vs. LightGBM vs. Linear Regressor.ipynb
src/main/scala/com/microsoft/ml/spark/vw/VowpalWabbitInteractions.scala
CODEOWNERS
src/main/scala/com/microsoft/ml/spark/isolationforest/IsolationForest.scala
src/it/scala/com/microsoft/ml/spark/codegen/PySparkWrapperTest.scala
src/main/scala/com/microsoft/ml/spark/vw/HasNumBits.scala
src/it/scala/com/microsoft/ml/nbtest/DatabricksUtilities.scala
src/scalastyle-config.xml
notebooks/samples/Vowpal Wabbit - Quantile Regression for Drug Discovery.ipynb
src/main/scala/com/microsoft/ml/spark/vw/VowpalWabbitBase.scala
notebooks/samples/Classification - Adult Census with Vowpal Wabbit.ipynb
src/main/scala/com/microsoft/ml/spark/vw/HasSumcollisions.scala
src/main/python/mmlspark/vw/VowpalWabbitRegressor.py
src/main/scala/com/microsoft/ml/spark/vw/VowpalWabbitBaseModel.scala
src/main/python/mmlspark/vw/VowpalWabbitClassifier.py
23.
82044803+serena-ruan@users.noreply.github.com
80103478+xuwq1993@users.noreply.github.com
26 shared files
notebooks/AzureSearchIndex - Met Artworks.ipynb
README.md
cognitive/src/main/scala/com/microsoft/ml/spark/cognitive/DocumentTranslator.scala
src/main/scala/com/microsoft/ml/spark/vw/VowpalWabbitContextualBandit.scala
.gitignore
notebooks/Classification - Adult Census.ipynb
pipeline.yaml
cognitive/src/main/scala/com/microsoft/ml/spark/cognitive/FormRecognizer.scala
build.sbt
notebooks/SparkServing - Deploying a Classifier.ipynb
environment.yaml
cognitive/src/main/scala/com/microsoft/ml/spark/cognitive/TextAnalytics.scala
notebooks/Regression - Flight Delays with DataCleaning.ipynb
tools/tests/run_r_tests.R
cognitive/src/main/scala/com/microsoft/ml/spark/cognitive/TextTranslator.scala
notebooks/Vowpal Wabbit - Overview.ipynb
notebooks/Regression - Vowpal Wabbit vs. LightGBM vs. Linear Regressor.ipynb
core/src/test/scala/com/microsoft/ml/spark/Secrets.scala
notebooks/Regression - Auto Imports.ipynb
notebooks/Cognitive Services - Overview.ipynb
cognitive/src/main/scala/com/microsoft/ml/spark/cognitive/CognitiveServiceBase.scala
src/main/scala/com/microsoft/ml/spark/stages/MiniBatchTransformer.scala
notebooks/TextAnalytics - Amazon Book Reviews.ipynb
notebooks/LightGBM - Overview.ipynb
notebooks/TextAnalytics - Amazon Book Reviews with Word2Vec.ipynb
notebooks/Classification - Twitter Sentiment with Vowpal Wabbit.ipynb
24.
jasowang@microsoft.com
82044803+serena-ruan@users.noreply.github.com
24 shared files
src/test/scala/com/microsoft/azure/synapse/ml/core/test/fuzzing/FuzzingTest.scala
src/main/scala/com/microsoft/ml/spark/vw/VowpalWabbitContextualBandit.scala
.gitignore
src/main/scala/com/microsoft/ml/spark/vw/VowpalWabbitClassifier.scala
src/main/scala/com/microsoft/ml/spark/cntk/CNTKModel.scala
website/docusaurus.config.js
src/main/scala/com/microsoft/ml/spark/train/ComputeModelStatistics.scala
pipeline.yaml
src/main/scala/com/microsoft/ml/spark/io/http/HTTPTransformer.scala
src/main/scala/com/microsoft/ml/spark/featurize/text/MultiNGram.scala
core/src/main/scala/com/microsoft/azure/synapse/ml/train/ComputeModelStatistics.scala
build.sbt
src/main/scala/com/microsoft/ml/spark/stages/EnsembleByKey.scala
CODEOWNERS
website/package.json
src/main/scala/com/microsoft/ml/spark/cognitive/SpeechToTextSDK.scala
src/main/scala/com/microsoft/ml/spark/recommendation/RecommendationIndexer.scala
src/main/scala/com/microsoft/ml/spark/cognitive/BingImageSearch.scala
notebooks/ONNX - Inference on Spark.ipynb
website/yarn.lock
notebooks/Interpretability - Image Explainers.ipynb
notebooks/DeepLearning - Flower Image Classification.ipynb
src/main/scala/com/microsoft/ml/spark/logging/BasicLogging.scala
core/src/main/scala/com/microsoft/azure/synapse/ml/isolationforest/IsolationForest.scala
25.
jasowang@microsoft.com
marhamil@microsoft.com
22 shared files
src/main/scala/com/microsoft/ml/spark/vw/VowpalWabbitContextualBandit.scala
.gitignore
src/test/scala/com/microsoft/ml/spark/core/test/fuzzing/FuzzingTest.scala
src/main/scala/com/microsoft/ml/spark/vw/VowpalWabbitClassifier.scala
src/main/scala/com/microsoft/ml/spark/cntk/CNTKModel.scala
src/main/scala/com/microsoft/ml/spark/train/ComputeModelStatistics.scala
pipeline.yaml
src/main/scala/org/apache/spark/ml/param/PipelineStageParam.scala
src/main/scala/com/microsoft/ml/spark/io/http/HTTPTransformer.scala
src/main/scala/com/microsoft/ml/spark/featurize/text/MultiNGram.scala
src/main/scala/org/apache/spark/ml/param/TransformerParam.scala
build.sbt
src/main/scala/com/microsoft/ml/spark/stages/EnsembleByKey.scala
CODEOWNERS
src/main/scala/com/microsoft/ml/spark/cognitive/SpeechToTextSDK.scala
src/main/scala/com/microsoft/ml/spark/recommendation/RecommendationIndexer.scala
src/main/scala/com/microsoft/ml/spark/cognitive/BingImageSearch.scala
src/main/scala/org/apache/spark/ml/param/EstimatorParam.scala
src/main/scala/org/apache/spark/ml/param/DataFrameParam.scala
src/main/scala/com/microsoft/ml/spark/codegen/Wrappable.scala
src/main/scala/com/microsoft/ml/spark/core/utils/ModelEquality.scala
src/test/scala/com/microsoft/ml/spark/core/test/base/TestBase.scala
26.
mhamilton723@gmail.com
eli@barzilay.org
20 shared files
src/core/test/base/src/main/scala/TestBase.scala
tools/misc/get-stats
README.md
docs/datasets.md
src/pipeline-stages/src/main/scala/DropColumns.scala
notebooks/samples/304 - Medical Entity Extraction.ipynb
src/downloader/src/test/scala/DownloaderSuite.scala
docs/your-first-model.md
tools/docker/build-docker
docs/R-setup.md
tools/runme/build.sh
tools/pydocs/publish
tools/config.sh
src/project/build.scala
docs/docker.md
tools/mmlspark-packages.spec
docs/gpu-setup.md
CONTRIBUTING.md
src/io/http/src/test/scala/HTTPTransformerSuite.scala
docs/developer-readme.md
27.
ilmat@microsoft.com
mabusch@microsoft.com
20 shared files
src/compute-model-statistics/src/main/scala/ComputeModelStatistics.scala
notebooks/samples/105 - Regression with DataConversion.ipynb
src/find-best-model/src/main/scala/FindBestModel.scala
src/featurize/src/main/scala/AssembleFeatures.scala
src/featurize/src/main/scala/Featurize.scala
notebooks/samples/202 - Amazon Book Reviews - Word2Vec.ipynb
src/compute-per-instance-statistics/src/main/scala/ComputePerInstanceStatistics.scala
notebooks/samples/104 - Price Prediction Regression Auto Imports.ipynb
src/summarize-data/src/main/scala/SummarizeData.scala
src/project/build.scala
src/codegen/src/main/scala/Config.scala
src/value-indexer/src/main/scala/ValueIndexer.scala
src/train-classifier/src/main/scala/TrainClassifier.txt
src/codegen/src/main/scala/PySparkWrapper.scala
src/core/contracts/src/main/scala/Params.scala
src/train-classifier/src/main/scala/TrainClassifier.scala
src/train-regressor/src/main/scala/TrainRegressor.scala
src/data-conversion/src/main/scala/DataConversion.scala
src/codegen/src/main/scala/CodeGen.scala
src/codegen/src/main/scala/PySparkWrapperTest.scala
28.
mhamilton723@gmail.com
jasonwang_83@hotmail.com
19 shared files
notebooks/Interpretability - Tabular SHAP explainer.ipynb
core/src/main/scala/com/microsoft/ml/spark/explainers/SharedParams.scala
README.md
core/src/main/scala/com/microsoft/ml/spark/explainers/TabularLIME.scala
core/src/main/scala/com/microsoft/ml/spark/explainers/VectorSHAP.scala
core/src/main/scala/com/microsoft/ml/spark/explainers/KernelSHAPBase.scala
core/src/main/scala/com/microsoft/ml/spark/explainers/TextLIME.scala
core/src/main/scala/com/microsoft/ml/spark/explainers/LocalExplainer.scala
core/src/main/scala/com/microsoft/ml/spark/lime/TextLIME.scala
core/src/main/scala/com/microsoft/ml/spark/explainers/LIMEBase.scala
core/src/main/scala/com/microsoft/ml/spark/explainers/ImageSHAP.scala
core/src/main/scala/com/microsoft/ml/spark/lime/LIME.scala
core/src/main/scala/com/microsoft/ml/spark/explainers/TextSHAP.scala
core/src/main/scala/com/microsoft/ml/spark/explainers/TabularSHAP.scala
notebooks/Interpretability - Image Explainers.ipynb
notebooks/Interpretability - Text Explainers.ipynb
core/src/test/scala/com/microsoft/ml/spark/explainers/split1/HasExplainTargetSuite.scala
core/src/main/scala/com/microsoft/ml/spark/explainers/VectorLIME.scala
core/src/main/scala/com/microsoft/ml/spark/explainers/ImageLIME.scala
29.
jackgerrits@users.noreply.github.com
marcozo@microsoft.com
18 shared files
src/main/scala/com/microsoft/ml/spark/vw/VowpalWabbitRegressor.scala
src/main/scala/com/microsoft/ml/spark/vw/featurizer/BooleanFeaturizer.scala
src/test/scala/com/microsoft/ml/spark/core/test/fuzzing/FuzzingTest.scala
src/main/scala/com/microsoft/ml/spark/vw/VowpalWabbitClassifier.scala
src/main/scala/com/microsoft/ml/spark/vw/featurizer/StringSplitFeaturizer.scala
src/main/scala/com/microsoft/ml/spark/vw/featurizer/Featurizer.scala
src/main/scala/com/microsoft/ml/spark/vw/VowpalWabbitFeaturizer.scala
src/main/scala/com/microsoft/ml/spark/vw/featurizer/MapStringFeaturizer.scala
build.sbt
src/main/scala/com/microsoft/ml/spark/vw/featurizer/StringFeaturizer.scala
src/test/scala/com/microsoft/ml/spark/vw/VerifyVowpalWabbitFeaturizer.scala
src/main/scala/com/microsoft/ml/spark/vw/featurizer/NumericFeaturizer.scala
src/main/scala/com/microsoft/ml/spark/vw/VowpalWabbitBase.scala
src/main/scala/com/microsoft/ml/spark/vw/featurizer/MapFeaturizer.scala
src/main/python/mmlspark/vw/VowpalWabbitRegressor.py
src/main/scala/com/microsoft/ml/spark/vw/featurizer/VectorFeaturizer.scala
src/main/scala/com/microsoft/ml/spark/vw/VowpalWabbitBaseModel.scala
src/main/python/mmlspark/vw/VowpalWabbitClassifier.py
30.
marhamil@microsoft.com
eddeleon@microsoft.com
16 shared files
src/multi-column-adapter/src/main/scala/MultiColumnAdapter.scala
src/core/test/base/src/main/scala/TestBase.scala
src/pipeline-stages/src/test/scala/SelectColumnsSuite.scala
src/featurize/src/main/scala/AssembleFeatures.scala
src/summarize-data/src/main/scala/SummarizeData.scala
notebooks/samples/102 - Regression Example with Flight Delay Dataset.ipynb
src/pipeline-stages/src/test/scala/UDFTransformerSuite.scala
src/pipeline-stages/src/main/scala/RenameColumn.scala
src/pipeline-stages/src/main/scala/TextPreprocessor.scala
src/core/test/fuzzing/src/test/scala/FuzzingTest.scala
src/multi-column-adapter/src/test/scala/MultiColumnAdapterSpec.scala
src/codegen/src/main/scala/PySparkWrapper.scala
src/pipeline-stages/src/main/scala/UDFTransformer.scala
src/pipeline-stages/src/test/scala/DropColumnsSuite.scala
notebooks/samples/101 - Adult Census Income Training.ipynb
src/codegen/src/main/scala/PySparkWrapperTest.scala
31.
jackgerrits@users.noreply.github.com
mhamilton723@gmail.com
16 shared files
src/main/scala/com/microsoft/ml/spark/vw/featurizer/BooleanFeaturizer.scala
src/test/scala/com/microsoft/ml/spark/core/test/fuzzing/FuzzingTest.scala
src/main/scala/com/microsoft/ml/spark/vw/VowpalWabbitClassifier.scala
src/main/scala/com/microsoft/ml/spark/vw/featurizer/StringSplitFeaturizer.scala
src/main/scala/com/microsoft/ml/spark/vw/featurizer/Featurizer.scala
src/main/scala/com/microsoft/ml/spark/vw/VowpalWabbitFeaturizer.scala
src/main/scala/com/microsoft/ml/spark/vw/featurizer/MapStringFeaturizer.scala
build.sbt
src/main/scala/org/apache/spark/ml/NamespaceInjections.scala
src/main/scala/com/microsoft/ml/spark/vw/featurizer/StringFeaturizer.scala
src/test/scala/com/microsoft/ml/spark/vw/VerifyVowpalWabbitFeaturizer.scala
src/main/scala/com/microsoft/ml/spark/vw/featurizer/NumericFeaturizer.scala
src/main/scala/com/microsoft/ml/spark/vw/VowpalWabbitBase.scala
src/main/scala/com/microsoft/ml/spark/vw/featurizer/MapFeaturizer.scala
src/main/scala/com/microsoft/ml/spark/vw/featurizer/VectorFeaturizer.scala
src/main/scala/com/microsoft/ml/spark/vw/VowpalWabbitBaseModel.scala
32.
eli@barzilay.org
towen@microsoft.com
14 shared files
tools/deployment/bashshelldeploy.sh
README.md
tools/deployment/sparkClusterInVnetTemplate.json
docs/azure-setup.md
src/cntk-train/src/main/scala/CNTKLearner.scala
tools/deployment/gpu-setup.sh
src/cntk-train/src/main/scala/BrainscriptBuilder.scala
tools/deployment/powershelldeploy.ps1
notebooks/gpu/401 - CNTK train on HDFS.ipynb
docs/gpu-setup.md
tools/deployment/azureDeployParameters.json
tools/deployment/azureDeployMainTemplate.json
src/cntk-train/src/main/scala/CommandBuilders.scala
tools/deployment/gpuVmExistingVNetTemplate.json
33.
mhamilton723@gmail.com
mmlspark-bot@microsoft.com
14 shared files
src/core/test/base/src/main/scala/TestBase.scala
README.md
.gitignore
notebooks/samples/304 - Medical Entity Extraction.ipynb
src/downloader/src/test/scala/DownloaderSuite.scala
docs/your-first-model.md
tools/docker/build-docker
tools/runme/build.sh
tools/config.sh
src/project/build.scala
tools/mmlspark-packages.spec
CONTRIBUTING.md
docs/developer-readme.md
src/core/test/base/src/main/scala/SparkSessionFactory.scala
34.
wenqx@microsoft.com
mhamilton723@gmail.com
14 shared files
cognitive/src/test/scala/com/microsoft/ml/spark/cognitive/split1/TextAnalyticsSuite.scala
tools/docker/minimal/Dockerfile
tools/docker/demo/Dockerfile
cognitive/src/main/scala/com/microsoft/ml/spark/cognitive/SpeechToTextSDK.scala
pipeline.yaml
cognitive/src/test/scala/com/microsoft/ml/spark/cognitive/split1/AnamolyDetectionSuite.scala
cognitive/src/main/scala/com/microsoft/ml/spark/cognitive/SpeechToText.scala
cognitive/src/main/scala/com/microsoft/ml/spark/cognitive/TextAnalytics.scala
cognitive/src/main/scala/com/microsoft/ml/spark/cognitive/Face.scala
cognitive/src/main/scala/com/microsoft/ml/spark/cognitive/TextAnalyticsSchemas.scala
cognitive/src/main/scala/com/microsoft/ml/spark/cognitive/CognitiveServiceBase.scala
cognitive/src/main/scala/com/microsoft/ml/spark/cognitive/BingImageSearch.scala
tools/docker/developer/Dockerfile
cognitive/src/main/scala/com/microsoft/ml/spark/cognitive/ComputerVision.scala
35.
ilmat@microsoft.com
keunhyun.oh@ahnlab.com
14 shared files
src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMUtils.scala
src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMConstants.scala
src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMBooster.scala
src/test/scala/com/microsoft/ml/spark/lightgbm/split1/VerifyLightGBMClassifier.scala
src/main/scala/com/microsoft/ml/spark/core/utils/ClusterUtil.scala
src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMRanker.scala
src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMClassifier.scala
src/main/scala/com/microsoft/ml/spark/vw/VowpalWabbitBase.scala
src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMBase.scala
src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMDelegate.scala
src/main/scala/com/microsoft/ml/spark/lightgbm/TrainParams.scala
src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMParams.scala
src/main/scala/com/microsoft/ml/spark/lightgbm/TrainUtils.scala
src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMRegressor.scala
36.
keunhyun.oh@ahnlab.com
mhamilton723@gmail.com
13 shared files
src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMUtils.scala
src/test/scala/com/microsoft/ml/spark/core/test/base/SparkSessionFactory.scala
src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMConstants.scala
src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMBooster.scala
src/test/scala/com/microsoft/ml/spark/lightgbm/split1/VerifyLightGBMClassifier.scala
src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMRanker.scala
src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMClassifier.scala
src/main/scala/com/microsoft/ml/spark/vw/VowpalWabbitBase.scala
src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMBase.scala
src/main/scala/com/microsoft/ml/spark/lightgbm/TrainParams.scala
src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMParams.scala
src/main/scala/com/microsoft/ml/spark/lightgbm/TrainUtils.scala
src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMRegressor.scala
37.
82044803+serena-ruan@users.noreply.github.com
marcozo@microsoft.com
12 shared files
src/main/scala/com/microsoft/ml/spark/vw/VowpalWabbitRegressor.scala
src/main/scala/com/microsoft/ml/spark/vw/VowpalWabbitClassifier.scala
src/main/scala/com/microsoft/ml/spark/train/ComputeModelStatistics.scala
pipeline.yaml
src/main/scala/com/microsoft/ml/spark/vw/VowpalWabbitFeaturizer.scala
cognitive/src/main/scala/com/microsoft/azure/synapse/ml/cognitive/MultivariateAnomalyDetection.scala
build.sbt
src/main/scala/com/microsoft/ml/spark/vw/VowpalWabbitInteractions.scala
CODEOWNERS
src/main/scala/com/microsoft/ml/spark/isolationforest/IsolationForest.scala
src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMBase.scala
cognitive/src/main/scala/com/microsoft/azure/synapse/ml/cognitive/MultivariateAnomalyDetectorSchemas.scala
38.
marhamil@microsoft.com
jackgerrits@users.noreply.github.com
12 shared files
src/main/scala/com/microsoft/ml/spark/vw/VowpalWabbitRegressor.scala
src/main/scala/com/microsoft/ml/spark/vw/VowpalWabbitContextualBandit.scala
src/test/scala/com/microsoft/ml/spark/core/test/fuzzing/FuzzingTest.scala
src/main/scala/com/microsoft/ml/spark/vw/VowpalWabbitClassifier.scala
src/main/scala/com/microsoft/ml/spark/vw/VectorZipper.scala
src/main/scala/com/microsoft/ml/spark/vw/VowpalWabbitFeaturizer.scala
build.sbt
src/main/scala/com/microsoft/ml/spark/vw/VowpalWabbitBase.scala
src/main/python/mmlspark/vw/VowpalWabbitRegressor.py
src/main/python/mmlspark/vw/VowpalWabbitContextualBandit.py
src/main/scala/com/microsoft/ml/spark/vw/VowpalWabbitBaseModel.scala
src/main/python/mmlspark/vw/VowpalWabbitClassifier.py
39.
eddeleon@microsoft.com
mmlspark-bot@microsoft.com
12 shared files
src/multi-column-adapter/src/main/scala/MultiColumnAdapter.scala
src/core/test/base/src/main/scala/TestBase.scala
src/pipeline-stages/src/test/scala/SelectColumnsSuite.scala
src/featurize/src/main/scala/AssembleFeatures.scala
tools/notebook/postprocess.py
src/summarize-data/src/main/scala/SummarizeData.scala
notebooks/samples/102 - Regression Example with Flight Delay Dataset.ipynb
src/multi-column-adapter/src/test/scala/MultiColumnAdapterSpec.scala
src/codegen/src/main/scala/PySparkWrapper.scala
notebooks/samples/101 - Adult Census Income Training.ipynb
notebooks/samples/103 - Before and After MMLSpark.ipynb
src/codegen/src/main/scala/PySparkWrapperTest.scala
40.
jihon@microsoft.com
marhamil@microsoft.com
12 shared files
src/io/http/src/test/scala/services/TextAnalyticsSuite.scala
src/io/http/src/main/scala/services/CognitiveServiceBase.scala
src/io/http/src/main/scala/services/ComputerVision.scala
src/project/scalastyle.scala
src/io/http/src/main/scala/services/TextAnalytics.scala
src/io/http/src/main/scala/services/AzureSearch.scala
src/io/http/src/test/scala/services/ComputerVisionSuite.scala
src/io/http/src/main/scala/schemas/TextAnalyticsSchemas.scala
src/core/test/fuzzing/src/test/scala/FuzzingTest.scala
src/io/http/src/main/scala/schemas/ComputerVisionSchemas.scala
src/io/http/src/main/scala/services/AzureSearchAPI.scala
src/io/http/src/test/scala/services/SearchWriterSuite.scala
41.
ilmat@microsoft.com
terrytangyuan@gmail.com
11 shared files
README.md
notebooks/samples/106 - Quantile Regression with LightGBM.ipynb
src/lightgbm/src/main/scala/LightGBMUtils.scala
src/lightgbm/src/main/scala/LightGBMBooster.scala
src/lightgbm/src/test/scala/VerifyLightGBMClassifier.scala
src/lightgbm/src/main/scala/TrainUtils.scala
src/lightgbm/src/main/scala/TrainParams.scala
src/lightgbm/src/main/scala/LightGBMParams.scala
src/lightgbm/src/main/scala/LightGBMClassifier.scala
docs/lightgbm.md
src/lightgbm/src/main/scala/LightGBMRegressor.scala
42.
dciborow@microsoft.com
marhamil@microsoft.com
11 shared files
src/main/python/mmlspark/recommendation/SAR.py
src/test/python/mmlsparktest/recommendation/test_ranking.py
CODEOWNERS
src/codegen/src/main/scala/PySparkWrapper.scala
src/main/python/mmlspark/recommendation/RankingTrainValidationSplitModel.py
src/main/python/mmlspark/recommendation/RankingTrainValidationSplit.py
src/codegen/src/main/scala/SparklyRWrapper.scala
src/main/python/mmlspark/recommendation/SARModel.py
src/io/http/src/test/scala/services/ImageSearchSuite.scala
src/main/python/setup.py
src/codegen/src/main/scala/PySparkWrapperTest.scala
43.
eddeleon@microsoft.com
eli@barzilay.org
10 shared files
src/multi-column-adapter/src/main/scala/MultiColumnAdapter.scala
src/core/test/base/src/main/scala/TestBase.scala
src/featurize/src/main/scala/AssembleFeatures.scala
tools/notebook/postprocess.py
src/summarize-data/src/main/scala/SummarizeData.scala
notebooks/samples/102 - Regression Example with Flight Delay Dataset.ipynb
src/codegen/src/main/scala/PySparkWrapper.scala
src/pipeline-stages/src/main/python/UDFTransformer.py
notebooks/samples/101 - Adult Census Income Training.ipynb
notebooks/samples/103 - Before and After MMLSpark.ipynb
44.
stuartle@microsoft.com
mhamilton723@gmail.com
10 shared files
core/src/main/scala/com/microsoft/azure/synapse/ml/stages/MiniBatchTransformer.scala
core/src/test/scala/com/microsoft/azure/synapse/ml/io/split2/DistributedHTTPSuite.scala
cognitive/src/test/scala/com/microsoft/azure/synapse/ml/cognitive/split1/TextAnalyticsSuite.scala
core/src/test/scala/com/microsoft/azure/synapse/ml/nbtest/DatabricksUtilities.scala
core/src/main/scala/com/microsoft/azure/synapse/ml/io/http/HTTPTransformer.scala
cognitive/src/main/scala/com/microsoft/azure/synapse/ml/cognitive/ComputerVision.scala
cognitive/src/main/scala/com/microsoft/azure/synapse/ml/cognitive/TextAnalyticsSchemas.scala
cognitive/src/main/scala/com/microsoft/azure/synapse/ml/cognitive/CognitiveServiceBase.scala
core/src/test/scala/com/microsoft/azure/synapse/ml/stages/MiniBatchTransformerSuite.scala
cognitive/src/main/scala/com/microsoft/azure/synapse/ml/cognitive/TextAnalytics.scala
45.
80103478+xuwq1993@users.noreply.github.com
marhamil@microsoft.com
10 shared files
README.md
src/main/scala/com/microsoft/ml/spark/vw/VowpalWabbitContextualBandit.scala
.gitignore
src/test/scala/com/microsoft/ml/spark/nbtest/DatabricksUtilities.scala
pipeline.yaml
build.sbt
environment.yaml
tools/tests/run_r_tests.R
src/main/scala/com/microsoft/ml/spark/stages/MiniBatchTransformer.scala
src/test/R/testthat/setup-spark.R
46.
ilmat@microsoft.com
jfontanalsmartinez@gmail.com
10 shared files
src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMUtils.scala
src/test/scala/com/microsoft/ml/spark/lightgbm/split2/VerifyLightGBMRanker.scala
src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMBooster.scala
src/test/scala/com/microsoft/ml/spark/lightgbm/split1/VerifyLightGBMClassifier.scala
src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMRanker.scala
src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMClassifier.scala
src/main/scala/com/microsoft/ml/spark/lightgbm/TrainParams.scala
src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMParams.scala
src/main/scala/com/microsoft/ml/spark/lightgbm/TrainUtils.scala
src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMRegressor.scala
47.
jfontanalsmartinez@gmail.com
mhamilton723@gmail.com
10 shared files
src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMUtils.scala
src/test/scala/com/microsoft/ml/spark/lightgbm/split2/VerifyLightGBMRanker.scala
src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMBooster.scala
src/test/scala/com/microsoft/ml/spark/lightgbm/split1/VerifyLightGBMClassifier.scala
src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMRanker.scala
src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMClassifier.scala
src/main/scala/com/microsoft/ml/spark/lightgbm/TrainParams.scala
src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMParams.scala
src/main/scala/com/microsoft/ml/spark/lightgbm/TrainUtils.scala
src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMRegressor.scala
48.
marhamil@microsoft.com
caseyjhong@gmail.com
10 shared files
src/io/http/src/main/scala/services/CognitiveServiceBase.scala
src/io/http/src/main/scala/MiniBatchTransformer.scala
src/io/http/src/main/scala/services/AzureSearch.scala
tools/runme/build.sh
src/project/build.scala
src/io/http/src/main/scala/services/FaceAPI.scala
src/scalastyle-config.xml
src/io/powerbi/src/main/scala/PowerBIWriter.scala
src/io/http/src/main/scala/services/AzureSearchAPI.scala
src/io/http/src/test/scala/services/SearchWriterSuite.scala
49.
82044803+serena-ruan@users.noreply.github.com
64443771+ms-kashyap@users.noreply.github.com
9 shared files
src/test/scala/com/microsoft/azure/synapse/ml/core/test/fuzzing/FuzzingTest.scala
website/docs/examples/about.md
pipeline.yaml
website/src/plugins/examples/index.js
website/docs/features/responsible_ai/Model Interpretation on Spark.md
website/sidebars.js
website/notebookconvert.py
website/docs/features/onnx/about.md
website/src/pages/index.js
50.
82044803+serena-ruan@users.noreply.github.com
ilmat@microsoft.com
9 shared files
README.md
project/Secrets.scala
src/main/scala/com/microsoft/ml/spark/stages/StratifiedRepartition.scala
build.sbt
src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMModelMethods.scala
src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMRanker.scala
src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMClassifier.scala
src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMBase.scala
src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMRegressor.scala
51.
keunhyun.oh@ahnlab.com
jfontanalsmartinez@gmail.com
9 shared files
src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMUtils.scala
src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMBooster.scala
src/test/scala/com/microsoft/ml/spark/lightgbm/split1/VerifyLightGBMClassifier.scala
src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMRanker.scala
src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMClassifier.scala
src/main/scala/com/microsoft/ml/spark/lightgbm/TrainParams.scala
src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMParams.scala
src/main/scala/com/microsoft/ml/spark/lightgbm/TrainUtils.scala
src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMRegressor.scala
52.
eddeleon@microsoft.com
elbarzil@microsoft.com
8 shared files
src/multi-column-adapter/src/main/scala/MultiColumnAdapter.scala
src/featurize/src/main/scala/AssembleFeatures.scala
src/summarize-data/src/main/scala/SummarizeData.scala
notebooks/samples/102 - Regression Example with Flight Delay Dataset.ipynb
src/codegen/src/main/scala/PySparkWrapper.scala
notebooks/samples/101 - Adult Census Income Training.ipynb
notebooks/samples/103 - Before and After MMLSpark.ipynb
src/codegen/src/main/scala/PySparkWrapperTest.scala
53.
64443771+ms-kashyap@users.noreply.github.com
mhamilton723@gmail.com
8 shared files
src/test/scala/com/microsoft/azure/synapse/ml/core/test/fuzzing/FuzzingTest.scala
pipeline.yaml
website/src/plugins/examples/index.js
website/docs/features/responsible_ai/Model Interpretation on Spark.md
website/docs/features/responsible_ai/Data Balance Analysis.md
website/sidebars.js
website/src/pages/index.js
core/src/test/scala/com/microsoft/azure/synapse/ml/exploratory/DataBalanceTestBase.scala
54.
80103478+xuwq1993@users.noreply.github.com
wenqx@microsoft.com
8 shared files
tools/docker/minimal/Dockerfile
cognitive/src/main/scala/com/microsoft/ml/spark/cognitive/DocumentTranslator.scala
tools/docker/demo/Dockerfile
cognitive/src/main/scala/com/microsoft/ml/spark/cognitive/SpeechToTextSDK.scala
pipeline.yaml
cognitive/src/main/scala/com/microsoft/ml/spark/cognitive/SpeechToText.scala
cognitive/src/main/scala/com/microsoft/ml/spark/cognitive/TextAnalytics.scala
cognitive/src/main/scala/com/microsoft/ml/spark/cognitive/CognitiveServiceBase.scala
55.
ilmat@microsoft.com
marcozo@microsoft.com
8 shared files
src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMUtils.scala
build.sbt
src/lightgbm/src/main/scala/LightGBMUtils.scala
notebooks/samples/Regression - Vowpal Wabbit vs. LightGBM vs. Linear Regressor.ipynb
src/lightgbm/src/main/scala/LightGBMBooster.scala
src/main/scala/com/microsoft/ml/spark/core/utils/ClusterUtil.scala
src/main/scala/com/microsoft/ml/spark/vw/VowpalWabbitBase.scala
src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMBase.scala
56.
marhamil@microsoft.com
keunhyun.oh@ahnlab.com
8 shared files
src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMUtils.scala
src/test/scala/com/microsoft/ml/spark/core/test/base/SparkSessionFactory.scala
src/test/scala/com/microsoft/ml/spark/lightgbm/split1/VerifyLightGBMClassifier.scala
src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMRanker.scala
src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMClassifier.scala
src/main/scala/com/microsoft/ml/spark/vw/VowpalWabbitBase.scala
src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMParams.scala
src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMRegressor.scala
57.
zhangly@mit.edu
mhamilton723@gmail.com
8 shared files
src/main/scala/com/microsoft/ml/spark/cognitive/SpeechSchemas.scala
src/test/scala/com/microsoft/ml/spark/cognitive/SpeechToTextSDKSuite.scala
build.sbt
src/main/scala/com/microsoft/ml/spark/cognitive/SpeechToTextSDK.scala
src/main/scala/org/apache/spark/sql/execution/streaming/DistributedHTTPSource.scala
project/plugins.sbt
src/main/scala/com/microsoft/ml/spark/core/env/StreamUtilities.scala
src/main/scala/com/microsoft/ml/spark/lightgbm/TrainUtils.scala
58.
dciborow@microsoft.com
mhamilton723@gmail.com
8 shared files
src/main/python/mmlspark/recommendation/SAR.py
CODEOWNERS
src/main/python/mmlspark/recommendation/__init__.py
src/main/python/mmlspark/recommendation/RankingTrainValidationSplitModel.py
src/main/python/mmlspark/recommendation/RankingTrainValidationSplit.py
docs/SAR.md
src/main/python/mmlspark/recommendation/SARModel.py
src/main/python/setup.py
59.
jasowang@microsoft.com
jasonwang_83@hotmail.com
7 shared files
notebooks/Interpretability - Tabular SHAP explainer.ipynb
core/src/main/scala/com/microsoft/ml/spark/explainers/TabularLIME.scala
core/src/main/scala/com/microsoft/ml/spark/explainers/KernelSHAPBase.scala
core/src/main/scala/com/microsoft/ml/spark/lime/TextLIME.scala
core/src/main/scala/com/microsoft/ml/spark/explainers/LIMEBase.scala
core/src/main/scala/com/microsoft/ml/spark/lime/LIME.scala
notebooks/Interpretability - Image Explainers.ipynb
60.
contact@dungnt.net
mhamilton723@gmail.com
7 shared files
lightgbm/src/main/scala/com/microsoft/azure/synapse/ml/lightgbm/booster/LightGBMBooster.scala
lightgbm/src/main/scala/com/microsoft/azure/synapse/ml/lightgbm/LightGBMRegressor.scala
lightgbm/src/test/scala/com/microsoft/azure/synapse/ml/lightgbm/split1/VerifyLightGBMClassifier.scala
lightgbm/src/main/scala/com/microsoft/azure/synapse/ml/lightgbm/LightGBMRanker.scala
lightgbm/src/main/scala/com/microsoft/azure/synapse/ml/lightgbm/params/LightGBMParams.scala
lightgbm/src/main/scala/com/microsoft/azure/synapse/ml/lightgbm/LightGBMClassifier.scala
lightgbm/src/main/python/synapse/ml/lightgbm/mixin.py
61.
jasowang@microsoft.com
80103478+xuwq1993@users.noreply.github.com
7 shared files
tools/docker/minimal/Dockerfile
tools/docker/demo/Dockerfile
src/main/scala/com/microsoft/ml/spark/vw/VowpalWabbitContextualBandit.scala
.gitignore
pipeline.yaml
build.sbt
notebooks/OpenCV - Pipeline Image Transformations.ipynb
62.
marhamil@microsoft.com
terrytangyuan@gmail.com
7 shared files
README.md
notebooks/samples/106 - Quantile Regression with LightGBM.ipynb
src/lightgbm/src/test/scala/VerifyLightGBMClassifier.scala
src/lightgbm/src/main/scala/TrainUtils.scala
src/lightgbm/src/main/scala/LightGBMParams.scala
src/lightgbm/src/main/scala/LightGBMClassifier.scala
src/lightgbm/src/main/scala/LightGBMRegressor.scala
63.
jasowang@microsoft.com
marcozo@microsoft.com
7 shared files
src/main/scala/com/microsoft/ml/spark/core/schema/DatasetExtensions.scala
src/test/scala/com/microsoft/ml/spark/core/test/fuzzing/FuzzingTest.scala
src/main/scala/com/microsoft/ml/spark/vw/VowpalWabbitClassifier.scala
src/main/scala/com/microsoft/ml/spark/train/ComputeModelStatistics.scala
pipeline.yaml
build.sbt
CODEOWNERS
64.
eddeleon@microsoft.com
ilmat@microsoft.com
7 shared files
src/featurize/src/main/scala/AssembleFeatures.scala
src/summarize-data/src/main/scala/SummarizeData.scala
notebooks/samples/102 - Regression Example with Flight Delay Dataset.ipynb
src/core/test/fuzzing/src/test/scala/FuzzingTest.scala
src/codegen/src/main/scala/PySparkWrapper.scala
notebooks/samples/101 - Adult Census Income Training.ipynb
src/codegen/src/main/scala/PySparkWrapperTest.scala
65.
eli@barzilay.org
alikaz.zaidi@gmail.com
7 shared files
notebooks/samples/202 - Amazon Book Reviews - Word2Vec.ipynb
notebooks/samples/102 - Regression Example with Flight Delay Dataset.ipynb
notebooks/samples/201 - Amazon Book Reviews - TextFeaturizer.ipynb
notebooks/samples/101 - Adult Census Income Training.ipynb
notebooks/samples/301 - CIFAR10 CNTK CNN Evaluation.ipynb
notebooks/samples/103 - Before and After MMLSpark.ipynb
notebooks/samples/302 - Pipeline Image Transformations.ipynb
66.
alikaz.zaidi@gmail.com
mmlspark-bot@microsoft.com
7 shared files
notebooks/samples/202 - Amazon Book Reviews - Word2Vec.ipynb
notebooks/samples/102 - Regression Example with Flight Delay Dataset.ipynb
notebooks/samples/201 - Amazon Book Reviews - TextFeaturizer.ipynb
notebooks/samples/101 - Adult Census Income Training.ipynb
notebooks/samples/301 - CIFAR10 CNTK CNN Evaluation.ipynb
notebooks/samples/103 - Before and After MMLSpark.ipynb
notebooks/samples/302 - Pipeline Image Transformations.ipynb
67.
82044803+serena-ruan@users.noreply.github.com
jackgerrits@users.noreply.github.com
6 shared files
src/main/scala/com/microsoft/ml/spark/vw/VowpalWabbitRegressor.scala
src/main/scala/com/microsoft/ml/spark/vw/VowpalWabbitContextualBandit.scala
src/main/scala/com/microsoft/ml/spark/vw/VowpalWabbitClassifier.scala
src/main/scala/com/microsoft/ml/spark/vw/VectorZipper.scala
src/main/scala/com/microsoft/ml/spark/vw/VowpalWabbitFeaturizer.scala
build.sbt
68.
eddeleon@microsoft.com
mabusch@microsoft.com
6 shared files
src/multi-column-adapter/src/main/scala/MultiColumnAdapter.scala
src/featurize/src/main/scala/AssembleFeatures.scala
src/summarize-data/src/main/scala/SummarizeData.scala
src/codegen/src/main/scala/PySparkWrapper.scala
src/multi-column-adapter/src/main/scala/MultiColumnAdapter.txt
src/codegen/src/main/scala/PySparkWrapperTest.scala
69.
mhamilton723@gmail.com
SudhindraKovalam@users.noreply.github.com
6 shared files
cognitive/src/main/scala/com/microsoft/azure/synapse/ml/geospatial/AzMapsSearchSchemas.scala
website/src/plugins/examples/index.js
cognitive/src/test/scala/com/microsoft/azure/synapse/ml/geospatial/AzureMapsSearch.scala
core/src/test/scala/com/microsoft/azure/synapse/ml/Secrets.scala
website/sidebars.js
cognitive/src/main/scala/com/microsoft/azure/synapse/ml/geospatial/AzureMapsHelpers.scala
70.
eli@barzilay.org
rastala@users.noreply.github.com
6 shared files
README.md
docs/datasets.md
notebooks/samples/102 - Regression Example with Flight Delay Dataset.ipynb
CONTRIBUTING.md
docs/developer-readme.md
notebooks/samples/303 - Transfer Learning by DNN Featurization - Airplane or Automobile.ipynb
71.
towen@microsoft.com
mmlspark-bot@microsoft.com
6 shared files
README.md
tools/deployment/sparkClusterInVnetTemplate.json
src/cntk-train/src/main/scala/CNTKLearner.scala
tools/deployment/gpu-setup.sh
src/cntk-train/src/main/scala/BrainscriptBuilder.scala
src/cntk-train/src/main/scala/CommandBuilders.scala
72.
marhamil@microsoft.com
jfontanalsmartinez@gmail.com
6 shared files
src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMUtils.scala
src/test/scala/com/microsoft/ml/spark/lightgbm/split1/VerifyLightGBMClassifier.scala
src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMRanker.scala
src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMClassifier.scala
src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMParams.scala
src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMRegressor.scala
73.
wenqx@microsoft.com
82044803+serena-ruan@users.noreply.github.com
6 shared files
cognitive/src/main/scala/com/microsoft/ml/spark/cognitive/DocumentTranslator.scala
pipeline.yaml
cognitive/src/test/scala/com/microsoft/ml/spark/cognitive/split1/AnamolyDetectionSuite.scala
cognitive/src/main/scala/com/microsoft/ml/spark/cognitive/TextAnalytics.scala
cognitive/src/main/scala/com/microsoft/ml/spark/cognitive/CognitiveServiceBase.scala
cognitive/src/main/scala/com/microsoft/ml/spark/cognitive/ComputerVision.scala
74.
alikaz.zaidi@gmail.com
elbarzil@microsoft.com
6 shared files
notebooks/samples/202 - Amazon Book Reviews - Word2Vec.ipynb
notebooks/samples/102 - Regression Example with Flight Delay Dataset.ipynb
notebooks/samples/201 - Amazon Book Reviews - TextFeaturizer.ipynb
notebooks/samples/101 - Adult Census Income Training.ipynb
notebooks/samples/103 - Before and After MMLSpark.ipynb
notebooks/samples/302 - Pipeline Image Transformations.ipynb
75.
shishaochen_ha@sina.com
ilmat@microsoft.com
6 shared files
src/lightgbm/src/main/scala/LightGBMRanker.scala
src/lightgbm/src/main/scala/TrainUtils.scala
src/lightgbm/src/main/scala/TrainParams.scala
src/lightgbm/src/main/scala/LightGBMParams.scala
src/lightgbm/src/main/scala/LightGBMClassifier.scala
src/lightgbm/src/main/scala/LightGBMRegressor.scala
76.
ocworld@gmail.com
mhamilton723@gmail.com
6 shared files
src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMRanker.scala
src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMClassifier.scala
src/main/scala/com/microsoft/ml/spark/lightgbm/TrainParams.scala
src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMParams.scala
src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMRegressor.scala
core/src/main/scala/com/microsoft/azure/synapse/ml/core/env/NativeLoader.java
77.
ragrawal@microsoft.com
mhamilton723@gmail.com
5 shared files
notebooks/samples/CognitiveServices - Celebrity Quote Analysis.ipynb
project/Secrets.scala
src/main/scala/com/microsoft/ml/spark/cognitive/TextAnalytics.scala
src/main/scala/com/microsoft/ml/spark/cognitive/TextAnalyticsSchemas.scala
src/test/scala/com/microsoft/ml/spark/cognitive/split1/TextAnalyticsSuite.scala
78.
ragrawal@microsoft.com
marhamil@microsoft.com
5 shared files
notebooks/samples/CognitiveServices - Celebrity Quote Analysis.ipynb
project/Secrets.scala
src/main/scala/com/microsoft/ml/spark/cognitive/TextAnalytics.scala
src/main/scala/com/microsoft/ml/spark/cognitive/TextAnalyticsSchemas.scala
src/test/scala/com/microsoft/ml/spark/cognitive/split1/TextAnalyticsSuite.scala
79.
jihon@microsoft.com
arv100.kri@gmail.com
5 shared files
src/io/http/src/test/scala/services/TextAnalyticsSuite.scala
src/io/http/src/main/scala/services/CognitiveServiceBase.scala
src/io/http/src/main/scala/services/ComputerVision.scala
src/io/http/src/main/scala/services/TextAnalytics.scala
src/io/http/src/test/scala/services/ComputerVisionSuite.scala
80.
marhamil@microsoft.com
arv100.kri@gmail.com
5 shared files
src/io/http/src/test/scala/services/TextAnalyticsSuite.scala
src/io/http/src/main/scala/services/CognitiveServiceBase.scala
src/io/http/src/main/scala/services/ComputerVision.scala
src/io/http/src/main/scala/services/TextAnalytics.scala
src/io/http/src/test/scala/services/ComputerVisionSuite.scala
81.
ilmat@microsoft.com
contact@dungnt.net
5 shared files
lightgbm/src/main/scala/com/microsoft/azure/synapse/ml/lightgbm/LightGBMRegressor.scala
lightgbm/src/test/scala/com/microsoft/azure/synapse/ml/lightgbm/split1/VerifyLightGBMClassifier.scala
lightgbm/src/main/scala/com/microsoft/azure/synapse/ml/lightgbm/LightGBMRanker.scala
lightgbm/src/main/scala/com/microsoft/azure/synapse/ml/lightgbm/params/LightGBMParams.scala
lightgbm/src/main/scala/com/microsoft/azure/synapse/ml/lightgbm/LightGBMClassifier.scala
82.
ilmat@microsoft.com
towen@microsoft.com
5 shared files
README.md
src/cntk-train/src/main/scala/CNTKLearner.scala
src/cntk-train/src/main/scala/BrainscriptBuilder.scala
notebooks/gpu/401 - CNTK train on HDFS.ipynb
src/cntk-train/src/main/scala/CommandBuilders.scala
83.
marhamil@microsoft.com
zhangly@mit.edu
5 shared files
src/main/scala/com/microsoft/ml/spark/cognitive/SpeechSchemas.scala
src/test/scala/com/microsoft/ml/spark/cognitive/SpeechToTextSDKSuite.scala
build.sbt
src/main/scala/com/microsoft/ml/spark/cognitive/SpeechToTextSDK.scala
project/plugins.sbt
84.
iemejia@gmail.com
mhamilton723@gmail.com
5 shared files
website/versioned_docs/version-0.9.4/features/regression/Regression - Vowpal Wabbit vs. LightGBM vs. Linear Regressor.md
build.sbt
core/src/main/scala/com/microsoft/azure/synapse/ml/codegen/CodeGen.scala
notebooks/features/regression/Regression - Vowpal Wabbit vs. LightGBM vs. Linear Regressor.ipynb
website/src/pages/index.js
85.
ilmat@microsoft.com
alikaz.zaidi@gmail.com
5 shared files
notebooks/samples/202 - Amazon Book Reviews - Word2Vec.ipynb
notebooks/samples/102 - Regression Example with Flight Delay Dataset.ipynb
notebooks/samples/201 - Amazon Book Reviews - TextFeaturizer.ipynb
notebooks/samples/101 - Adult Census Income Training.ipynb
notebooks/samples/302 - Pipeline Image Transformations.ipynb
86.
marhamil@microsoft.com
alikaz.zaidi@gmail.com
5 shared files
notebooks/samples/202 - Amazon Book Reviews - Word2Vec.ipynb
notebooks/samples/102 - Regression Example with Flight Delay Dataset.ipynb
notebooks/samples/101 - Adult Census Income Training.ipynb
notebooks/samples/301 - CIFAR10 CNTK CNN Evaluation.ipynb
notebooks/samples/302 - Pipeline Image Transformations.ipynb
87.
35308202+jtinkus@users.noreply.github.com
mhamilton723@gmail.com
5 shared files
src/test/scala/com/microsoft/ml/spark/nn/BallTreeTest.scala
src/test/scala/com/microsoft/ml/spark/nn/KNNTest.scala
src/main/scala/com/microsoft/ml/spark/nn/KNN.scala
src/main/scala/org/apache/spark/sql/types/injections/OptimizedCKNNFitting.scala
src/main/scala/com/microsoft/ml/spark/nn/ConditionalKNN.scala
88.
marhamil@microsoft.com
abhis3798@gmail.com
5 shared files
src/image-transformer/src/main/scala/ResizeImageTransformer.scala
src/image-transformer/src/test/scala/ImageTransformerSuite.scala
src/image-featurizer/src/main/scala/ImageFeaturizer.scala
src/core/schema/src/main/scala/ImageSchema.scala
src/image-transformer/src/test/scala/ResizeImageTransformerSuite.scala
89.
shishaochen_ha@sina.com
terrytangyuan@gmail.com
5 shared files
src/lightgbm/src/main/scala/TrainUtils.scala
src/lightgbm/src/main/scala/TrainParams.scala
src/lightgbm/src/main/scala/LightGBMParams.scala
src/lightgbm/src/main/scala/LightGBMClassifier.scala
src/lightgbm/src/main/scala/LightGBMRegressor.scala
90.
ilmat@microsoft.com
ocworld@gmail.com
5 shared files
src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMRanker.scala
src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMClassifier.scala
src/main/scala/com/microsoft/ml/spark/lightgbm/TrainParams.scala
src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMParams.scala
src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMRegressor.scala
91.
keunhyun.oh@ahnlab.com
ocworld@gmail.com
5 shared files
src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMRanker.scala
src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMClassifier.scala
src/main/scala/com/microsoft/ml/spark/lightgbm/TrainParams.scala
src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMParams.scala
src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMRegressor.scala
92.
jfontanalsmartinez@gmail.com
ocworld@gmail.com
5 shared files
src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMRanker.scala
src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMClassifier.scala
src/main/scala/com/microsoft/ml/spark/lightgbm/TrainParams.scala
src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMParams.scala
src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMRegressor.scala
93.
jasowang@microsoft.com
wenqx@microsoft.com
4 shared files
tools/docker/minimal/Dockerfile
tools/docker/demo/Dockerfile
pipeline.yaml
tools/docker/developer/Dockerfile
94.
mhamilton723@gmail.com
rolevin@microsoft.com
4 shared files
README.md
src/test/scala/com/microsoft/ml/spark/nbtest/DatabricksUtilities.scala
src/test/python/mmlsparktest/cyber/anamoly/test_collaborative_filtering.py
src/main/python/mmlspark/cyber/anomaly/collaborative_filtering.py
95.
mhamilton723@gmail.com
rastala@users.noreply.github.com
4 shared files
README.md
docs/datasets.md
CONTRIBUTING.md
docs/developer-readme.md
96.
rolevin@microsoft.com
marhamil@microsoft.com
4 shared files
README.md
src/test/scala/com/microsoft/ml/spark/nbtest/DatabricksUtilities.scala
src/test/python/mmlsparktest/cyber/anamoly/test_collaborative_filtering.py
notebooks/samples/CyberML - Anomalous Access Detection.ipynb
97.
rastala@users.noreply.github.com
mmlspark-bot@microsoft.com
4 shared files
README.md
notebooks/samples/102 - Regression Example with Flight Delay Dataset.ipynb
CONTRIBUTING.md
docs/developer-readme.md
98.
keunhyun.oh@ahnlab.com
marcozo@microsoft.com
4 shared files
src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMUtils.scala
src/main/scala/com/microsoft/ml/spark/core/utils/ClusterUtil.scala
src/main/scala/com/microsoft/ml/spark/vw/VowpalWabbitBase.scala
src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMBase.scala
99.
jihon@microsoft.com
caseyjhong@gmail.com
4 shared files
src/io/http/src/main/scala/services/CognitiveServiceBase.scala
src/io/http/src/main/scala/services/AzureSearch.scala
src/io/http/src/main/scala/services/AzureSearchAPI.scala
src/io/http/src/test/scala/services/SearchWriterSuite.scala
100.
jasowang@microsoft.com
jackgerrits@users.noreply.github.com
4 shared files
src/main/scala/com/microsoft/ml/spark/vw/VowpalWabbitContextualBandit.scala
src/test/scala/com/microsoft/ml/spark/core/test/fuzzing/FuzzingTest.scala
src/main/scala/com/microsoft/ml/spark/vw/VowpalWabbitClassifier.scala
build.sbt
| Contributor 1 | Contributor 2 | # shared files | |
|---|---|---|---|
| 1. | mhamilton723@gmail.com | marhamil@microsoft.com |
254 shared files
src/main/python/mmlspark/lightgbm/LightGBMClassifier.py src/main/scala/com/microsoft/ml/spark/stages/udfs.scala notebooks/samples/Regression - Auto Imports.ipynb src/core/test/base/src/main/scala/TestBase.scala src/main/scala/com/microsoft/ml/spark/featurize/CleanMissingData.scala src/main/python/mmlspark/lightgbm/LightGBMRegressor.py notebooks/samples/CognitiveServices - Celebrity Quote Analysis.ipynb src/main/python/mmlspark/automl/TuneHyperparameters.py src/io/http/src/test/scala/services/TextAnalyticsSuite.scala src/test/resources/benchmarks/benchmarks_VerifyTrainClassifier.csv src/test/scala/com/microsoft/ml/spark/train/VerifyTrainRegressor.scala src/it/scala/com/microsoft/ml/spark/codegen/WrapperGenerator.scala README.md src/test/scala/com/microsoft/ml/spark/core/utils/JarLoadingUtils.scala src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMUtils.scala src/io/http/src/main/scala/DistributedHTTPSource.scala src/core/test/fuzzing/src/it/scala/DatabricksUtilities.scala src/io/http/src/main/scala/services/CognitiveServiceBase.scala src/main/python/mmlspark/core/serialize/java_params_patch.py src/test/scala/com/microsoft/ml/spark/core/serialize/ValidateComplexParamSerializer.scala docs/cogsvc.md src/test/scala/com/microsoft/ml/spark/codegen/WrapperGenerator.scala src/test/scala/com/microsoft/ml/spark/core/test/benchmarks/Benchmarks.scala templates/ivy_cache_2.yml src/main/scala/com/microsoft/ml/spark/stages/DropColumns.scala src/main/scala/com/microsoft/ml/spark/recommendation/SARModel.scala .gitignore project/Secrets.scala src/test/scala/com/microsoft/ml/spark/core/test/fuzzing/FuzzingTest.scala src/main/scala/com/microsoft/ml/spark/vw/VowpalWabbitClassifier.scala src/main/scala/com/microsoft/ml/spark/cognitive/SpeechSchemas.scala notebooks/samples/LightGBM - Quantile Regression for Drug Discovery.ipynb src/it/scala/com/microsoft/ml/spark/codegen/CodegenConfig.scala src/pipeline-stages/src/main/scala/DropColumns.scala src/main/scala/com/microsoft/ml/spark/cntk/CNTKModel.scala src/main/scala/com/microsoft/ml/spark/cognitive/FaceSchemas.scala src/main/python/mmlspark/io/IOImplicits.py src/main/scala/com/microsoft/ml/spark/stages/StratifiedRepartition.scala src/main/scala/com/microsoft/ml/spark/cognitive/AzureSearch.scala src/main/python/mmlspark/recommendation/SAR.py src/test/scala/com/microsoft/ml/spark/nbtest/DatabricksUtilities.scala src/test/scala/com/microsoft/ml/spark/codegen/CodegenConfig.scala src/test/scala/com/microsoft/ml/spark/cognitive/split3/SpeechToTextSDKSuite.scala src/main/scala/com/microsoft/ml/spark/image/ImageSetAugmenter.scala src/main/scala/com/microsoft/ml/spark/stages/Repartition.scala notebooks/samples/SparkServing - Deploying a Classifier.ipynb src/main/scala/com/microsoft/ml/spark/train/ComputeModelStatistics.scala src/test/scala/com/microsoft/ml/spark/train/VerifyTrainClassifier.scala src/main/scala/com/microsoft/ml/spark/cognitive/TextAnalytics.scala notebooks/samples/OpenCV - Pipeline Image Transformations.ipynb src/io/http/src/main/python/ServingImplicits.py src/main/scala/com/microsoft/ml/spark/image/ImageFeaturizer.scala pipeline.yaml notebooks/samples/304 - Medical Entity Extraction.ipynb src/main/scala/com/microsoft/ml/spark/train/TrainRegressor.scala src/main/scala/org/apache/spark/ml/param/UntypedArrayParam.scala src/test/scala/com/microsoft/ml/spark/stages/SummarizeDataSuite.scala src/main/scala/com/microsoft/ml/spark/stages/SelectColumns.scala src/test/scala/com/microsoft/ml/spark/lime/LIMESuite.scala src/main/scala/com/microsoft/ml/spark/stages/UnicodeNormalize.scala src/main/scala/org/apache/spark/ml/param/PipelineStageParam.scala src/main/scala/com/microsoft/ml/spark/io/http/HTTPTransformer.scala src/main/scala/com/microsoft/ml/spark/featurize/text/MultiNGram.scala src/main/python/mmlspark/io/http/SimpleHTTPTransformer.py src/downloader/src/test/scala/DownloaderSuite.scala src/main/python/mmlspark/cntk/CNTKModel.py src/test/scala/com/microsoft/ml/spark/featurize/text/TextFeaturizerSpec.scala src/main/scala/com/microsoft/ml/spark/vw/VowpalWabbitFeaturizer.scala src/main/scala/com/microsoft/ml/spark/featurize/Featurize.scala src/main/scala/org/apache/spark/ml/param/TransformerParam.scala src/test/scala/com/microsoft/ml/spark/isolationforest/VerifyIsolationForest.scala src/main/python/mmlspark/train/TrainClassifier.py project/build.scala src/main/scala/com/microsoft/ml/spark/nn/KNN.scala src/test/scala/com/microsoft/ml/spark/core/test/fuzzing/Fuzzing.scala src/main/python/mmlspark/image/ImageFeaturizer.py src/main/scala/com/microsoft/ml/spark/recommendation/RankingAdapter.scala src/test/scala/com/microsoft/ml/spark/cognitive/SpeechToTextSDKSuite.scala src/main/python/mmlspark/cntk/train/CNTKLearner.py src/main/scala/com/microsoft/ml/spark/cognitive/ComputerVisionSchemas.scala src/main/python/mmlspark/io/binary/BinaryFileReader.py build.sbt notebooks/samples/ModelInterpretation - Snow Leopard Detection.ipynb src/test/scala/com/microsoft/ml/spark/core/test/base/SparkSessionFactory.scala src/main/scala/com/microsoft/ml/spark/stages/EnsembleByKey.scala src/main/scala/com/microsoft/ml/spark/core/utils/JarLoadingUtils.scala notebooks/samples/TextAnalytics - Amazon Book Reviews.ipynb src/test/scala/com/microsoft/ml/spark/io/split1/SimpleHTTPTransformerSuite.scala src/io/http/src/test/scala/DistributedHTTPSuite.scala src/test/python/mmlsparktest/cyber/anamoly/test_collaborative_filtering.py src/main/python/mmlspark/io/http/JSONOutputParser.py notebooks/samples/HttpOnSpark - Working with Arbitrary Web APIs.ipynb src/main/scala/com/microsoft/ml/spark/cognitive/CognitiveServiceBase.scala src/main/scala/org/apache/spark/ml/ComplexParamsSerializer.scala environment.yaml src/main/python/mmlspark/downloader/ModelDownloader.py src/main/python/mmlspark/io/http/ServingImplicits.py src/test/scala/com/microsoft/ml/spark/lime/SuperpixelTransformerSuite.scala docs/R-setup.md src/main/scala/com/microsoft/ml/spark/io/http/HTTPSchema.scala ... |
| 2. | 82044803+serena-ruan@users.noreply.github.com | mhamilton723@gmail.com |
210 shared files
notebooks/AzureSearchIndex - Met Artworks.ipynb cognitive/src/test/scala/com/microsoft/ml/spark/cognitive/split1/ComputerVisionSuite.scala cognitive/src/test/scala/com/microsoft/ml/spark/cognitive/split1/TranslatorSuite.scala src/main/scala/com/microsoft/ml/spark/featurize/CleanMissingData.scala website/versioned_docs/version-0.9.1/documentation/transformers/cognitive/_ComputerVision.md notebooks/samples/CognitiveServices - Celebrity Quote Analysis.ipynb src/test/scala/com/microsoft/azure/synapse/ml/core/test/fuzzing/FuzzingTest.scala notebooks/features/CognitiveServices - Overview.ipynb src/main/scala/com/microsoft/ml/spark/recommendation/RankingEvaluator.scala README.md website/versioned_docs/version-0.9.4/documentation/transformers/cognitive/_Translator.md core/src/test/python/setup.py project/CondaPlugin.scala core/src/main/scala/com/microsoft/azure/synapse/ml/train/ComputePerInstanceStatistics.scala src/main/scala/com/microsoft/ml/spark/cognitive/SpeechToText.scala website/versioned_docs/version-0.9.1/documentation/estimators/core/_Featurize.md src/main/scala/com/microsoft/ml/spark/stages/DropColumns.scala website/docs/reference/datasets.md src/main/scala/com/microsoft/ml/spark/recommendation/SARModel.scala .gitignore project/Secrets.scala src/main/scala/com/microsoft/ml/spark/vw/VowpalWabbitClassifier.scala notebooks/Classification - Adult Census.ipynb website/versioned_docs/version-0.9.1/documentation/estimators/_LightGBM.md core/src/test/scala/com/microsoft/azure/synapse/ml/core/test/fuzzing/Fuzzing.scala cognitive/src/test/scala/com/microsoft/azure/synapse/ml/cognitive/split1/TranslatorSuite.scala website/versioned_docs/version-0.9.1/features/responsible_ai/Interpretability - Image Explainers.md src/main/scala/com/microsoft/ml/spark/cntk/CNTKModel.scala website/blog/2019-10-02-MMLSpark empowering AI for Good with Mark Hamilton.md src/main/scala/com/microsoft/ml/spark/stages/StratifiedRepartition.scala src/main/scala/com/microsoft/ml/spark/cognitive/AnamolyDetection.scala src/main/scala/com/microsoft/ml/spark/cognitive/AzureSearch.scala src/main/scala/com/microsoft/ml/spark/image/ImageSetAugmenter.scala src/main/scala/com/microsoft/ml/spark/stages/Repartition.scala website/docusaurus.config.js website/versioned_docs/version-0.9.1/examples/text_analytics/TextAnalytics - Amazon Book Reviews.md website/versioned_docs/version-0.9.1/documentation/estimators/core/_Recommendation.md src/main/scala/com/microsoft/ml/spark/train/ComputeModelStatistics.scala notebooks/CognitiveServices - Predictive Maintenance.ipynb website/versioned_docs/version-0.9.1/documentation/transformers/core/_Explainers.md website/versioned_docs/version-0.9.1/documentation/transformers/core/_Stages.md src/main/scala/com/microsoft/ml/spark/cognitive/TextAnalytics.scala website/docs/reference/cyber.md src/main/scala/com/microsoft/ml/spark/image/ImageFeaturizer.scala pipeline.yaml website/src/css/custom.css src/main/scala/com/microsoft/ml/spark/train/TrainRegressor.scala notebooks/CyberML - Anomalous Access Detection.ipynb core/src/test/scala/com/microsoft/azure/synapse/ml/train/VerifyComputeModelStatistics.scala src/main/scala/com/microsoft/ml/spark/stages/SelectColumns.scala src/main/scala/com/microsoft/ml/spark/stages/UnicodeNormalize.scala src/main/scala/com/microsoft/ml/spark/io/http/HTTPTransformer.scala src/main/scala/com/microsoft/ml/spark/featurize/text/MultiNGram.scala cognitive/src/main/scala/com/microsoft/ml/spark/cognitive/FormRecognizer.scala cognitive/src/test/scala/com/microsoft/ml/spark/cognitive/split1/AnamolyDetectionSuite.scala src/main/scala/com/microsoft/ml/spark/vw/VowpalWabbitFeaturizer.scala core/src/test/scala/com/microsoft/azure/synapse/ml/codegen/TestGen.scala src/main/scala/com/microsoft/ml/spark/featurize/Featurize.scala core/src/main/scala/com/microsoft/azure/synapse/ml/train/ComputeModelStatistics.scala website/src/plugins/examples/index.js project/build.scala notebooks/features/regression/Regression - Flight Delays with DataCleaning.ipynb src/main/scala/com/microsoft/ml/spark/nn/KNN.scala website/versioned_docs/version-0.9.1/documentation/transformers/deep_learning/_ONNXModel.md cognitive/src/main/scala/com/microsoft/azure/synapse/ml/cognitive/MultivariateAnomalyDetection.scala src/main/scala/com/microsoft/ml/spark/recommendation/RankingAdapter.scala website/versioned_docs/version-0.9.1/documentation/estimators/_VW.md build.sbt notebooks/samples/ModelInterpretation - Snow Leopard Detection.ipynb src/main/scala/com/microsoft/ml/spark/stages/EnsembleByKey.scala website/docs/features/responsible_ai/Model Interpretation on Spark.md notebooks/SparkServing - Deploying a Classifier.ipynb core/src/main/scala/com/microsoft/azure/synapse/ml/codegen/CodeGen.scala src/main/scala/com/microsoft/ml/spark/cognitive/CognitiveServiceBase.scala website/versioned_docs/version-0.9.1/documentation/transformers/cognitive/_BingImageSearch.md website/versioned_docs/version-0.9.1/documentation/transformers/cognitive/_AnomalyDetection.md environment.yaml cognitive/src/test/scala/com/microsoft/ml/spark/cognitive/split2/SpeechToTextSuite.scala core/src/main/scala/com/microsoft/azure/synapse/ml/train/TrainRegressor.scala website/versioned_docs/version-0.9.1/features/vw/Vowpal Wabbit - Overview.md cognitive/src/test/scala/com/microsoft/ml/spark/cognitive/split1/FormRecognizerSuite.scala website/docs/reference/docker.md notebooks/features/regression/Regression - Auto Imports.ipynb notebooks/features/other/CyberML - Anomalous Access Detection.ipynb notebooks/features/lightgbm/LightGBM - Overview.ipynb website/versioned_docs/version-0.9.1/documentation/transformers/core/_Train.md website/versioned_docs/version-0.9.1/documentation/transformers/cognitive/_AzureSearch.md website/versioned_docs/version-0.9.1/documentation/transformers/core/_Featurize.md website/versioned_docs/version-0.9.1/reference/datasets.md cognitive/src/main/scala/com/microsoft/ml/spark/cognitive/TextAnalytics.scala core/src/main/scala/com/microsoft/azure/synapse/ml/train/TrainClassifier.scala website/blog/2019-08-24-Welcome to Azure Cognitive Services.md src/main/scala/com/microsoft/ml/spark/vw/VowpalWabbitInteractions.scala src/main/scala/com/microsoft/ml/spark/automl/TuneHyperparameters.scala src/main/scala/com/microsoft/ml/spark/stages/MultiColumnAdapter.scala project/BlobMavenPlugin.scala CODEOWNERS core/src/test/scala/com/microsoft/azure/synapse/ml/nbtest/DatabricksUtilities.scala website/package.json src/main/scala/com/microsoft/ml/spark/stages/Timer.scala ... |
| 3. | eli@barzilay.org | mmlspark-bot@microsoft.com |
100 shared files
src/multi-column-adapter/src/main/scala/MultiColumnAdapter.scala tools/docker/bin/eula.html src/core/test/base/src/main/scala/TestBase.scala src/project/build.sbt src/compute-model-statistics/src/main/scala/ComputeModelStatistics.scala tools/bin/mml-exec README.md tools/notebook/tester/TestNotebooksLocally.py src/find-best-model/src/main/scala/FindBestModel.scala tools/deployment/sparkClusterInVnetTemplate.json tools/docker/bin/eula src/find-best-model/src/test/scala/VerifyFindBestModel.scala src/featurize/src/main/scala/AssembleFeatures.scala tools/docker/build-env tools/notebook/postprocess.py notebooks/samples/304 - Medical Entity Extraction.ipynb src/featurize/src/main/scala/Featurize.scala notebooks/samples/305 - Flowers ImageFeaturizer.ipynb notebooks/samples/202 - Amazon Book Reviews - Word2Vec.ipynb src/project/scalastyle.scala src/downloader/src/test/scala/DownloaderSuite.scala docs/your-first-model.md tools/runme/install.sh src/core/env/src/main/scala/NativeLoader.java src/summarize-data/src/main/scala/SummarizeData.scala src/partition-sample/src/main/scala/PartitionSample.scala notebooks/tests/BasicDFOpsSmokeTest.ipynb src/image-transformer/src/main/scala/ImageTransformer.scala tools/docker/build-docker notebooks/samples/102 - Regression Example with Flight Delay Dataset.ipynb src/readers/src/main/scala/BinaryFileReader.scala tools/hdi/install-mmlspark.sh tools/pytests/auto-tests src/cntk-train/src/main/scala/CNTKLearner.scala src/cntk-model/src/main/scala/CNTKModel.scala src/image-transformer/src/main/scala/UnrollImage.scala src/pipeline-stages/src/main/scala/Repartition.scala tools/runme/build.sh tools/pytests/notebook-tests tools/build-pr/checkout tools/deployment/gpu-setup.sh tools/config.sh src/cntk-train/src/test/scala/ValidateDataConversion.scala src/project/build.scala tools/runme/runme.sh tools/docker/bin/launcher src/codegen/src/main/scala/Config.scala src/core/schema/src/main/python/TypeConversionUtils.py src/core/schema/src/main/scala/BinaryFileSchema.scala src/cntk-train/src/test/scala/ValidateCntkTrain.scala src/codegen/src/main/scala/PySparkWrapper.scala src/downloader/src/main/scala/ModelDownloader.scala src/train-classifier/src/test/scala/VerifyTrainClassifier.scala src/core/env/src/main/scala/FileUtilities.scala tools/notebook/tester/parallel_run.sh src/cntk-train/src/main/scala/BrainscriptBuilder.scala tools/notebook/tester/TestNotebooksOnHdi.py src/train-classifier/src/main/scala/TrainClassifier.scala src/core/schema/src/main/scala/Categoricals.scala src/project/meta.sbt src/project/plugins.sbt tools/docker/Dockerfile tools/mmlspark-packages.spec src/image-featurizer/src/test/scala/ImageFeaturizerSuite.scala notebooks/samples/201 - Amazon Book Reviews - TextFeaturizer.ipynb src/readers/src/test/scala/BinaryFileReaderSuite.scala tools/build-pr/shared.sh tools/misc/check-notebooks.js src/train-regressor/src/main/scala/TrainRegressor.scala src/train-regressor/src/test/scala/VerifyTrainRegressor.scala src/pipeline-stages/src/main/scala/SelectColumns.scala src/readers/src/test/scala/ImageReaderSuite.scala CONTRIBUTING.md src/image-transformer/src/test/scala/ImageTransformerSuite.scala tools/tests/tags.sh tools/docker/bin/eula.py tools/build-pr/report src/cntk-train/src/main/scala/DataConversion.scala docs/developer-readme.md tools/pip/generate-pip.sh src/cntk-train/src/main/scala/CommandBuilders.scala src/text-featurizer/src/main/scala/TextFeaturizer.scala src/data-conversion/src/main/scala/DataConversion.scala src/featurize/src/test/scala/VerifyFeaturize.scala notebooks/samples/101 - Adult Census Income Training.ipynb tools/runme/build-readme.tmpl notebooks/samples/301 - CIFAR10 CNTK CNN Evaluation.ipynb src/codegen/src/main/scala/CodeGen.scala notebooks/samples/103 - Before and After MMLSpark.ipynb notebooks/samples/302 - Pipeline Image Transformations.ipynb src/fuzzing/src/test/scala/Fuzzing.scala tools/hdi/setup-test-authkey.sh src/image-featurizer/src/main/scala/ImageFeaturizer.scala tools/notebook/tester/NotebookTestSuite.py tools/runme/show-version src/core/schema/src/main/scala/ImageSchema.scala tools/runme/utils.sh src/train-classifier/src/test/scala/benchmarkMetrics.csv src/project/lib-check.scala src/core/ml/src/test/scala/OneHotEncoderSpec.scala |
| 4. | marhamil@microsoft.com | ilmat@microsoft.com |
96 shared files
src/value-indexer/build.sbt src/main/python/mmlspark/lightgbm/LightGBMClassifier.py src/main/python/mmlspark/lightgbm/LightGBMRegressor.py src/clean-missing-data/src/test/scala/VerifyCleanMissingData.scala src/main/python/mmlspark/lightgbm/LightGBMRankerModel.py src/compute-model-statistics/src/main/scala/ComputeModelStatistics.scala README.md src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMUtils.scala src/core/env/src/main/scala/EnvironmentUtils.scala src/clean-missing-data/src/main/scala/CleanMissingData.scala notebooks/samples/105 - Regression with DataConversion.ipynb src/featurize/build.sbt src/main/python/mmlspark/lightgbm/LightGBMRegressionModel.py src/core/serialize/src/main/scala/params/ByteArrayParam.scala project/Secrets.scala notebooks/samples/LightGBM - Quantile Regression for Drug Discovery.ipynb src/find-best-model/src/main/scala/FindBestModel.scala src/main/scala/com/microsoft/ml/spark/stages/StratifiedRepartition.scala src/find-best-model/src/test/scala/VerifyFindBestModel.scala src/lightgbm/src/test/resources/benchmarks_VerifyLightGBMRegressor.csv src/featurize/src/main/scala/AssembleFeatures.scala notebooks/samples/304 - Medical Entity Extraction.ipynb src/featurize/src/main/scala/Featurize.scala notebooks/samples/202 - Amazon Book Reviews - Word2Vec.ipynb src/compute-per-instance-statistics/src/main/scala/ComputePerInstanceStatistics.scala src/project/scalastyle.scala src/downloader/src/test/scala/DownloaderSuite.scala src/io/powerbi/src/test/scala/PowerBiSuite.scala notebooks/samples/106 - Quantile Regression with LightGBM.ipynb src/core/env/src/main/scala/NativeLoader.java src/summarize-data/src/main/scala/SummarizeData.scala src/value-indexer/src/test/scala/VerifyValueIndexer.scala build.sbt notebooks/samples/102 - Regression Example with Flight Delay Dataset.ipynb src/readers/src/main/scala/BinaryFileReader.scala src/cntk-train/src/main/scala/CNTKLearner.scala docs/R-setup.md notebooks/samples/Regression - Vowpal Wabbit vs. LightGBM vs. Linear Regressor.ipynb src/compute-model-statistics/src/test/scala/VerifyComputeModelStatistics.scala src/io/http/src/test/scala/services/ComputerVisionSuite.scala src/core/serialize/src/main/scala/Serializer.scala src/lightgbm/src/test/scala/VerifyLightGBMClassifier.scala src/test/scala/com/microsoft/ml/spark/lightgbm/split1/VerifyLightGBMClassifier.scala docs/mmlspark-serving.md src/readers/src/main/scala/ImageFileFormat.scala src/core/test/benchmarks/src/main/scala/Benchmarks.scala tools/config.sh src/tune-hyperparameters/src/test/scala/VerifyTuneHyperparameters.scala src/clean-missing-data/build.sbt src/project/build.scala src/lightgbm/src/main/scala/TrainUtils.scala src/lightgbm/src/test/scala/VerifyLightGBMRegressor.scala src/value-indexer/src/main/scala/ValueIndexer.scala src/readers/src/main/scala/BinaryFileFormat.scala src/cntk-train/src/test/scala/ValidateCntkTrain.scala src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMRanker.scala src/core/test/fuzzing/src/test/scala/FuzzingTest.scala src/codegen/src/main/scala/PySparkWrapper.scala src/downloader/src/main/scala/ModelDownloader.scala src/train-classifier/src/test/scala/VerifyTrainClassifier.scala src/core/contracts/src/main/scala/Params.scala src/core/env/src/main/scala/FileUtilities.scala src/train-classifier/src/main/scala/TrainClassifier.scala src/main/python/mmlspark/lightgbm/LightGBMClassificationModel.py src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMClassifier.scala src/compute-per-instance-statistics/src/test/scala/VerifyComputePerInstanceStatistics.scala src/summarize-data/src/test/scala/SummarizeDataSuite.scala src/lightgbm/src/main/scala/LightGBMParams.scala src/train-regressor/src/main/scala/TrainRegressor.scala notebooks/samples/HyperParameterTuning - Fighting Breast Cancer.ipynb src/readers/src/test/scala/ImageReaderSuite.scala scalastyle-config.xml notebooks/samples/203 - Breast Cancer - Tune Hyperparameters.ipynb src/main/scala/com/microsoft/ml/spark/vw/VowpalWabbitBase.scala src/lightgbm/src/main/scala/LightGBMClassifier.scala src/codegen/src/main/scala/SparklyRWrapper.scala src/lightgbm/src/test/resources/benchmarks_VerifyLightGBMClassifier.csv src/cntk-train/src/main/scala/DataConversion.scala src/test/scala/com/microsoft/ml/spark/cognitive/split1/TextAnalyticsSuite.scala docs/http.md src/value-indexer/src/main/scala/IndexToValue.scala src/main/scala/com/microsoft/ml/spark/codegen/Wrappable.scala src/data-conversion/src/main/scala/DataConversion.scala src/featurize/src/test/scala/VerifyFeaturize.scala notebooks/samples/101 - Adult Census Income Training.ipynb src/train/src/test/resources/benchmarks_VerifyTrainClassifier.csv src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMParams.scala src/codegen/src/main/scala/CodeGen.scala notebooks/samples/302 - Pipeline Image Transformations.ipynb src/codegen/src/main/scala/PySparkWrapperTest.scala src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMRegressor.scala src/core/hadoop/src/main/scala/HadoopUtils.scala src/tune-hyperparameters/src/main/scala/TuneHyperparameters.scala src/lightgbm/src/main/scala/LightGBMRegressor.scala src/core/schema/src/main/scala/ImageSchema.scala scalastyle-test-config.xml |
| 5. | marhamil@microsoft.com | mmlspark-bot@microsoft.com |
94 shared files
src/multi-column-adapter/src/main/scala/MultiColumnAdapter.scala src/core/test/base/src/main/scala/TestBase.scala src/image-featurizer/build.sbt tools/pip/setup.py src/compute-model-statistics/src/main/scala/ComputeModelStatistics.scala README.md src/core/env/src/main/scala/EnvironmentUtils.scala src/featurize/build.sbt .gitignore src/readers/src/main/python/ImageReader.py src/fuzzing/build.sbt src/readers/src/main/scala/ImageReader.scala src/find-best-model/src/main/scala/FindBestModel.scala src/find-best-model/src/test/scala/VerifyFindBestModel.scala src/cntk-model/src/test/scala/CNTKTestUtils.scala src/pipeline-stages/src/test/scala/SelectColumnsSuite.scala src/featurize/src/main/scala/AssembleFeatures.scala notebooks/samples/304 - Medical Entity Extraction.ipynb src/featurize/src/main/scala/Featurize.scala src/pipeline-stages/src/test/scala/RepartitionSuite.scala notebooks/samples/305 - Flowers ImageFeaturizer.ipynb notebooks/samples/202 - Amazon Book Reviews - Word2Vec.ipynb src/compute-per-instance-statistics/src/main/scala/ComputePerInstanceStatistics.scala src/project/scalastyle.scala src/downloader/src/test/scala/DownloaderSuite.scala src/readers/src/main/scala/Readers.scala src/core/env/src/main/scala/NativeLoader.java src/summarize-data/src/main/scala/SummarizeData.scala src/partition-sample/src/main/scala/PartitionSample.scala src/image-transformer/src/main/scala/ImageTransformer.scala notebooks/samples/102 - Regression Example with Flight Delay Dataset.ipynb src/utils/src/main/scala/JarLoadingUtils.scala src/core/schema/src/test/scala/VerifyFastVectorAssembler.scala src/readers/src/main/scala/BinaryFileReader.scala src/cntk-train/src/main/scala/CNTKLearner.scala src/cntk-model/src/main/scala/CNTKModel.scala src/image-transformer/src/main/scala/UnrollImage.scala src/cntk-model/build.sbt src/pipeline-stages/src/main/scala/Repartition.scala src/compute-model-statistics/src/test/scala/VerifyComputeModelStatistics.scala tools/runme/build.sh src/cntk-model/src/test/scala/CNTKModelSuite.scala tools/config.sh src/project/build.scala tools/docker/bin/launcher src/.gitignore src/core/schema/src/main/python/TypeConversionUtils.py src/core/schema/src/main/scala/BinaryFileSchema.scala src/cntk-train/src/test/scala/ValidateCntkTrain.scala src/multi-column-adapter/src/test/scala/MultiColumnAdapterSpec.scala src/codegen/src/main/scala/PySparkWrapper.scala src/checkpoint-data/src/test/scala/CheckpointDataSuite.scala src/downloader/src/main/scala/ModelDownloader.scala src/core/schema/src/main/scala/DatasetExtensions.scala src/train-classifier/src/test/scala/VerifyTrainClassifier.scala src/core/contracts/src/main/scala/Params.scala src/core/env/src/main/scala/FileUtilities.scala src/checkpoint-data/src/main/scala/CheckpointData.scala src/train-classifier/src/main/scala/TrainClassifier.scala src/text-featurizer/build.sbt src/compute-per-instance-statistics/src/test/scala/VerifyComputePerInstanceStatistics.scala src/project/meta.sbt src/summarize-data/src/test/scala/SummarizeDataSuite.scala src/image-transformer/build.sbt tools/mmlspark-packages.spec src/image-featurizer/src/test/scala/ImageFeaturizerSuite.scala src/readers/src/test/scala/BinaryFileReaderSuite.scala src/train-regressor/src/main/scala/TrainRegressor.scala src/train-regressor/src/test/scala/VerifyTrainRegressor.scala src/train-classifier/build.sbt src/pipeline-stages/src/main/scala/SelectColumns.scala src/readers/src/test/scala/ImageReaderSuite.scala src/image-transformer/src/test/scala/ImageTransformerSuite.scala src/core/schema/src/main/python/Utils.py src/readers/src/main/python/BinaryFileReader.py src/cntk-train/src/main/scala/DataConversion.scala src/cntk-model/src/test/scala/CNTKBindingSuite.scala src/text-featurizer/src/main/scala/TextFeaturizer.scala src/cntk-model/src/main/python/CNTKModel.py src/data-conversion/src/main/scala/DataConversion.scala src/featurize/src/test/scala/VerifyFeaturize.scala notebooks/samples/101 - Adult Census Income Training.ipynb src/text-featurizer/src/test/scala/TextFeaturizerSpec.scala notebooks/samples/301 - CIFAR10 CNTK CNN Evaluation.ipynb src/codegen/src/main/scala/CodeGen.scala src/partition-sample/src/test/scala/VerifyPartitionSample.scala notebooks/samples/302 - Pipeline Image Transformations.ipynb src/fuzzing/src/test/scala/Fuzzing.scala src/codegen/src/main/scala/PySparkWrapperTest.scala src/core/spark/src/main/scala/TransformParam.scala src/codegen/src/main/scala/PySparkWrapperGenerator.scala src/core/hadoop/src/main/scala/HadoopUtils.scala src/image-featurizer/src/main/scala/ImageFeaturizer.scala src/core/schema/src/main/scala/ImageSchema.scala |
| 6. | marhamil@microsoft.com | eli@barzilay.org |
85 shared files
src/multi-column-adapter/src/main/scala/MultiColumnAdapter.scala src/core/test/base/src/main/scala/TestBase.scala src/clean-missing-data/src/test/scala/VerifyCleanMissingData.scala src/compute-model-statistics/src/main/scala/ComputeModelStatistics.scala src/readers/src/test/scala/PowerBiSuite.scala README.md src/clean-missing-data/src/main/scala/CleanMissingData.scala notebooks/samples/105 - Regression with DataConversion.ipynb src/io/http/src/test/scala/ParserSuite.scala src/find-best-model/src/main/scala/FindBestModel.scala src/pipeline-stages/src/main/scala/DropColumns.scala src/core/utils/src/main/scala/CastUtilities.scala src/find-best-model/src/test/scala/VerifyFindBestModel.scala src/featurize/src/main/scala/AssembleFeatures.scala src/pipeline-stages/src/main/scala/ClassBalancer.scala notebooks/samples/304 - Medical Entity Extraction.ipynb src/featurize/src/main/scala/Featurize.scala notebooks/samples/305 - Flowers ImageFeaturizer.ipynb notebooks/samples/202 - Amazon Book Reviews - Word2Vec.ipynb src/project/scalastyle.scala src/downloader/src/test/scala/DownloaderSuite.scala notebooks/samples/106 - Quantile Regression with LightGBM.ipynb src/core/env/src/main/scala/NativeLoader.java src/image-featurizer/src/main/scala/ImageSetAugmenter.scala src/summarize-data/src/main/scala/SummarizeData.scala src/partition-sample/src/main/scala/PartitionSample.scala src/value-indexer/src/test/scala/VerifyValueIndexer.scala src/image-transformer/src/main/scala/ImageTransformer.scala notebooks/samples/102 - Regression Example with Flight Delay Dataset.ipynb src/io/http/src/test/scala/SimpleHTTPTransformerSuite.scala src/readers/src/main/scala/BinaryFileReader.scala src/pipeline-stages/src/main/scala/Cacher.scala src/cntk-train/src/main/scala/CNTKLearner.scala docs/R-setup.md src/cntk-model/src/main/scala/CNTKModel.scala src/image-transformer/src/main/scala/UnrollImage.scala src/pipeline-stages/src/main/scala/Repartition.scala tools/runme/build.sh src/core/test/benchmarks/src/main/scala/Benchmarks.scala tools/config.sh src/readers/src/main/scala/PowerBIWriter.scala src/project/build.scala tools/docker/bin/launcher src/core/schema/src/main/python/TypeConversionUtils.py src/core/serialize/src/main/python/java_params_patch.py src/core/schema/src/main/scala/BinaryFileSchema.scala src/value-indexer/src/main/scala/ValueIndexer.scala src/cntk-train/src/test/scala/ValidateCntkTrain.scala src/codegen/src/main/scala/PySparkWrapper.scala src/readers/src/main/python/PowerBIWriter.py src/downloader/src/main/scala/ModelDownloader.scala src/train-classifier/src/test/scala/VerifyTrainClassifier.scala src/core/env/src/main/scala/FileUtilities.scala src/train-classifier/src/main/scala/TrainClassifier.scala src/project/meta.sbt docs/docker.md tools/mmlspark-packages.spec src/image-featurizer/src/test/scala/ImageFeaturizerSuite.scala src/readers/src/test/scala/BinaryFileReaderSuite.scala src/train-regressor/src/main/scala/TrainRegressor.scala docs/gpu-setup.md src/train-regressor/src/test/scala/VerifyTrainRegressor.scala src/pipeline-stages/src/main/scala/SelectColumns.scala src/readers/src/test/scala/ImageReaderSuite.scala src/image-transformer/src/test/scala/ImageTransformerSuite.scala src/codegen/src/main/scala/SparklyRWrapper.scala src/cntk-train/src/main/scala/DataConversion.scala src/io/http/src/test/scala/HTTPTransformerSuite.scala src/core/serialize/src/test/scala/ValidateComplexParamSerializer.scala notebooks/samples/303 - Transfer Learning by DNN Featurization - Airplane or Automobile.ipynb src/value-indexer/src/main/scala/IndexToValue.scala src/codegen/src/main/scala/DocGen.scala src/text-featurizer/src/main/scala/TextFeaturizer.scala src/data-conversion/src/main/scala/DataConversion.scala src/featurize/src/test/scala/VerifyFeaturize.scala notebooks/samples/101 - Adult Census Income Training.ipynb notebooks/samples/301 - CIFAR10 CNTK CNN Evaluation.ipynb src/codegen/src/main/scala/CodeGen.scala notebooks/samples/302 - Pipeline Image Transformations.ipynb src/fuzzing/src/test/scala/Fuzzing.scala src/tune-hyperparameters/src/main/scala/TuneHyperparameters.scala src/image-featurizer/src/main/scala/ImageFeaturizer.scala src/ensemble/src/main/scala/EnsembleByKey.scala src/pipeline-stages/src/main/scala/Timer.scala src/core/schema/src/main/scala/ImageSchema.scala |
| 7. | jasowang@microsoft.com | mhamilton723@gmail.com |
82 shared files
notebooks/Interpretability - Tabular SHAP explainer.ipynb core/src/main/scala/com/microsoft/ml/spark/stages/MiniBatchTransformer.scala core/src/main/scala/com/microsoft/ml/spark/explainers/KernelSHAPSampler.scala core/src/test/scala/com/microsoft/ml/spark/explainers/split1/VectorSHAPExplainerSuite.scala core/src/main/scala/com/microsoft/ml/spark/explainers/LIMESampler.scala core/src/test/scala/com/microsoft/azure/synapse/ml/core/test/base/TestBase.scala src/test/scala/com/microsoft/azure/synapse/ml/core/test/fuzzing/FuzzingTest.scala tools/docker/minimal/Dockerfile tools/docker/demo/Dockerfile src/main/scala/com/microsoft/ml/spark/core/schema/DatasetExtensions.scala core/src/main/scala/com/microsoft/ml/spark/explainers/TabularLIME.scala vw/src/main/scala/com/microsoft/azure/synapse/ml/vw/VowpalWabbitBaseModel.scala core/src/main/scala/com/microsoft/ml/spark/core/schema/ImageSchemaUtils.scala .gitignore core/src/main/scala/com/microsoft/azure/synapse/ml/io/binary/BinaryFileFormat.scala src/test/scala/com/microsoft/ml/spark/core/test/fuzzing/FuzzingTest.scala src/main/scala/com/microsoft/ml/spark/vw/VowpalWabbitClassifier.scala core/src/test/scala/com/microsoft/azure/synapse/ml/explainers/split1/VectorLIMEExplainerSuite.scala deep-learning/src/test/scala/com/microsoft/ml/spark/lime/ImageLIMESuite.scala src/main/scala/com/microsoft/ml/spark/cntk/CNTKModel.scala core/src/test/scala/com/microsoft/ml/spark/explainers/split1/TextExplainersSuite.scala core/src/main/scala/com/microsoft/azure/synapse/ml/explainers/KernelSHAPBase.scala src/main/scala/com/microsoft/ml/spark/core/utils/RowUtils.scala core/src/main/scala/com/microsoft/azure/synapse/ml/explainers/LIMEBase.scala core/src/test/scala/com/microsoft/ml/spark/lime/TextLIMESuite.scala website/docusaurus.config.js src/main/scala/com/microsoft/ml/spark/train/ComputeModelStatistics.scala pipeline.yaml core/src/test/scala/com/microsoft/ml/spark/explainers/split1/TabularSHAPExplainerSuite.scala src/main/scala/org/apache/spark/ml/param/PipelineStageParam.scala src/main/scala/com/microsoft/ml/spark/io/http/HTTPTransformer.scala src/main/scala/com/microsoft/ml/spark/featurize/text/MultiNGram.scala core/src/test/scala/com/microsoft/ml/spark/nbtest/DatabricksUtilities.scala deep-learning/src/test/scala/com/microsoft/ml/spark/explainers/split2/ImageLIMEExplainerSuite.scala core/src/test/scala/com/microsoft/ml/spark/explainers/split1/SamplerSuite.scala core/src/main/scala/com/microsoft/azure/synapse/ml/train/ComputeModelStatistics.scala src/main/scala/org/apache/spark/ml/param/TransformerParam.scala deep-learning/src/test/scala/com/microsoft/ml/spark/explainers/split3/ImageSHAPExplainerSuite.scala opencv/src/main/scala/com/microsoft/ml/spark/opencv/ImageTransformer.scala build.sbt src/main/scala/com/microsoft/ml/spark/stages/EnsembleByKey.scala opencv/src/test/scala/com/microsoft/ml/spark/opencv/ImageTransformerSuite.scala website/docs/features/responsible_ai/Data Balance Analysis.md deep-learning/src/test/scala/com/microsoft/ml/spark/cntk/CNTKModelSuite.scala core/src/main/scala/com/microsoft/ml/spark/explainers/KernelSHAPBase.scala CODEOWNERS website/package.json src/main/scala/com/microsoft/ml/spark/io/image/ImageUtils.scala core/src/main/scala/org/apache/spark/ml/source/image/PatchedImageFileFormat.scala src/main/scala/com/microsoft/ml/spark/cognitive/SpeechToTextSDK.scala core/src/main/scala/com/microsoft/ml/spark/lime/TextLIME.scala src/main/scala/com/microsoft/ml/spark/recommendation/RecommendationIndexer.scala src/main/scala/com/microsoft/ml/spark/cognitive/BingImageSearch.scala core/src/main/scala/com/microsoft/ml/spark/explainers/LIMEBase.scala notebooks/ONNX - Inference on Spark.ipynb src/main/scala/com/microsoft/ml/spark/io/binary/BinaryFileReader.scala website/yarn.lock core/src/main/scala/com/microsoft/ml/spark/lime/LIME.scala core/src/main/python/mmlspark/core/serialize/java_params_patch.py opencv/src/main/python/mmlspark/opencv/ImageTransformer.py deep-learning/src/main/scala/com/microsoft/ml/spark/cntk/CNTKModel.scala core/src/main/scala/com/microsoft/ml/spark/explainers/LassoRegression.scala src/main/scala/com/microsoft/ml/spark/cognitive/ImageSearchSchemas.scala core/src/test/scala/com/microsoft/ml/spark/core/test/base/TestBase.scala core/src/test/scala/com/microsoft/ml/spark/explainers/split1/TabularLIMEExplainerSuite.scala src/main/scala/org/apache/spark/ml/param/EstimatorParam.scala notebooks/features/responsible_ai/DataBalanceAnalysis - Adult Census Income.ipynb src/main/scala/com/microsoft/ml/spark/lime/Superpixel.scala core/src/test/scala/com/microsoft/ml/spark/explainers/split1/LassoRegressionSuite.scala notebooks/Interpretability - Image Explainers.ipynb src/main/scala/org/apache/spark/ml/param/DataFrameParam.scala core/src/main/scala/com/microsoft/ml/spark/explainers/Sampler.scala core/src/test/scala/com/microsoft/ml/spark/explainers/split1/VectorLIMEExplainerSuite.scala notebooks/OpenCV - Pipeline Image Transformations.ipynb notebooks/DeepLearning - Flower Image Classification.ipynb tools/docker/developer/Dockerfile core/src/test/scala/com/microsoft/ml/spark/lime/LIMESuite.scala docs/onnx.md src/main/scala/com/microsoft/ml/spark/core/utils/ModelEquality.scala src/test/scala/com/microsoft/ml/spark/core/test/base/TestBase.scala core/src/main/scala/com/microsoft/azure/synapse/ml/isolationforest/IsolationForest.scala core/src/main/scala/com/microsoft/azure/synapse/ml/explainers/RegressionBase.scala |
| 8. | elbarzil@microsoft.com | mmlspark-bot@microsoft.com |
79 shared files
src/multi-column-adapter/src/main/scala/MultiColumnAdapter.scala src/compute-model-statistics/src/main/scala/ComputeModelStatistics.scala src/core/test/datagen/src/main/scala/ModuleFuzzingTest.scala README.md src/core/env/src/main/scala/EnvironmentUtils.scala src/readers/src/main/scala/ImageReader.scala src/find-best-model/src/main/scala/FindBestModel.scala src/core/schema/src/test/scala/TestCategoricals.scala src/core/test/datagen/src/main/scala/DatasetConstraints.scala src/featurize/src/main/scala/AssembleFeatures.scala src/featurize/src/main/scala/Featurize.scala src/pipeline-stages/src/test/scala/RepartitionSuite.scala notebooks/samples/202 - Amazon Book Reviews - Word2Vec.ipynb src/utils/src/main/scala/ObjectUtilities.scala src/compute-per-instance-statistics/src/main/scala/ComputePerInstanceStatistics.scala src/readers/src/main/scala/Readers.scala src/summarize-data/src/main/scala/SummarizeData.scala src/partition-sample/src/main/scala/PartitionSample.scala src/image-transformer/src/main/scala/ImageTransformer.scala notebooks/samples/102 - Regression Example with Flight Delay Dataset.ipynb src/utils/src/main/scala/JarLoadingUtils.scala src/core/schema/src/test/scala/VerifyFastVectorAssembler.scala src/core/spark/src/main/scala/FastVectorAssembler.scala src/readers/src/main/scala/BinaryFileReader.scala tools/hdi/install-mmlspark.sh src/core/test/datagen/src/main/scala/GenerateDataset.scala src/cntk-model/src/main/scala/CNTKModel.scala src/image-transformer/src/main/scala/UnrollImage.scala src/pipeline-stages/src/main/scala/Repartition.scala src/compute-model-statistics/src/test/scala/VerifyComputeModelStatistics.scala tools/build-pr/checkout src/downloader/src/main/scala/Schema.scala src/core/test/datagen/src/main/scala/DatasetOptions.scala src/core/env/src/main/scala/CodegenTags.scala tools/hdi/update_livy.py src/project/build.scala src/core/schema/src/main/scala/BinaryFileSchema.scala src/core/spark/src/main/scala/EstimatorParam.scala src/codegen/src/main/scala/PySparkWrapper.scala src/downloader/src/main/scala/ModelDownloader.scala src/core/test/datagen/src/test/scala/VerifyGenerateDataset.scala src/core/schema/src/main/scala/DatasetExtensions.scala src/train-classifier/src/test/scala/VerifyTrainClassifier.scala src/core/env/src/main/scala/FileUtilities.scala src/core/schema/src/main/scala/SparkSchema.scala src/checkpoint-data/src/main/scala/CheckpointData.scala src/train-classifier/src/main/scala/TrainClassifier.scala src/compute-per-instance-statistics/src/test/scala/VerifyComputePerInstanceStatistics.scala src/core/schema/src/main/scala/Categoricals.scala src/core/schema/src/main/scala/SchemaConstants.scala tools/mmlspark-packages.spec notebooks/samples/201 - Amazon Book Reviews - TextFeaturizer.ipynb tools/build-pr/shared.sh src/train-regressor/src/main/scala/TrainRegressor.scala src/train-regressor/src/test/scala/VerifyTrainRegressor.scala src/pipeline-stages/src/main/scala/SelectColumns.scala src/readers/src/test/scala/ImageReaderSuite.scala src/image-transformer/src/test/scala/ImageTransformerSuite.scala src/core/test/datagen/src/main/scala/GenerateRow.scala tools/build-pr/report src/core/spark/src/main/scala/MapArrayParam.scala src/core/schema/src/test/scala/VerifySparkSchema.scala src/text-featurizer/src/main/scala/TextFeaturizer.scala src/data-conversion/src/main/scala/DataConversion.scala notebooks/samples/101 - Adult Census Income Training.ipynb src/core/spark/src/main/scala/ArrayMapParam.scala src/utils/src/main/scala/PipelineUtilities.scala src/codegen/src/main/scala/CodeGen.scala notebooks/samples/103 - Before and After MMLSpark.ipynb notebooks/samples/302 - Pipeline Image Transformations.ipynb src/fuzzing/src/test/scala/Fuzzing.scala src/codegen/src/main/scala/PySparkWrapperTest.scala src/core/spark/src/main/scala/TransformParam.scala src/codegen/src/main/scala/PySparkWrapperGenerator.scala src/core/hadoop/src/main/scala/HadoopUtils.scala src/image-featurizer/src/main/scala/ImageFeaturizer.scala src/core/test/datagen/src/main/scala/GenerateDataType.scala src/core/schema/src/main/scala/ImageSchema.scala src/core/contracts/src/main/scala/Metrics.scala |
| 9. | 82044803+serena-ruan@users.noreply.github.com | marhamil@microsoft.com |
78 shared files
src/main/scala/com/microsoft/ml/spark/vw/VowpalWabbitRegressor.scala src/main/scala/com/microsoft/ml/spark/featurize/CleanMissingData.scala notebooks/samples/CognitiveServices - Celebrity Quote Analysis.ipynb README.md src/main/scala/com/microsoft/ml/spark/vw/VowpalWabbitContextualBandit.scala src/main/scala/com/microsoft/ml/spark/stages/DropColumns.scala src/main/scala/com/microsoft/ml/spark/recommendation/SARModel.scala .gitignore project/Secrets.scala src/main/scala/com/microsoft/ml/spark/vw/VowpalWabbitClassifier.scala src/main/scala/com/microsoft/ml/spark/vw/VectorZipper.scala src/main/scala/com/microsoft/ml/spark/cntk/CNTKModel.scala src/main/scala/com/microsoft/ml/spark/stages/StratifiedRepartition.scala src/main/scala/com/microsoft/ml/spark/cognitive/AzureSearch.scala src/main/scala/com/microsoft/ml/spark/image/ImageSetAugmenter.scala src/main/scala/com/microsoft/ml/spark/stages/Repartition.scala src/main/scala/com/microsoft/ml/spark/train/ComputeModelStatistics.scala src/main/scala/com/microsoft/ml/spark/cognitive/TextAnalytics.scala src/main/scala/com/microsoft/ml/spark/image/ImageFeaturizer.scala pipeline.yaml src/main/scala/com/microsoft/ml/spark/train/TrainRegressor.scala src/main/scala/com/microsoft/ml/spark/stages/SelectColumns.scala src/main/scala/com/microsoft/ml/spark/stages/UnicodeNormalize.scala src/main/scala/com/microsoft/ml/spark/io/http/HTTPTransformer.scala src/main/scala/com/microsoft/ml/spark/featurize/text/MultiNGram.scala src/main/scala/com/microsoft/ml/spark/vw/VowpalWabbitFeaturizer.scala src/main/scala/com/microsoft/ml/spark/featurize/Featurize.scala project/build.scala src/main/scala/com/microsoft/ml/spark/nn/KNN.scala src/main/scala/com/microsoft/ml/spark/recommendation/RankingAdapter.scala build.sbt notebooks/samples/ModelInterpretation - Snow Leopard Detection.ipynb src/main/scala/com/microsoft/ml/spark/stages/EnsembleByKey.scala src/main/scala/com/microsoft/ml/spark/cognitive/CognitiveServiceBase.scala environment.yaml src/main/scala/com/microsoft/ml/spark/vw/VowpalWabbitInteractions.scala src/main/scala/com/microsoft/ml/spark/automl/TuneHyperparameters.scala src/main/scala/com/microsoft/ml/spark/stages/MultiColumnAdapter.scala CODEOWNERS src/main/scala/com/microsoft/ml/spark/isolationforest/IsolationForest.scala src/main/scala/com/microsoft/ml/spark/stages/Timer.scala src/main/scala/com/microsoft/ml/spark/cognitive/SpeechToTextSDK.scala src/main/scala/com/microsoft/ml/spark/featurize/text/TextFeaturizer.scala tools/tests/run_r_tests.R src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMRanker.scala src/main/scala/com/microsoft/ml/spark/recommendation/RecommendationIndexer.scala src/main/scala/com/microsoft/ml/spark/cognitive/ComputerVision.scala src/main/scala/com/microsoft/ml/spark/cognitive/BingImageSearch.scala src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMClassifier.scala src/main/scala/com/microsoft/ml/spark/image/UnrollImage.scala src/main/scala/com/microsoft/ml/spark/featurize/text/PageSplitter.scala src/main/scala/com/microsoft/ml/spark/stages/Lambda.scala src/main/scala/com/microsoft/ml/spark/recommendation/SAR.scala src/main/scala/com/microsoft/ml/spark/opencv/ImageTransformer.scala src/main/scala/com/microsoft/ml/spark/featurize/CountSelector.scala src/main/scala/com/microsoft/ml/spark/featurize/IndexToValue.scala src/main/scala/com/microsoft/ml/spark/train/ComputePerInstanceStatistics.scala src/main/scala/com/microsoft/ml/spark/featurize/DataConversion.scala src/main/scala/com/microsoft/ml/spark/stages/RenameColumn.scala src/main/scala/com/microsoft/ml/spark/io/http/SimpleHTTPTransformer.scala src/main/scala/com/microsoft/ml/spark/recommendation/RankingTrainValidationSplit.scala src/main/scala/com/microsoft/ml/spark/stages/TextPreprocessor.scala src/main/scala/com/microsoft/ml/spark/lime/TextLIME.scala src/main/scala/com/microsoft/ml/spark/cognitive/Face.scala src/main/scala/com/microsoft/ml/spark/featurize/ValueIndexer.scala src/main/scala/com/microsoft/ml/spark/stages/UDFTransformer.scala src/main/scala/com/microsoft/ml/spark/stages/ClassBalancer.scala src/main/scala/com/microsoft/ml/spark/train/TrainClassifier.scala src/main/scala/com/microsoft/ml/spark/stages/Explode.scala src/main/scala/com/microsoft/ml/spark/stages/Cacher.scala src/main/scala/com/microsoft/ml/spark/lime/SuperpixelTransformer.scala src/main/scala/com/microsoft/ml/spark/image/ResizeImageTransformer.scala src/main/scala/com/microsoft/ml/spark/stages/MiniBatchTransformer.scala src/main/scala/com/microsoft/ml/spark/lime/LIME.scala src/main/scala/com/microsoft/ml/spark/io/http/Parsers.scala src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMRegressor.scala src/main/scala/com/microsoft/ml/spark/automl/FindBestModel.scala src/main/scala/com/microsoft/ml/spark/stages/SummarizeData.scala |
| 10. | ilmat@microsoft.com | mhamilton723@gmail.com |
73 shared files
lightgbm/src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMConstants.scala lightgbm/src/main/scala/com/microsoft/ml/spark/lightgbm/dataset/DatasetUtils.scala src/main/python/mmlspark/lightgbm/LightGBMClassifier.py lightgbm/src/test/scala/com/microsoft/azure/synapse/ml/lightgbm/split2/VerifyLightGBMRegressor.scala src/main/python/mmlspark/lightgbm/LightGBMRegressor.py lightgbm/src/main/scala/com/microsoft/azure/synapse/ml/lightgbm/LightGBMRegressor.scala README.md src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMUtils.scala src/test/scala/com/microsoft/ml/spark/lightgbm/split2/VerifyLightGBMRanker.scala project/Secrets.scala notebooks/samples/LightGBM - Quantile Regression for Drug Discovery.ipynb src/main/scala/com/microsoft/ml/spark/stages/StratifiedRepartition.scala lightgbm/src/test/scala/com/microsoft/azure/synapse/ml/lightgbm/split1/VerifyLightGBMClassifier.scala core/src/main/scala/org/apache/spark/injections/BlockManagerUtils.scala lightgbm/src/test/scala/com/microsoft/ml/spark/lightgbm/split2/VerifyLightGBMRanker.scala notebooks/samples/304 - Medical Entity Extraction.ipynb lightgbm/src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMBase.scala src/test/scala/com/microsoft/ml/spark/stages/StratifiedRepartitionSuite.scala src/downloader/src/test/scala/DownloaderSuite.scala src/test/resources/benchmarks/benchmarks_VerifyLightGBMClassifier.csv build.sbt lightgbm/src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMClassifier.scala lightgbm/src/main/scala/com/microsoft/azure/synapse/ml/lightgbm/LightGBMRanker.scala lightgbm/src/main/scala/com/microsoft/ml/spark/lightgbm/dataset/LightGBMDataset.scala lightgbm/src/main/scala/com/microsoft/azure/synapse/ml/lightgbm/params/LightGBMParams.scala src/test/scala/com/microsoft/ml/spark/io/image/ImageReaderSuite.scala docs/R-setup.md lightgbm/src/main/scala/com/microsoft/azure/synapse/ml/lightgbm/dataset/DatasetAggregator.scala src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMConstants.scala src/io/http/src/test/scala/services/ComputerVisionSuite.scala src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMBooster.scala src/test/scala/com/microsoft/ml/spark/lightgbm/split1/VerifyLightGBMClassifier.scala docs/mmlspark-serving.md lightgbm/src/main/scala/com/microsoft/ml/spark/lightgbm/swig/SwigUtils.scala src/test/resources/benchmarks/benchmarks_VerifyLightGBMRegressor.csv tools/config.sh src/project/build.scala lightgbm/src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMRanker.scala vw/src/main/scala/com/microsoft/ml/spark/vw/VowpalWabbitBase.scala lightgbm/src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMUtils.scala src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMRanker.scala lightgbm/src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMRegressor.scala lightgbm/src/main/scala/com/microsoft/azure/synapse/ml/lightgbm/params/TrainParams.scala lightgbm/src/main/scala/com/microsoft/azure/synapse/ml/lightgbm/SharedState.scala src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMClassifier.scala src/lightgbm/src/test/scala/VerifyLightGBMRanker.scala lightgbm/src/main/scala/com/microsoft/azure/synapse/ml/lightgbm/TaskTrainingMethods.scala src/test/scala/com/microsoft/ml/spark/flaky/PartitionConsolidatorSuite.scala lightgbm/src/main/scala/com/microsoft/azure/synapse/ml/lightgbm/LightGBMBase.scala core/src/main/scala/com/microsoft/ml/spark/stages/PartitionConsolidator.scala src/main/scala/com/microsoft/ml/spark/io/http/SharedVariable.scala notebooks/samples/HyperParameterTuning - Fighting Breast Cancer.ipynb lightgbm/src/main/scala/com/microsoft/ml/spark/lightgbm/params/LightGBMParams.scala scalastyle-config.xml src/test/scala/com/microsoft/ml/spark/lightgbm/split2/VerifyLightGBMRegressor.scala lightgbm/src/main/scala/com/microsoft/azure/synapse/ml/lightgbm/LightGBMClassifier.scala src/main/scala/com/microsoft/ml/spark/vw/VowpalWabbitBase.scala src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMBase.scala lightgbm/src/main/scala/com/microsoft/azure/synapse/ml/lightgbm/TrainUtils.scala src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMDataset.scala src/test/scala/com/microsoft/ml/spark/cognitive/split1/TextAnalyticsSuite.scala docs/http.md src/main/scala/com/microsoft/ml/spark/lightgbm/TrainParams.scala lightgbm/src/test/scala/com/microsoft/ml/spark/lightgbm/split2/VerifyLightGBMRegressor.scala src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMParams.scala src/main/scala/com/microsoft/ml/spark/lightgbm/TrainUtils.scala lightgbm/src/main/scala/com/microsoft/ml/spark/lightgbm/TrainUtils.scala src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMRegressor.scala docs/lightgbm.md lightgbm/src/main/scala/com/microsoft/ml/spark/lightgbm/params/TrainParams.scala core/src/main/scala/com/microsoft/ml/spark/core/utils/ClusterUtil.scala scalastyle-test-config.xml src/main/python/mmlspark/lightgbm/LightGBMRanker.py |
| 11. | eli@barzilay.org | ilmat@microsoft.com |
61 shared files
src/clean-missing-data/src/test/scala/VerifyCleanMissingData.scala src/compute-model-statistics/src/main/scala/ComputeModelStatistics.scala README.md src/clean-missing-data/src/main/scala/CleanMissingData.scala notebooks/samples/105 - Regression with DataConversion.ipynb src/find-best-model/src/main/scala/FindBestModel.scala src/tune-hyperparameters/src/main/scala/HyperparamBuilder.scala src/find-best-model/src/test/scala/VerifyFindBestModel.scala src/featurize/src/main/scala/AssembleFeatures.scala notebooks/samples/304 - Medical Entity Extraction.ipynb src/featurize/src/main/scala/Featurize.scala notebooks/samples/202 - Amazon Book Reviews - Word2Vec.ipynb src/project/scalastyle.scala src/downloader/src/test/scala/DownloaderSuite.scala notebooks/samples/106 - Quantile Regression with LightGBM.ipynb notebooks/samples/104 - Price Prediction Regression Auto Imports.ipynb src/core/env/src/main/scala/NativeLoader.java src/summarize-data/src/main/scala/SummarizeData.scala src/value-indexer/src/test/scala/VerifyValueIndexer.scala src/find-best-model/src/main/scala/EvaluationUtils.scala notebooks/samples/102 - Regression Example with Flight Delay Dataset.ipynb src/readers/src/main/scala/BinaryFileReader.scala src/cntk-train/src/main/scala/CNTKLearner.scala docs/R-setup.md src/tune-hyperparameters/build.sbt src/core/test/benchmarks/src/main/scala/Benchmarks.scala tools/config.sh src/cntk-train/src/test/scala/ValidateDataConversion.scala src/project/build.scala src/codegen/src/main/scala/Config.scala src/value-indexer/src/main/scala/ValueIndexer.scala src/cntk-train/src/test/scala/ValidateCntkTrain.scala src/tune-hyperparameters/src/main/scala/ParamSpace.scala src/codegen/src/main/scala/PySparkWrapper.scala src/downloader/src/main/scala/ModelDownloader.scala src/train-classifier/src/test/scala/VerifyTrainClassifier.scala src/core/env/src/main/scala/FileUtilities.scala src/cntk-train/src/main/scala/BrainscriptBuilder.scala src/train-classifier/src/main/scala/TrainClassifier.scala src/core/schema/src/main/scala/Categoricals.scala notebooks/samples/201 - Amazon Book Reviews - TextFeaturizer.ipynb notebooks/gpu/401 - CNTK train on HDFS.ipynb src/train-regressor/src/main/scala/TrainRegressor.scala src/core/serialize/src/main/scala/params/ParamSpaceParam.scala src/readers/src/test/scala/ImageReaderSuite.scala src/core/test/benchmarks/build.sbt src/core/ml/src/main/R/ml_utils.R src/codegen/src/main/scala/WrapperGenerator.scala src/tune-hyperparameters/src/main/scala/DefaultHyperparams.scala src/codegen/src/main/scala/SparklyRWrapper.scala src/cntk-train/src/main/scala/DataConversion.scala src/value-indexer/src/main/scala/IndexToValue.scala src/cntk-train/src/main/scala/CommandBuilders.scala src/data-conversion/src/main/scala/DataConversion.scala src/featurize/src/test/scala/VerifyFeaturize.scala notebooks/samples/101 - Adult Census Income Training.ipynb src/core/serialize/src/main/scala/params/EstimatorArrayParam.scala src/codegen/src/main/scala/CodeGen.scala notebooks/samples/302 - Pipeline Image Transformations.ipynb src/tune-hyperparameters/src/main/scala/TuneHyperparameters.scala src/core/schema/src/main/scala/ImageSchema.scala |
| 12. | ilmat@microsoft.com | mmlspark-bot@microsoft.com |
57 shared files
src/compute-model-statistics/src/main/scala/ComputeModelStatistics.scala README.md src/core/env/src/main/scala/EnvironmentUtils.scala src/featurize/build.sbt src/find-best-model/src/main/scala/FindBestModel.scala src/compute-per-instance-statistics/build.sbt src/core/env/src/main/scala/ProcessUtilities.scala src/core/schema/src/test/scala/TestCategoricals.scala src/compute-model-statistics/build.sbt src/find-best-model/src/test/scala/VerifyFindBestModel.scala src/featurize/src/main/scala/AssembleFeatures.scala notebooks/samples/304 - Medical Entity Extraction.ipynb src/featurize/src/main/scala/Featurize.scala notebooks/samples/202 - Amazon Book Reviews - Word2Vec.ipynb src/compute-per-instance-statistics/src/main/scala/ComputePerInstanceStatistics.scala src/project/scalastyle.scala src/downloader/src/test/scala/DownloaderSuite.scala src/core/env/src/main/scala/NativeLoader.java src/summarize-data/src/main/scala/SummarizeData.scala src/find-best-model/build.sbt notebooks/samples/102 - Regression Example with Flight Delay Dataset.ipynb src/readers/src/main/scala/BinaryFileReader.scala src/cntk-train/src/main/scala/CNTKLearner.scala src/compute-model-statistics/src/test/scala/VerifyComputeModelStatistics.scala tools/config.sh src/cntk-train/src/test/scala/ValidateDataConversion.scala src/project/build.scala src/cntk-train/src/test/scala/ValidateConfiguration.scala src/codegen/src/main/scala/Config.scala src/cntk-train/src/test/scala/ValidateCntkTrain.scala src/codegen/src/main/scala/PySparkWrapper.scala src/downloader/src/main/scala/ModelDownloader.scala src/train-classifier/src/test/scala/VerifyTrainClassifier.scala src/core/contracts/src/main/scala/Params.scala src/core/env/src/main/scala/FileUtilities.scala src/core/schema/src/main/scala/SparkSchema.scala src/cntk-train/src/main/scala/BrainscriptBuilder.scala src/train-classifier/src/main/scala/TrainClassifier.scala src/compute-per-instance-statistics/src/test/scala/VerifyComputePerInstanceStatistics.scala src/core/schema/src/main/scala/Categoricals.scala src/summarize-data/src/test/scala/SummarizeDataSuite.scala src/core/schema/src/main/scala/SchemaConstants.scala notebooks/samples/201 - Amazon Book Reviews - TextFeaturizer.ipynb src/train-regressor/src/main/scala/TrainRegressor.scala src/readers/src/test/scala/ImageReaderSuite.scala src/cntk-train/src/main/scala/DataConversion.scala src/cntk-train/src/main/scala/CommandBuilders.scala src/data-conversion/src/main/scala/DataConversion.scala src/featurize/src/test/scala/VerifyFeaturize.scala notebooks/samples/101 - Adult Census Income Training.ipynb src/data-conversion/src/test/scala/VerifyDataConversion.scala src/codegen/src/main/scala/CodeGen.scala notebooks/samples/302 - Pipeline Image Transformations.ipynb src/codegen/src/main/scala/PySparkWrapperTest.scala src/core/hadoop/src/main/scala/HadoopUtils.scala src/data-conversion/build.sbt src/core/schema/src/main/scala/ImageSchema.scala |
| 13. | marhamil@microsoft.com | elbarzil@microsoft.com |
54 shared files
src/multi-column-adapter/src/main/scala/MultiColumnAdapter.scala src/compute-model-statistics/src/main/scala/ComputeModelStatistics.scala README.md src/core/env/src/main/scala/EnvironmentUtils.scala src/readers/src/main/scala/ImageReader.scala src/find-best-model/src/main/scala/FindBestModel.scala src/featurize/src/main/scala/AssembleFeatures.scala src/featurize/src/main/scala/Featurize.scala src/pipeline-stages/src/test/scala/RepartitionSuite.scala notebooks/samples/202 - Amazon Book Reviews - Word2Vec.ipynb src/compute-per-instance-statistics/src/main/scala/ComputePerInstanceStatistics.scala src/readers/src/main/scala/Readers.scala src/summarize-data/src/main/scala/SummarizeData.scala src/partition-sample/src/main/scala/PartitionSample.scala src/image-transformer/src/main/scala/ImageTransformer.scala notebooks/samples/102 - Regression Example with Flight Delay Dataset.ipynb src/utils/src/main/scala/JarLoadingUtils.scala src/core/schema/src/test/scala/VerifyFastVectorAssembler.scala src/readers/src/main/scala/BinaryFileReader.scala src/cntk-model/src/main/scala/CNTKModel.scala src/image-transformer/src/main/scala/UnrollImage.scala src/pipeline-stages/src/main/scala/Repartition.scala src/compute-model-statistics/src/test/scala/VerifyComputeModelStatistics.scala src/project/build.scala src/core/schema/src/main/scala/BinaryFileSchema.scala src/value-indexer/src/main/scala/ValueIndexer.scala src/codegen/src/main/scala/PySparkWrapper.scala src/downloader/src/main/scala/ModelDownloader.scala src/core/schema/src/main/scala/DatasetExtensions.scala src/train-classifier/src/test/scala/VerifyTrainClassifier.scala src/core/env/src/main/scala/FileUtilities.scala src/checkpoint-data/src/main/scala/CheckpointData.scala src/train-classifier/src/main/scala/TrainClassifier.scala src/compute-per-instance-statistics/src/test/scala/VerifyComputePerInstanceStatistics.scala tools/mmlspark-packages.spec src/train-regressor/src/main/scala/TrainRegressor.scala src/train-regressor/src/test/scala/VerifyTrainRegressor.scala src/pipeline-stages/src/main/scala/SelectColumns.scala src/readers/src/test/scala/ImageReaderSuite.scala src/image-transformer/src/test/scala/ImageTransformerSuite.scala src/value-indexer/src/main/scala/IndexToValue.scala src/codegen/src/main/scala/DocGen.scala src/text-featurizer/src/main/scala/TextFeaturizer.scala src/data-conversion/src/main/scala/DataConversion.scala notebooks/samples/101 - Adult Census Income Training.ipynb src/codegen/src/main/scala/CodeGen.scala notebooks/samples/302 - Pipeline Image Transformations.ipynb src/fuzzing/src/test/scala/Fuzzing.scala src/codegen/src/main/scala/PySparkWrapperTest.scala src/core/spark/src/main/scala/TransformParam.scala src/codegen/src/main/scala/PySparkWrapperGenerator.scala src/core/hadoop/src/main/scala/HadoopUtils.scala src/image-featurizer/src/main/scala/ImageFeaturizer.scala src/core/schema/src/main/scala/ImageSchema.scala |
| 14. | eli@barzilay.org | elbarzil@microsoft.com |
48 shared files
src/multi-column-adapter/src/main/scala/MultiColumnAdapter.scala src/compute-model-statistics/src/main/scala/ComputeModelStatistics.scala README.md src/find-best-model/src/main/scala/FindBestModel.scala src/featurize/src/main/scala/AssembleFeatures.scala src/featurize/src/main/scala/Featurize.scala notebooks/samples/202 - Amazon Book Reviews - Word2Vec.ipynb src/summarize-data/src/main/scala/SummarizeData.scala src/partition-sample/src/main/scala/PartitionSample.scala src/image-transformer/src/main/scala/ImageTransformer.scala docs/azure-setup.md notebooks/samples/102 - Regression Example with Flight Delay Dataset.ipynb src/readers/src/main/scala/BinaryFileReader.scala tools/hdi/install-mmlspark.sh src/codegen/src/main/scala/WrapperClassDoc.scala src/cntk-model/src/main/scala/CNTKModel.scala src/image-transformer/src/main/scala/UnrollImage.scala src/pipeline-stages/src/main/scala/Repartition.scala tools/build-pr/checkout src/project/build.scala src/core/schema/src/main/scala/BinaryFileSchema.scala src/value-indexer/src/main/scala/ValueIndexer.scala src/codegen/src/main/scala/PySparkWrapper.scala src/downloader/src/main/scala/ModelDownloader.scala src/train-classifier/src/test/scala/VerifyTrainClassifier.scala src/core/env/src/main/scala/FileUtilities.scala src/train-classifier/src/main/scala/TrainClassifier.scala src/core/schema/src/main/scala/Categoricals.scala tools/mmlspark-packages.spec notebooks/samples/201 - Amazon Book Reviews - TextFeaturizer.ipynb tools/build-pr/shared.sh src/train-regressor/src/main/scala/TrainRegressor.scala src/train-regressor/src/test/scala/VerifyTrainRegressor.scala src/pipeline-stages/src/main/scala/SelectColumns.scala src/readers/src/test/scala/ImageReaderSuite.scala src/image-transformer/src/test/scala/ImageTransformerSuite.scala tools/build-pr/report src/value-indexer/src/main/scala/IndexToValue.scala src/codegen/src/main/scala/DocGen.scala src/text-featurizer/src/main/scala/TextFeaturizer.scala src/data-conversion/src/main/scala/DataConversion.scala notebooks/samples/101 - Adult Census Income Training.ipynb src/codegen/src/main/scala/CodeGen.scala notebooks/samples/103 - Before and After MMLSpark.ipynb notebooks/samples/302 - Pipeline Image Transformations.ipynb src/fuzzing/src/test/scala/Fuzzing.scala src/image-featurizer/src/main/scala/ImageFeaturizer.scala src/core/schema/src/main/scala/ImageSchema.scala |
| 15. | 80103478+xuwq1993@users.noreply.github.com | mhamilton723@gmail.com |
40 shared files
src/main/scala/org/apache/spark/injections/UDFUtils.scala notebooks/AzureSearchIndex - Met Artworks.ipynb tools/docker/minimal/Dockerfile README.md tools/docker/demo/Dockerfile notebooks/ConditionalKNN - Exploring Art Across Cultures.ipynb .gitignore cognitive/src/main/scala/com/microsoft/ml/spark/cognitive/SpeechToTextSDK.scala notebooks/Classification - Adult Census.ipynb notebooks/Regression - Flight Delays.ipynb src/test/scala/com/microsoft/ml/spark/nbtest/DatabricksUtilities.scala notebooks/Classification - Adult Census with Vowpal Wabbit.ipynb notebooks/CognitiveServices - Celebrity Quote Analysis.ipynb pipeline.yaml cognitive/src/main/scala/com/microsoft/ml/spark/cognitive/FormRecognizer.scala build.sbt cognitive/src/main/scala/com/microsoft/ml/spark/cognitive/SpeechToText.scala notebooks/SparkServing - Deploying a Classifier.ipynb environment.yaml src/main/scala/org/apache/spark/sql/execution/streaming/continuous/HTTPSinkV2.scala cognitive/src/main/scala/com/microsoft/ml/spark/cognitive/TextAnalytics.scala core/src/main/scala/com/microsoft/ml/spark/automl/TuneHyperparameters.scala notebooks/Regression - Flight Delays with DataCleaning.ipynb notebooks/ModelInterpretation - Snow Leopard Detection.ipynb tools/tests/run_r_tests.R notebooks/Vowpal Wabbit - Overview.ipynb notebooks/Regression - Vowpal Wabbit vs. LightGBM vs. Linear Regressor.ipynb core/src/test/scala/com/microsoft/ml/spark/Secrets.scala notebooks/Regression - Auto Imports.ipynb notebooks/HttpOnSpark - Working with Arbitrary Web APIs.ipynb notebooks/Cognitive Services - Overview.ipynb cognitive/src/main/scala/com/microsoft/ml/spark/cognitive/CognitiveServiceBase.scala core/src/test/scala/com/microsoft/ml/spark/nbtest/SynapseTests.scala notebooks/OpenCV - Pipeline Image Transformations.ipynb src/main/scala/com/microsoft/ml/spark/stages/MiniBatchTransformer.scala notebooks/TextAnalytics - Amazon Book Reviews.ipynb notebooks/LightGBM - Overview.ipynb notebooks/TextAnalytics - Amazon Book Reviews with Word2Vec.ipynb notebooks/Classification - Before and After MMLSpark.ipynb notebooks/Classification - Twitter Sentiment with Vowpal Wabbit.ipynb |
| 16. | mhamilton723@gmail.com | marcozo@microsoft.com |
39 shared files
src/main/scala/com/microsoft/ml/spark/vw/featurizer/BooleanFeaturizer.scala src/test/scala/com/microsoft/ml/spark/core/utils/JarLoadingUtils.scala src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMUtils.scala src/main/scala/com/microsoft/ml/spark/core/schema/DatasetExtensions.scala src/test/scala/com/microsoft/ml/spark/core/test/benchmarks/Benchmarks.scala src/test/scala/com/microsoft/ml/spark/core/test/fuzzing/FuzzingTest.scala src/main/scala/com/microsoft/ml/spark/vw/VowpalWabbitClassifier.scala src/main/scala/com/microsoft/ml/spark/vw/featurizer/StringSplitFeaturizer.scala src/main/scala/com/microsoft/ml/spark/train/ComputeModelStatistics.scala pipeline.yaml src/main/scala/com/microsoft/ml/spark/vw/featurizer/Featurizer.scala src/main/scala/com/microsoft/ml/spark/vw/VowpalWabbitFeaturizer.scala src/test/scala/com/microsoft/ml/spark/isolationforest/VerifyIsolationForest.scala cognitive/src/main/scala/com/microsoft/azure/synapse/ml/cognitive/MultivariateAnomalyDetection.scala src/main/scala/com/microsoft/ml/spark/vw/featurizer/MapStringFeaturizer.scala build.sbt src/main/scala/com/microsoft/ml/spark/vw/featurizer/StringFeaturizer.scala docs/vw.md src/main/scala/com/microsoft/ml/spark/vw/VowpalWabbitInteractions.scala CODEOWNERS src/test/scala/com/microsoft/ml/spark/vw/VerifyVowpalWabbitRegressor.scala core/src/test/scala/com/microsoft/azure/synapse/ml/Secrets.scala src/main/scala/com/microsoft/ml/spark/vw/featurizer/StringArrayFeaturizer.scala src/test/scala/com/microsoft/ml/spark/io/binary/BinaryFileReaderSuite.scala src/it/scala/com/microsoft/ml/spark/codegen/PySparkWrapperTest.scala src/test/scala/com/microsoft/ml/spark/vw/VerifyVowpalWabbitFeaturizer.scala src/main/scala/com/microsoft/ml/spark/vw/HasNumBits.scala src/test/scala/com/microsoft/ml/spark/vw/VerifyVowpalWabbitInteractions.scala src/test/scala/com/microsoft/ml/spark/vw/VerifyVowpalWabbitClassifier.scala src/main/scala/com/microsoft/ml/spark/vw/featurizer/NumericFeaturizer.scala src/it/scala/com/microsoft/ml/nbtest/DatabricksUtilities.scala src/main/scala/com/microsoft/ml/spark/vw/VowpalWabbitMurmurWithPrefix.scala src/main/scala/com/microsoft/ml/spark/vw/VowpalWabbitBase.scala src/main/scala/com/microsoft/ml/spark/vw/VectorUtils.scala src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMBase.scala src/main/scala/com/microsoft/ml/spark/vw/featurizer/MapFeaturizer.scala core/src/test/scala/com/microsoft/azure/synapse/ml/core/test/benchmarks/Benchmarks.scala src/main/scala/com/microsoft/ml/spark/vw/featurizer/VectorFeaturizer.scala src/main/scala/com/microsoft/ml/spark/vw/VowpalWabbitBaseModel.scala |
| 17. | ilmat@microsoft.com | elbarzil@microsoft.com |
37 shared files
src/compute-model-statistics/src/main/scala/ComputeModelStatistics.scala README.md src/core/env/src/main/scala/EnvironmentUtils.scala src/find-best-model/src/main/scala/FindBestModel.scala src/core/schema/src/test/scala/TestCategoricals.scala src/core/spark/src/main/scala/ArrayParam.scala src/featurize/src/main/scala/AssembleFeatures.scala src/featurize/src/main/scala/Featurize.scala notebooks/samples/202 - Amazon Book Reviews - Word2Vec.ipynb src/utils/src/main/scala/CastUtilities.scala src/compute-per-instance-statistics/src/main/scala/ComputePerInstanceStatistics.scala src/summarize-data/src/main/scala/SummarizeData.scala notebooks/samples/102 - Regression Example with Flight Delay Dataset.ipynb src/readers/src/main/scala/BinaryFileReader.scala src/compute-model-statistics/src/test/scala/VerifyComputeModelStatistics.scala src/project/build.scala src/value-indexer/src/main/scala/ValueIndexer.scala src/codegen/src/main/scala/PySparkWrapper.scala src/downloader/src/main/scala/ModelDownloader.scala src/train-classifier/src/test/scala/VerifyTrainClassifier.scala src/core/env/src/main/scala/FileUtilities.scala src/core/schema/src/main/scala/SparkSchema.scala src/train-classifier/src/main/scala/TrainClassifier.scala src/compute-per-instance-statistics/src/test/scala/VerifyComputePerInstanceStatistics.scala src/core/schema/src/main/scala/Categoricals.scala src/core/schema/src/main/scala/SchemaConstants.scala notebooks/samples/201 - Amazon Book Reviews - TextFeaturizer.ipynb src/train-regressor/src/main/scala/TrainRegressor.scala src/readers/src/test/scala/ImageReaderSuite.scala src/value-indexer/src/main/scala/IndexToValue.scala src/data-conversion/src/main/scala/DataConversion.scala notebooks/samples/101 - Adult Census Income Training.ipynb src/codegen/src/main/scala/CodeGen.scala notebooks/samples/302 - Pipeline Image Transformations.ipynb src/codegen/src/main/scala/PySparkWrapperTest.scala src/core/hadoop/src/main/scala/HadoopUtils.scala src/core/schema/src/main/scala/ImageSchema.scala |
| 18. | marhamil@microsoft.com | mabusch@microsoft.com |
34 shared files
src/multi-column-adapter/src/main/scala/MultiColumnAdapter.scala src/compute-model-statistics/src/main/scala/ComputeModelStatistics.scala notebooks/samples/105 - Regression with DataConversion.ipynb src/readers/src/main/python/ImageReader.py src/find-best-model/src/main/scala/FindBestModel.scala src/image-transformer/src/main/python/ImageTransformer.py src/featurize/src/main/scala/AssembleFeatures.scala src/featurize/src/main/scala/Featurize.scala notebooks/samples/202 - Amazon Book Reviews - Word2Vec.ipynb src/compute-per-instance-statistics/src/main/scala/ComputePerInstanceStatistics.scala src/summarize-data/src/main/scala/SummarizeData.scala src/partition-sample/src/main/scala/PartitionSample.scala src/image-transformer/src/main/scala/ImageTransformer.scala src/cntk-model/src/main/scala/CNTKModel.scala src/image-transformer/src/main/scala/UnrollImage.scala src/pipeline-stages/src/main/scala/Repartition.scala src/project/build.scala src/core/schema/src/main/python/TypeConversionUtils.py src/value-indexer/src/main/scala/ValueIndexer.scala src/codegen/src/main/scala/PySparkWrapper.scala src/core/contracts/src/main/scala/Params.scala src/checkpoint-data/src/main/scala/CheckpointData.scala src/train-classifier/src/main/scala/TrainClassifier.scala src/train-regressor/src/main/scala/TrainRegressor.scala src/pipeline-stages/src/main/scala/SelectColumns.scala src/core/schema/src/main/python/Utils.py src/readers/src/main/python/BinaryFileReader.py src/codegen/src/main/scala/DocGen.scala src/text-featurizer/src/main/scala/TextFeaturizer.scala src/cntk-model/src/main/python/CNTKModel.py src/data-conversion/src/main/scala/DataConversion.scala src/codegen/src/main/scala/CodeGen.scala src/codegen/src/main/scala/PySparkWrapperTest.scala src/image-featurizer/src/main/scala/ImageFeaturizer.scala |
| 19. | mabusch@microsoft.com | mmlspark-bot@microsoft.com |
34 shared files
src/multi-column-adapter/src/main/scala/MultiColumnAdapter.scala src/compute-model-statistics/src/main/scala/ComputeModelStatistics.scala src/readers/src/main/python/ImageReader.py src/find-best-model/src/main/scala/FindBestModel.scala src/featurize/src/main/scala/AssembleFeatures.scala src/featurize/src/main/scala/Featurize.scala notebooks/samples/202 - Amazon Book Reviews - Word2Vec.ipynb src/compute-per-instance-statistics/src/main/scala/ComputePerInstanceStatistics.scala src/summarize-data/src/main/scala/SummarizeData.scala src/partition-sample/src/main/scala/PartitionSample.scala src/image-transformer/src/main/scala/ImageTransformer.scala src/core/spark/src/main/scala/FastVectorAssembler.scala src/cntk-model/src/main/scala/CNTKModel.scala src/image-transformer/src/main/scala/UnrollImage.scala src/pipeline-stages/src/main/scala/Repartition.scala src/project/build.scala src/codegen/src/main/scala/Config.scala src/core/schema/src/main/python/TypeConversionUtils.py src/codegen/src/main/scala/PySparkWrapper.scala src/core/contracts/src/main/scala/Params.scala src/checkpoint-data/src/main/scala/CheckpointData.scala src/train-classifier/src/main/scala/TrainClassifier.scala src/train-regressor/src/main/scala/TrainRegressor.scala src/pipeline-stages/src/main/scala/SelectColumns.scala src/core/schema/src/main/python/Utils.py src/readers/src/main/python/BinaryFileReader.py src/cntk-train/src/main/python/CNTKLearner.py src/downloader/src/main/python/ModelDownloader.py src/text-featurizer/src/main/scala/TextFeaturizer.scala src/cntk-model/src/main/python/CNTKModel.py src/data-conversion/src/main/scala/DataConversion.scala src/codegen/src/main/scala/CodeGen.scala src/codegen/src/main/scala/PySparkWrapperTest.scala src/image-featurizer/src/main/scala/ImageFeaturizer.scala |
| 20. | eli@barzilay.org | mabusch@microsoft.com |
33 shared files
src/multi-column-adapter/src/main/scala/MultiColumnAdapter.scala src/compute-model-statistics/src/main/scala/ComputeModelStatistics.scala notebooks/samples/105 - Regression with DataConversion.ipynb src/find-best-model/src/main/scala/FindBestModel.scala src/featurize/src/main/scala/AssembleFeatures.scala src/featurize/src/main/scala/Featurize.scala notebooks/samples/202 - Amazon Book Reviews - Word2Vec.ipynb notebooks/samples/104 - Price Prediction Regression Auto Imports.ipynb src/summarize-data/src/main/scala/SummarizeData.scala src/partition-sample/src/main/scala/PartitionSample.scala src/image-transformer/src/main/scala/ImageTransformer.scala src/codegen/src/main/scala/WrapperClassDoc.scala src/cntk-model/src/main/scala/CNTKModel.scala src/image-transformer/src/main/scala/UnrollImage.scala src/pipeline-stages/src/main/scala/Repartition.scala src/project/build.scala src/codegen/src/main/scala/Config.scala src/core/schema/src/main/python/TypeConversionUtils.py src/value-indexer/src/main/scala/ValueIndexer.scala src/codegen/src/main/scala/PySparkWrapper.scala src/train-classifier/src/main/scala/TrainClassifier.scala src/partition-sample/src/main/scala/PartitionSample.txt src/train-regressor/src/main/scala/TrainRegressor.scala src/pipeline-stages/src/main/scala/SelectColumns.scala tools/pydocs/src/scala.rst src/codegen/src/main/scala/DocGen.scala src/text-featurizer/src/main/scala/TextFeaturizer.scala src/data-conversion/src/main/scala/DataConversion.scala src/codegen/src/main/scala/CodeGen.scala src/image-featurizer/src/main/scala/ImageFeaturizer.scala tools/pydocs/src/conf.py src/text-featurizer/src/main/scala/TextFeaturizer.txt tools/pydocs/src/index.rst |
| 21. | elbarzil@microsoft.com | mabusch@microsoft.com |
29 shared files
src/multi-column-adapter/src/main/scala/MultiColumnAdapter.scala src/compute-model-statistics/src/main/scala/ComputeModelStatistics.scala src/find-best-model/src/main/scala/FindBestModel.scala src/featurize/src/main/scala/AssembleFeatures.scala src/featurize/src/main/scala/Featurize.scala notebooks/samples/202 - Amazon Book Reviews - Word2Vec.ipynb src/compute-per-instance-statistics/src/main/scala/ComputePerInstanceStatistics.scala src/summarize-data/src/main/scala/SummarizeData.scala src/partition-sample/src/main/scala/PartitionSample.scala src/image-transformer/src/main/scala/ImageTransformer.scala src/core/spark/src/main/scala/FastVectorAssembler.scala src/codegen/src/main/scala/WrapperClassDoc.scala src/cntk-model/src/main/scala/CNTKModel.scala src/image-transformer/src/main/scala/UnrollImage.scala src/pipeline-stages/src/main/scala/Repartition.scala src/project/build.scala src/value-indexer/src/main/scala/ValueIndexer.scala src/codegen/src/main/scala/PySparkWrapper.scala src/checkpoint-data/src/main/scala/CheckpointData.scala src/train-classifier/src/main/scala/TrainClassifier.scala src/train-regressor/src/main/scala/TrainRegressor.scala src/pipeline-stages/src/main/scala/SelectColumns.scala src/core/env/src/main/scala/package.scala src/codegen/src/main/scala/DocGen.scala src/text-featurizer/src/main/scala/TextFeaturizer.scala src/data-conversion/src/main/scala/DataConversion.scala src/codegen/src/main/scala/CodeGen.scala src/codegen/src/main/scala/PySparkWrapperTest.scala src/image-featurizer/src/main/scala/ImageFeaturizer.scala |
| 22. | marhamil@microsoft.com | marcozo@microsoft.com |
27 shared files
src/main/scala/com/microsoft/ml/spark/vw/VowpalWabbitRegressor.scala src/test/scala/com/microsoft/ml/spark/core/utils/JarLoadingUtils.scala src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMUtils.scala src/test/scala/com/microsoft/ml/spark/core/test/benchmarks/Benchmarks.scala src/test/scala/com/microsoft/ml/spark/core/test/fuzzing/FuzzingTest.scala src/main/scala/com/microsoft/ml/spark/vw/VowpalWabbitClassifier.scala src/main/scala/com/microsoft/ml/spark/train/ComputeModelStatistics.scala pipeline.yaml src/main/scala/com/microsoft/ml/spark/vw/VowpalWabbitFeaturizer.scala src/test/scala/com/microsoft/ml/spark/isolationforest/VerifyIsolationForest.scala build.sbt src/test/python/mmlsparktest/vw/test_vw.py notebooks/samples/Regression - Vowpal Wabbit vs. LightGBM vs. Linear Regressor.ipynb src/main/scala/com/microsoft/ml/spark/vw/VowpalWabbitInteractions.scala CODEOWNERS src/main/scala/com/microsoft/ml/spark/isolationforest/IsolationForest.scala src/it/scala/com/microsoft/ml/spark/codegen/PySparkWrapperTest.scala src/main/scala/com/microsoft/ml/spark/vw/HasNumBits.scala src/it/scala/com/microsoft/ml/nbtest/DatabricksUtilities.scala src/scalastyle-config.xml notebooks/samples/Vowpal Wabbit - Quantile Regression for Drug Discovery.ipynb src/main/scala/com/microsoft/ml/spark/vw/VowpalWabbitBase.scala notebooks/samples/Classification - Adult Census with Vowpal Wabbit.ipynb src/main/scala/com/microsoft/ml/spark/vw/HasSumcollisions.scala src/main/python/mmlspark/vw/VowpalWabbitRegressor.py src/main/scala/com/microsoft/ml/spark/vw/VowpalWabbitBaseModel.scala src/main/python/mmlspark/vw/VowpalWabbitClassifier.py |
| 23. | 82044803+serena-ruan@users.noreply.github.com | 80103478+xuwq1993@users.noreply.github.com |
26 shared files
notebooks/AzureSearchIndex - Met Artworks.ipynb README.md cognitive/src/main/scala/com/microsoft/ml/spark/cognitive/DocumentTranslator.scala src/main/scala/com/microsoft/ml/spark/vw/VowpalWabbitContextualBandit.scala .gitignore notebooks/Classification - Adult Census.ipynb pipeline.yaml cognitive/src/main/scala/com/microsoft/ml/spark/cognitive/FormRecognizer.scala build.sbt notebooks/SparkServing - Deploying a Classifier.ipynb environment.yaml cognitive/src/main/scala/com/microsoft/ml/spark/cognitive/TextAnalytics.scala notebooks/Regression - Flight Delays with DataCleaning.ipynb tools/tests/run_r_tests.R cognitive/src/main/scala/com/microsoft/ml/spark/cognitive/TextTranslator.scala notebooks/Vowpal Wabbit - Overview.ipynb notebooks/Regression - Vowpal Wabbit vs. LightGBM vs. Linear Regressor.ipynb core/src/test/scala/com/microsoft/ml/spark/Secrets.scala notebooks/Regression - Auto Imports.ipynb notebooks/Cognitive Services - Overview.ipynb cognitive/src/main/scala/com/microsoft/ml/spark/cognitive/CognitiveServiceBase.scala src/main/scala/com/microsoft/ml/spark/stages/MiniBatchTransformer.scala notebooks/TextAnalytics - Amazon Book Reviews.ipynb notebooks/LightGBM - Overview.ipynb notebooks/TextAnalytics - Amazon Book Reviews with Word2Vec.ipynb notebooks/Classification - Twitter Sentiment with Vowpal Wabbit.ipynb |
| 24. | jasowang@microsoft.com | 82044803+serena-ruan@users.noreply.github.com |
24 shared files
src/test/scala/com/microsoft/azure/synapse/ml/core/test/fuzzing/FuzzingTest.scala src/main/scala/com/microsoft/ml/spark/vw/VowpalWabbitContextualBandit.scala .gitignore src/main/scala/com/microsoft/ml/spark/vw/VowpalWabbitClassifier.scala src/main/scala/com/microsoft/ml/spark/cntk/CNTKModel.scala website/docusaurus.config.js src/main/scala/com/microsoft/ml/spark/train/ComputeModelStatistics.scala pipeline.yaml src/main/scala/com/microsoft/ml/spark/io/http/HTTPTransformer.scala src/main/scala/com/microsoft/ml/spark/featurize/text/MultiNGram.scala core/src/main/scala/com/microsoft/azure/synapse/ml/train/ComputeModelStatistics.scala build.sbt src/main/scala/com/microsoft/ml/spark/stages/EnsembleByKey.scala CODEOWNERS website/package.json src/main/scala/com/microsoft/ml/spark/cognitive/SpeechToTextSDK.scala src/main/scala/com/microsoft/ml/spark/recommendation/RecommendationIndexer.scala src/main/scala/com/microsoft/ml/spark/cognitive/BingImageSearch.scala notebooks/ONNX - Inference on Spark.ipynb website/yarn.lock notebooks/Interpretability - Image Explainers.ipynb notebooks/DeepLearning - Flower Image Classification.ipynb src/main/scala/com/microsoft/ml/spark/logging/BasicLogging.scala core/src/main/scala/com/microsoft/azure/synapse/ml/isolationforest/IsolationForest.scala |
| 25. | jasowang@microsoft.com | marhamil@microsoft.com |
22 shared files
src/main/scala/com/microsoft/ml/spark/vw/VowpalWabbitContextualBandit.scala .gitignore src/test/scala/com/microsoft/ml/spark/core/test/fuzzing/FuzzingTest.scala src/main/scala/com/microsoft/ml/spark/vw/VowpalWabbitClassifier.scala src/main/scala/com/microsoft/ml/spark/cntk/CNTKModel.scala src/main/scala/com/microsoft/ml/spark/train/ComputeModelStatistics.scala pipeline.yaml src/main/scala/org/apache/spark/ml/param/PipelineStageParam.scala src/main/scala/com/microsoft/ml/spark/io/http/HTTPTransformer.scala src/main/scala/com/microsoft/ml/spark/featurize/text/MultiNGram.scala src/main/scala/org/apache/spark/ml/param/TransformerParam.scala build.sbt src/main/scala/com/microsoft/ml/spark/stages/EnsembleByKey.scala CODEOWNERS src/main/scala/com/microsoft/ml/spark/cognitive/SpeechToTextSDK.scala src/main/scala/com/microsoft/ml/spark/recommendation/RecommendationIndexer.scala src/main/scala/com/microsoft/ml/spark/cognitive/BingImageSearch.scala src/main/scala/org/apache/spark/ml/param/EstimatorParam.scala src/main/scala/org/apache/spark/ml/param/DataFrameParam.scala src/main/scala/com/microsoft/ml/spark/codegen/Wrappable.scala src/main/scala/com/microsoft/ml/spark/core/utils/ModelEquality.scala src/test/scala/com/microsoft/ml/spark/core/test/base/TestBase.scala |
| 26. | mhamilton723@gmail.com | eli@barzilay.org |
20 shared files
src/core/test/base/src/main/scala/TestBase.scala tools/misc/get-stats README.md docs/datasets.md src/pipeline-stages/src/main/scala/DropColumns.scala notebooks/samples/304 - Medical Entity Extraction.ipynb src/downloader/src/test/scala/DownloaderSuite.scala docs/your-first-model.md tools/docker/build-docker docs/R-setup.md tools/runme/build.sh tools/pydocs/publish tools/config.sh src/project/build.scala docs/docker.md tools/mmlspark-packages.spec docs/gpu-setup.md CONTRIBUTING.md src/io/http/src/test/scala/HTTPTransformerSuite.scala docs/developer-readme.md |
| 27. | ilmat@microsoft.com | mabusch@microsoft.com |
20 shared files
src/compute-model-statistics/src/main/scala/ComputeModelStatistics.scala notebooks/samples/105 - Regression with DataConversion.ipynb src/find-best-model/src/main/scala/FindBestModel.scala src/featurize/src/main/scala/AssembleFeatures.scala src/featurize/src/main/scala/Featurize.scala notebooks/samples/202 - Amazon Book Reviews - Word2Vec.ipynb src/compute-per-instance-statistics/src/main/scala/ComputePerInstanceStatistics.scala notebooks/samples/104 - Price Prediction Regression Auto Imports.ipynb src/summarize-data/src/main/scala/SummarizeData.scala src/project/build.scala src/codegen/src/main/scala/Config.scala src/value-indexer/src/main/scala/ValueIndexer.scala src/train-classifier/src/main/scala/TrainClassifier.txt src/codegen/src/main/scala/PySparkWrapper.scala src/core/contracts/src/main/scala/Params.scala src/train-classifier/src/main/scala/TrainClassifier.scala src/train-regressor/src/main/scala/TrainRegressor.scala src/data-conversion/src/main/scala/DataConversion.scala src/codegen/src/main/scala/CodeGen.scala src/codegen/src/main/scala/PySparkWrapperTest.scala |
| 28. | mhamilton723@gmail.com | jasonwang_83@hotmail.com |
19 shared files
notebooks/Interpretability - Tabular SHAP explainer.ipynb core/src/main/scala/com/microsoft/ml/spark/explainers/SharedParams.scala README.md core/src/main/scala/com/microsoft/ml/spark/explainers/TabularLIME.scala core/src/main/scala/com/microsoft/ml/spark/explainers/VectorSHAP.scala core/src/main/scala/com/microsoft/ml/spark/explainers/KernelSHAPBase.scala core/src/main/scala/com/microsoft/ml/spark/explainers/TextLIME.scala core/src/main/scala/com/microsoft/ml/spark/explainers/LocalExplainer.scala core/src/main/scala/com/microsoft/ml/spark/lime/TextLIME.scala core/src/main/scala/com/microsoft/ml/spark/explainers/LIMEBase.scala core/src/main/scala/com/microsoft/ml/spark/explainers/ImageSHAP.scala core/src/main/scala/com/microsoft/ml/spark/lime/LIME.scala core/src/main/scala/com/microsoft/ml/spark/explainers/TextSHAP.scala core/src/main/scala/com/microsoft/ml/spark/explainers/TabularSHAP.scala notebooks/Interpretability - Image Explainers.ipynb notebooks/Interpretability - Text Explainers.ipynb core/src/test/scala/com/microsoft/ml/spark/explainers/split1/HasExplainTargetSuite.scala core/src/main/scala/com/microsoft/ml/spark/explainers/VectorLIME.scala core/src/main/scala/com/microsoft/ml/spark/explainers/ImageLIME.scala |
| 29. | jackgerrits@users.noreply.github.com | marcozo@microsoft.com |
18 shared files
src/main/scala/com/microsoft/ml/spark/vw/VowpalWabbitRegressor.scala src/main/scala/com/microsoft/ml/spark/vw/featurizer/BooleanFeaturizer.scala src/test/scala/com/microsoft/ml/spark/core/test/fuzzing/FuzzingTest.scala src/main/scala/com/microsoft/ml/spark/vw/VowpalWabbitClassifier.scala src/main/scala/com/microsoft/ml/spark/vw/featurizer/StringSplitFeaturizer.scala src/main/scala/com/microsoft/ml/spark/vw/featurizer/Featurizer.scala src/main/scala/com/microsoft/ml/spark/vw/VowpalWabbitFeaturizer.scala src/main/scala/com/microsoft/ml/spark/vw/featurizer/MapStringFeaturizer.scala build.sbt src/main/scala/com/microsoft/ml/spark/vw/featurizer/StringFeaturizer.scala src/test/scala/com/microsoft/ml/spark/vw/VerifyVowpalWabbitFeaturizer.scala src/main/scala/com/microsoft/ml/spark/vw/featurizer/NumericFeaturizer.scala src/main/scala/com/microsoft/ml/spark/vw/VowpalWabbitBase.scala src/main/scala/com/microsoft/ml/spark/vw/featurizer/MapFeaturizer.scala src/main/python/mmlspark/vw/VowpalWabbitRegressor.py src/main/scala/com/microsoft/ml/spark/vw/featurizer/VectorFeaturizer.scala src/main/scala/com/microsoft/ml/spark/vw/VowpalWabbitBaseModel.scala src/main/python/mmlspark/vw/VowpalWabbitClassifier.py |
| 30. | marhamil@microsoft.com | eddeleon@microsoft.com |
16 shared files
src/multi-column-adapter/src/main/scala/MultiColumnAdapter.scala src/core/test/base/src/main/scala/TestBase.scala src/pipeline-stages/src/test/scala/SelectColumnsSuite.scala src/featurize/src/main/scala/AssembleFeatures.scala src/summarize-data/src/main/scala/SummarizeData.scala notebooks/samples/102 - Regression Example with Flight Delay Dataset.ipynb src/pipeline-stages/src/test/scala/UDFTransformerSuite.scala src/pipeline-stages/src/main/scala/RenameColumn.scala src/pipeline-stages/src/main/scala/TextPreprocessor.scala src/core/test/fuzzing/src/test/scala/FuzzingTest.scala src/multi-column-adapter/src/test/scala/MultiColumnAdapterSpec.scala src/codegen/src/main/scala/PySparkWrapper.scala src/pipeline-stages/src/main/scala/UDFTransformer.scala src/pipeline-stages/src/test/scala/DropColumnsSuite.scala notebooks/samples/101 - Adult Census Income Training.ipynb src/codegen/src/main/scala/PySparkWrapperTest.scala |
| 31. | jackgerrits@users.noreply.github.com | mhamilton723@gmail.com |
16 shared files
src/main/scala/com/microsoft/ml/spark/vw/featurizer/BooleanFeaturizer.scala src/test/scala/com/microsoft/ml/spark/core/test/fuzzing/FuzzingTest.scala src/main/scala/com/microsoft/ml/spark/vw/VowpalWabbitClassifier.scala src/main/scala/com/microsoft/ml/spark/vw/featurizer/StringSplitFeaturizer.scala src/main/scala/com/microsoft/ml/spark/vw/featurizer/Featurizer.scala src/main/scala/com/microsoft/ml/spark/vw/VowpalWabbitFeaturizer.scala src/main/scala/com/microsoft/ml/spark/vw/featurizer/MapStringFeaturizer.scala build.sbt src/main/scala/org/apache/spark/ml/NamespaceInjections.scala src/main/scala/com/microsoft/ml/spark/vw/featurizer/StringFeaturizer.scala src/test/scala/com/microsoft/ml/spark/vw/VerifyVowpalWabbitFeaturizer.scala src/main/scala/com/microsoft/ml/spark/vw/featurizer/NumericFeaturizer.scala src/main/scala/com/microsoft/ml/spark/vw/VowpalWabbitBase.scala src/main/scala/com/microsoft/ml/spark/vw/featurizer/MapFeaturizer.scala src/main/scala/com/microsoft/ml/spark/vw/featurizer/VectorFeaturizer.scala src/main/scala/com/microsoft/ml/spark/vw/VowpalWabbitBaseModel.scala |
| 32. | eli@barzilay.org | towen@microsoft.com |
14 shared files
tools/deployment/bashshelldeploy.sh README.md tools/deployment/sparkClusterInVnetTemplate.json docs/azure-setup.md src/cntk-train/src/main/scala/CNTKLearner.scala tools/deployment/gpu-setup.sh src/cntk-train/src/main/scala/BrainscriptBuilder.scala tools/deployment/powershelldeploy.ps1 notebooks/gpu/401 - CNTK train on HDFS.ipynb docs/gpu-setup.md tools/deployment/azureDeployParameters.json tools/deployment/azureDeployMainTemplate.json src/cntk-train/src/main/scala/CommandBuilders.scala tools/deployment/gpuVmExistingVNetTemplate.json |
| 33. | mhamilton723@gmail.com | mmlspark-bot@microsoft.com |
14 shared files
src/core/test/base/src/main/scala/TestBase.scala README.md .gitignore notebooks/samples/304 - Medical Entity Extraction.ipynb src/downloader/src/test/scala/DownloaderSuite.scala docs/your-first-model.md tools/docker/build-docker tools/runme/build.sh tools/config.sh src/project/build.scala tools/mmlspark-packages.spec CONTRIBUTING.md docs/developer-readme.md src/core/test/base/src/main/scala/SparkSessionFactory.scala |
| 34. | wenqx@microsoft.com | mhamilton723@gmail.com |
14 shared files
cognitive/src/test/scala/com/microsoft/ml/spark/cognitive/split1/TextAnalyticsSuite.scala tools/docker/minimal/Dockerfile tools/docker/demo/Dockerfile cognitive/src/main/scala/com/microsoft/ml/spark/cognitive/SpeechToTextSDK.scala pipeline.yaml cognitive/src/test/scala/com/microsoft/ml/spark/cognitive/split1/AnamolyDetectionSuite.scala cognitive/src/main/scala/com/microsoft/ml/spark/cognitive/SpeechToText.scala cognitive/src/main/scala/com/microsoft/ml/spark/cognitive/TextAnalytics.scala cognitive/src/main/scala/com/microsoft/ml/spark/cognitive/Face.scala cognitive/src/main/scala/com/microsoft/ml/spark/cognitive/TextAnalyticsSchemas.scala cognitive/src/main/scala/com/microsoft/ml/spark/cognitive/CognitiveServiceBase.scala cognitive/src/main/scala/com/microsoft/ml/spark/cognitive/BingImageSearch.scala tools/docker/developer/Dockerfile cognitive/src/main/scala/com/microsoft/ml/spark/cognitive/ComputerVision.scala |
| 35. | ilmat@microsoft.com | keunhyun.oh@ahnlab.com |
14 shared files
src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMUtils.scala src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMConstants.scala src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMBooster.scala src/test/scala/com/microsoft/ml/spark/lightgbm/split1/VerifyLightGBMClassifier.scala src/main/scala/com/microsoft/ml/spark/core/utils/ClusterUtil.scala src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMRanker.scala src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMClassifier.scala src/main/scala/com/microsoft/ml/spark/vw/VowpalWabbitBase.scala src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMBase.scala src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMDelegate.scala src/main/scala/com/microsoft/ml/spark/lightgbm/TrainParams.scala src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMParams.scala src/main/scala/com/microsoft/ml/spark/lightgbm/TrainUtils.scala src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMRegressor.scala |
| 36. | keunhyun.oh@ahnlab.com | mhamilton723@gmail.com |
13 shared files
src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMUtils.scala src/test/scala/com/microsoft/ml/spark/core/test/base/SparkSessionFactory.scala src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMConstants.scala src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMBooster.scala src/test/scala/com/microsoft/ml/spark/lightgbm/split1/VerifyLightGBMClassifier.scala src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMRanker.scala src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMClassifier.scala src/main/scala/com/microsoft/ml/spark/vw/VowpalWabbitBase.scala src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMBase.scala src/main/scala/com/microsoft/ml/spark/lightgbm/TrainParams.scala src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMParams.scala src/main/scala/com/microsoft/ml/spark/lightgbm/TrainUtils.scala src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMRegressor.scala |
| 37. | 82044803+serena-ruan@users.noreply.github.com | marcozo@microsoft.com |
12 shared files
src/main/scala/com/microsoft/ml/spark/vw/VowpalWabbitRegressor.scala src/main/scala/com/microsoft/ml/spark/vw/VowpalWabbitClassifier.scala src/main/scala/com/microsoft/ml/spark/train/ComputeModelStatistics.scala pipeline.yaml src/main/scala/com/microsoft/ml/spark/vw/VowpalWabbitFeaturizer.scala cognitive/src/main/scala/com/microsoft/azure/synapse/ml/cognitive/MultivariateAnomalyDetection.scala build.sbt src/main/scala/com/microsoft/ml/spark/vw/VowpalWabbitInteractions.scala CODEOWNERS src/main/scala/com/microsoft/ml/spark/isolationforest/IsolationForest.scala src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMBase.scala cognitive/src/main/scala/com/microsoft/azure/synapse/ml/cognitive/MultivariateAnomalyDetectorSchemas.scala |
| 38. | marhamil@microsoft.com | jackgerrits@users.noreply.github.com |
12 shared files
src/main/scala/com/microsoft/ml/spark/vw/VowpalWabbitRegressor.scala src/main/scala/com/microsoft/ml/spark/vw/VowpalWabbitContextualBandit.scala src/test/scala/com/microsoft/ml/spark/core/test/fuzzing/FuzzingTest.scala src/main/scala/com/microsoft/ml/spark/vw/VowpalWabbitClassifier.scala src/main/scala/com/microsoft/ml/spark/vw/VectorZipper.scala src/main/scala/com/microsoft/ml/spark/vw/VowpalWabbitFeaturizer.scala build.sbt src/main/scala/com/microsoft/ml/spark/vw/VowpalWabbitBase.scala src/main/python/mmlspark/vw/VowpalWabbitRegressor.py src/main/python/mmlspark/vw/VowpalWabbitContextualBandit.py src/main/scala/com/microsoft/ml/spark/vw/VowpalWabbitBaseModel.scala src/main/python/mmlspark/vw/VowpalWabbitClassifier.py |
| 39. | eddeleon@microsoft.com | mmlspark-bot@microsoft.com |
12 shared files
src/multi-column-adapter/src/main/scala/MultiColumnAdapter.scala src/core/test/base/src/main/scala/TestBase.scala src/pipeline-stages/src/test/scala/SelectColumnsSuite.scala src/featurize/src/main/scala/AssembleFeatures.scala tools/notebook/postprocess.py src/summarize-data/src/main/scala/SummarizeData.scala notebooks/samples/102 - Regression Example with Flight Delay Dataset.ipynb src/multi-column-adapter/src/test/scala/MultiColumnAdapterSpec.scala src/codegen/src/main/scala/PySparkWrapper.scala notebooks/samples/101 - Adult Census Income Training.ipynb notebooks/samples/103 - Before and After MMLSpark.ipynb src/codegen/src/main/scala/PySparkWrapperTest.scala |
| 40. | jihon@microsoft.com | marhamil@microsoft.com |
12 shared files
src/io/http/src/test/scala/services/TextAnalyticsSuite.scala src/io/http/src/main/scala/services/CognitiveServiceBase.scala src/io/http/src/main/scala/services/ComputerVision.scala src/project/scalastyle.scala src/io/http/src/main/scala/services/TextAnalytics.scala src/io/http/src/main/scala/services/AzureSearch.scala src/io/http/src/test/scala/services/ComputerVisionSuite.scala src/io/http/src/main/scala/schemas/TextAnalyticsSchemas.scala src/core/test/fuzzing/src/test/scala/FuzzingTest.scala src/io/http/src/main/scala/schemas/ComputerVisionSchemas.scala src/io/http/src/main/scala/services/AzureSearchAPI.scala src/io/http/src/test/scala/services/SearchWriterSuite.scala |
| 41. | ilmat@microsoft.com | terrytangyuan@gmail.com |
11 shared files
README.md notebooks/samples/106 - Quantile Regression with LightGBM.ipynb src/lightgbm/src/main/scala/LightGBMUtils.scala src/lightgbm/src/main/scala/LightGBMBooster.scala src/lightgbm/src/test/scala/VerifyLightGBMClassifier.scala src/lightgbm/src/main/scala/TrainUtils.scala src/lightgbm/src/main/scala/TrainParams.scala src/lightgbm/src/main/scala/LightGBMParams.scala src/lightgbm/src/main/scala/LightGBMClassifier.scala docs/lightgbm.md src/lightgbm/src/main/scala/LightGBMRegressor.scala |
| 42. | dciborow@microsoft.com | marhamil@microsoft.com |
11 shared files
src/main/python/mmlspark/recommendation/SAR.py src/test/python/mmlsparktest/recommendation/test_ranking.py CODEOWNERS src/codegen/src/main/scala/PySparkWrapper.scala src/main/python/mmlspark/recommendation/RankingTrainValidationSplitModel.py src/main/python/mmlspark/recommendation/RankingTrainValidationSplit.py src/codegen/src/main/scala/SparklyRWrapper.scala src/main/python/mmlspark/recommendation/SARModel.py src/io/http/src/test/scala/services/ImageSearchSuite.scala src/main/python/setup.py src/codegen/src/main/scala/PySparkWrapperTest.scala |
| 43. | eddeleon@microsoft.com | eli@barzilay.org |
10 shared files
src/multi-column-adapter/src/main/scala/MultiColumnAdapter.scala src/core/test/base/src/main/scala/TestBase.scala src/featurize/src/main/scala/AssembleFeatures.scala tools/notebook/postprocess.py src/summarize-data/src/main/scala/SummarizeData.scala notebooks/samples/102 - Regression Example with Flight Delay Dataset.ipynb src/codegen/src/main/scala/PySparkWrapper.scala src/pipeline-stages/src/main/python/UDFTransformer.py notebooks/samples/101 - Adult Census Income Training.ipynb notebooks/samples/103 - Before and After MMLSpark.ipynb |
| 44. | stuartle@microsoft.com | mhamilton723@gmail.com |
10 shared files
core/src/main/scala/com/microsoft/azure/synapse/ml/stages/MiniBatchTransformer.scala core/src/test/scala/com/microsoft/azure/synapse/ml/io/split2/DistributedHTTPSuite.scala cognitive/src/test/scala/com/microsoft/azure/synapse/ml/cognitive/split1/TextAnalyticsSuite.scala core/src/test/scala/com/microsoft/azure/synapse/ml/nbtest/DatabricksUtilities.scala core/src/main/scala/com/microsoft/azure/synapse/ml/io/http/HTTPTransformer.scala cognitive/src/main/scala/com/microsoft/azure/synapse/ml/cognitive/ComputerVision.scala cognitive/src/main/scala/com/microsoft/azure/synapse/ml/cognitive/TextAnalyticsSchemas.scala cognitive/src/main/scala/com/microsoft/azure/synapse/ml/cognitive/CognitiveServiceBase.scala core/src/test/scala/com/microsoft/azure/synapse/ml/stages/MiniBatchTransformerSuite.scala cognitive/src/main/scala/com/microsoft/azure/synapse/ml/cognitive/TextAnalytics.scala |
| 45. | 80103478+xuwq1993@users.noreply.github.com | marhamil@microsoft.com |
10 shared files
README.md src/main/scala/com/microsoft/ml/spark/vw/VowpalWabbitContextualBandit.scala .gitignore src/test/scala/com/microsoft/ml/spark/nbtest/DatabricksUtilities.scala pipeline.yaml build.sbt environment.yaml tools/tests/run_r_tests.R src/main/scala/com/microsoft/ml/spark/stages/MiniBatchTransformer.scala src/test/R/testthat/setup-spark.R |
| 46. | ilmat@microsoft.com | jfontanalsmartinez@gmail.com |
10 shared files
src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMUtils.scala src/test/scala/com/microsoft/ml/spark/lightgbm/split2/VerifyLightGBMRanker.scala src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMBooster.scala src/test/scala/com/microsoft/ml/spark/lightgbm/split1/VerifyLightGBMClassifier.scala src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMRanker.scala src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMClassifier.scala src/main/scala/com/microsoft/ml/spark/lightgbm/TrainParams.scala src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMParams.scala src/main/scala/com/microsoft/ml/spark/lightgbm/TrainUtils.scala src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMRegressor.scala |
| 47. | jfontanalsmartinez@gmail.com | mhamilton723@gmail.com |
10 shared files
src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMUtils.scala src/test/scala/com/microsoft/ml/spark/lightgbm/split2/VerifyLightGBMRanker.scala src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMBooster.scala src/test/scala/com/microsoft/ml/spark/lightgbm/split1/VerifyLightGBMClassifier.scala src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMRanker.scala src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMClassifier.scala src/main/scala/com/microsoft/ml/spark/lightgbm/TrainParams.scala src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMParams.scala src/main/scala/com/microsoft/ml/spark/lightgbm/TrainUtils.scala src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMRegressor.scala |
| 48. | marhamil@microsoft.com | caseyjhong@gmail.com |
10 shared files
src/io/http/src/main/scala/services/CognitiveServiceBase.scala src/io/http/src/main/scala/MiniBatchTransformer.scala src/io/http/src/main/scala/services/AzureSearch.scala tools/runme/build.sh src/project/build.scala src/io/http/src/main/scala/services/FaceAPI.scala src/scalastyle-config.xml src/io/powerbi/src/main/scala/PowerBIWriter.scala src/io/http/src/main/scala/services/AzureSearchAPI.scala src/io/http/src/test/scala/services/SearchWriterSuite.scala |
| 49. | 82044803+serena-ruan@users.noreply.github.com | 64443771+ms-kashyap@users.noreply.github.com |
9 shared files
src/test/scala/com/microsoft/azure/synapse/ml/core/test/fuzzing/FuzzingTest.scala website/docs/examples/about.md pipeline.yaml website/src/plugins/examples/index.js website/docs/features/responsible_ai/Model Interpretation on Spark.md website/sidebars.js website/notebookconvert.py website/docs/features/onnx/about.md website/src/pages/index.js |
| 50. | 82044803+serena-ruan@users.noreply.github.com | ilmat@microsoft.com |
9 shared files
README.md project/Secrets.scala src/main/scala/com/microsoft/ml/spark/stages/StratifiedRepartition.scala build.sbt src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMModelMethods.scala src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMRanker.scala src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMClassifier.scala src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMBase.scala src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMRegressor.scala |
| 51. | keunhyun.oh@ahnlab.com | jfontanalsmartinez@gmail.com |
9 shared files
src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMUtils.scala src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMBooster.scala src/test/scala/com/microsoft/ml/spark/lightgbm/split1/VerifyLightGBMClassifier.scala src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMRanker.scala src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMClassifier.scala src/main/scala/com/microsoft/ml/spark/lightgbm/TrainParams.scala src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMParams.scala src/main/scala/com/microsoft/ml/spark/lightgbm/TrainUtils.scala src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMRegressor.scala |
| 52. | eddeleon@microsoft.com | elbarzil@microsoft.com |
8 shared files
src/multi-column-adapter/src/main/scala/MultiColumnAdapter.scala src/featurize/src/main/scala/AssembleFeatures.scala src/summarize-data/src/main/scala/SummarizeData.scala notebooks/samples/102 - Regression Example with Flight Delay Dataset.ipynb src/codegen/src/main/scala/PySparkWrapper.scala notebooks/samples/101 - Adult Census Income Training.ipynb notebooks/samples/103 - Before and After MMLSpark.ipynb src/codegen/src/main/scala/PySparkWrapperTest.scala |
| 53. | 64443771+ms-kashyap@users.noreply.github.com | mhamilton723@gmail.com |
8 shared files
src/test/scala/com/microsoft/azure/synapse/ml/core/test/fuzzing/FuzzingTest.scala pipeline.yaml website/src/plugins/examples/index.js website/docs/features/responsible_ai/Model Interpretation on Spark.md website/docs/features/responsible_ai/Data Balance Analysis.md website/sidebars.js website/src/pages/index.js core/src/test/scala/com/microsoft/azure/synapse/ml/exploratory/DataBalanceTestBase.scala |
| 54. | 80103478+xuwq1993@users.noreply.github.com | wenqx@microsoft.com |
8 shared files
tools/docker/minimal/Dockerfile cognitive/src/main/scala/com/microsoft/ml/spark/cognitive/DocumentTranslator.scala tools/docker/demo/Dockerfile cognitive/src/main/scala/com/microsoft/ml/spark/cognitive/SpeechToTextSDK.scala pipeline.yaml cognitive/src/main/scala/com/microsoft/ml/spark/cognitive/SpeechToText.scala cognitive/src/main/scala/com/microsoft/ml/spark/cognitive/TextAnalytics.scala cognitive/src/main/scala/com/microsoft/ml/spark/cognitive/CognitiveServiceBase.scala |
| 55. | ilmat@microsoft.com | marcozo@microsoft.com |
8 shared files
src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMUtils.scala build.sbt src/lightgbm/src/main/scala/LightGBMUtils.scala notebooks/samples/Regression - Vowpal Wabbit vs. LightGBM vs. Linear Regressor.ipynb src/lightgbm/src/main/scala/LightGBMBooster.scala src/main/scala/com/microsoft/ml/spark/core/utils/ClusterUtil.scala src/main/scala/com/microsoft/ml/spark/vw/VowpalWabbitBase.scala src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMBase.scala |
| 56. | marhamil@microsoft.com | keunhyun.oh@ahnlab.com |
8 shared files
src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMUtils.scala src/test/scala/com/microsoft/ml/spark/core/test/base/SparkSessionFactory.scala src/test/scala/com/microsoft/ml/spark/lightgbm/split1/VerifyLightGBMClassifier.scala src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMRanker.scala src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMClassifier.scala src/main/scala/com/microsoft/ml/spark/vw/VowpalWabbitBase.scala src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMParams.scala src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMRegressor.scala |
| 57. | zhangly@mit.edu | mhamilton723@gmail.com |
8 shared files
src/main/scala/com/microsoft/ml/spark/cognitive/SpeechSchemas.scala src/test/scala/com/microsoft/ml/spark/cognitive/SpeechToTextSDKSuite.scala build.sbt src/main/scala/com/microsoft/ml/spark/cognitive/SpeechToTextSDK.scala src/main/scala/org/apache/spark/sql/execution/streaming/DistributedHTTPSource.scala project/plugins.sbt src/main/scala/com/microsoft/ml/spark/core/env/StreamUtilities.scala src/main/scala/com/microsoft/ml/spark/lightgbm/TrainUtils.scala |
| 58. | dciborow@microsoft.com | mhamilton723@gmail.com |
8 shared files
src/main/python/mmlspark/recommendation/SAR.py CODEOWNERS src/main/python/mmlspark/recommendation/__init__.py src/main/python/mmlspark/recommendation/RankingTrainValidationSplitModel.py src/main/python/mmlspark/recommendation/RankingTrainValidationSplit.py docs/SAR.md src/main/python/mmlspark/recommendation/SARModel.py src/main/python/setup.py |
| 59. | jasowang@microsoft.com | jasonwang_83@hotmail.com |
7 shared files
notebooks/Interpretability - Tabular SHAP explainer.ipynb core/src/main/scala/com/microsoft/ml/spark/explainers/TabularLIME.scala core/src/main/scala/com/microsoft/ml/spark/explainers/KernelSHAPBase.scala core/src/main/scala/com/microsoft/ml/spark/lime/TextLIME.scala core/src/main/scala/com/microsoft/ml/spark/explainers/LIMEBase.scala core/src/main/scala/com/microsoft/ml/spark/lime/LIME.scala notebooks/Interpretability - Image Explainers.ipynb |
| 60. | contact@dungnt.net | mhamilton723@gmail.com |
7 shared files
lightgbm/src/main/scala/com/microsoft/azure/synapse/ml/lightgbm/booster/LightGBMBooster.scala lightgbm/src/main/scala/com/microsoft/azure/synapse/ml/lightgbm/LightGBMRegressor.scala lightgbm/src/test/scala/com/microsoft/azure/synapse/ml/lightgbm/split1/VerifyLightGBMClassifier.scala lightgbm/src/main/scala/com/microsoft/azure/synapse/ml/lightgbm/LightGBMRanker.scala lightgbm/src/main/scala/com/microsoft/azure/synapse/ml/lightgbm/params/LightGBMParams.scala lightgbm/src/main/scala/com/microsoft/azure/synapse/ml/lightgbm/LightGBMClassifier.scala lightgbm/src/main/python/synapse/ml/lightgbm/mixin.py |
| 61. | jasowang@microsoft.com | 80103478+xuwq1993@users.noreply.github.com |
7 shared files
tools/docker/minimal/Dockerfile tools/docker/demo/Dockerfile src/main/scala/com/microsoft/ml/spark/vw/VowpalWabbitContextualBandit.scala .gitignore pipeline.yaml build.sbt notebooks/OpenCV - Pipeline Image Transformations.ipynb |
| 62. | marhamil@microsoft.com | terrytangyuan@gmail.com |
7 shared files
README.md notebooks/samples/106 - Quantile Regression with LightGBM.ipynb src/lightgbm/src/test/scala/VerifyLightGBMClassifier.scala src/lightgbm/src/main/scala/TrainUtils.scala src/lightgbm/src/main/scala/LightGBMParams.scala src/lightgbm/src/main/scala/LightGBMClassifier.scala src/lightgbm/src/main/scala/LightGBMRegressor.scala |
| 63. | jasowang@microsoft.com | marcozo@microsoft.com |
7 shared files
src/main/scala/com/microsoft/ml/spark/core/schema/DatasetExtensions.scala src/test/scala/com/microsoft/ml/spark/core/test/fuzzing/FuzzingTest.scala src/main/scala/com/microsoft/ml/spark/vw/VowpalWabbitClassifier.scala src/main/scala/com/microsoft/ml/spark/train/ComputeModelStatistics.scala pipeline.yaml build.sbt CODEOWNERS |
| 64. | eddeleon@microsoft.com | ilmat@microsoft.com |
7 shared files
src/featurize/src/main/scala/AssembleFeatures.scala src/summarize-data/src/main/scala/SummarizeData.scala notebooks/samples/102 - Regression Example with Flight Delay Dataset.ipynb src/core/test/fuzzing/src/test/scala/FuzzingTest.scala src/codegen/src/main/scala/PySparkWrapper.scala notebooks/samples/101 - Adult Census Income Training.ipynb src/codegen/src/main/scala/PySparkWrapperTest.scala |
| 65. | eli@barzilay.org | alikaz.zaidi@gmail.com |
7 shared files
notebooks/samples/202 - Amazon Book Reviews - Word2Vec.ipynb notebooks/samples/102 - Regression Example with Flight Delay Dataset.ipynb notebooks/samples/201 - Amazon Book Reviews - TextFeaturizer.ipynb notebooks/samples/101 - Adult Census Income Training.ipynb notebooks/samples/301 - CIFAR10 CNTK CNN Evaluation.ipynb notebooks/samples/103 - Before and After MMLSpark.ipynb notebooks/samples/302 - Pipeline Image Transformations.ipynb |
| 66. | alikaz.zaidi@gmail.com | mmlspark-bot@microsoft.com |
7 shared files
notebooks/samples/202 - Amazon Book Reviews - Word2Vec.ipynb notebooks/samples/102 - Regression Example with Flight Delay Dataset.ipynb notebooks/samples/201 - Amazon Book Reviews - TextFeaturizer.ipynb notebooks/samples/101 - Adult Census Income Training.ipynb notebooks/samples/301 - CIFAR10 CNTK CNN Evaluation.ipynb notebooks/samples/103 - Before and After MMLSpark.ipynb notebooks/samples/302 - Pipeline Image Transformations.ipynb |
| 67. | 82044803+serena-ruan@users.noreply.github.com | jackgerrits@users.noreply.github.com |
6 shared files
src/main/scala/com/microsoft/ml/spark/vw/VowpalWabbitRegressor.scala src/main/scala/com/microsoft/ml/spark/vw/VowpalWabbitContextualBandit.scala src/main/scala/com/microsoft/ml/spark/vw/VowpalWabbitClassifier.scala src/main/scala/com/microsoft/ml/spark/vw/VectorZipper.scala src/main/scala/com/microsoft/ml/spark/vw/VowpalWabbitFeaturizer.scala build.sbt |
| 68. | eddeleon@microsoft.com | mabusch@microsoft.com |
6 shared files
src/multi-column-adapter/src/main/scala/MultiColumnAdapter.scala src/featurize/src/main/scala/AssembleFeatures.scala src/summarize-data/src/main/scala/SummarizeData.scala src/codegen/src/main/scala/PySparkWrapper.scala src/multi-column-adapter/src/main/scala/MultiColumnAdapter.txt src/codegen/src/main/scala/PySparkWrapperTest.scala |
| 69. | mhamilton723@gmail.com | SudhindraKovalam@users.noreply.github.com |
6 shared files
cognitive/src/main/scala/com/microsoft/azure/synapse/ml/geospatial/AzMapsSearchSchemas.scala website/src/plugins/examples/index.js cognitive/src/test/scala/com/microsoft/azure/synapse/ml/geospatial/AzureMapsSearch.scala core/src/test/scala/com/microsoft/azure/synapse/ml/Secrets.scala website/sidebars.js cognitive/src/main/scala/com/microsoft/azure/synapse/ml/geospatial/AzureMapsHelpers.scala |
| 70. | eli@barzilay.org | rastala@users.noreply.github.com |
6 shared files
README.md docs/datasets.md notebooks/samples/102 - Regression Example with Flight Delay Dataset.ipynb CONTRIBUTING.md docs/developer-readme.md notebooks/samples/303 - Transfer Learning by DNN Featurization - Airplane or Automobile.ipynb |
| 71. | towen@microsoft.com | mmlspark-bot@microsoft.com |
6 shared files
README.md tools/deployment/sparkClusterInVnetTemplate.json src/cntk-train/src/main/scala/CNTKLearner.scala tools/deployment/gpu-setup.sh src/cntk-train/src/main/scala/BrainscriptBuilder.scala src/cntk-train/src/main/scala/CommandBuilders.scala |
| 72. | marhamil@microsoft.com | jfontanalsmartinez@gmail.com |
6 shared files
src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMUtils.scala src/test/scala/com/microsoft/ml/spark/lightgbm/split1/VerifyLightGBMClassifier.scala src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMRanker.scala src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMClassifier.scala src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMParams.scala src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMRegressor.scala |
| 73. | wenqx@microsoft.com | 82044803+serena-ruan@users.noreply.github.com |
6 shared files
cognitive/src/main/scala/com/microsoft/ml/spark/cognitive/DocumentTranslator.scala pipeline.yaml cognitive/src/test/scala/com/microsoft/ml/spark/cognitive/split1/AnamolyDetectionSuite.scala cognitive/src/main/scala/com/microsoft/ml/spark/cognitive/TextAnalytics.scala cognitive/src/main/scala/com/microsoft/ml/spark/cognitive/CognitiveServiceBase.scala cognitive/src/main/scala/com/microsoft/ml/spark/cognitive/ComputerVision.scala |
| 74. | alikaz.zaidi@gmail.com | elbarzil@microsoft.com |
6 shared files
notebooks/samples/202 - Amazon Book Reviews - Word2Vec.ipynb notebooks/samples/102 - Regression Example with Flight Delay Dataset.ipynb notebooks/samples/201 - Amazon Book Reviews - TextFeaturizer.ipynb notebooks/samples/101 - Adult Census Income Training.ipynb notebooks/samples/103 - Before and After MMLSpark.ipynb notebooks/samples/302 - Pipeline Image Transformations.ipynb |
| 75. | shishaochen_ha@sina.com | ilmat@microsoft.com |
6 shared files
src/lightgbm/src/main/scala/LightGBMRanker.scala src/lightgbm/src/main/scala/TrainUtils.scala src/lightgbm/src/main/scala/TrainParams.scala src/lightgbm/src/main/scala/LightGBMParams.scala src/lightgbm/src/main/scala/LightGBMClassifier.scala src/lightgbm/src/main/scala/LightGBMRegressor.scala |
| 76. | ocworld@gmail.com | mhamilton723@gmail.com |
6 shared files
src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMRanker.scala src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMClassifier.scala src/main/scala/com/microsoft/ml/spark/lightgbm/TrainParams.scala src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMParams.scala src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMRegressor.scala core/src/main/scala/com/microsoft/azure/synapse/ml/core/env/NativeLoader.java |
| 77. | ragrawal@microsoft.com | mhamilton723@gmail.com |
5 shared files
notebooks/samples/CognitiveServices - Celebrity Quote Analysis.ipynb project/Secrets.scala src/main/scala/com/microsoft/ml/spark/cognitive/TextAnalytics.scala src/main/scala/com/microsoft/ml/spark/cognitive/TextAnalyticsSchemas.scala src/test/scala/com/microsoft/ml/spark/cognitive/split1/TextAnalyticsSuite.scala |
| 78. | ragrawal@microsoft.com | marhamil@microsoft.com |
5 shared files
notebooks/samples/CognitiveServices - Celebrity Quote Analysis.ipynb project/Secrets.scala src/main/scala/com/microsoft/ml/spark/cognitive/TextAnalytics.scala src/main/scala/com/microsoft/ml/spark/cognitive/TextAnalyticsSchemas.scala src/test/scala/com/microsoft/ml/spark/cognitive/split1/TextAnalyticsSuite.scala |
| 79. | jihon@microsoft.com | arv100.kri@gmail.com |
5 shared files
src/io/http/src/test/scala/services/TextAnalyticsSuite.scala src/io/http/src/main/scala/services/CognitiveServiceBase.scala src/io/http/src/main/scala/services/ComputerVision.scala src/io/http/src/main/scala/services/TextAnalytics.scala src/io/http/src/test/scala/services/ComputerVisionSuite.scala |
| 80. | marhamil@microsoft.com | arv100.kri@gmail.com |
5 shared files
src/io/http/src/test/scala/services/TextAnalyticsSuite.scala src/io/http/src/main/scala/services/CognitiveServiceBase.scala src/io/http/src/main/scala/services/ComputerVision.scala src/io/http/src/main/scala/services/TextAnalytics.scala src/io/http/src/test/scala/services/ComputerVisionSuite.scala |
| 81. | ilmat@microsoft.com | contact@dungnt.net |
5 shared files
lightgbm/src/main/scala/com/microsoft/azure/synapse/ml/lightgbm/LightGBMRegressor.scala lightgbm/src/test/scala/com/microsoft/azure/synapse/ml/lightgbm/split1/VerifyLightGBMClassifier.scala lightgbm/src/main/scala/com/microsoft/azure/synapse/ml/lightgbm/LightGBMRanker.scala lightgbm/src/main/scala/com/microsoft/azure/synapse/ml/lightgbm/params/LightGBMParams.scala lightgbm/src/main/scala/com/microsoft/azure/synapse/ml/lightgbm/LightGBMClassifier.scala |
| 82. | ilmat@microsoft.com | towen@microsoft.com |
5 shared files
README.md src/cntk-train/src/main/scala/CNTKLearner.scala src/cntk-train/src/main/scala/BrainscriptBuilder.scala notebooks/gpu/401 - CNTK train on HDFS.ipynb src/cntk-train/src/main/scala/CommandBuilders.scala |
| 83. | marhamil@microsoft.com | zhangly@mit.edu |
5 shared files
src/main/scala/com/microsoft/ml/spark/cognitive/SpeechSchemas.scala src/test/scala/com/microsoft/ml/spark/cognitive/SpeechToTextSDKSuite.scala build.sbt src/main/scala/com/microsoft/ml/spark/cognitive/SpeechToTextSDK.scala project/plugins.sbt |
| 84. | iemejia@gmail.com | mhamilton723@gmail.com |
5 shared files
website/versioned_docs/version-0.9.4/features/regression/Regression - Vowpal Wabbit vs. LightGBM vs. Linear Regressor.md build.sbt core/src/main/scala/com/microsoft/azure/synapse/ml/codegen/CodeGen.scala notebooks/features/regression/Regression - Vowpal Wabbit vs. LightGBM vs. Linear Regressor.ipynb website/src/pages/index.js |
| 85. | ilmat@microsoft.com | alikaz.zaidi@gmail.com |
5 shared files
notebooks/samples/202 - Amazon Book Reviews - Word2Vec.ipynb notebooks/samples/102 - Regression Example with Flight Delay Dataset.ipynb notebooks/samples/201 - Amazon Book Reviews - TextFeaturizer.ipynb notebooks/samples/101 - Adult Census Income Training.ipynb notebooks/samples/302 - Pipeline Image Transformations.ipynb |
| 86. | marhamil@microsoft.com | alikaz.zaidi@gmail.com |
5 shared files
notebooks/samples/202 - Amazon Book Reviews - Word2Vec.ipynb notebooks/samples/102 - Regression Example with Flight Delay Dataset.ipynb notebooks/samples/101 - Adult Census Income Training.ipynb notebooks/samples/301 - CIFAR10 CNTK CNN Evaluation.ipynb notebooks/samples/302 - Pipeline Image Transformations.ipynb |
| 87. | 35308202+jtinkus@users.noreply.github.com | mhamilton723@gmail.com |
5 shared files
src/test/scala/com/microsoft/ml/spark/nn/BallTreeTest.scala src/test/scala/com/microsoft/ml/spark/nn/KNNTest.scala src/main/scala/com/microsoft/ml/spark/nn/KNN.scala src/main/scala/org/apache/spark/sql/types/injections/OptimizedCKNNFitting.scala src/main/scala/com/microsoft/ml/spark/nn/ConditionalKNN.scala |
| 88. | marhamil@microsoft.com | abhis3798@gmail.com |
5 shared files
src/image-transformer/src/main/scala/ResizeImageTransformer.scala src/image-transformer/src/test/scala/ImageTransformerSuite.scala src/image-featurizer/src/main/scala/ImageFeaturizer.scala src/core/schema/src/main/scala/ImageSchema.scala src/image-transformer/src/test/scala/ResizeImageTransformerSuite.scala |
| 89. | shishaochen_ha@sina.com | terrytangyuan@gmail.com |
5 shared files
src/lightgbm/src/main/scala/TrainUtils.scala src/lightgbm/src/main/scala/TrainParams.scala src/lightgbm/src/main/scala/LightGBMParams.scala src/lightgbm/src/main/scala/LightGBMClassifier.scala src/lightgbm/src/main/scala/LightGBMRegressor.scala |
| 90. | ilmat@microsoft.com | ocworld@gmail.com |
5 shared files
src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMRanker.scala src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMClassifier.scala src/main/scala/com/microsoft/ml/spark/lightgbm/TrainParams.scala src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMParams.scala src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMRegressor.scala |
| 91. | keunhyun.oh@ahnlab.com | ocworld@gmail.com |
5 shared files
src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMRanker.scala src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMClassifier.scala src/main/scala/com/microsoft/ml/spark/lightgbm/TrainParams.scala src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMParams.scala src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMRegressor.scala |
| 92. | jfontanalsmartinez@gmail.com | ocworld@gmail.com |
5 shared files
src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMRanker.scala src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMClassifier.scala src/main/scala/com/microsoft/ml/spark/lightgbm/TrainParams.scala src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMParams.scala src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMRegressor.scala |
| 93. | jasowang@microsoft.com | wenqx@microsoft.com |
4 shared files
tools/docker/minimal/Dockerfile tools/docker/demo/Dockerfile pipeline.yaml tools/docker/developer/Dockerfile |
| 94. | mhamilton723@gmail.com | rolevin@microsoft.com |
4 shared files
README.md src/test/scala/com/microsoft/ml/spark/nbtest/DatabricksUtilities.scala src/test/python/mmlsparktest/cyber/anamoly/test_collaborative_filtering.py src/main/python/mmlspark/cyber/anomaly/collaborative_filtering.py |
| 95. | mhamilton723@gmail.com | rastala@users.noreply.github.com |
4 shared files
README.md docs/datasets.md CONTRIBUTING.md docs/developer-readme.md |
| 96. | rolevin@microsoft.com | marhamil@microsoft.com |
4 shared files
README.md src/test/scala/com/microsoft/ml/spark/nbtest/DatabricksUtilities.scala src/test/python/mmlsparktest/cyber/anamoly/test_collaborative_filtering.py notebooks/samples/CyberML - Anomalous Access Detection.ipynb |
| 97. | rastala@users.noreply.github.com | mmlspark-bot@microsoft.com |
4 shared files
README.md notebooks/samples/102 - Regression Example with Flight Delay Dataset.ipynb CONTRIBUTING.md docs/developer-readme.md |
| 98. | keunhyun.oh@ahnlab.com | marcozo@microsoft.com |
4 shared files
src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMUtils.scala src/main/scala/com/microsoft/ml/spark/core/utils/ClusterUtil.scala src/main/scala/com/microsoft/ml/spark/vw/VowpalWabbitBase.scala src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMBase.scala |
| 99. | jihon@microsoft.com | caseyjhong@gmail.com |
4 shared files
src/io/http/src/main/scala/services/CognitiveServiceBase.scala src/io/http/src/main/scala/services/AzureSearch.scala src/io/http/src/main/scala/services/AzureSearchAPI.scala src/io/http/src/test/scala/services/SearchWriterSuite.scala |
| 100. | jasowang@microsoft.com | jackgerrits@users.noreply.github.com |
4 shared files
src/main/scala/com/microsoft/ml/spark/vw/VowpalWabbitContextualBandit.scala src/test/scala/com/microsoft/ml/spark/core/test/fuzzing/FuzzingTest.scala src/main/scala/com/microsoft/ml/spark/vw/VowpalWabbitClassifier.scala build.sbt |
9 contributors (23 commits):
| # | Contributor |
First Commit |
Latest Commit |
Commits Count |
File Updates (per extension) |
|---|---|---|---|---|---|
| 1. | mhamilton723@gmail.com | 2017-10-27 | 2022-01-18 | 7 (30%) | scala (31), ipynb (9), sbt (3), md (2), yaml (2) |
| 2. | 82044803+serena-ruan@users.noreply.github.com | 2021-04-30 | 2022-01-27 | 4 (17%) | md (123), scala (13), ipynb (8), js (4), json (3) |
| 3. | jasowang@microsoft.com | 2021-06-09 | 2022-01-28 | 4 (17%) | scala (6), py (2), js (1) |
| 4. | 49699333+dependabot[bot]@users.noreply.github.com | 2021-12-01 | 2022-01-24 | 3 (13%) | lock (3) |
| 5. | SudhindraKovalam@users.noreply.github.com | 2021-12-10 | 2022-01-14 | 1 (4%) | ipynb (2), md (2), js (2), json (1) |
| 6. | 82470223+ezherdeva@users.noreply.github.com | 2021-12-20 | 2022-01-14 | 1 (4%) | ipynb (1) |
| 7. | ocworld@gmail.com | 2019-12-09 | 2022-01-03 | 1 (4%) | java (1) |
| 8. | 18224647+liyzcj@users.noreply.github.com | 2022-01-28 | 2022-01-28 | 1 (4%) | scala (1) |
| 9. | iemejia@gmail.com | 2022-01-10 | 2022-01-10 | 1 (4%) | scala (1), ipynb (1), md (1), js (1), sbt (1) |
Contributor Dependencies
A contributor dependency is detected if two contributors have changed the same files in the past 30 days.
C-median: 1.5
A half of the contributors has more than 1.5 connections, and a half has less than this number.
C-mean: 2.0
An average number of connections a contributor has with other contributors.
C-index: 2.0
There are 2.0 contributors with 2.0 or more connections.
Most Connected Contributors
| Contributor | # connections | # commits | |
|---|---|---|---|
| 1. | 82044803+serena-ruan@users.noreply.github.com | 5 | 4 |
| 2. | mhamilton723@gmail.com | 2 | 7 |
| 3. | iemejia@gmail.com | 2 | 1 |
| 4. | jasowang@microsoft.com | 1 | 4 |
| 5. | 49699333+dependabot[bot]@users.noreply.github.com | 1 | 3 |
| 6. | SudhindraKovalam@users.noreply.github.com | 1 | 1 |
| 7. | 82470223+ezherdeva@users.noreply.github.com | 0 | 1 |
| 8. | ocworld@gmail.com | 0 | 1 |
| 9. | 18224647+liyzcj@users.noreply.github.com | 0 | 1 |
Contributor Dependencies via Shared Files
show graph...
The number on lines shows the number of same files that both persons changed in past 30 days.
- open 3D force graph
Contributor 1
Contributor 2
# shared files
1.
82044803+serena-ruan@users.noreply.github.com
mhamilton723@gmail.com
6 shared files
pipeline.yaml
notebooks/features/cognitive_services/CognitiveServices - Overview.ipynb
core/src/test/scala/com/microsoft/azure/synapse/ml/nbtest/DatabricksUtilities.scala
environment.yaml
build.sbt
README.md
2.
jasowang@microsoft.com
82044803+serena-ruan@users.noreply.github.com
3 shared files
website/docusaurus.config.js
core/src/main/scala/com/microsoft/azure/synapse/ml/isolationforest/IsolationForest.scala
core/src/main/scala/com/microsoft/azure/synapse/ml/train/ComputeModelStatistics.scala
3.
82044803+serena-ruan@users.noreply.github.com
iemejia@gmail.com
2 shared files
build.sbt
website/src/pages/index.js
4.
49699333+dependabot[bot]@users.noreply.github.com
82044803+serena-ruan@users.noreply.github.com
1 shared file
website/yarn.lock
5.
SudhindraKovalam@users.noreply.github.com
82044803+serena-ruan@users.noreply.github.com
1 shared file
website/versioned_sidebars/version-0.9.5-sidebars.json
6.
iemejia@gmail.com
mhamilton723@gmail.com
1 shared file
build.sbt
| Contributor 1 | Contributor 2 | # shared files | |
|---|---|---|---|
| 1. | 82044803+serena-ruan@users.noreply.github.com | mhamilton723@gmail.com |
6 shared files
pipeline.yaml notebooks/features/cognitive_services/CognitiveServices - Overview.ipynb core/src/test/scala/com/microsoft/azure/synapse/ml/nbtest/DatabricksUtilities.scala environment.yaml build.sbt README.md |
| 2. | jasowang@microsoft.com | 82044803+serena-ruan@users.noreply.github.com |
3 shared files
website/docusaurus.config.js core/src/main/scala/com/microsoft/azure/synapse/ml/isolationforest/IsolationForest.scala core/src/main/scala/com/microsoft/azure/synapse/ml/train/ComputeModelStatistics.scala |
| 3. | 82044803+serena-ruan@users.noreply.github.com | iemejia@gmail.com |
2 shared files
build.sbt website/src/pages/index.js |
| 4. | 49699333+dependabot[bot]@users.noreply.github.com | 82044803+serena-ruan@users.noreply.github.com |
1 shared file
website/yarn.lock |
| 5. | SudhindraKovalam@users.noreply.github.com | 82044803+serena-ruan@users.noreply.github.com |
1 shared file
website/versioned_sidebars/version-0.9.5-sidebars.json |
| 6. | iemejia@gmail.com | mhamilton723@gmail.com |
1 shared file
build.sbt |
17 contributors (81 commits):
| # | Contributor |
First Commit |
Latest Commit |
Commits Count |
File Updates (per extension) |
|---|---|---|---|---|---|
| 1. | mhamilton723@gmail.com | 2017-10-27 | 2022-01-18 | 31 (38%) | md (190), ipynb (54), scala (40), js (12), yaml (8) |
| 2. | 82044803+serena-ruan@users.noreply.github.com | 2021-04-30 | 2022-01-27 | 14 (17%) | md (263), ipynb (45), scala (27), js (13), yaml (11) |
| 3. | jasowang@microsoft.com | 2021-06-09 | 2022-01-28 | 8 (9%) | scala (9), ipynb (3), js (2), py (2), md (1) |
| 4. | stuartle@microsoft.com | 2021-11-08 | 2021-12-16 | 5 (6%) | scala (17), ipynb (1) |
| 5. | ilmat@microsoft.com | 2017-06-05 | 2021-12-03 | 4 (4%) | scala (11), ipynb (1) |
| 6. | 49699333+dependabot[bot]@users.noreply.github.com | 2021-12-01 | 2022-01-24 | 4 (4%) | lock (4) |
| 7. | 64443771+ms-kashyap@users.noreply.github.com | 2021-10-22 | 2021-11-06 | 3 (3%) | md (12), js (3), ipynb (2), py (1) |
| 8. | SudhindraKovalam@users.noreply.github.com | 2021-12-10 | 2022-01-14 | 2 (2%) | scala (5), ipynb (2), md (2), js (2), json (1) |
| 9. | 82470223+ezherdeva@users.noreply.github.com | 2021-12-20 | 2022-01-14 | 2 (2%) | scala (6), ipynb (1), py (1) |
| 10. | marcozo@microsoft.com | 2019-02-27 | 2021-12-17 | 1 (1%) | scala (5), sbt (1), yaml (1) |
| 11. | ocworld@gmail.com | 2019-12-09 | 2022-01-03 | 1 (1%) | java (1) |
| 12. | 18224647+liyzcj@users.noreply.github.com | 2022-01-28 | 2022-01-28 | 1 (1%) | scala (1) |
| 13. | iemejia@gmail.com | 2022-01-10 | 2022-01-10 | 1 (1%) | scala (1), ipynb (1), md (1), js (1), sbt (1) |
| 14. | martin.ku@skysource.com.tw | 2021-12-23 | 2021-12-23 | 1 (1%) | md (1) |
| 15. | thl1998228@gmail.com | 2021-12-10 | 2021-12-10 | 1 (1%) | scala (1) |
| 16. | contact@dungnt.net | 2021-11-30 | 2021-11-30 | 1 (1%) | scala (6), py (1) |
| 17. | elswork@gmail.com | 2021-11-24 | 2021-11-24 | 1 (1%) | md (2) |
Contributor Dependencies
A contributor dependency is detected if two contributors have changed the same files in the past 90 days.
C-median: 4.0
A half of the contributors has more than 4.0 connections, and a half has less than this number.
C-mean: 4.4
An average number of connections a contributor has with other contributors.
C-index: 4.0
There are 4.0 contributors with 4.0 or more connections.
Most Connected Contributors
| Contributor | # connections | # commits | |
|---|---|---|---|
| 1. | mhamilton723@gmail.com | 12 | 31 |
| 2. | 82044803+serena-ruan@users.noreply.github.com | 11 | 14 |
| 3. | jasowang@microsoft.com | 6 | 8 |
| 4. | 64443771+ms-kashyap@users.noreply.github.com | 5 | 3 |
| 5. | ilmat@microsoft.com | 4 | 4 |
| 6. | SudhindraKovalam@users.noreply.github.com | 4 | 2 |
| 7. | marcozo@microsoft.com | 4 | 1 |
| 8. | iemejia@gmail.com | 4 | 1 |
| 9. | 49699333+dependabot[bot]@users.noreply.github.com | 3 | 4 |
| 10. | contact@dungnt.net | 3 | 1 |
| 11. | stuartle@microsoft.com | 2 | 5 |
| 12. | 82470223+ezherdeva@users.noreply.github.com | 2 | 2 |
| 13. | 18224647+liyzcj@users.noreply.github.com | 2 | 1 |
| 14. | martin.ku@skysource.com.tw | 2 | 1 |
| 15. | elswork@gmail.com | 2 | 1 |
| 16. | ocworld@gmail.com | 0 | 1 |
| 17. | thl1998228@gmail.com | 0 | 1 |
Contributor Dependencies via Shared Files
show graph...
The number on lines shows the number of same files that both persons changed in past 90 days.
- open 3D force graph
Contributor 1
Contributor 2
# shared files
1.
mhamilton723@gmail.com
82044803+serena-ruan@users.noreply.github.com
68 shared files
tools/tests/run_r_tests.R
notebooks/features/cognitive_services/CognitiveServices - Overview.ipynb
notebooks/features/regression/Regression - Flight Delays with DataCleaning.ipynb
cognitive/src/main/scala/com/microsoft/azure/synapse/ml/cognitive/MultivariateAnomalyDetection.scala
website/versioned_docs/version-0.9.1/documentation/transformers/core/_Featurize.md
notebooks/features/responsible_ai/Interpretability - Image Explainers.ipynb
website/versioned_docs/version-0.9.1/documentation/transformers/cognitive/_FormRecognizer.md
website/versioned_docs/version-0.9.1/documentation/estimators/_VW.md
website/versioned_docs/version-0.9.4/documentation/estimators/core/_IsolationForest.md
website/docs/getting_started/installation.md
website/versioned_docs/version-0.9.1/documentation/transformers/cognitive/_ComputerVision.md
build.sbt
website/doctest.py
website/docusaurus.config.js
website/versioned_docs/version-0.9.1/documentation/transformers/core/_IO.md
notebooks/examples/text_analytics/TextAnalytics - Amazon Book Reviews with Word2Vec.ipynb
website/sidebars.js
website/versioned_docs/version-0.9.1/documentation/estimators/core/_Recommendation.md
website/docs/features/responsible_ai/Model Interpretation on Spark.md
website/versioned_docs/version-0.9.1/documentation/transformers/cognitive/_SpeechToText.md
website/versioned_docs/version-0.9.1/documentation/transformers/core/_Explainers.md
website/versioned_docs/version-0.9.1/documentation/transformers/core/_Stages.md
website/src/pages/index.js
website/versioned_docs/version-0.9.1/documentation/transformers/cognitive/_Translator.md
notebooks/features/CognitiveServices - Overview.ipynb
website/versioned_docs/version-0.9.1/documentation/transformers/_OpenCV.md
notebooks/features/regression/Regression - Flight Delays.ipynb
README.md
website/docs/reference/R-setup.md
notebooks/examples/classification/Classification - Adult Census.ipynb
website/versioned_docs/version-0.9.1/examples/responsible_ai/ModelInterpretability - Snow Leopard Detection.md
website/docs/reference/cyber.md
website/versioned_docs/version-0.9.4/documentation/transformers/cognitive/_Translator.md
notebooks/features/vw/Vowpal Wabbit - Overview.ipynb
core/src/main/scala/com/microsoft/azure/synapse/ml/codegen/CodeGen.scala
website/versioned_docs/version-0.9.1/documentation/estimators/core/_AutoML.md
pipeline.yaml
website/versioned_docs/version-0.9.1/documentation/transformers/_VW.md
core/src/test/scala/com/microsoft/azure/synapse/ml/nbtest/DatabricksUtilities.scala
website/versioned_sidebars/version-0.9.1-sidebars.json
website/versioned_docs/version-0.9.1/documentation/estimators/core/_Featurize.md
website/package.json
website/versioned_docs/version-0.9.1/features/responsible_ai/Model Interpretation on Spark.md
website/versioned_docs/version-0.9.1/documentation/transformers/cognitive/_AnomalyDetection.md
website/yarn.lock
environment.yaml
website/versioned_docs/version-0.9.1/features/responsible_ai/Data Balance Analysis.md
notebooks/examples/AzureSearchIndex - Met Artworks.ipynb
website/versioned_docs/version-0.9.1/documentation/transformers/core/_Image.md
notebooks/examples/text_analytics/TextAnalytics - Amazon Book Reviews.ipynb
notebooks/features/onnx/ONNX - Inference on Spark.ipynb
notebooks/examples/responsible_ai/ModelInterpretability - Snow Leopard Detection.ipynb
website/docs/about.md
website/versioned_docs/version-0.9.1/documentation/estimators/_LightGBM.md
website/versioned_docs/version-0.9.1/documentation/estimators/core/_Train.md
website/versioned_docs/version-0.9.1/documentation/transformers/cognitive/_TextAnalytics.md
website/versions.json
website/versioned_docs/version-0.9.1/features/responsible_ai/Interpretability - Image Explainers.md
website/docs/reference/docker.md
website/versioned_docs/version-0.9.1/documentation/estimators/core/_NN.md
notebooks/features/regression/Regression - Auto Imports.ipynb
notebooks/features/other/CyberML - Anomalous Access Detection.ipynb
notebooks/features/lightgbm/LightGBM - Overview.ipynb
website/versioned_docs/version-0.9.1/documentation/transformers/core/_Train.md
website/versioned_docs/version-0.9.1/documentation/transformers/cognitive/_Face.md
website/src/plugins/examples/index.js
project/CodegenPlugin.scala
website/versioned_docs/version-0.9.1/documentation/estimators/core/_Stages.md
2.
mhamilton723@gmail.com
jasowang@microsoft.com
8 shared files
core/src/main/scala/com/microsoft/azure/synapse/ml/explainers/LIMEBase.scala
website/docusaurus.config.js
notebooks/features/responsible_ai/DataBalanceAnalysis - Adult Census Income.ipynb
website/docs/features/responsible_ai/Data Balance Analysis.md
website/package.json
website/yarn.lock
core/src/main/scala/com/microsoft/azure/synapse/ml/explainers/RegressionBase.scala
core/src/main/scala/com/microsoft/azure/synapse/ml/explainers/KernelSHAPBase.scala
3.
82044803+serena-ruan@users.noreply.github.com
64443771+ms-kashyap@users.noreply.github.com
7 shared files
website/docs/examples/about.md
website/notebookconvert.py
website/sidebars.js
website/docs/features/responsible_ai/Model Interpretation on Spark.md
website/docs/features/onnx/about.md
website/src/pages/index.js
website/src/plugins/examples/index.js
4.
jasowang@microsoft.com
82044803+serena-ruan@users.noreply.github.com
6 shared files
website/docusaurus.config.js
src/test/scala/com/microsoft/azure/synapse/ml/core/test/fuzzing/FuzzingTest.scala
website/package.json
website/yarn.lock
core/src/main/scala/com/microsoft/azure/synapse/ml/isolationforest/IsolationForest.scala
core/src/main/scala/com/microsoft/azure/synapse/ml/train/ComputeModelStatistics.scala
5.
ilmat@microsoft.com
contact@dungnt.net
5 shared files
lightgbm/src/test/scala/com/microsoft/azure/synapse/ml/lightgbm/split1/VerifyLightGBMClassifier.scala
lightgbm/src/main/scala/com/microsoft/azure/synapse/ml/lightgbm/LightGBMRegressor.scala
lightgbm/src/main/scala/com/microsoft/azure/synapse/ml/lightgbm/LightGBMRanker.scala
lightgbm/src/main/scala/com/microsoft/azure/synapse/ml/lightgbm/params/LightGBMParams.scala
lightgbm/src/main/scala/com/microsoft/azure/synapse/ml/lightgbm/LightGBMClassifier.scala
6.
mhamilton723@gmail.com
SudhindraKovalam@users.noreply.github.com
5 shared files
cognitive/src/test/scala/com/microsoft/azure/synapse/ml/geospatial/AzureMapsSearch.scala
website/sidebars.js
cognitive/src/main/scala/com/microsoft/azure/synapse/ml/geospatial/AzMapsSearchSchemas.scala
cognitive/src/main/scala/com/microsoft/azure/synapse/ml/geospatial/AzureMapsHelpers.scala
website/src/plugins/examples/index.js
7.
iemejia@gmail.com
mhamilton723@gmail.com
5 shared files
build.sbt
website/src/pages/index.js
website/versioned_docs/version-0.9.4/features/regression/Regression - Vowpal Wabbit vs. LightGBM vs. Linear Regressor.md
core/src/main/scala/com/microsoft/azure/synapse/ml/codegen/CodeGen.scala
notebooks/features/regression/Regression - Vowpal Wabbit vs. LightGBM vs. Linear Regressor.ipynb
8.
mhamilton723@gmail.com
64443771+ms-kashyap@users.noreply.github.com
5 shared files
website/sidebars.js
website/docs/features/responsible_ai/Model Interpretation on Spark.md
website/src/pages/index.js
website/docs/features/responsible_ai/Data Balance Analysis.md
website/src/plugins/examples/index.js
9.
mhamilton723@gmail.com
stuartle@microsoft.com
5 shared files
core/src/main/scala/com/microsoft/azure/synapse/ml/io/http/HTTPTransformer.scala
cognitive/src/test/scala/com/microsoft/azure/synapse/ml/cognitive/split1/TextAnalyticsSuite.scala
core/src/test/scala/com/microsoft/azure/synapse/ml/nbtest/DatabricksUtilities.scala
cognitive/src/main/scala/com/microsoft/azure/synapse/ml/cognitive/CognitiveServiceBase.scala
cognitive/src/main/scala/com/microsoft/azure/synapse/ml/cognitive/TextAnalytics.scala
10.
82044803+serena-ruan@users.noreply.github.com
marcozo@microsoft.com
4 shared files
cognitive/src/main/scala/com/microsoft/azure/synapse/ml/cognitive/MultivariateAnomalyDetection.scala
build.sbt
pipeline.yaml
cognitive/src/main/scala/com/microsoft/azure/synapse/ml/cognitive/MultivariateAnomalyDetectorSchemas.scala
11.
mhamilton723@gmail.com
marcozo@microsoft.com
3 shared files
cognitive/src/main/scala/com/microsoft/azure/synapse/ml/cognitive/MultivariateAnomalyDetection.scala
build.sbt
pipeline.yaml
12.
SudhindraKovalam@users.noreply.github.com
82044803+serena-ruan@users.noreply.github.com
3 shared files
website/versioned_sidebars/version-0.9.5-sidebars.json
website/sidebars.js
website/src/plugins/examples/index.js
13.
82044803+serena-ruan@users.noreply.github.com
iemejia@gmail.com
3 shared files
build.sbt
website/src/pages/index.js
core/src/main/scala/com/microsoft/azure/synapse/ml/codegen/CodeGen.scala
14.
elswork@gmail.com
mhamilton723@gmail.com
2 shared files
website/docs/getting_started/installation.md
website/versioned_docs/version-0.9.4/getting_started/installation.md
15.
SudhindraKovalam@users.noreply.github.com
64443771+ms-kashyap@users.noreply.github.com
2 shared files
website/sidebars.js
website/src/plugins/examples/index.js
16.
mhamilton723@gmail.com
ilmat@microsoft.com
1 shared file
lightgbm/src/test/scala/com/microsoft/azure/synapse/ml/lightgbm/split1/VerifyLightGBMClassifier.scala
17.
mhamilton723@gmail.com
contact@dungnt.net
1 shared file
lightgbm/src/test/scala/com/microsoft/azure/synapse/ml/lightgbm/split1/VerifyLightGBMClassifier.scala
18.
82044803+serena-ruan@users.noreply.github.com
elswork@gmail.com
1 shared file
website/docs/getting_started/installation.md
19.
iemejia@gmail.com
marcozo@microsoft.com
1 shared file
build.sbt
20.
jasowang@microsoft.com
ilmat@microsoft.com
1 shared file
notebooks/Interpretability - Explanation Dashboard.ipynb
21.
jasowang@microsoft.com
82470223+ezherdeva@users.noreply.github.com
1 shared file
src/test/scala/com/microsoft/azure/synapse/ml/core/test/fuzzing/FuzzingTest.scala
22.
82470223+ezherdeva@users.noreply.github.com
82044803+serena-ruan@users.noreply.github.com
1 shared file
src/test/scala/com/microsoft/azure/synapse/ml/core/test/fuzzing/FuzzingTest.scala
23.
iemejia@gmail.com
64443771+ms-kashyap@users.noreply.github.com
1 shared file
website/src/pages/index.js
24.
18224647+liyzcj@users.noreply.github.com
ilmat@microsoft.com
1 shared file
lightgbm/src/main/scala/com/microsoft/azure/synapse/ml/lightgbm/LightGBMRanker.scala
25.
18224647+liyzcj@users.noreply.github.com
contact@dungnt.net
1 shared file
lightgbm/src/main/scala/com/microsoft/azure/synapse/ml/lightgbm/LightGBMRanker.scala
26.
mhamilton723@gmail.com
martin.ku@skysource.com.tw
1 shared file
README.md
27.
82044803+serena-ruan@users.noreply.github.com
martin.ku@skysource.com.tw
1 shared file
README.md
28.
jasowang@microsoft.com
64443771+ms-kashyap@users.noreply.github.com
1 shared file
website/docs/features/responsible_ai/Data Balance Analysis.md
29.
82044803+serena-ruan@users.noreply.github.com
stuartle@microsoft.com
1 shared file
core/src/test/scala/com/microsoft/azure/synapse/ml/nbtest/DatabricksUtilities.scala
30.
49699333+dependabot[bot]@users.noreply.github.com
82044803+serena-ruan@users.noreply.github.com
1 shared file
website/yarn.lock
31.
49699333+dependabot[bot]@users.noreply.github.com
jasowang@microsoft.com
1 shared file
website/yarn.lock
32.
49699333+dependabot[bot]@users.noreply.github.com
mhamilton723@gmail.com
1 shared file
website/yarn.lock
33.
marcozo@microsoft.com
SudhindraKovalam@users.noreply.github.com
1 shared file
core/src/test/scala/com/microsoft/azure/synapse/ml/Secrets.scala
| Contributor 1 | Contributor 2 | # shared files | |
|---|---|---|---|
| 1. | mhamilton723@gmail.com | 82044803+serena-ruan@users.noreply.github.com |
68 shared files
tools/tests/run_r_tests.R notebooks/features/cognitive_services/CognitiveServices - Overview.ipynb notebooks/features/regression/Regression - Flight Delays with DataCleaning.ipynb cognitive/src/main/scala/com/microsoft/azure/synapse/ml/cognitive/MultivariateAnomalyDetection.scala website/versioned_docs/version-0.9.1/documentation/transformers/core/_Featurize.md notebooks/features/responsible_ai/Interpretability - Image Explainers.ipynb website/versioned_docs/version-0.9.1/documentation/transformers/cognitive/_FormRecognizer.md website/versioned_docs/version-0.9.1/documentation/estimators/_VW.md website/versioned_docs/version-0.9.4/documentation/estimators/core/_IsolationForest.md website/docs/getting_started/installation.md website/versioned_docs/version-0.9.1/documentation/transformers/cognitive/_ComputerVision.md build.sbt website/doctest.py website/docusaurus.config.js website/versioned_docs/version-0.9.1/documentation/transformers/core/_IO.md notebooks/examples/text_analytics/TextAnalytics - Amazon Book Reviews with Word2Vec.ipynb website/sidebars.js website/versioned_docs/version-0.9.1/documentation/estimators/core/_Recommendation.md website/docs/features/responsible_ai/Model Interpretation on Spark.md website/versioned_docs/version-0.9.1/documentation/transformers/cognitive/_SpeechToText.md website/versioned_docs/version-0.9.1/documentation/transformers/core/_Explainers.md website/versioned_docs/version-0.9.1/documentation/transformers/core/_Stages.md website/src/pages/index.js website/versioned_docs/version-0.9.1/documentation/transformers/cognitive/_Translator.md notebooks/features/CognitiveServices - Overview.ipynb website/versioned_docs/version-0.9.1/documentation/transformers/_OpenCV.md notebooks/features/regression/Regression - Flight Delays.ipynb README.md website/docs/reference/R-setup.md notebooks/examples/classification/Classification - Adult Census.ipynb website/versioned_docs/version-0.9.1/examples/responsible_ai/ModelInterpretability - Snow Leopard Detection.md website/docs/reference/cyber.md website/versioned_docs/version-0.9.4/documentation/transformers/cognitive/_Translator.md notebooks/features/vw/Vowpal Wabbit - Overview.ipynb core/src/main/scala/com/microsoft/azure/synapse/ml/codegen/CodeGen.scala website/versioned_docs/version-0.9.1/documentation/estimators/core/_AutoML.md pipeline.yaml website/versioned_docs/version-0.9.1/documentation/transformers/_VW.md core/src/test/scala/com/microsoft/azure/synapse/ml/nbtest/DatabricksUtilities.scala website/versioned_sidebars/version-0.9.1-sidebars.json website/versioned_docs/version-0.9.1/documentation/estimators/core/_Featurize.md website/package.json website/versioned_docs/version-0.9.1/features/responsible_ai/Model Interpretation on Spark.md website/versioned_docs/version-0.9.1/documentation/transformers/cognitive/_AnomalyDetection.md website/yarn.lock environment.yaml website/versioned_docs/version-0.9.1/features/responsible_ai/Data Balance Analysis.md notebooks/examples/AzureSearchIndex - Met Artworks.ipynb website/versioned_docs/version-0.9.1/documentation/transformers/core/_Image.md notebooks/examples/text_analytics/TextAnalytics - Amazon Book Reviews.ipynb notebooks/features/onnx/ONNX - Inference on Spark.ipynb notebooks/examples/responsible_ai/ModelInterpretability - Snow Leopard Detection.ipynb website/docs/about.md website/versioned_docs/version-0.9.1/documentation/estimators/_LightGBM.md website/versioned_docs/version-0.9.1/documentation/estimators/core/_Train.md website/versioned_docs/version-0.9.1/documentation/transformers/cognitive/_TextAnalytics.md website/versions.json website/versioned_docs/version-0.9.1/features/responsible_ai/Interpretability - Image Explainers.md website/docs/reference/docker.md website/versioned_docs/version-0.9.1/documentation/estimators/core/_NN.md notebooks/features/regression/Regression - Auto Imports.ipynb notebooks/features/other/CyberML - Anomalous Access Detection.ipynb notebooks/features/lightgbm/LightGBM - Overview.ipynb website/versioned_docs/version-0.9.1/documentation/transformers/core/_Train.md website/versioned_docs/version-0.9.1/documentation/transformers/cognitive/_Face.md website/src/plugins/examples/index.js project/CodegenPlugin.scala website/versioned_docs/version-0.9.1/documentation/estimators/core/_Stages.md |
| 2. | mhamilton723@gmail.com | jasowang@microsoft.com |
8 shared files
core/src/main/scala/com/microsoft/azure/synapse/ml/explainers/LIMEBase.scala website/docusaurus.config.js notebooks/features/responsible_ai/DataBalanceAnalysis - Adult Census Income.ipynb website/docs/features/responsible_ai/Data Balance Analysis.md website/package.json website/yarn.lock core/src/main/scala/com/microsoft/azure/synapse/ml/explainers/RegressionBase.scala core/src/main/scala/com/microsoft/azure/synapse/ml/explainers/KernelSHAPBase.scala |
| 3. | 82044803+serena-ruan@users.noreply.github.com | 64443771+ms-kashyap@users.noreply.github.com |
7 shared files
website/docs/examples/about.md website/notebookconvert.py website/sidebars.js website/docs/features/responsible_ai/Model Interpretation on Spark.md website/docs/features/onnx/about.md website/src/pages/index.js website/src/plugins/examples/index.js |
| 4. | jasowang@microsoft.com | 82044803+serena-ruan@users.noreply.github.com |
6 shared files
website/docusaurus.config.js src/test/scala/com/microsoft/azure/synapse/ml/core/test/fuzzing/FuzzingTest.scala website/package.json website/yarn.lock core/src/main/scala/com/microsoft/azure/synapse/ml/isolationforest/IsolationForest.scala core/src/main/scala/com/microsoft/azure/synapse/ml/train/ComputeModelStatistics.scala |
| 5. | ilmat@microsoft.com | contact@dungnt.net |
5 shared files
lightgbm/src/test/scala/com/microsoft/azure/synapse/ml/lightgbm/split1/VerifyLightGBMClassifier.scala lightgbm/src/main/scala/com/microsoft/azure/synapse/ml/lightgbm/LightGBMRegressor.scala lightgbm/src/main/scala/com/microsoft/azure/synapse/ml/lightgbm/LightGBMRanker.scala lightgbm/src/main/scala/com/microsoft/azure/synapse/ml/lightgbm/params/LightGBMParams.scala lightgbm/src/main/scala/com/microsoft/azure/synapse/ml/lightgbm/LightGBMClassifier.scala |
| 6. | mhamilton723@gmail.com | SudhindraKovalam@users.noreply.github.com |
5 shared files
cognitive/src/test/scala/com/microsoft/azure/synapse/ml/geospatial/AzureMapsSearch.scala website/sidebars.js cognitive/src/main/scala/com/microsoft/azure/synapse/ml/geospatial/AzMapsSearchSchemas.scala cognitive/src/main/scala/com/microsoft/azure/synapse/ml/geospatial/AzureMapsHelpers.scala website/src/plugins/examples/index.js |
| 7. | iemejia@gmail.com | mhamilton723@gmail.com |
5 shared files
build.sbt website/src/pages/index.js website/versioned_docs/version-0.9.4/features/regression/Regression - Vowpal Wabbit vs. LightGBM vs. Linear Regressor.md core/src/main/scala/com/microsoft/azure/synapse/ml/codegen/CodeGen.scala notebooks/features/regression/Regression - Vowpal Wabbit vs. LightGBM vs. Linear Regressor.ipynb |
| 8. | mhamilton723@gmail.com | 64443771+ms-kashyap@users.noreply.github.com |
5 shared files
website/sidebars.js website/docs/features/responsible_ai/Model Interpretation on Spark.md website/src/pages/index.js website/docs/features/responsible_ai/Data Balance Analysis.md website/src/plugins/examples/index.js |
| 9. | mhamilton723@gmail.com | stuartle@microsoft.com |
5 shared files
core/src/main/scala/com/microsoft/azure/synapse/ml/io/http/HTTPTransformer.scala cognitive/src/test/scala/com/microsoft/azure/synapse/ml/cognitive/split1/TextAnalyticsSuite.scala core/src/test/scala/com/microsoft/azure/synapse/ml/nbtest/DatabricksUtilities.scala cognitive/src/main/scala/com/microsoft/azure/synapse/ml/cognitive/CognitiveServiceBase.scala cognitive/src/main/scala/com/microsoft/azure/synapse/ml/cognitive/TextAnalytics.scala |
| 10. | 82044803+serena-ruan@users.noreply.github.com | marcozo@microsoft.com |
4 shared files
cognitive/src/main/scala/com/microsoft/azure/synapse/ml/cognitive/MultivariateAnomalyDetection.scala build.sbt pipeline.yaml cognitive/src/main/scala/com/microsoft/azure/synapse/ml/cognitive/MultivariateAnomalyDetectorSchemas.scala |
| 11. | mhamilton723@gmail.com | marcozo@microsoft.com |
3 shared files
cognitive/src/main/scala/com/microsoft/azure/synapse/ml/cognitive/MultivariateAnomalyDetection.scala build.sbt pipeline.yaml |
| 12. | SudhindraKovalam@users.noreply.github.com | 82044803+serena-ruan@users.noreply.github.com |
3 shared files
website/versioned_sidebars/version-0.9.5-sidebars.json website/sidebars.js website/src/plugins/examples/index.js |
| 13. | 82044803+serena-ruan@users.noreply.github.com | iemejia@gmail.com |
3 shared files
build.sbt website/src/pages/index.js core/src/main/scala/com/microsoft/azure/synapse/ml/codegen/CodeGen.scala |
| 14. | elswork@gmail.com | mhamilton723@gmail.com |
2 shared files
website/docs/getting_started/installation.md website/versioned_docs/version-0.9.4/getting_started/installation.md |
| 15. | SudhindraKovalam@users.noreply.github.com | 64443771+ms-kashyap@users.noreply.github.com |
2 shared files
website/sidebars.js website/src/plugins/examples/index.js |
| 16. | mhamilton723@gmail.com | ilmat@microsoft.com |
1 shared file
lightgbm/src/test/scala/com/microsoft/azure/synapse/ml/lightgbm/split1/VerifyLightGBMClassifier.scala |
| 17. | mhamilton723@gmail.com | contact@dungnt.net |
1 shared file
lightgbm/src/test/scala/com/microsoft/azure/synapse/ml/lightgbm/split1/VerifyLightGBMClassifier.scala |
| 18. | 82044803+serena-ruan@users.noreply.github.com | elswork@gmail.com |
1 shared file
website/docs/getting_started/installation.md |
| 19. | iemejia@gmail.com | marcozo@microsoft.com |
1 shared file
build.sbt |
| 20. | jasowang@microsoft.com | ilmat@microsoft.com |
1 shared file
notebooks/Interpretability - Explanation Dashboard.ipynb |
| 21. | jasowang@microsoft.com | 82470223+ezherdeva@users.noreply.github.com |
1 shared file
src/test/scala/com/microsoft/azure/synapse/ml/core/test/fuzzing/FuzzingTest.scala |
| 22. | 82470223+ezherdeva@users.noreply.github.com | 82044803+serena-ruan@users.noreply.github.com |
1 shared file
src/test/scala/com/microsoft/azure/synapse/ml/core/test/fuzzing/FuzzingTest.scala |
| 23. | iemejia@gmail.com | 64443771+ms-kashyap@users.noreply.github.com |
1 shared file
website/src/pages/index.js |
| 24. | 18224647+liyzcj@users.noreply.github.com | ilmat@microsoft.com |
1 shared file
lightgbm/src/main/scala/com/microsoft/azure/synapse/ml/lightgbm/LightGBMRanker.scala |
| 25. | 18224647+liyzcj@users.noreply.github.com | contact@dungnt.net |
1 shared file
lightgbm/src/main/scala/com/microsoft/azure/synapse/ml/lightgbm/LightGBMRanker.scala |
| 26. | mhamilton723@gmail.com | martin.ku@skysource.com.tw |
1 shared file
README.md |
| 27. | 82044803+serena-ruan@users.noreply.github.com | martin.ku@skysource.com.tw |
1 shared file
README.md |
| 28. | jasowang@microsoft.com | 64443771+ms-kashyap@users.noreply.github.com |
1 shared file
website/docs/features/responsible_ai/Data Balance Analysis.md |
| 29. | 82044803+serena-ruan@users.noreply.github.com | stuartle@microsoft.com |
1 shared file
core/src/test/scala/com/microsoft/azure/synapse/ml/nbtest/DatabricksUtilities.scala |
| 30. | 49699333+dependabot[bot]@users.noreply.github.com | 82044803+serena-ruan@users.noreply.github.com |
1 shared file
website/yarn.lock |
| 31. | 49699333+dependabot[bot]@users.noreply.github.com | jasowang@microsoft.com |
1 shared file
website/yarn.lock |
| 32. | 49699333+dependabot[bot]@users.noreply.github.com | mhamilton723@gmail.com |
1 shared file
website/yarn.lock |
| 33. | marcozo@microsoft.com | SudhindraKovalam@users.noreply.github.com |
1 shared file
core/src/test/scala/com/microsoft/azure/synapse/ml/Secrets.scala |
22 contributors (128 commits):
| # | Contributor |
First Commit |
Latest Commit |
Commits Count |
|---|---|---|---|---|
| 1. | mhamilton723@gmail.com | 2017-10-27 | 2022-01-18 | 50 (39%) |
| 2. | 82044803+serena-ruan@users.noreply.github.com | 2021-04-30 | 2022-01-27 | 21 (16%) |
| 3. | jasowang@microsoft.com | 2021-06-09 | 2022-01-28 | 13 (10%) |
| 4. | ilmat@microsoft.com | 2017-06-05 | 2021-12-03 | 6 (4%) |
| 5. | wenqx@microsoft.com | 2021-03-17 | 2021-09-13 | 5 (3%) |
| 6. | 80103478+xuwq1993@users.noreply.github.com | 2021-03-05 | 2021-10-13 | 5 (3%) |
| 7. | stuartle@microsoft.com | 2021-11-08 | 2021-12-16 | 5 (3%) |
| 8. | 49699333+dependabot[bot]@users.noreply.github.com | 2021-12-01 | 2022-01-24 | 4 (3%) |
| 9. | 64443771+ms-kashyap@users.noreply.github.com | 2021-10-22 | 2021-11-06 | 4 (3%) |
| 10. | SudhindraKovalam@users.noreply.github.com | 2021-12-10 | 2022-01-14 | 2 (1%) |
| 11. | 82470223+ezherdeva@users.noreply.github.com | 2021-12-20 | 2022-01-14 | 2 (1%) |
| 12. | marcozo@microsoft.com | 2019-02-27 | 2021-12-17 | 1 (<1%) |
| 13. | ocworld@gmail.com | 2019-12-09 | 2022-01-03 | 1 (<1%) |
| 14. | 18224647+liyzcj@users.noreply.github.com | 2022-01-28 | 2022-01-28 | 1 (<1%) |
| 15. | iemejia@gmail.com | 2022-01-10 | 2022-01-10 | 1 (<1%) |
| 16. | martin.ku@skysource.com.tw | 2021-12-23 | 2021-12-23 | 1 (<1%) |
| 17. | thl1998228@gmail.com | 2021-12-10 | 2021-12-10 | 1 (<1%) |
| 18. | contact@dungnt.net | 2021-11-30 | 2021-11-30 | 1 (<1%) |
| 19. | elswork@gmail.com | 2021-11-24 | 2021-11-24 | 1 (<1%) |
| 20. | 15657497+avanunts@users.noreply.github.com | 2021-10-14 | 2021-10-14 | 1 (<1%) |
| 21. | uchikun17@gmail.com | 2021-08-27 | 2021-08-27 | 1 (<1%) |
| 22. | 54136699+ashishsarout@users.noreply.github.com | 2021-08-20 | 2021-08-20 | 1 (<1%) |
Contributor Dependencies
A contributor dependency is detected if two contributors have changed the same files in the past 180 days.
C-median: 4.5
A half of the contributors has more than 4.5 connections, and a half has less than this number.
C-mean: 5.9
An average number of connections a contributor has with other contributors.
C-index: 6.0
There are 6.0 contributors with 6.0 or more connections.
Most Connected Contributors
| Contributor | # connections | # commits | |
|---|---|---|---|
| 1. | mhamilton723@gmail.com | 19 | 50 |
| 2. | 82044803+serena-ruan@users.noreply.github.com | 15 | 21 |
| 3. | jasowang@microsoft.com | 9 | 13 |
| 4. | ilmat@microsoft.com | 9 | 6 |
| 5. | 80103478+xuwq1993@users.noreply.github.com | 9 | 5 |
| 6. | 64443771+ms-kashyap@users.noreply.github.com | 8 | 4 |
| 7. | marcozo@microsoft.com | 7 | 1 |
| 8. | iemejia@gmail.com | 5 | 1 |
| 9. | martin.ku@skysource.com.tw | 5 | 1 |
| 10. | uchikun17@gmail.com | 5 | 1 |
| 11. | SudhindraKovalam@users.noreply.github.com | 4 | 2 |
| 12. | 82470223+ezherdeva@users.noreply.github.com | 4 | 2 |
| 13. | wenqx@microsoft.com | 3 | 5 |
| 14. | 49699333+dependabot[bot]@users.noreply.github.com | 3 | 4 |
| 15. | 18224647+liyzcj@users.noreply.github.com | 3 | 1 |
| 16. | contact@dungnt.net | 3 | 1 |
| 17. | stuartle@microsoft.com | 2 | 5 |
| 18. | thl1998228@gmail.com | 2 | 1 |
| 19. | elswork@gmail.com | 2 | 1 |
| 20. | ocworld@gmail.com | 1 | 1 |
| 21. | 15657497+avanunts@users.noreply.github.com | 0 | 1 |
| 22. | 54136699+ashishsarout@users.noreply.github.com | 0 | 1 |
Contributor Dependencies via Shared Files
show graph...
The number on lines shows the number of same files that both persons changed in past 180 days.
- open 3D force graph
Contributor 1
Contributor 2
# shared files
1.
mhamilton723@gmail.com
82044803+serena-ruan@users.noreply.github.com
125 shared files
tools/tests/run_r_tests.R
notebooks/features/cognitive_services/CognitiveServices - Overview.ipynb
notebooks/features/regression/Regression - Flight Delays with DataCleaning.ipynb
website/versioned_docs/version-0.9.1/documentation/transformers/deep_learning/_ONNXModel.md
cognitive/src/main/scala/com/microsoft/azure/synapse/ml/cognitive/MultivariateAnomalyDetection.scala
notebooks/AzureSearchIndex - Met Artworks.ipynb
website/versioned_docs/version-0.9.1/documentation/transformers/cognitive/_FormRecognizer.md
website/versioned_docs/version-0.9.1/documentation/estimators/_VW.md
cognitive/src/test/scala/com/microsoft/ml/spark/cognitive/split1/ComputerVisionSuite.scala
core/src/test/scala/com/microsoft/azure/synapse/ml/core/schema/VerifySparkSchema.scala
website/versioned_docs/version-0.9.4/documentation/estimators/core/_IsolationForest.md
cognitive/src/test/scala/com/microsoft/ml/spark/cognitive/split1/TranslatorSuite.scala
website/versioned_docs/version-0.9.1/documentation/transformers/cognitive/_ComputerVision.md
build.sbt
website/sidebars.js
website/docs/features/responsible_ai/Model Interpretation on Spark.md
website/versioned_docs/version-0.9.1/documentation/transformers/core/_SuperpixelTransformer.md
src/test/scala/com/microsoft/azure/synapse/ml/core/test/fuzzing/FuzzingTest.scala
notebooks/features/CognitiveServices - Overview.ipynb
notebooks/features/regression/Regression - Flight Delays.ipynb
README.md
website/docs/reference/R-setup.md
website/versioned_docs/version-0.9.4/documentation/transformers/cognitive/_Translator.md
core/src/test/python/setup.py
notebooks/features/vw/Vowpal Wabbit - Overview.ipynb
website/versioned_docs/version-0.9.1/features/CognitiveServices - Overview.md
notebooks/SparkServing - Deploying a Classifier.ipynb
core/src/main/scala/com/microsoft/azure/synapse/ml/codegen/CodeGen.scala
notebooks/Interpretability - Image Explainers.ipynb
project/CondaPlugin.scala
notebooks/ONNX - Inference on Spark.ipynb
website/versioned_docs/version-0.9.1/documentation/transformers/cognitive/_BingImageSearch.md
core/src/main/scala/com/microsoft/azure/synapse/ml/train/ComputePerInstanceStatistics.scala
website/versioned_docs/version-0.9.1/documentation/estimators/core/_Featurize.md
website/versioned_docs/version-0.9.1/documentation/transformers/cognitive/_AnomalyDetection.md
website/yarn.lock
environment.yaml
website/docs/reference/datasets.md
notebooks/examples/text_analytics/TextAnalytics - Amazon Book Reviews.ipynb
.gitignore
website/versioned_docs/version-0.9.1/examples/AzureSearchIndex - Met Artworks.md
cognitive/src/main/scala/com/microsoft/azure/synapse/ml/cognitive/FormOntologyLearner.scala
notebooks/features/onnx/ONNX - Inference on Spark.ipynb
core/src/main/scala/com/microsoft/azure/synapse/ml/train/TrainRegressor.scala
notebooks/Classification - Adult Census.ipynb
website/docs/about.md
website/versioned_docs/version-0.9.1/features/vw/Vowpal Wabbit - Overview.md
website/versioned_docs/version-0.9.1/documentation/estimators/_LightGBM.md
core/src/test/scala/com/microsoft/azure/synapse/ml/core/test/fuzzing/Fuzzing.scala
website/versioned_docs/version-0.9.1/documentation/transformers/cognitive/_TextAnalytics.md
cognitive/src/test/scala/com/microsoft/azure/synapse/ml/cognitive/split1/TranslatorSuite.scala
website/versioned_docs/version-0.9.1/features/responsible_ai/Interpretability - Image Explainers.md
notebooks/DeepLearning - Flower Image Classification.ipynb
website/docs/reference/docker.md
notebooks/Vowpal Wabbit - Overview.ipynb
notebooks/features/regression/Regression - Auto Imports.ipynb
notebooks/features/other/CyberML - Anomalous Access Detection.ipynb
notebooks/features/lightgbm/LightGBM - Overview.ipynb
website/versioned_docs/version-0.9.1/documentation/transformers/core/_Train.md
website/blog/2019-10-02-MMLSpark empowering AI for Good with Mark Hamilton.md
notebooks/Regression - Vowpal Wabbit vs. LightGBM vs. Linear Regressor.ipynb
website/versioned_docs/version-0.9.1/documentation/transformers/cognitive/_AzureSearch.md
notebooks/TextAnalytics - Amazon Book Reviews.ipynb
website/versioned_docs/version-0.9.1/documentation/transformers/core/_Featurize.md
website/versioned_docs/version-0.9.1/reference/datasets.md
notebooks/features/responsible_ai/Interpretability - Image Explainers.ipynb
core/src/main/scala/com/microsoft/azure/synapse/ml/train/TrainClassifier.scala
website/blog/2019-08-24-Welcome to Azure Cognitive Services.md
notebooks/CognitiveServices - Overview.ipynb
notebooks/LightGBM - Overview.ipynb
website/docs/getting_started/installation.md
website/versioned_docs/version-0.9.1/examples/text_analytics/TextAnalytics - Amazon Book Reviews with Word2Vec.md
website/doctest.py
website/docusaurus.config.js
website/versioned_docs/version-0.9.1/documentation/transformers/core/_IO.md
notebooks/examples/text_analytics/TextAnalytics - Amazon Book Reviews with Word2Vec.ipynb
website/versioned_docs/version-0.9.1/examples/text_analytics/TextAnalytics - Amazon Book Reviews.md
website/versioned_docs/version-0.9.1/documentation/estimators/core/_Recommendation.md
notebooks/CognitiveServices - Predictive Maintenance.ipynb
website/versioned_docs/version-0.9.1/documentation/transformers/cognitive/_SpeechToText.md
core/src/test/scala/com/microsoft/azure/synapse/ml/train/VerifyComputePerInstanceStatistics.scala
notebooks/TextAnalytics - Amazon Book Reviews with Word2Vec.ipynb
website/versioned_docs/version-0.9.1/documentation/transformers/core/_Explainers.md
website/versioned_docs/version-0.9.1/documentation/transformers/core/_Stages.md
notebooks/Regression - Auto Imports.ipynb
website/src/pages/index.js
website/versioned_docs/version-0.9.1/documentation/transformers/cognitive/_Translator.md
website/versioned_docs/version-0.9.1/documentation/transformers/_OpenCV.md
project/BlobMavenPlugin.scala
notebooks/examples/classification/Classification - Adult Census.ipynb
website/versioned_docs/version-0.9.1/examples/responsible_ai/ModelInterpretability - Snow Leopard Detection.md
website/docs/reference/cyber.md
website/versioned_docs/version-0.9.1/documentation/estimators/core/_AutoML.md
core/src/main/python/synapse/README.txt
pipeline.yaml
website/versioned_docs/version-0.9.1/features/lightgbm/LightGBM - Overview.md
website/src/css/custom.css
notebooks/CyberML - Anomalous Access Detection.ipynb
website/versioned_docs/version-0.9.1/documentation/transformers/_VW.md
core/src/test/scala/com/microsoft/azure/synapse/ml/nbtest/DatabricksUtilities.scala
...
2.
jasowang@microsoft.com
mhamilton723@gmail.com
27 shared files
notebooks/Interpretability - Tabular SHAP explainer.ipynb
build.sbt
core/src/test/scala/com/microsoft/azure/synapse/ml/core/test/base/TestBase.scala
src/test/scala/com/microsoft/azure/synapse/ml/core/test/fuzzing/FuzzingTest.scala
notebooks/features/responsible_ai/DataBalanceAnalysis - Adult Census Income.ipynb
tools/docker/minimal/Dockerfile
tools/docker/demo/Dockerfile
website/docs/features/responsible_ai/Data Balance Analysis.md
notebooks/Interpretability - Image Explainers.ipynb
notebooks/ONNX - Inference on Spark.ipynb
vw/src/main/scala/com/microsoft/azure/synapse/ml/vw/VowpalWabbitBaseModel.scala
website/yarn.lock
.gitignore
core/src/main/scala/com/microsoft/azure/synapse/ml/io/binary/BinaryFileFormat.scala
core/src/test/scala/com/microsoft/azure/synapse/ml/explainers/split1/VectorLIMEExplainerSuite.scala
notebooks/OpenCV - Pipeline Image Transformations.ipynb
notebooks/DeepLearning - Flower Image Classification.ipynb
core/src/main/scala/com/microsoft/azure/synapse/ml/explainers/KernelSHAPBase.scala
tools/docker/developer/Dockerfile
core/src/main/scala/com/microsoft/azure/synapse/ml/explainers/LIMEBase.scala
website/docusaurus.config.js
docs/onnx.md
website/package.json
core/src/main/scala/org/apache/spark/ml/source/image/PatchedImageFileFormat.scala
core/src/main/scala/com/microsoft/azure/synapse/ml/isolationforest/IsolationForest.scala
core/src/main/scala/com/microsoft/azure/synapse/ml/explainers/RegressionBase.scala
core/src/main/scala/com/microsoft/azure/synapse/ml/train/ComputeModelStatistics.scala
3.
mhamilton723@gmail.com
80103478+xuwq1993@users.noreply.github.com
24 shared files
notebooks/AzureSearchIndex - Met Artworks.ipynb
core/src/test/scala/com/microsoft/ml/spark/nbtest/SynapseTests.scala
README.md
notebooks/SparkServing - Deploying a Classifier.ipynb
environment.yaml
notebooks/ConditionalKNN - Exploring Art Across Cultures.ipynb
.gitignore
notebooks/OpenCV - Pipeline Image Transformations.ipynb
notebooks/Classification - Adult Census.ipynb
notebooks/Vowpal Wabbit - Overview.ipynb
notebooks/Regression - Flight Delays.ipynb
notebooks/Regression - Vowpal Wabbit vs. LightGBM vs. Linear Regressor.ipynb
notebooks/TextAnalytics - Amazon Book Reviews.ipynb
notebooks/LightGBM - Overview.ipynb
notebooks/Classification - Adult Census with Vowpal Wabbit.ipynb
notebooks/TextAnalytics - Amazon Book Reviews with Word2Vec.ipynb
notebooks/Regression - Auto Imports.ipynb
notebooks/CognitiveServices - Celebrity Quote Analysis.ipynb
notebooks/Classification - Before and After MMLSpark.ipynb
pipeline.yaml
notebooks/HttpOnSpark - Working with Arbitrary Web APIs.ipynb
notebooks/Regression - Flight Delays with DataCleaning.ipynb
notebooks/ModelInterpretation - Snow Leopard Detection.ipynb
notebooks/Classification - Twitter Sentiment with Vowpal Wabbit.ipynb
4.
82044803+serena-ruan@users.noreply.github.com
80103478+xuwq1993@users.noreply.github.com
19 shared files
notebooks/AzureSearchIndex - Met Artworks.ipynb
README.md
cognitive/src/main/scala/com/microsoft/ml/spark/cognitive/TextTranslator.scala
notebooks/SparkServing - Deploying a Classifier.ipynb
environment.yaml
.gitignore
notebooks/Classification - Adult Census.ipynb
notebooks/Vowpal Wabbit - Overview.ipynb
notebooks/Regression - Vowpal Wabbit vs. LightGBM vs. Linear Regressor.ipynb
notebooks/TextAnalytics - Amazon Book Reviews.ipynb
cognitive/src/main/scala/com/microsoft/ml/spark/cognitive/TextAnalytics.scala
notebooks/LightGBM - Overview.ipynb
notebooks/TextAnalytics - Amazon Book Reviews with Word2Vec.ipynb
notebooks/Regression - Auto Imports.ipynb
pipeline.yaml
notebooks/Regression - Flight Delays with DataCleaning.ipynb
cognitive/src/main/scala/com/microsoft/ml/spark/cognitive/FormRecognizer.scala
notebooks/Classification - Twitter Sentiment with Vowpal Wabbit.ipynb
cognitive/src/main/scala/com/microsoft/ml/spark/cognitive/CognitiveServiceBase.scala
5.
ilmat@microsoft.com
mhamilton723@gmail.com
13 shared files
lightgbm/src/test/scala/com/microsoft/azure/synapse/ml/lightgbm/split2/VerifyLightGBMRegressor.scala
lightgbm/src/main/scala/com/microsoft/azure/synapse/ml/lightgbm/params/TrainParams.scala
lightgbm/src/main/scala/com/microsoft/azure/synapse/ml/lightgbm/LightGBMRegressor.scala
lightgbm/src/main/scala/com/microsoft/azure/synapse/ml/lightgbm/SharedState.scala
lightgbm/src/main/scala/com/microsoft/azure/synapse/ml/lightgbm/LightGBMRanker.scala
README.md
lightgbm/src/main/scala/com/microsoft/azure/synapse/ml/lightgbm/params/LightGBMParams.scala
lightgbm/src/main/scala/com/microsoft/azure/synapse/ml/lightgbm/TaskTrainingMethods.scala
lightgbm/src/main/scala/com/microsoft/azure/synapse/ml/lightgbm/dataset/DatasetAggregator.scala
lightgbm/src/test/scala/com/microsoft/azure/synapse/ml/lightgbm/split1/VerifyLightGBMClassifier.scala
lightgbm/src/main/scala/com/microsoft/azure/synapse/ml/lightgbm/LightGBMBase.scala
lightgbm/src/main/scala/com/microsoft/azure/synapse/ml/lightgbm/LightGBMClassifier.scala
lightgbm/src/main/scala/com/microsoft/azure/synapse/ml/lightgbm/TrainUtils.scala
6.
82044803+serena-ruan@users.noreply.github.com
jasowang@microsoft.com
11 shared files
build.sbt
src/test/scala/com/microsoft/azure/synapse/ml/core/test/fuzzing/FuzzingTest.scala
notebooks/Interpretability - Image Explainers.ipynb
notebooks/ONNX - Inference on Spark.ipynb
website/yarn.lock
.gitignore
notebooks/DeepLearning - Flower Image Classification.ipynb
website/docusaurus.config.js
website/package.json
core/src/main/scala/com/microsoft/azure/synapse/ml/isolationforest/IsolationForest.scala
core/src/main/scala/com/microsoft/azure/synapse/ml/train/ComputeModelStatistics.scala
7.
stuartle@microsoft.com
mhamilton723@gmail.com
10 shared files
core/src/main/scala/com/microsoft/azure/synapse/ml/stages/MiniBatchTransformer.scala
core/src/main/scala/com/microsoft/azure/synapse/ml/io/http/HTTPTransformer.scala
cognitive/src/main/scala/com/microsoft/azure/synapse/ml/cognitive/ComputerVision.scala
core/src/test/scala/com/microsoft/azure/synapse/ml/io/split2/DistributedHTTPSuite.scala
cognitive/src/test/scala/com/microsoft/azure/synapse/ml/cognitive/split1/TextAnalyticsSuite.scala
cognitive/src/main/scala/com/microsoft/azure/synapse/ml/cognitive/TextAnalyticsSchemas.scala
core/src/test/scala/com/microsoft/azure/synapse/ml/nbtest/DatabricksUtilities.scala
cognitive/src/main/scala/com/microsoft/azure/synapse/ml/cognitive/CognitiveServiceBase.scala
core/src/test/scala/com/microsoft/azure/synapse/ml/stages/MiniBatchTransformerSuite.scala
cognitive/src/main/scala/com/microsoft/azure/synapse/ml/cognitive/TextAnalytics.scala
8.
82044803+serena-ruan@users.noreply.github.com
64443771+ms-kashyap@users.noreply.github.com
9 shared files
website/notebookconvert.py
website/sidebars.js
website/docs/features/responsible_ai/Model Interpretation on Spark.md
src/test/scala/com/microsoft/azure/synapse/ml/core/test/fuzzing/FuzzingTest.scala
website/docs/features/onnx/about.md
website/docs/examples/about.md
website/src/pages/index.js
pipeline.yaml
website/src/plugins/examples/index.js
9.
mhamilton723@gmail.com
64443771+ms-kashyap@users.noreply.github.com
8 shared files
website/sidebars.js
website/docs/features/responsible_ai/Model Interpretation on Spark.md
src/test/scala/com/microsoft/azure/synapse/ml/core/test/fuzzing/FuzzingTest.scala
website/docs/features/responsible_ai/Data Balance Analysis.md
website/src/pages/index.js
pipeline.yaml
core/src/test/scala/com/microsoft/azure/synapse/ml/exploratory/DataBalanceTestBase.scala
website/src/plugins/examples/index.js
10.
contact@dungnt.net
mhamilton723@gmail.com
7 shared files
lightgbm/src/main/scala/com/microsoft/azure/synapse/ml/lightgbm/booster/LightGBMBooster.scala
lightgbm/src/main/scala/com/microsoft/azure/synapse/ml/lightgbm/LightGBMRegressor.scala
lightgbm/src/main/scala/com/microsoft/azure/synapse/ml/lightgbm/LightGBMRanker.scala
lightgbm/src/main/scala/com/microsoft/azure/synapse/ml/lightgbm/params/LightGBMParams.scala
lightgbm/src/test/scala/com/microsoft/azure/synapse/ml/lightgbm/split1/VerifyLightGBMClassifier.scala
lightgbm/src/main/python/synapse/ml/lightgbm/mixin.py
lightgbm/src/main/scala/com/microsoft/azure/synapse/ml/lightgbm/LightGBMClassifier.scala
11.
SudhindraKovalam@users.noreply.github.com
mhamilton723@gmail.com
6 shared files
website/sidebars.js
cognitive/src/main/scala/com/microsoft/azure/synapse/ml/geospatial/AzMapsSearchSchemas.scala
cognitive/src/test/scala/com/microsoft/azure/synapse/ml/geospatial/AzureMapsSearch.scala
core/src/test/scala/com/microsoft/azure/synapse/ml/Secrets.scala
cognitive/src/main/scala/com/microsoft/azure/synapse/ml/geospatial/AzureMapsHelpers.scala
website/src/plugins/examples/index.js
12.
mhamilton723@gmail.com
marcozo@microsoft.com
5 shared files
cognitive/src/main/scala/com/microsoft/azure/synapse/ml/cognitive/MultivariateAnomalyDetection.scala
build.sbt
core/src/test/scala/com/microsoft/azure/synapse/ml/core/test/benchmarks/Benchmarks.scala
pipeline.yaml
core/src/test/scala/com/microsoft/azure/synapse/ml/Secrets.scala
13.
iemejia@gmail.com
mhamilton723@gmail.com
5 shared files
build.sbt
core/src/main/scala/com/microsoft/azure/synapse/ml/codegen/CodeGen.scala
website/src/pages/index.js
website/versioned_docs/version-0.9.4/features/regression/Regression - Vowpal Wabbit vs. LightGBM vs. Linear Regressor.md
notebooks/features/regression/Regression - Vowpal Wabbit vs. LightGBM vs. Linear Regressor.ipynb
14.
ilmat@microsoft.com
contact@dungnt.net
5 shared files
lightgbm/src/main/scala/com/microsoft/azure/synapse/ml/lightgbm/LightGBMRegressor.scala
lightgbm/src/main/scala/com/microsoft/azure/synapse/ml/lightgbm/LightGBMRanker.scala
lightgbm/src/main/scala/com/microsoft/azure/synapse/ml/lightgbm/params/LightGBMParams.scala
lightgbm/src/test/scala/com/microsoft/azure/synapse/ml/lightgbm/split1/VerifyLightGBMClassifier.scala
lightgbm/src/main/scala/com/microsoft/azure/synapse/ml/lightgbm/LightGBMClassifier.scala
15.
82044803+serena-ruan@users.noreply.github.com
marcozo@microsoft.com
4 shared files
cognitive/src/main/scala/com/microsoft/azure/synapse/ml/cognitive/MultivariateAnomalyDetection.scala
build.sbt
cognitive/src/main/scala/com/microsoft/azure/synapse/ml/cognitive/MultivariateAnomalyDetectorSchemas.scala
pipeline.yaml
16.
82470223+ezherdeva@users.noreply.github.com
mhamilton723@gmail.com
3 shared files
core/src/main/scala/com/microsoft/azure/synapse/ml/explainers/SharedParams.scala
src/test/scala/com/microsoft/azure/synapse/ml/core/test/fuzzing/FuzzingTest.scala
core/src/main/scala/com/microsoft/azure/synapse/ml/explainers/LocalExplainer.scala
17.
SudhindraKovalam@users.noreply.github.com
82044803+serena-ruan@users.noreply.github.com
3 shared files
website/versioned_sidebars/version-0.9.5-sidebars.json
website/sidebars.js
website/src/plugins/examples/index.js
18.
82044803+serena-ruan@users.noreply.github.com
iemejia@gmail.com
3 shared files
build.sbt
core/src/main/scala/com/microsoft/azure/synapse/ml/codegen/CodeGen.scala
website/src/pages/index.js
19.
elswork@gmail.com
mhamilton723@gmail.com
2 shared files
website/versioned_docs/version-0.9.4/getting_started/installation.md
website/docs/getting_started/installation.md
20.
SudhindraKovalam@users.noreply.github.com
64443771+ms-kashyap@users.noreply.github.com
2 shared files
website/sidebars.js
website/src/plugins/examples/index.js
21.
jasowang@microsoft.com
64443771+ms-kashyap@users.noreply.github.com
2 shared files
src/test/scala/com/microsoft/azure/synapse/ml/core/test/fuzzing/FuzzingTest.scala
website/docs/features/responsible_ai/Data Balance Analysis.md
22.
wenqx@microsoft.com
80103478+xuwq1993@users.noreply.github.com
2 shared files
cognitive/src/main/scala/com/microsoft/ml/spark/cognitive/DocumentTranslator.scala
cognitive/src/main/scala/com/microsoft/ml/spark/cognitive/TextAnalytics.scala
23.
jasowang@microsoft.com
80103478+xuwq1993@users.noreply.github.com
2 shared files
.gitignore
notebooks/OpenCV - Pipeline Image Transformations.ipynb
24.
82044803+serena-ruan@users.noreply.github.com
wenqx@microsoft.com
2 shared files
cognitive/src/main/scala/com/microsoft/ml/spark/cognitive/TextAnalytics.scala
cognitive/src/test/scala/com/microsoft/ml/spark/cognitive/split1/AnamolyDetectionSuite.scala
25.
wenqx@microsoft.com
mhamilton723@gmail.com
1 shared file
cognitive/src/test/scala/com/microsoft/ml/spark/cognitive/split1/TextAnalyticsSuite.scala
26.
iemejia@gmail.com
marcozo@microsoft.com
1 shared file
build.sbt
27.
iemejia@gmail.com
jasowang@microsoft.com
1 shared file
build.sbt
28.
marcozo@microsoft.com
jasowang@microsoft.com
1 shared file
build.sbt
29.
thl1998228@gmail.com
ilmat@microsoft.com
1 shared file
lightgbm/src/main/scala/com/microsoft/azure/synapse/ml/lightgbm/params/TrainParams.scala
30.
thl1998228@gmail.com
mhamilton723@gmail.com
1 shared file
lightgbm/src/main/scala/com/microsoft/azure/synapse/ml/lightgbm/params/TrainParams.scala
31.
jasowang@microsoft.com
82470223+ezherdeva@users.noreply.github.com
1 shared file
src/test/scala/com/microsoft/azure/synapse/ml/core/test/fuzzing/FuzzingTest.scala
32.
82470223+ezherdeva@users.noreply.github.com
82044803+serena-ruan@users.noreply.github.com
1 shared file
src/test/scala/com/microsoft/azure/synapse/ml/core/test/fuzzing/FuzzingTest.scala
33.
82470223+ezherdeva@users.noreply.github.com
64443771+ms-kashyap@users.noreply.github.com
1 shared file
src/test/scala/com/microsoft/azure/synapse/ml/core/test/fuzzing/FuzzingTest.scala
34.
18224647+liyzcj@users.noreply.github.com
ilmat@microsoft.com
1 shared file
lightgbm/src/main/scala/com/microsoft/azure/synapse/ml/lightgbm/LightGBMRanker.scala
35.
18224647+liyzcj@users.noreply.github.com
contact@dungnt.net
1 shared file
lightgbm/src/main/scala/com/microsoft/azure/synapse/ml/lightgbm/LightGBMRanker.scala
36.
18224647+liyzcj@users.noreply.github.com
mhamilton723@gmail.com
1 shared file
lightgbm/src/main/scala/com/microsoft/azure/synapse/ml/lightgbm/LightGBMRanker.scala
37.
mhamilton723@gmail.com
martin.ku@skysource.com.tw
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README.md
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mhamilton723@gmail.com
uchikun17@gmail.com
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README.md
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82044803+serena-ruan@users.noreply.github.com
martin.ku@skysource.com.tw
1 shared file
README.md
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82044803+serena-ruan@users.noreply.github.com
ilmat@microsoft.com
1 shared file
README.md
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82044803+serena-ruan@users.noreply.github.com
uchikun17@gmail.com
1 shared file
README.md
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martin.ku@skysource.com.tw
ilmat@microsoft.com
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README.md
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martin.ku@skysource.com.tw
80103478+xuwq1993@users.noreply.github.com
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README.md
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martin.ku@skysource.com.tw
uchikun17@gmail.com
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README.md
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ilmat@microsoft.com
80103478+xuwq1993@users.noreply.github.com
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README.md
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ilmat@microsoft.com
uchikun17@gmail.com
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README.md
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80103478+xuwq1993@users.noreply.github.com
uchikun17@gmail.com
1 shared file
README.md
48.
49699333+dependabot[bot]@users.noreply.github.com
82044803+serena-ruan@users.noreply.github.com
1 shared file
website/yarn.lock
49.
49699333+dependabot[bot]@users.noreply.github.com
jasowang@microsoft.com
1 shared file
website/yarn.lock
50.
49699333+dependabot[bot]@users.noreply.github.com
mhamilton723@gmail.com
1 shared file
website/yarn.lock
51.
82044803+serena-ruan@users.noreply.github.com
elswork@gmail.com
1 shared file
website/docs/getting_started/installation.md
52.
jasowang@microsoft.com
ilmat@microsoft.com
1 shared file
notebooks/Interpretability - Explanation Dashboard.ipynb
53.
iemejia@gmail.com
64443771+ms-kashyap@users.noreply.github.com
1 shared file
website/src/pages/index.js
54.
marcozo@microsoft.com
64443771+ms-kashyap@users.noreply.github.com
1 shared file
pipeline.yaml
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marcozo@microsoft.com
80103478+xuwq1993@users.noreply.github.com
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pipeline.yaml
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64443771+ms-kashyap@users.noreply.github.com
80103478+xuwq1993@users.noreply.github.com
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pipeline.yaml
57.
82044803+serena-ruan@users.noreply.github.com
stuartle@microsoft.com
1 shared file
core/src/test/scala/com/microsoft/azure/synapse/ml/nbtest/DatabricksUtilities.scala
58.
marcozo@microsoft.com
SudhindraKovalam@users.noreply.github.com
1 shared file
core/src/test/scala/com/microsoft/azure/synapse/ml/Secrets.scala
59.
ocworld@gmail.com
mhamilton723@gmail.com
1 shared file
core/src/main/scala/com/microsoft/azure/synapse/ml/core/env/NativeLoader.java
| Contributor 1 | Contributor 2 | # shared files | |
|---|---|---|---|
| 1. | mhamilton723@gmail.com | 82044803+serena-ruan@users.noreply.github.com |
125 shared files
tools/tests/run_r_tests.R notebooks/features/cognitive_services/CognitiveServices - Overview.ipynb notebooks/features/regression/Regression - Flight Delays with DataCleaning.ipynb website/versioned_docs/version-0.9.1/documentation/transformers/deep_learning/_ONNXModel.md cognitive/src/main/scala/com/microsoft/azure/synapse/ml/cognitive/MultivariateAnomalyDetection.scala notebooks/AzureSearchIndex - Met Artworks.ipynb website/versioned_docs/version-0.9.1/documentation/transformers/cognitive/_FormRecognizer.md website/versioned_docs/version-0.9.1/documentation/estimators/_VW.md cognitive/src/test/scala/com/microsoft/ml/spark/cognitive/split1/ComputerVisionSuite.scala core/src/test/scala/com/microsoft/azure/synapse/ml/core/schema/VerifySparkSchema.scala website/versioned_docs/version-0.9.4/documentation/estimators/core/_IsolationForest.md cognitive/src/test/scala/com/microsoft/ml/spark/cognitive/split1/TranslatorSuite.scala website/versioned_docs/version-0.9.1/documentation/transformers/cognitive/_ComputerVision.md build.sbt website/sidebars.js website/docs/features/responsible_ai/Model Interpretation on Spark.md website/versioned_docs/version-0.9.1/documentation/transformers/core/_SuperpixelTransformer.md src/test/scala/com/microsoft/azure/synapse/ml/core/test/fuzzing/FuzzingTest.scala notebooks/features/CognitiveServices - Overview.ipynb notebooks/features/regression/Regression - Flight Delays.ipynb README.md website/docs/reference/R-setup.md website/versioned_docs/version-0.9.4/documentation/transformers/cognitive/_Translator.md core/src/test/python/setup.py notebooks/features/vw/Vowpal Wabbit - Overview.ipynb website/versioned_docs/version-0.9.1/features/CognitiveServices - Overview.md notebooks/SparkServing - Deploying a Classifier.ipynb core/src/main/scala/com/microsoft/azure/synapse/ml/codegen/CodeGen.scala notebooks/Interpretability - Image Explainers.ipynb project/CondaPlugin.scala notebooks/ONNX - Inference on Spark.ipynb website/versioned_docs/version-0.9.1/documentation/transformers/cognitive/_BingImageSearch.md core/src/main/scala/com/microsoft/azure/synapse/ml/train/ComputePerInstanceStatistics.scala website/versioned_docs/version-0.9.1/documentation/estimators/core/_Featurize.md website/versioned_docs/version-0.9.1/documentation/transformers/cognitive/_AnomalyDetection.md website/yarn.lock environment.yaml website/docs/reference/datasets.md notebooks/examples/text_analytics/TextAnalytics - Amazon Book Reviews.ipynb .gitignore website/versioned_docs/version-0.9.1/examples/AzureSearchIndex - Met Artworks.md cognitive/src/main/scala/com/microsoft/azure/synapse/ml/cognitive/FormOntologyLearner.scala notebooks/features/onnx/ONNX - Inference on Spark.ipynb core/src/main/scala/com/microsoft/azure/synapse/ml/train/TrainRegressor.scala notebooks/Classification - Adult Census.ipynb website/docs/about.md website/versioned_docs/version-0.9.1/features/vw/Vowpal Wabbit - Overview.md website/versioned_docs/version-0.9.1/documentation/estimators/_LightGBM.md core/src/test/scala/com/microsoft/azure/synapse/ml/core/test/fuzzing/Fuzzing.scala website/versioned_docs/version-0.9.1/documentation/transformers/cognitive/_TextAnalytics.md cognitive/src/test/scala/com/microsoft/azure/synapse/ml/cognitive/split1/TranslatorSuite.scala website/versioned_docs/version-0.9.1/features/responsible_ai/Interpretability - Image Explainers.md notebooks/DeepLearning - Flower Image Classification.ipynb website/docs/reference/docker.md notebooks/Vowpal Wabbit - Overview.ipynb notebooks/features/regression/Regression - Auto Imports.ipynb notebooks/features/other/CyberML - Anomalous Access Detection.ipynb notebooks/features/lightgbm/LightGBM - Overview.ipynb website/versioned_docs/version-0.9.1/documentation/transformers/core/_Train.md website/blog/2019-10-02-MMLSpark empowering AI for Good with Mark Hamilton.md notebooks/Regression - Vowpal Wabbit vs. LightGBM vs. Linear Regressor.ipynb website/versioned_docs/version-0.9.1/documentation/transformers/cognitive/_AzureSearch.md notebooks/TextAnalytics - Amazon Book Reviews.ipynb website/versioned_docs/version-0.9.1/documentation/transformers/core/_Featurize.md website/versioned_docs/version-0.9.1/reference/datasets.md notebooks/features/responsible_ai/Interpretability - Image Explainers.ipynb core/src/main/scala/com/microsoft/azure/synapse/ml/train/TrainClassifier.scala website/blog/2019-08-24-Welcome to Azure Cognitive Services.md notebooks/CognitiveServices - Overview.ipynb notebooks/LightGBM - Overview.ipynb website/docs/getting_started/installation.md website/versioned_docs/version-0.9.1/examples/text_analytics/TextAnalytics - Amazon Book Reviews with Word2Vec.md website/doctest.py website/docusaurus.config.js website/versioned_docs/version-0.9.1/documentation/transformers/core/_IO.md notebooks/examples/text_analytics/TextAnalytics - Amazon Book Reviews with Word2Vec.ipynb website/versioned_docs/version-0.9.1/examples/text_analytics/TextAnalytics - Amazon Book Reviews.md website/versioned_docs/version-0.9.1/documentation/estimators/core/_Recommendation.md notebooks/CognitiveServices - Predictive Maintenance.ipynb website/versioned_docs/version-0.9.1/documentation/transformers/cognitive/_SpeechToText.md core/src/test/scala/com/microsoft/azure/synapse/ml/train/VerifyComputePerInstanceStatistics.scala notebooks/TextAnalytics - Amazon Book Reviews with Word2Vec.ipynb website/versioned_docs/version-0.9.1/documentation/transformers/core/_Explainers.md website/versioned_docs/version-0.9.1/documentation/transformers/core/_Stages.md notebooks/Regression - Auto Imports.ipynb website/src/pages/index.js website/versioned_docs/version-0.9.1/documentation/transformers/cognitive/_Translator.md website/versioned_docs/version-0.9.1/documentation/transformers/_OpenCV.md project/BlobMavenPlugin.scala notebooks/examples/classification/Classification - Adult Census.ipynb website/versioned_docs/version-0.9.1/examples/responsible_ai/ModelInterpretability - Snow Leopard Detection.md website/docs/reference/cyber.md website/versioned_docs/version-0.9.1/documentation/estimators/core/_AutoML.md core/src/main/python/synapse/README.txt pipeline.yaml website/versioned_docs/version-0.9.1/features/lightgbm/LightGBM - Overview.md website/src/css/custom.css notebooks/CyberML - Anomalous Access Detection.ipynb website/versioned_docs/version-0.9.1/documentation/transformers/_VW.md core/src/test/scala/com/microsoft/azure/synapse/ml/nbtest/DatabricksUtilities.scala ... |
| 2. | jasowang@microsoft.com | mhamilton723@gmail.com |
27 shared files
notebooks/Interpretability - Tabular SHAP explainer.ipynb build.sbt core/src/test/scala/com/microsoft/azure/synapse/ml/core/test/base/TestBase.scala src/test/scala/com/microsoft/azure/synapse/ml/core/test/fuzzing/FuzzingTest.scala notebooks/features/responsible_ai/DataBalanceAnalysis - Adult Census Income.ipynb tools/docker/minimal/Dockerfile tools/docker/demo/Dockerfile website/docs/features/responsible_ai/Data Balance Analysis.md notebooks/Interpretability - Image Explainers.ipynb notebooks/ONNX - Inference on Spark.ipynb vw/src/main/scala/com/microsoft/azure/synapse/ml/vw/VowpalWabbitBaseModel.scala website/yarn.lock .gitignore core/src/main/scala/com/microsoft/azure/synapse/ml/io/binary/BinaryFileFormat.scala core/src/test/scala/com/microsoft/azure/synapse/ml/explainers/split1/VectorLIMEExplainerSuite.scala notebooks/OpenCV - Pipeline Image Transformations.ipynb notebooks/DeepLearning - Flower Image Classification.ipynb core/src/main/scala/com/microsoft/azure/synapse/ml/explainers/KernelSHAPBase.scala tools/docker/developer/Dockerfile core/src/main/scala/com/microsoft/azure/synapse/ml/explainers/LIMEBase.scala website/docusaurus.config.js docs/onnx.md website/package.json core/src/main/scala/org/apache/spark/ml/source/image/PatchedImageFileFormat.scala core/src/main/scala/com/microsoft/azure/synapse/ml/isolationforest/IsolationForest.scala core/src/main/scala/com/microsoft/azure/synapse/ml/explainers/RegressionBase.scala core/src/main/scala/com/microsoft/azure/synapse/ml/train/ComputeModelStatistics.scala |
| 3. | mhamilton723@gmail.com | 80103478+xuwq1993@users.noreply.github.com |
24 shared files
notebooks/AzureSearchIndex - Met Artworks.ipynb core/src/test/scala/com/microsoft/ml/spark/nbtest/SynapseTests.scala README.md notebooks/SparkServing - Deploying a Classifier.ipynb environment.yaml notebooks/ConditionalKNN - Exploring Art Across Cultures.ipynb .gitignore notebooks/OpenCV - Pipeline Image Transformations.ipynb notebooks/Classification - Adult Census.ipynb notebooks/Vowpal Wabbit - Overview.ipynb notebooks/Regression - Flight Delays.ipynb notebooks/Regression - Vowpal Wabbit vs. LightGBM vs. Linear Regressor.ipynb notebooks/TextAnalytics - Amazon Book Reviews.ipynb notebooks/LightGBM - Overview.ipynb notebooks/Classification - Adult Census with Vowpal Wabbit.ipynb notebooks/TextAnalytics - Amazon Book Reviews with Word2Vec.ipynb notebooks/Regression - Auto Imports.ipynb notebooks/CognitiveServices - Celebrity Quote Analysis.ipynb notebooks/Classification - Before and After MMLSpark.ipynb pipeline.yaml notebooks/HttpOnSpark - Working with Arbitrary Web APIs.ipynb notebooks/Regression - Flight Delays with DataCleaning.ipynb notebooks/ModelInterpretation - Snow Leopard Detection.ipynb notebooks/Classification - Twitter Sentiment with Vowpal Wabbit.ipynb |
| 4. | 82044803+serena-ruan@users.noreply.github.com | 80103478+xuwq1993@users.noreply.github.com |
19 shared files
notebooks/AzureSearchIndex - Met Artworks.ipynb README.md cognitive/src/main/scala/com/microsoft/ml/spark/cognitive/TextTranslator.scala notebooks/SparkServing - Deploying a Classifier.ipynb environment.yaml .gitignore notebooks/Classification - Adult Census.ipynb notebooks/Vowpal Wabbit - Overview.ipynb notebooks/Regression - Vowpal Wabbit vs. LightGBM vs. Linear Regressor.ipynb notebooks/TextAnalytics - Amazon Book Reviews.ipynb cognitive/src/main/scala/com/microsoft/ml/spark/cognitive/TextAnalytics.scala notebooks/LightGBM - Overview.ipynb notebooks/TextAnalytics - Amazon Book Reviews with Word2Vec.ipynb notebooks/Regression - Auto Imports.ipynb pipeline.yaml notebooks/Regression - Flight Delays with DataCleaning.ipynb cognitive/src/main/scala/com/microsoft/ml/spark/cognitive/FormRecognizer.scala notebooks/Classification - Twitter Sentiment with Vowpal Wabbit.ipynb cognitive/src/main/scala/com/microsoft/ml/spark/cognitive/CognitiveServiceBase.scala |
| 5. | ilmat@microsoft.com | mhamilton723@gmail.com |
13 shared files
lightgbm/src/test/scala/com/microsoft/azure/synapse/ml/lightgbm/split2/VerifyLightGBMRegressor.scala lightgbm/src/main/scala/com/microsoft/azure/synapse/ml/lightgbm/params/TrainParams.scala lightgbm/src/main/scala/com/microsoft/azure/synapse/ml/lightgbm/LightGBMRegressor.scala lightgbm/src/main/scala/com/microsoft/azure/synapse/ml/lightgbm/SharedState.scala lightgbm/src/main/scala/com/microsoft/azure/synapse/ml/lightgbm/LightGBMRanker.scala README.md lightgbm/src/main/scala/com/microsoft/azure/synapse/ml/lightgbm/params/LightGBMParams.scala lightgbm/src/main/scala/com/microsoft/azure/synapse/ml/lightgbm/TaskTrainingMethods.scala lightgbm/src/main/scala/com/microsoft/azure/synapse/ml/lightgbm/dataset/DatasetAggregator.scala lightgbm/src/test/scala/com/microsoft/azure/synapse/ml/lightgbm/split1/VerifyLightGBMClassifier.scala lightgbm/src/main/scala/com/microsoft/azure/synapse/ml/lightgbm/LightGBMBase.scala lightgbm/src/main/scala/com/microsoft/azure/synapse/ml/lightgbm/LightGBMClassifier.scala lightgbm/src/main/scala/com/microsoft/azure/synapse/ml/lightgbm/TrainUtils.scala |
| 6. | 82044803+serena-ruan@users.noreply.github.com | jasowang@microsoft.com |
11 shared files
build.sbt src/test/scala/com/microsoft/azure/synapse/ml/core/test/fuzzing/FuzzingTest.scala notebooks/Interpretability - Image Explainers.ipynb notebooks/ONNX - Inference on Spark.ipynb website/yarn.lock .gitignore notebooks/DeepLearning - Flower Image Classification.ipynb website/docusaurus.config.js website/package.json core/src/main/scala/com/microsoft/azure/synapse/ml/isolationforest/IsolationForest.scala core/src/main/scala/com/microsoft/azure/synapse/ml/train/ComputeModelStatistics.scala |
| 7. | stuartle@microsoft.com | mhamilton723@gmail.com |
10 shared files
core/src/main/scala/com/microsoft/azure/synapse/ml/stages/MiniBatchTransformer.scala core/src/main/scala/com/microsoft/azure/synapse/ml/io/http/HTTPTransformer.scala cognitive/src/main/scala/com/microsoft/azure/synapse/ml/cognitive/ComputerVision.scala core/src/test/scala/com/microsoft/azure/synapse/ml/io/split2/DistributedHTTPSuite.scala cognitive/src/test/scala/com/microsoft/azure/synapse/ml/cognitive/split1/TextAnalyticsSuite.scala cognitive/src/main/scala/com/microsoft/azure/synapse/ml/cognitive/TextAnalyticsSchemas.scala core/src/test/scala/com/microsoft/azure/synapse/ml/nbtest/DatabricksUtilities.scala cognitive/src/main/scala/com/microsoft/azure/synapse/ml/cognitive/CognitiveServiceBase.scala core/src/test/scala/com/microsoft/azure/synapse/ml/stages/MiniBatchTransformerSuite.scala cognitive/src/main/scala/com/microsoft/azure/synapse/ml/cognitive/TextAnalytics.scala |
| 8. | 82044803+serena-ruan@users.noreply.github.com | 64443771+ms-kashyap@users.noreply.github.com |
9 shared files
website/notebookconvert.py website/sidebars.js website/docs/features/responsible_ai/Model Interpretation on Spark.md src/test/scala/com/microsoft/azure/synapse/ml/core/test/fuzzing/FuzzingTest.scala website/docs/features/onnx/about.md website/docs/examples/about.md website/src/pages/index.js pipeline.yaml website/src/plugins/examples/index.js |
| 9. | mhamilton723@gmail.com | 64443771+ms-kashyap@users.noreply.github.com |
8 shared files
website/sidebars.js website/docs/features/responsible_ai/Model Interpretation on Spark.md src/test/scala/com/microsoft/azure/synapse/ml/core/test/fuzzing/FuzzingTest.scala website/docs/features/responsible_ai/Data Balance Analysis.md website/src/pages/index.js pipeline.yaml core/src/test/scala/com/microsoft/azure/synapse/ml/exploratory/DataBalanceTestBase.scala website/src/plugins/examples/index.js |
| 10. | contact@dungnt.net | mhamilton723@gmail.com |
7 shared files
lightgbm/src/main/scala/com/microsoft/azure/synapse/ml/lightgbm/booster/LightGBMBooster.scala lightgbm/src/main/scala/com/microsoft/azure/synapse/ml/lightgbm/LightGBMRegressor.scala lightgbm/src/main/scala/com/microsoft/azure/synapse/ml/lightgbm/LightGBMRanker.scala lightgbm/src/main/scala/com/microsoft/azure/synapse/ml/lightgbm/params/LightGBMParams.scala lightgbm/src/test/scala/com/microsoft/azure/synapse/ml/lightgbm/split1/VerifyLightGBMClassifier.scala lightgbm/src/main/python/synapse/ml/lightgbm/mixin.py lightgbm/src/main/scala/com/microsoft/azure/synapse/ml/lightgbm/LightGBMClassifier.scala |
| 11. | SudhindraKovalam@users.noreply.github.com | mhamilton723@gmail.com |
6 shared files
website/sidebars.js cognitive/src/main/scala/com/microsoft/azure/synapse/ml/geospatial/AzMapsSearchSchemas.scala cognitive/src/test/scala/com/microsoft/azure/synapse/ml/geospatial/AzureMapsSearch.scala core/src/test/scala/com/microsoft/azure/synapse/ml/Secrets.scala cognitive/src/main/scala/com/microsoft/azure/synapse/ml/geospatial/AzureMapsHelpers.scala website/src/plugins/examples/index.js |
| 12. | mhamilton723@gmail.com | marcozo@microsoft.com |
5 shared files
cognitive/src/main/scala/com/microsoft/azure/synapse/ml/cognitive/MultivariateAnomalyDetection.scala build.sbt core/src/test/scala/com/microsoft/azure/synapse/ml/core/test/benchmarks/Benchmarks.scala pipeline.yaml core/src/test/scala/com/microsoft/azure/synapse/ml/Secrets.scala |
| 13. | iemejia@gmail.com | mhamilton723@gmail.com |
5 shared files
build.sbt core/src/main/scala/com/microsoft/azure/synapse/ml/codegen/CodeGen.scala website/src/pages/index.js website/versioned_docs/version-0.9.4/features/regression/Regression - Vowpal Wabbit vs. LightGBM vs. Linear Regressor.md notebooks/features/regression/Regression - Vowpal Wabbit vs. LightGBM vs. Linear Regressor.ipynb |
| 14. | ilmat@microsoft.com | contact@dungnt.net |
5 shared files
lightgbm/src/main/scala/com/microsoft/azure/synapse/ml/lightgbm/LightGBMRegressor.scala lightgbm/src/main/scala/com/microsoft/azure/synapse/ml/lightgbm/LightGBMRanker.scala lightgbm/src/main/scala/com/microsoft/azure/synapse/ml/lightgbm/params/LightGBMParams.scala lightgbm/src/test/scala/com/microsoft/azure/synapse/ml/lightgbm/split1/VerifyLightGBMClassifier.scala lightgbm/src/main/scala/com/microsoft/azure/synapse/ml/lightgbm/LightGBMClassifier.scala |
| 15. | 82044803+serena-ruan@users.noreply.github.com | marcozo@microsoft.com |
4 shared files
cognitive/src/main/scala/com/microsoft/azure/synapse/ml/cognitive/MultivariateAnomalyDetection.scala build.sbt cognitive/src/main/scala/com/microsoft/azure/synapse/ml/cognitive/MultivariateAnomalyDetectorSchemas.scala pipeline.yaml |
| 16. | 82470223+ezherdeva@users.noreply.github.com | mhamilton723@gmail.com |
3 shared files
core/src/main/scala/com/microsoft/azure/synapse/ml/explainers/SharedParams.scala src/test/scala/com/microsoft/azure/synapse/ml/core/test/fuzzing/FuzzingTest.scala core/src/main/scala/com/microsoft/azure/synapse/ml/explainers/LocalExplainer.scala |
| 17. | SudhindraKovalam@users.noreply.github.com | 82044803+serena-ruan@users.noreply.github.com |
3 shared files
website/versioned_sidebars/version-0.9.5-sidebars.json website/sidebars.js website/src/plugins/examples/index.js |
| 18. | 82044803+serena-ruan@users.noreply.github.com | iemejia@gmail.com |
3 shared files
build.sbt core/src/main/scala/com/microsoft/azure/synapse/ml/codegen/CodeGen.scala website/src/pages/index.js |
| 19. | elswork@gmail.com | mhamilton723@gmail.com |
2 shared files
website/versioned_docs/version-0.9.4/getting_started/installation.md website/docs/getting_started/installation.md |
| 20. | SudhindraKovalam@users.noreply.github.com | 64443771+ms-kashyap@users.noreply.github.com |
2 shared files
website/sidebars.js website/src/plugins/examples/index.js |
| 21. | jasowang@microsoft.com | 64443771+ms-kashyap@users.noreply.github.com |
2 shared files
src/test/scala/com/microsoft/azure/synapse/ml/core/test/fuzzing/FuzzingTest.scala website/docs/features/responsible_ai/Data Balance Analysis.md |
| 22. | wenqx@microsoft.com | 80103478+xuwq1993@users.noreply.github.com |
2 shared files
cognitive/src/main/scala/com/microsoft/ml/spark/cognitive/DocumentTranslator.scala cognitive/src/main/scala/com/microsoft/ml/spark/cognitive/TextAnalytics.scala |
| 23. | jasowang@microsoft.com | 80103478+xuwq1993@users.noreply.github.com |
2 shared files
.gitignore notebooks/OpenCV - Pipeline Image Transformations.ipynb |
| 24. | 82044803+serena-ruan@users.noreply.github.com | wenqx@microsoft.com |
2 shared files
cognitive/src/main/scala/com/microsoft/ml/spark/cognitive/TextAnalytics.scala cognitive/src/test/scala/com/microsoft/ml/spark/cognitive/split1/AnamolyDetectionSuite.scala |
| 25. | wenqx@microsoft.com | mhamilton723@gmail.com |
1 shared file
cognitive/src/test/scala/com/microsoft/ml/spark/cognitive/split1/TextAnalyticsSuite.scala |
| 26. | iemejia@gmail.com | marcozo@microsoft.com |
1 shared file
build.sbt |
| 27. | iemejia@gmail.com | jasowang@microsoft.com |
1 shared file
build.sbt |
| 28. | marcozo@microsoft.com | jasowang@microsoft.com |
1 shared file
build.sbt |
| 29. | thl1998228@gmail.com | ilmat@microsoft.com |
1 shared file
lightgbm/src/main/scala/com/microsoft/azure/synapse/ml/lightgbm/params/TrainParams.scala |
| 30. | thl1998228@gmail.com | mhamilton723@gmail.com |
1 shared file
lightgbm/src/main/scala/com/microsoft/azure/synapse/ml/lightgbm/params/TrainParams.scala |
| 31. | jasowang@microsoft.com | 82470223+ezherdeva@users.noreply.github.com |
1 shared file
src/test/scala/com/microsoft/azure/synapse/ml/core/test/fuzzing/FuzzingTest.scala |
| 32. | 82470223+ezherdeva@users.noreply.github.com | 82044803+serena-ruan@users.noreply.github.com |
1 shared file
src/test/scala/com/microsoft/azure/synapse/ml/core/test/fuzzing/FuzzingTest.scala |
| 33. | 82470223+ezherdeva@users.noreply.github.com | 64443771+ms-kashyap@users.noreply.github.com |
1 shared file
src/test/scala/com/microsoft/azure/synapse/ml/core/test/fuzzing/FuzzingTest.scala |
| 34. | 18224647+liyzcj@users.noreply.github.com | ilmat@microsoft.com |
1 shared file
lightgbm/src/main/scala/com/microsoft/azure/synapse/ml/lightgbm/LightGBMRanker.scala |
| 35. | 18224647+liyzcj@users.noreply.github.com | contact@dungnt.net |
1 shared file
lightgbm/src/main/scala/com/microsoft/azure/synapse/ml/lightgbm/LightGBMRanker.scala |
| 36. | 18224647+liyzcj@users.noreply.github.com | mhamilton723@gmail.com |
1 shared file
lightgbm/src/main/scala/com/microsoft/azure/synapse/ml/lightgbm/LightGBMRanker.scala |
| 37. | mhamilton723@gmail.com | martin.ku@skysource.com.tw |
1 shared file
README.md |
| 38. | mhamilton723@gmail.com | uchikun17@gmail.com |
1 shared file
README.md |
| 39. | 82044803+serena-ruan@users.noreply.github.com | martin.ku@skysource.com.tw |
1 shared file
README.md |
| 40. | 82044803+serena-ruan@users.noreply.github.com | ilmat@microsoft.com |
1 shared file
README.md |
| 41. | 82044803+serena-ruan@users.noreply.github.com | uchikun17@gmail.com |
1 shared file
README.md |
| 42. | martin.ku@skysource.com.tw | ilmat@microsoft.com |
1 shared file
README.md |
| 43. | martin.ku@skysource.com.tw | 80103478+xuwq1993@users.noreply.github.com |
1 shared file
README.md |
| 44. | martin.ku@skysource.com.tw | uchikun17@gmail.com |
1 shared file
README.md |
| 45. | ilmat@microsoft.com | 80103478+xuwq1993@users.noreply.github.com |
1 shared file
README.md |
| 46. | ilmat@microsoft.com | uchikun17@gmail.com |
1 shared file
README.md |
| 47. | 80103478+xuwq1993@users.noreply.github.com | uchikun17@gmail.com |
1 shared file
README.md |
| 48. | 49699333+dependabot[bot]@users.noreply.github.com | 82044803+serena-ruan@users.noreply.github.com |
1 shared file
website/yarn.lock |
| 49. | 49699333+dependabot[bot]@users.noreply.github.com | jasowang@microsoft.com |
1 shared file
website/yarn.lock |
| 50. | 49699333+dependabot[bot]@users.noreply.github.com | mhamilton723@gmail.com |
1 shared file
website/yarn.lock |
| 51. | 82044803+serena-ruan@users.noreply.github.com | elswork@gmail.com |
1 shared file
website/docs/getting_started/installation.md |
| 52. | jasowang@microsoft.com | ilmat@microsoft.com |
1 shared file
notebooks/Interpretability - Explanation Dashboard.ipynb |
| 53. | iemejia@gmail.com | 64443771+ms-kashyap@users.noreply.github.com |
1 shared file
website/src/pages/index.js |
| 54. | marcozo@microsoft.com | 64443771+ms-kashyap@users.noreply.github.com |
1 shared file
pipeline.yaml |
| 55. | marcozo@microsoft.com | 80103478+xuwq1993@users.noreply.github.com |
1 shared file
pipeline.yaml |
| 56. | 64443771+ms-kashyap@users.noreply.github.com | 80103478+xuwq1993@users.noreply.github.com |
1 shared file
pipeline.yaml |
| 57. | 82044803+serena-ruan@users.noreply.github.com | stuartle@microsoft.com |
1 shared file
core/src/test/scala/com/microsoft/azure/synapse/ml/nbtest/DatabricksUtilities.scala |
| 58. | marcozo@microsoft.com | SudhindraKovalam@users.noreply.github.com |
1 shared file
core/src/test/scala/com/microsoft/azure/synapse/ml/Secrets.scala |
| 59. | ocworld@gmail.com | mhamilton723@gmail.com |
1 shared file
core/src/main/scala/com/microsoft/azure/synapse/ml/core/env/NativeLoader.java |
29 contributors (258 commits):
| # | Contributor |
First Commit |
Latest Commit |
Commits Count |
|---|---|---|---|---|
| 1. | mhamilton723@gmail.com | 2017-10-27 | 2022-01-18 | 94 (36%) |
| 2. | wenqx@microsoft.com | 2021-03-17 | 2021-09-13 | 27 (10%) |
| 3. | 82044803+serena-ruan@users.noreply.github.com | 2021-04-30 | 2022-01-27 | 26 (10%) |
| 4. | ilmat@microsoft.com | 2017-06-05 | 2021-12-03 | 25 (9%) |
| 5. | jasowang@microsoft.com | 2021-06-09 | 2022-01-28 | 21 (8%) |
| 6. | 80103478+xuwq1993@users.noreply.github.com | 2021-03-05 | 2021-10-13 | 11 (4%) |
| 7. | marhamil@microsoft.com | 2017-05-16 | 2021-04-15 | 10 (3%) |
| 8. | jasonwang_83@hotmail.com | 2021-06-23 | 2021-06-25 | 9 (3%) |
| 9. | stuartle@microsoft.com | 2021-11-08 | 2021-12-16 | 5 (1%) |
| 10. | 49699333+dependabot[bot]@users.noreply.github.com | 2021-12-01 | 2022-01-24 | 4 (1%) |
| 11. | 64443771+ms-kashyap@users.noreply.github.com | 2021-10-22 | 2021-11-06 | 4 (1%) |
| 12. | dciborow@microsoft.com | 2018-10-30 | 2021-03-01 | 3 (1%) |
| 13. | SudhindraKovalam@users.noreply.github.com | 2021-12-10 | 2022-01-14 | 2 (<1%) |
| 14. | 82470223+ezherdeva@users.noreply.github.com | 2021-12-20 | 2022-01-14 | 2 (<1%) |
| 15. | marcozo@microsoft.com | 2019-02-27 | 2021-12-17 | 1 (<1%) |
| 16. | rolevin@microsoft.com | 2020-08-04 | 2021-02-10 | 1 (<1%) |
| 17. | ocworld@gmail.com | 2019-12-09 | 2022-01-03 | 1 (<1%) |
| 18. | 18224647+liyzcj@users.noreply.github.com | 2022-01-28 | 2022-01-28 | 1 (<1%) |
| 19. | iemejia@gmail.com | 2022-01-10 | 2022-01-10 | 1 (<1%) |
| 20. | martin.ku@skysource.com.tw | 2021-12-23 | 2021-12-23 | 1 (<1%) |
| 21. | thl1998228@gmail.com | 2021-12-10 | 2021-12-10 | 1 (<1%) |
| 22. | contact@dungnt.net | 2021-11-30 | 2021-11-30 | 1 (<1%) |
| 23. | elswork@gmail.com | 2021-11-24 | 2021-11-24 | 1 (<1%) |
| 24. | 15657497+avanunts@users.noreply.github.com | 2021-10-14 | 2021-10-14 | 1 (<1%) |
| 25. | uchikun17@gmail.com | 2021-08-27 | 2021-08-27 | 1 (<1%) |
| 26. | 54136699+ashishsarout@users.noreply.github.com | 2021-08-20 | 2021-08-20 | 1 (<1%) |
| 27. | 35308202+jtinkus@users.noreply.github.com | 2021-06-01 | 2021-06-01 | 1 (<1%) |
| 28. | mmaitre314@users.noreply.github.com | 2021-02-22 | 2021-02-22 | 1 (<1%) |
| 29. | 39083646+SharathChandra-AV@users.noreply.github.com | 2021-02-03 | 2021-02-03 | 1 (<1%) |
Contributor Dependencies
A contributor dependency is detected if two contributors have changed the same files in the past 365 days.
C-median: 5.5
A half of the contributors has more than 5.5 connections, and a half has less than this number.
C-mean: 7.1
An average number of connections a contributor has with other contributors.
C-index: 8.0
There are 8.0 contributors with 8.0 or more connections.
Most Connected Contributors
| Contributor | # connections | # commits | |
|---|---|---|---|
| 1. | mhamilton723@gmail.com | 25 | 94 |
| 2. | 82044803+serena-ruan@users.noreply.github.com | 21 | 26 |
| 3. | ilmat@microsoft.com | 15 | 25 |
| 4. | jasowang@microsoft.com | 13 | 21 |
| 5. | 80103478+xuwq1993@users.noreply.github.com | 13 | 11 |
| 6. | marhamil@microsoft.com | 13 | 10 |
| 7. | 64443771+ms-kashyap@users.noreply.github.com | 10 | 4 |
| 8. | marcozo@microsoft.com | 10 | 1 |
| 9. | jasonwang_83@hotmail.com | 8 | 9 |
| 10. | iemejia@gmail.com | 8 | 1 |
| 11. | wenqx@microsoft.com | 7 | 27 |
| 12. | rolevin@microsoft.com | 7 | 1 |
| 13. | martin.ku@skysource.com.tw | 7 | 1 |
| 14. | uchikun17@gmail.com | 7 | 1 |
| 15. | SudhindraKovalam@users.noreply.github.com | 4 | 2 |
| 16. | 82470223+ezherdeva@users.noreply.github.com | 4 | 2 |
| 17. | 49699333+dependabot[bot]@users.noreply.github.com | 3 | 4 |
| 18. | dciborow@microsoft.com | 3 | 3 |
| 19. | 18224647+liyzcj@users.noreply.github.com | 3 | 1 |
| 20. | contact@dungnt.net | 3 | 1 |
| 21. | 35308202+jtinkus@users.noreply.github.com | 3 | 1 |
| 22. | 39083646+SharathChandra-AV@users.noreply.github.com | 3 | 1 |
| 23. | stuartle@microsoft.com | 2 | 5 |
| 24. | thl1998228@gmail.com | 2 | 1 |
| 25. | elswork@gmail.com | 2 | 1 |
| 26. | 15657497+avanunts@users.noreply.github.com | 2 | 1 |
| 27. | ocworld@gmail.com | 1 | 1 |
| 28. | mmaitre314@users.noreply.github.com | 1 | 1 |
| 29. | 54136699+ashishsarout@users.noreply.github.com | 0 | 1 |
Contributor Dependencies via Shared Files
show graph...
The number on lines shows the number of same files that both persons changed in past 365 days.
- open 3D force graph
Contributor 1
Contributor 2
# shared files
1.
mhamilton723@gmail.com
82044803+serena-ruan@users.noreply.github.com
151 shared files
tools/tests/run_r_tests.R
notebooks/AzureSearchIndex - Met Artworks.ipynb
cognitive/src/test/scala/com/microsoft/ml/spark/cognitive/split1/ComputerVisionSuite.scala
website/versioned_docs/version-0.9.4/documentation/estimators/core/_IsolationForest.md
cognitive/src/test/scala/com/microsoft/ml/spark/cognitive/split1/TranslatorSuite.scala
website/versioned_docs/version-0.9.1/documentation/transformers/cognitive/_ComputerVision.md
src/main/scala/com/microsoft/ml/spark/cognitive/ComputerVision.scala
website/sidebars.js
cognitive/src/main/scala/com/microsoft/ml/spark/cognitive/FormRecognizerSchemas.scala
website/versioned_docs/version-0.9.1/documentation/transformers/core/_SuperpixelTransformer.md
src/test/scala/com/microsoft/azure/synapse/ml/core/test/fuzzing/FuzzingTest.scala
src/main/scala/com/microsoft/ml/spark/cognitive/BingImageSearch.scala
cognitive/src/test/scala/com/microsoft/ml/spark/cognitive/split1/ImageSearchSuite.scala
notebooks/features/CognitiveServices - Overview.ipynb
notebooks/features/regression/Regression - Flight Delays.ipynb
README.md
website/versioned_docs/version-0.9.4/documentation/transformers/cognitive/_Translator.md
core/src/test/python/setup.py
notebooks/features/vw/Vowpal Wabbit - Overview.ipynb
project/CondaPlugin.scala
notebooks/ONNX - Inference on Spark.ipynb
core/src/main/scala/com/microsoft/azure/synapse/ml/train/ComputePerInstanceStatistics.scala
website/versioned_docs/version-0.9.1/documentation/estimators/core/_Featurize.md
website/yarn.lock
website/docs/reference/datasets.md
.gitignore
project/Secrets.scala
cognitive/src/main/scala/com/microsoft/azure/synapse/ml/cognitive/FormOntologyLearner.scala
notebooks/Classification - Adult Census.ipynb
website/docs/about.md
website/versioned_docs/version-0.9.1/documentation/estimators/_LightGBM.md
core/src/test/scala/com/microsoft/azure/synapse/ml/core/test/fuzzing/Fuzzing.scala
cognitive/src/test/scala/com/microsoft/azure/synapse/ml/cognitive/split1/TranslatorSuite.scala
website/versioned_docs/version-0.9.1/features/responsible_ai/Interpretability - Image Explainers.md
notebooks/Vowpal Wabbit - Overview.ipynb
cognitive/src/test/scala/com/microsoft/ml/spark/cognitive/split1/FaceSuite.scala
website/blog/2019-10-02-MMLSpark empowering AI for Good with Mark Hamilton.md
notebooks/Regression - Vowpal Wabbit vs. LightGBM vs. Linear Regressor.ipynb
notebooks/features/responsible_ai/Interpretability - Image Explainers.ipynb
src/main/scala/com/microsoft/ml/spark/image/ImageSetAugmenter.scala
website/docusaurus.config.js
website/versioned_docs/version-0.9.1/documentation/transformers/core/_IO.md
website/versioned_docs/version-0.9.1/examples/text_analytics/TextAnalytics - Amazon Book Reviews.md
website/versioned_docs/version-0.9.1/documentation/estimators/core/_Recommendation.md
notebooks/CognitiveServices - Predictive Maintenance.ipynb
website/versioned_docs/version-0.9.1/documentation/transformers/cognitive/_SpeechToText.md
core/src/test/scala/com/microsoft/azure/synapse/ml/train/VerifyComputePerInstanceStatistics.scala
core/src/test/scala/com/microsoft/ml/spark/Secrets.scala
website/versioned_docs/version-0.9.1/documentation/transformers/core/_Explainers.md
website/versioned_docs/version-0.9.1/documentation/transformers/core/_Stages.md
notebooks/Regression - Auto Imports.ipynb
src/main/scala/com/microsoft/ml/spark/cognitive/TextAnalytics.scala
website/versioned_docs/version-0.9.1/documentation/transformers/_OpenCV.md
notebooks/examples/classification/Classification - Adult Census.ipynb
website/versioned_docs/version-0.9.1/examples/responsible_ai/ModelInterpretability - Snow Leopard Detection.md
website/docs/reference/cyber.md
website/versioned_docs/version-0.9.1/documentation/estimators/core/_AutoML.md
core/src/main/python/synapse/README.txt
pipeline.yaml
website/src/css/custom.css
notebooks/CyberML - Anomalous Access Detection.ipynb
core/src/test/scala/com/microsoft/azure/synapse/ml/train/VerifyComputeModelStatistics.scala
core/src/test/scala/com/microsoft/azure/synapse/ml/train/VerifyTrainClassifier.scala
notebooks/examples/AzureSearchIndex - Met Artworks.ipynb
website/versioned_docs/version-0.9.1/documentation/transformers/core/_Image.md
src/main/scala/com/microsoft/ml/spark/featurize/text/MultiNGram.scala
cognitive/src/main/scala/com/microsoft/ml/spark/cognitive/FormRecognizer.scala
src/main/scala/com/microsoft/ml/spark/recommendation/RankingTrainValidationSplit.scala
cognitive/src/test/scala/com/microsoft/ml/spark/cognitive/split1/AnamolyDetectionSuite.scala
website/versions.json
core/src/main/scala/com/microsoft/azure/synapse/ml/core/schema/SparkSchema.scala
notebooks/Cognitive Services - Overview.ipynb
core/src/test/scala/com/microsoft/azure/synapse/ml/codegen/TestGen.scala
core/src/main/scala/com/microsoft/azure/synapse/ml/train/ComputeModelStatistics.scala
website/src/plugins/examples/index.js
project/CodegenPlugin.scala
cognitive/src/main/scala/com/microsoft/ml/spark/cognitive/CognitiveServiceBase.scala
website/versioned_docs/version-0.9.1/documentation/estimators/core/_Stages.md
notebooks/features/cognitive_services/CognitiveServices - Overview.ipynb
project/build.scala
notebooks/features/regression/Regression - Flight Delays with DataCleaning.ipynb
website/versioned_docs/version-0.9.1/documentation/transformers/deep_learning/_ONNXModel.md
cognitive/src/main/scala/com/microsoft/azure/synapse/ml/cognitive/MultivariateAnomalyDetection.scala
website/versioned_docs/version-0.9.1/documentation/transformers/cognitive/_FormRecognizer.md
website/versioned_docs/version-0.9.1/documentation/estimators/_VW.md
core/src/test/scala/com/microsoft/azure/synapse/ml/core/schema/VerifySparkSchema.scala
build.sbt
website/docs/features/responsible_ai/Model Interpretation on Spark.md
src/main/scala/com/microsoft/ml/spark/featurize/ValueIndexer.scala
website/docs/reference/R-setup.md
website/versioned_docs/version-0.9.1/features/CognitiveServices - Overview.md
notebooks/SparkServing - Deploying a Classifier.ipynb
core/src/main/scala/com/microsoft/azure/synapse/ml/codegen/CodeGen.scala
src/main/scala/com/microsoft/ml/spark/cognitive/CognitiveServiceBase.scala
notebooks/Interpretability - Image Explainers.ipynb
website/versioned_docs/version-0.9.1/documentation/transformers/cognitive/_BingImageSearch.md
src/main/scala/com/microsoft/ml/spark/stages/ClassBalancer.scala
website/versioned_docs/version-0.9.1/documentation/transformers/cognitive/_AnomalyDetection.md
environment.yaml
notebooks/examples/text_analytics/TextAnalytics - Amazon Book Reviews.ipynb
...
2.
82044803+serena-ruan@users.noreply.github.com
marhamil@microsoft.com
70 shared files
tools/tests/run_r_tests.R
src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMRanker.scala
src/main/scala/com/microsoft/ml/spark/vw/VowpalWabbitRegressor.scala
src/main/scala/com/microsoft/ml/spark/recommendation/RecommendationIndexer.scala
src/main/scala/com/microsoft/ml/spark/featurize/CleanMissingData.scala
src/main/scala/com/microsoft/ml/spark/cognitive/BingImageSearch.scala
src/main/scala/com/microsoft/ml/spark/vw/VowpalWabbitContextualBandit.scala
src/main/scala/com/microsoft/ml/spark/stages/DropColumns.scala
src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMClassifier.scala
src/main/scala/com/microsoft/ml/spark/recommendation/SARModel.scala
.gitignore
project/Secrets.scala
src/main/scala/com/microsoft/ml/spark/vw/VowpalWabbitClassifier.scala
src/main/scala/com/microsoft/ml/spark/vw/VectorZipper.scala
src/main/scala/com/microsoft/ml/spark/image/UnrollImage.scala
src/main/scala/com/microsoft/ml/spark/featurize/text/PageSplitter.scala
src/main/scala/com/microsoft/ml/spark/cntk/CNTKModel.scala
src/main/scala/com/microsoft/ml/spark/stages/Lambda.scala
src/main/scala/com/microsoft/ml/spark/recommendation/SAR.scala
src/main/scala/com/microsoft/ml/spark/stages/StratifiedRepartition.scala
src/main/scala/com/microsoft/ml/spark/opencv/ImageTransformer.scala
src/main/scala/com/microsoft/ml/spark/featurize/CountSelector.scala
src/main/scala/com/microsoft/ml/spark/featurize/IndexToValue.scala
src/main/scala/com/microsoft/ml/spark/image/ImageSetAugmenter.scala
src/main/scala/com/microsoft/ml/spark/stages/Repartition.scala
src/main/scala/com/microsoft/ml/spark/train/ComputePerInstanceStatistics.scala
src/main/scala/com/microsoft/ml/spark/train/ComputeModelStatistics.scala
src/main/scala/com/microsoft/ml/spark/featurize/DataConversion.scala
src/main/scala/com/microsoft/ml/spark/image/ImageFeaturizer.scala
src/main/scala/com/microsoft/ml/spark/stages/RenameColumn.scala
pipeline.yaml
src/main/scala/com/microsoft/ml/spark/train/TrainRegressor.scala
src/main/scala/com/microsoft/ml/spark/io/http/SimpleHTTPTransformer.scala
src/main/scala/com/microsoft/ml/spark/stages/SelectColumns.scala
src/main/scala/com/microsoft/ml/spark/stages/UnicodeNormalize.scala
src/main/scala/com/microsoft/ml/spark/io/http/HTTPTransformer.scala
src/main/scala/com/microsoft/ml/spark/featurize/text/MultiNGram.scala
src/main/scala/com/microsoft/ml/spark/recommendation/RankingTrainValidationSplit.scala
src/main/scala/com/microsoft/ml/spark/vw/VowpalWabbitFeaturizer.scala
src/main/scala/com/microsoft/ml/spark/featurize/Featurize.scala
project/build.scala
src/main/scala/com/microsoft/ml/spark/nn/KNN.scala
src/main/scala/com/microsoft/ml/spark/stages/TextPreprocessor.scala
src/main/scala/com/microsoft/ml/spark/recommendation/RankingAdapter.scala
src/main/scala/com/microsoft/ml/spark/lime/TextLIME.scala
build.sbt
src/main/scala/com/microsoft/ml/spark/stages/EnsembleByKey.scala
src/main/scala/com/microsoft/ml/spark/featurize/ValueIndexer.scala
src/main/scala/com/microsoft/ml/spark/stages/UDFTransformer.scala
src/main/scala/com/microsoft/ml/spark/cognitive/CognitiveServiceBase.scala
src/main/scala/com/microsoft/ml/spark/stages/ClassBalancer.scala
src/main/scala/com/microsoft/ml/spark/train/TrainClassifier.scala
src/main/scala/com/microsoft/ml/spark/stages/Explode.scala
environment.yaml
src/main/scala/com/microsoft/ml/spark/stages/Cacher.scala
src/main/scala/com/microsoft/ml/spark/lime/SuperpixelTransformer.scala
src/main/scala/com/microsoft/ml/spark/image/ResizeImageTransformer.scala
src/main/scala/com/microsoft/ml/spark/stages/MiniBatchTransformer.scala
src/main/scala/com/microsoft/ml/spark/lime/LIME.scala
src/main/scala/com/microsoft/ml/spark/io/http/Parsers.scala
src/main/scala/com/microsoft/ml/spark/vw/VowpalWabbitInteractions.scala
src/main/scala/com/microsoft/ml/spark/automl/TuneHyperparameters.scala
src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMRegressor.scala
src/main/scala/com/microsoft/ml/spark/automl/FindBestModel.scala
src/main/scala/com/microsoft/ml/spark/stages/MultiColumnAdapter.scala
src/main/scala/com/microsoft/ml/spark/stages/SummarizeData.scala
src/main/scala/com/microsoft/ml/spark/isolationforest/IsolationForest.scala
src/main/scala/com/microsoft/ml/spark/stages/Timer.scala
src/main/scala/com/microsoft/ml/spark/cognitive/SpeechToTextSDK.scala
src/main/scala/com/microsoft/ml/spark/featurize/text/TextFeaturizer.scala
3.
jasowang@microsoft.com
mhamilton723@gmail.com
67 shared files
core/src/main/scala/com/microsoft/ml/spark/lime/TextLIME.scala
notebooks/Interpretability - Tabular SHAP explainer.ipynb
core/src/main/scala/com/microsoft/ml/spark/stages/MiniBatchTransformer.scala
core/src/main/scala/com/microsoft/ml/spark/explainers/KernelSHAPSampler.scala
core/src/test/scala/com/microsoft/ml/spark/explainers/split1/VectorSHAPExplainerSuite.scala
core/src/main/scala/com/microsoft/ml/spark/explainers/LIMESampler.scala
core/src/test/scala/com/microsoft/azure/synapse/ml/core/test/base/TestBase.scala
src/test/scala/com/microsoft/azure/synapse/ml/core/test/fuzzing/FuzzingTest.scala
src/main/scala/com/microsoft/ml/spark/cognitive/BingImageSearch.scala
tools/docker/minimal/Dockerfile
core/src/main/scala/com/microsoft/ml/spark/explainers/LIMEBase.scala
tools/docker/demo/Dockerfile
core/src/main/scala/com/microsoft/ml/spark/explainers/TabularLIME.scala
notebooks/ONNX - Inference on Spark.ipynb
vw/src/main/scala/com/microsoft/azure/synapse/ml/vw/VowpalWabbitBaseModel.scala
website/yarn.lock
core/src/main/scala/com/microsoft/ml/spark/core/schema/ImageSchemaUtils.scala
.gitignore
core/src/main/scala/com/microsoft/azure/synapse/ml/io/binary/BinaryFileFormat.scala
src/test/scala/com/microsoft/ml/spark/core/test/fuzzing/FuzzingTest.scala
core/src/test/scala/com/microsoft/azure/synapse/ml/explainers/split1/VectorLIMEExplainerSuite.scala
core/src/main/scala/com/microsoft/ml/spark/lime/LIME.scala
deep-learning/src/test/scala/com/microsoft/ml/spark/lime/ImageLIMESuite.scala
core/src/main/python/mmlspark/core/serialize/java_params_patch.py
core/src/test/scala/com/microsoft/ml/spark/explainers/split1/TextExplainersSuite.scala
opencv/src/main/python/mmlspark/opencv/ImageTransformer.py
core/src/main/scala/com/microsoft/azure/synapse/ml/explainers/KernelSHAPBase.scala
core/src/main/scala/com/microsoft/azure/synapse/ml/explainers/LIMEBase.scala
core/src/test/scala/com/microsoft/ml/spark/lime/TextLIMESuite.scala
website/docusaurus.config.js
deep-learning/src/main/scala/com/microsoft/ml/spark/cntk/CNTKModel.scala
pipeline.yaml
core/src/test/scala/com/microsoft/ml/spark/explainers/split1/TabularSHAPExplainerSuite.scala
core/src/main/scala/com/microsoft/ml/spark/explainers/LassoRegression.scala
src/main/scala/com/microsoft/ml/spark/featurize/text/MultiNGram.scala
src/main/scala/com/microsoft/ml/spark/cognitive/ImageSearchSchemas.scala
core/src/test/scala/com/microsoft/ml/spark/nbtest/DatabricksUtilities.scala
deep-learning/src/test/scala/com/microsoft/ml/spark/explainers/split2/ImageLIMEExplainerSuite.scala
core/src/test/scala/com/microsoft/ml/spark/core/test/base/TestBase.scala
core/src/test/scala/com/microsoft/ml/spark/explainers/split1/SamplerSuite.scala
core/src/main/scala/com/microsoft/azure/synapse/ml/train/ComputeModelStatistics.scala
deep-learning/src/test/scala/com/microsoft/ml/spark/explainers/split3/ImageSHAPExplainerSuite.scala
core/src/test/scala/com/microsoft/ml/spark/explainers/split1/TabularLIMEExplainerSuite.scala
opencv/src/main/scala/com/microsoft/ml/spark/opencv/ImageTransformer.scala
build.sbt
notebooks/features/responsible_ai/DataBalanceAnalysis - Adult Census Income.ipynb
opencv/src/test/scala/com/microsoft/ml/spark/opencv/ImageTransformerSuite.scala
website/docs/features/responsible_ai/Data Balance Analysis.md
core/src/test/scala/com/microsoft/ml/spark/explainers/split1/LassoRegressionSuite.scala
notebooks/Interpretability - Image Explainers.ipynb
src/main/scala/org/apache/spark/ml/param/DataFrameParam.scala
core/src/main/scala/com/microsoft/ml/spark/explainers/Sampler.scala
core/src/test/scala/com/microsoft/ml/spark/explainers/split1/VectorLIMEExplainerSuite.scala
notebooks/OpenCV - Pipeline Image Transformations.ipynb
notebooks/DeepLearning - Flower Image Classification.ipynb
deep-learning/src/test/scala/com/microsoft/ml/spark/cntk/CNTKModelSuite.scala
tools/docker/developer/Dockerfile
core/src/main/scala/com/microsoft/ml/spark/explainers/KernelSHAPBase.scala
core/src/test/scala/com/microsoft/ml/spark/lime/LIMESuite.scala
docs/onnx.md
website/package.json
src/main/scala/com/microsoft/ml/spark/core/utils/ModelEquality.scala
core/src/main/scala/org/apache/spark/ml/source/image/PatchedImageFileFormat.scala
src/test/scala/com/microsoft/ml/spark/core/test/base/TestBase.scala
src/main/scala/com/microsoft/ml/spark/cognitive/SpeechToTextSDK.scala
core/src/main/scala/com/microsoft/azure/synapse/ml/isolationforest/IsolationForest.scala
core/src/main/scala/com/microsoft/azure/synapse/ml/explainers/RegressionBase.scala
4.
mhamilton723@gmail.com
marhamil@microsoft.com
49 shared files
tools/tests/run_r_tests.R
src/test/scala/com/microsoft/ml/spark/recommendation/RankingTestBase.scala
src/main/scala/com/microsoft/ml/spark/cognitive/BingImageSearch.scala
src/test/scala/com/microsoft/ml/spark/train/VerifyTrainRegressor.scala
src/test/scala/com/microsoft/ml/spark/core/utils/JarLoadingUtils.scala
src/test/scala/com/microsoft/ml/spark/core/serialize/ValidateComplexParamSerializer.scala
src/test/scala/com/microsoft/ml/spark/codegen/CodeGen.scala
src/test/scala/com/microsoft/ml/spark/codegen/WrapperGenerator.scala
notebooks/samples/Classification - Adult Census.ipynb
.gitignore
project/Secrets.scala
src/test/scala/com/microsoft/ml/spark/core/test/fuzzing/FuzzingTest.scala
src/test/scala/com/microsoft/ml/spark/cognitive/split3/SpeechToTextSDKSuite.scala
src/test/scala/com/microsoft/ml/spark/Secrets.scala
src/main/scala/com/microsoft/ml/spark/image/ImageSetAugmenter.scala
src/test/scala/com/microsoft/ml/spark/cognitive/split1/ComputerVisionSuite.scala
src/main/scala/org/apache/spark/ml/param/PythonWrappableParam.scala
src/test/scala/com/microsoft/ml/spark/train/VerifyTrainClassifier.scala
pipeline.yaml
src/main/scala/org/apache/spark/ml/param/UntypedArrayParam.scala
src/test/scala/com/microsoft/ml/spark/lime/LIMESuite.scala
src/main/scala/com/microsoft/ml/spark/featurize/text/MultiNGram.scala
src/main/scala/com/microsoft/ml/spark/recommendation/RankingTrainValidationSplit.scala
src/test/scala/com/microsoft/ml/spark/featurize/text/TextFeaturizerSpec.scala
src/test/scala/com/microsoft/ml/spark/isolationforest/VerifyIsolationForest.scala
project/build.scala
src/test/scala/com/microsoft/ml/spark/cognitive/split1/TextAnalyticsSuite.scala
src/test/scala/com/microsoft/ml/spark/core/test/fuzzing/Fuzzing.scala
build.sbt
src/test/scala/com/microsoft/ml/spark/automl/VerifyFindBestModel.scala
src/main/scala/com/microsoft/ml/spark/featurize/ValueIndexer.scala
src/main/scala/com/microsoft/ml/spark/cognitive/CognitiveServiceBase.scala
src/main/scala/org/apache/spark/ml/param/DataFrameParam.scala
src/main/scala/com/microsoft/ml/spark/stages/ClassBalancer.scala
environment.yaml
src/main/scala/org/apache/spark/ml/param/JsonEncodableParam.scala
src/main/scala/com/microsoft/ml/spark/image/ResizeImageTransformer.scala
src/test/scala/com/microsoft/ml/spark/image/ImageFeaturizerSuite.scala
src/test/scala/com/microsoft/ml/spark/cognitive/split2/SearchWriterSuite.scala
src/test/scala/com/microsoft/ml/spark/stages/MiniBatchTransformerSuite.scala
src/main/scala/com/microsoft/ml/spark/lime/LIME.scala
src/test/scala/com/microsoft/ml/spark/lightgbm/split1/VerifyLightGBMClassifier.scala
src/test/scala/com/microsoft/ml/spark/automl/VerifyTuneHyperparameters.scala
src/test/scala/com/microsoft/ml/spark/lime/TextLIMESuite.scala
src/test/scala/com/microsoft/ml/spark/cognitive/split1/AnamolyDetectionSuite.scala
src/test/scala/com/microsoft/ml/spark/train/VerifyComputeModelStatistics.scala
src/main/scala/com/microsoft/ml/spark/core/utils/ModelEquality.scala
src/main/scala/com/microsoft/ml/spark/cognitive/SpeechToTextSDK.scala
src/test/scala/com/microsoft/ml/spark/featurize/VerifyFeaturize.scala
5.
ilmat@microsoft.com
mhamilton723@gmail.com
40 shared files
lightgbm/src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMConstants.scala
lightgbm/src/main/scala/com/microsoft/ml/spark/lightgbm/dataset/DatasetUtils.scala
lightgbm/src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMRegressor.scala
lightgbm/src/test/scala/com/microsoft/azure/synapse/ml/lightgbm/split2/VerifyLightGBMRegressor.scala
lightgbm/src/main/scala/com/microsoft/azure/synapse/ml/lightgbm/params/TrainParams.scala
lightgbm/src/main/scala/com/microsoft/azure/synapse/ml/lightgbm/LightGBMRegressor.scala
lightgbm/src/main/scala/com/microsoft/azure/synapse/ml/lightgbm/SharedState.scala
README.md
src/test/scala/com/microsoft/ml/spark/lightgbm/split2/VerifyLightGBMRanker.scala
project/Secrets.scala
lightgbm/src/main/scala/com/microsoft/azure/synapse/ml/lightgbm/TaskTrainingMethods.scala
src/test/scala/com/microsoft/ml/spark/flaky/PartitionConsolidatorSuite.scala
lightgbm/src/test/scala/com/microsoft/azure/synapse/ml/lightgbm/split1/VerifyLightGBMClassifier.scala
lightgbm/src/main/scala/com/microsoft/azure/synapse/ml/lightgbm/LightGBMBase.scala
core/src/main/scala/org/apache/spark/injections/BlockManagerUtils.scala
core/src/main/scala/com/microsoft/ml/spark/stages/PartitionConsolidator.scala
lightgbm/src/test/scala/com/microsoft/ml/spark/lightgbm/split2/VerifyLightGBMRanker.scala
lightgbm/src/main/scala/com/microsoft/ml/spark/lightgbm/params/LightGBMParams.scala
scalastyle-config.xml
src/test/scala/com/microsoft/ml/spark/lightgbm/split2/VerifyLightGBMRegressor.scala
lightgbm/src/main/scala/com/microsoft/azure/synapse/ml/lightgbm/LightGBMClassifier.scala
lightgbm/src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMBase.scala
lightgbm/src/main/scala/com/microsoft/azure/synapse/ml/lightgbm/TrainUtils.scala
src/test/scala/com/microsoft/ml/spark/cognitive/split1/TextAnalyticsSuite.scala
build.sbt
lightgbm/src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMClassifier.scala
lightgbm/src/main/scala/com/microsoft/azure/synapse/ml/lightgbm/LightGBMRanker.scala
lightgbm/src/main/scala/com/microsoft/ml/spark/lightgbm/dataset/LightGBMDataset.scala
lightgbm/src/main/scala/com/microsoft/azure/synapse/ml/lightgbm/params/LightGBMParams.scala
lightgbm/src/test/scala/com/microsoft/ml/spark/lightgbm/split2/VerifyLightGBMRegressor.scala
lightgbm/src/main/scala/com/microsoft/azure/synapse/ml/lightgbm/dataset/DatasetAggregator.scala
src/test/scala/com/microsoft/ml/spark/lightgbm/split1/VerifyLightGBMClassifier.scala
lightgbm/src/main/scala/com/microsoft/ml/spark/lightgbm/TrainUtils.scala
lightgbm/src/main/scala/com/microsoft/ml/spark/lightgbm/swig/SwigUtils.scala
lightgbm/src/main/scala/com/microsoft/ml/spark/lightgbm/params/TrainParams.scala
core/src/main/scala/com/microsoft/ml/spark/core/utils/ClusterUtil.scala
scalastyle-test-config.xml
lightgbm/src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMRanker.scala
vw/src/main/scala/com/microsoft/ml/spark/vw/VowpalWabbitBase.scala
lightgbm/src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMUtils.scala
6.
mhamilton723@gmail.com
80103478+xuwq1993@users.noreply.github.com
37 shared files
tools/tests/run_r_tests.R
notebooks/AzureSearchIndex - Met Artworks.ipynb
tools/docker/minimal/Dockerfile
README.md
tools/docker/demo/Dockerfile
notebooks/ConditionalKNN - Exploring Art Across Cultures.ipynb
.gitignore
cognitive/src/main/scala/com/microsoft/ml/spark/cognitive/SpeechToTextSDK.scala
notebooks/Classification - Adult Census.ipynb
notebooks/Vowpal Wabbit - Overview.ipynb
notebooks/Regression - Flight Delays.ipynb
notebooks/Regression - Vowpal Wabbit vs. LightGBM vs. Linear Regressor.ipynb
src/test/scala/com/microsoft/ml/spark/nbtest/DatabricksUtilities.scala
notebooks/Classification - Adult Census with Vowpal Wabbit.ipynb
core/src/test/scala/com/microsoft/ml/spark/Secrets.scala
notebooks/Regression - Auto Imports.ipynb
notebooks/CognitiveServices - Celebrity Quote Analysis.ipynb
pipeline.yaml
notebooks/HttpOnSpark - Working with Arbitrary Web APIs.ipynb
cognitive/src/main/scala/com/microsoft/ml/spark/cognitive/FormRecognizer.scala
notebooks/Cognitive Services - Overview.ipynb
cognitive/src/main/scala/com/microsoft/ml/spark/cognitive/CognitiveServiceBase.scala
build.sbt
core/src/test/scala/com/microsoft/ml/spark/nbtest/SynapseTests.scala
cognitive/src/main/scala/com/microsoft/ml/spark/cognitive/SpeechToText.scala
notebooks/SparkServing - Deploying a Classifier.ipynb
environment.yaml
notebooks/OpenCV - Pipeline Image Transformations.ipynb
notebooks/TextAnalytics - Amazon Book Reviews.ipynb
cognitive/src/main/scala/com/microsoft/ml/spark/cognitive/TextAnalytics.scala
notebooks/LightGBM - Overview.ipynb
notebooks/TextAnalytics - Amazon Book Reviews with Word2Vec.ipynb
notebooks/Classification - Before and After MMLSpark.ipynb
core/src/main/scala/com/microsoft/ml/spark/automl/TuneHyperparameters.scala
notebooks/Regression - Flight Delays with DataCleaning.ipynb
notebooks/ModelInterpretation - Snow Leopard Detection.ipynb
notebooks/Classification - Twitter Sentiment with Vowpal Wabbit.ipynb
7.
82044803+serena-ruan@users.noreply.github.com
80103478+xuwq1993@users.noreply.github.com
26 shared files
tools/tests/run_r_tests.R
notebooks/AzureSearchIndex - Met Artworks.ipynb
README.md
cognitive/src/main/scala/com/microsoft/ml/spark/cognitive/DocumentTranslator.scala
cognitive/src/main/scala/com/microsoft/ml/spark/cognitive/TextTranslator.scala
src/main/scala/com/microsoft/ml/spark/vw/VowpalWabbitContextualBandit.scala
.gitignore
notebooks/Classification - Adult Census.ipynb
notebooks/Vowpal Wabbit - Overview.ipynb
notebooks/Regression - Vowpal Wabbit vs. LightGBM vs. Linear Regressor.ipynb
core/src/test/scala/com/microsoft/ml/spark/Secrets.scala
notebooks/Regression - Auto Imports.ipynb
pipeline.yaml
cognitive/src/main/scala/com/microsoft/ml/spark/cognitive/FormRecognizer.scala
notebooks/Cognitive Services - Overview.ipynb
cognitive/src/main/scala/com/microsoft/ml/spark/cognitive/CognitiveServiceBase.scala
build.sbt
notebooks/SparkServing - Deploying a Classifier.ipynb
environment.yaml
src/main/scala/com/microsoft/ml/spark/stages/MiniBatchTransformer.scala
notebooks/TextAnalytics - Amazon Book Reviews.ipynb
cognitive/src/main/scala/com/microsoft/ml/spark/cognitive/TextAnalytics.scala
notebooks/LightGBM - Overview.ipynb
notebooks/TextAnalytics - Amazon Book Reviews with Word2Vec.ipynb
notebooks/Regression - Flight Delays with DataCleaning.ipynb
notebooks/Classification - Twitter Sentiment with Vowpal Wabbit.ipynb
8.
jasowang@microsoft.com
82044803+serena-ruan@users.noreply.github.com
24 shared files
src/main/scala/com/microsoft/ml/spark/recommendation/RecommendationIndexer.scala
src/test/scala/com/microsoft/azure/synapse/ml/core/test/fuzzing/FuzzingTest.scala
src/main/scala/com/microsoft/ml/spark/cognitive/BingImageSearch.scala
notebooks/ONNX - Inference on Spark.ipynb
src/main/scala/com/microsoft/ml/spark/vw/VowpalWabbitContextualBandit.scala
website/yarn.lock
.gitignore
src/main/scala/com/microsoft/ml/spark/vw/VowpalWabbitClassifier.scala
src/main/scala/com/microsoft/ml/spark/cntk/CNTKModel.scala
website/docusaurus.config.js
src/main/scala/com/microsoft/ml/spark/train/ComputeModelStatistics.scala
pipeline.yaml
src/main/scala/com/microsoft/ml/spark/io/http/HTTPTransformer.scala
src/main/scala/com/microsoft/ml/spark/featurize/text/MultiNGram.scala
core/src/main/scala/com/microsoft/azure/synapse/ml/train/ComputeModelStatistics.scala
build.sbt
src/main/scala/com/microsoft/ml/spark/stages/EnsembleByKey.scala
notebooks/Interpretability - Image Explainers.ipynb
notebooks/DeepLearning - Flower Image Classification.ipynb
CODEOWNERS
website/package.json
src/main/scala/com/microsoft/ml/spark/logging/BasicLogging.scala
src/main/scala/com/microsoft/ml/spark/cognitive/SpeechToTextSDK.scala
core/src/main/scala/com/microsoft/azure/synapse/ml/isolationforest/IsolationForest.scala
9.
jasowang@microsoft.com
marhamil@microsoft.com
20 shared files
src/main/scala/com/microsoft/ml/spark/recommendation/RecommendationIndexer.scala
src/main/scala/com/microsoft/ml/spark/cognitive/BingImageSearch.scala
src/main/scala/com/microsoft/ml/spark/vw/VowpalWabbitContextualBandit.scala
.gitignore
src/test/scala/com/microsoft/ml/spark/core/test/fuzzing/FuzzingTest.scala
src/main/scala/com/microsoft/ml/spark/vw/VowpalWabbitClassifier.scala
src/main/scala/com/microsoft/ml/spark/cntk/CNTKModel.scala
src/main/scala/com/microsoft/ml/spark/train/ComputeModelStatistics.scala
pipeline.yaml
src/main/scala/org/apache/spark/ml/param/PipelineStageParam.scala
src/main/scala/com/microsoft/ml/spark/io/http/HTTPTransformer.scala
src/main/scala/com/microsoft/ml/spark/featurize/text/MultiNGram.scala
src/main/scala/org/apache/spark/ml/param/TransformerParam.scala
build.sbt
src/main/scala/org/apache/spark/ml/param/EstimatorParam.scala
src/main/scala/com/microsoft/ml/spark/stages/EnsembleByKey.scala
src/main/scala/org/apache/spark/ml/param/DataFrameParam.scala
src/main/scala/com/microsoft/ml/spark/codegen/Wrappable.scala
src/main/scala/com/microsoft/ml/spark/core/utils/ModelEquality.scala
src/main/scala/com/microsoft/ml/spark/cognitive/SpeechToTextSDK.scala
10.
jasonwang_83@hotmail.com
mhamilton723@gmail.com
19 shared files
core/src/main/scala/com/microsoft/ml/spark/lime/TextLIME.scala
notebooks/Interpretability - Tabular SHAP explainer.ipynb
core/src/main/scala/com/microsoft/ml/spark/explainers/SharedParams.scala
core/src/main/scala/com/microsoft/ml/spark/explainers/LIMEBase.scala
README.md
core/src/main/scala/com/microsoft/ml/spark/explainers/TabularLIME.scala
core/src/main/scala/com/microsoft/ml/spark/explainers/ImageSHAP.scala
core/src/main/scala/com/microsoft/ml/spark/lime/LIME.scala
core/src/main/scala/com/microsoft/ml/spark/explainers/TextSHAP.scala
core/src/main/scala/com/microsoft/ml/spark/explainers/VectorSHAP.scala
core/src/main/scala/com/microsoft/ml/spark/explainers/TabularSHAP.scala
notebooks/Interpretability - Image Explainers.ipynb
notebooks/Interpretability - Text Explainers.ipynb
core/src/test/scala/com/microsoft/ml/spark/explainers/split1/HasExplainTargetSuite.scala
core/src/main/scala/com/microsoft/ml/spark/explainers/KernelSHAPBase.scala
core/src/main/scala/com/microsoft/ml/spark/explainers/VectorLIME.scala
core/src/main/scala/com/microsoft/ml/spark/explainers/TextLIME.scala
core/src/main/scala/com/microsoft/ml/spark/explainers/ImageLIME.scala
core/src/main/scala/com/microsoft/ml/spark/explainers/LocalExplainer.scala
11.
wenqx@microsoft.com
mhamilton723@gmail.com
14 shared files
cognitive/src/test/scala/com/microsoft/ml/spark/cognitive/split1/TextAnalyticsSuite.scala
tools/docker/minimal/Dockerfile
tools/docker/demo/Dockerfile
cognitive/src/main/scala/com/microsoft/ml/spark/cognitive/SpeechToTextSDK.scala
cognitive/src/main/scala/com/microsoft/ml/spark/cognitive/Face.scala
cognitive/src/main/scala/com/microsoft/ml/spark/cognitive/TextAnalyticsSchemas.scala
pipeline.yaml
cognitive/src/test/scala/com/microsoft/ml/spark/cognitive/split1/AnamolyDetectionSuite.scala
cognitive/src/main/scala/com/microsoft/ml/spark/cognitive/CognitiveServiceBase.scala
cognitive/src/main/scala/com/microsoft/ml/spark/cognitive/BingImageSearch.scala
cognitive/src/main/scala/com/microsoft/ml/spark/cognitive/SpeechToText.scala
tools/docker/developer/Dockerfile
cognitive/src/main/scala/com/microsoft/ml/spark/cognitive/TextAnalytics.scala
cognitive/src/main/scala/com/microsoft/ml/spark/cognitive/ComputerVision.scala
12.
ilmat@microsoft.com
marhamil@microsoft.com
13 shared files
src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMRanker.scala
src/main/python/mmlspark/lightgbm/LightGBMRankerModel.py
src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMUtils.scala
src/main/python/mmlspark/lightgbm/LightGBMRegressionModel.py
src/main/python/mmlspark/lightgbm/LightGBMClassificationModel.py
src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMClassifier.scala
project/Secrets.scala
src/test/scala/com/microsoft/ml/spark/cognitive/split1/TextAnalyticsSuite.scala
build.sbt
src/main/scala/com/microsoft/ml/spark/codegen/Wrappable.scala
src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMParams.scala
src/test/scala/com/microsoft/ml/spark/lightgbm/split1/VerifyLightGBMClassifier.scala
src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMRegressor.scala
13.
stuartle@microsoft.com
mhamilton723@gmail.com
10 shared files
core/src/main/scala/com/microsoft/azure/synapse/ml/stages/MiniBatchTransformer.scala
core/src/main/scala/com/microsoft/azure/synapse/ml/io/http/HTTPTransformer.scala
cognitive/src/main/scala/com/microsoft/azure/synapse/ml/cognitive/ComputerVision.scala
core/src/test/scala/com/microsoft/azure/synapse/ml/io/split2/DistributedHTTPSuite.scala
cognitive/src/test/scala/com/microsoft/azure/synapse/ml/cognitive/split1/TextAnalyticsSuite.scala
cognitive/src/main/scala/com/microsoft/azure/synapse/ml/cognitive/TextAnalyticsSchemas.scala
core/src/test/scala/com/microsoft/azure/synapse/ml/nbtest/DatabricksUtilities.scala
cognitive/src/main/scala/com/microsoft/azure/synapse/ml/cognitive/CognitiveServiceBase.scala
core/src/test/scala/com/microsoft/azure/synapse/ml/stages/MiniBatchTransformerSuite.scala
cognitive/src/main/scala/com/microsoft/azure/synapse/ml/cognitive/TextAnalytics.scala
14.
82044803+serena-ruan@users.noreply.github.com
64443771+ms-kashyap@users.noreply.github.com
9 shared files
website/sidebars.js
src/test/scala/com/microsoft/azure/synapse/ml/core/test/fuzzing/FuzzingTest.scala
website/docs/examples/about.md
pipeline.yaml
website/src/plugins/examples/index.js
website/notebookconvert.py
website/docs/features/responsible_ai/Model Interpretation on Spark.md
website/docs/features/onnx/about.md
website/src/pages/index.js
15.
80103478+xuwq1993@users.noreply.github.com
marhamil@microsoft.com
8 shared files
tools/tests/run_r_tests.R
src/main/scala/com/microsoft/ml/spark/vw/VowpalWabbitContextualBandit.scala
.gitignore
pipeline.yaml
build.sbt
environment.yaml
src/main/scala/com/microsoft/ml/spark/stages/MiniBatchTransformer.scala
src/test/R/testthat/setup-spark.R
16.
ilmat@microsoft.com
82044803+serena-ruan@users.noreply.github.com
8 shared files
src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMModelMethods.scala
src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMRanker.scala
README.md
src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMClassifier.scala
project/Secrets.scala
src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMBase.scala
build.sbt
src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMRegressor.scala
17.
mhamilton723@gmail.com
64443771+ms-kashyap@users.noreply.github.com
8 shared files
website/sidebars.js
src/test/scala/com/microsoft/azure/synapse/ml/core/test/fuzzing/FuzzingTest.scala
pipeline.yaml
website/src/plugins/examples/index.js
website/docs/features/responsible_ai/Model Interpretation on Spark.md
website/docs/features/responsible_ai/Data Balance Analysis.md
website/src/pages/index.js
core/src/test/scala/com/microsoft/azure/synapse/ml/exploratory/DataBalanceTestBase.scala
18.
80103478+xuwq1993@users.noreply.github.com
wenqx@microsoft.com
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tools/docker/minimal/Dockerfile
cognitive/src/main/scala/com/microsoft/ml/spark/cognitive/DocumentTranslator.scala
tools/docker/demo/Dockerfile
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pipeline.yaml
cognitive/src/main/scala/com/microsoft/ml/spark/cognitive/CognitiveServiceBase.scala
cognitive/src/main/scala/com/microsoft/ml/spark/cognitive/SpeechToText.scala
cognitive/src/main/scala/com/microsoft/ml/spark/cognitive/TextAnalytics.scala
19.
jasowang@microsoft.com
jasonwang_83@hotmail.com
7 shared files
core/src/main/scala/com/microsoft/ml/spark/lime/TextLIME.scala
notebooks/Interpretability - Tabular SHAP explainer.ipynb
core/src/main/scala/com/microsoft/ml/spark/explainers/LIMEBase.scala
core/src/main/scala/com/microsoft/ml/spark/explainers/TabularLIME.scala
core/src/main/scala/com/microsoft/ml/spark/lime/LIME.scala
notebooks/Interpretability - Image Explainers.ipynb
core/src/main/scala/com/microsoft/ml/spark/explainers/KernelSHAPBase.scala
20.
contact@dungnt.net
mhamilton723@gmail.com
7 shared files
lightgbm/src/main/scala/com/microsoft/azure/synapse/ml/lightgbm/booster/LightGBMBooster.scala
lightgbm/src/main/scala/com/microsoft/azure/synapse/ml/lightgbm/LightGBMRegressor.scala
lightgbm/src/test/scala/com/microsoft/azure/synapse/ml/lightgbm/split1/VerifyLightGBMClassifier.scala
lightgbm/src/main/scala/com/microsoft/azure/synapse/ml/lightgbm/LightGBMClassifier.scala
lightgbm/src/main/scala/com/microsoft/azure/synapse/ml/lightgbm/LightGBMRanker.scala
lightgbm/src/main/scala/com/microsoft/azure/synapse/ml/lightgbm/params/LightGBMParams.scala
lightgbm/src/main/python/synapse/ml/lightgbm/mixin.py
21.
jasowang@microsoft.com
80103478+xuwq1993@users.noreply.github.com
7 shared files
tools/docker/minimal/Dockerfile
tools/docker/demo/Dockerfile
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22.
SudhindraKovalam@users.noreply.github.com
mhamilton723@gmail.com
6 shared files
website/sidebars.js
cognitive/src/main/scala/com/microsoft/azure/synapse/ml/geospatial/AzMapsSearchSchemas.scala
website/src/plugins/examples/index.js
cognitive/src/test/scala/com/microsoft/azure/synapse/ml/geospatial/AzureMapsSearch.scala
core/src/test/scala/com/microsoft/azure/synapse/ml/Secrets.scala
cognitive/src/main/scala/com/microsoft/azure/synapse/ml/geospatial/AzureMapsHelpers.scala
23.
wenqx@microsoft.com
82044803+serena-ruan@users.noreply.github.com
6 shared files
cognitive/src/main/scala/com/microsoft/ml/spark/cognitive/DocumentTranslator.scala
pipeline.yaml
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cognitive/src/main/scala/com/microsoft/ml/spark/cognitive/CognitiveServiceBase.scala
cognitive/src/main/scala/com/microsoft/ml/spark/cognitive/TextAnalytics.scala
cognitive/src/main/scala/com/microsoft/ml/spark/cognitive/ComputerVision.scala
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ilmat@microsoft.com
contact@dungnt.net
5 shared files
lightgbm/src/main/scala/com/microsoft/azure/synapse/ml/lightgbm/LightGBMRegressor.scala
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lightgbm/src/main/scala/com/microsoft/azure/synapse/ml/lightgbm/LightGBMClassifier.scala
lightgbm/src/main/scala/com/microsoft/azure/synapse/ml/lightgbm/LightGBMRanker.scala
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25.
iemejia@gmail.com
mhamilton723@gmail.com
5 shared files
website/versioned_docs/version-0.9.4/features/regression/Regression - Vowpal Wabbit vs. LightGBM vs. Linear Regressor.md
notebooks/features/regression/Regression - Vowpal Wabbit vs. LightGBM vs. Linear Regressor.ipynb
build.sbt
core/src/main/scala/com/microsoft/azure/synapse/ml/codegen/CodeGen.scala
website/src/pages/index.js
26.
mhamilton723@gmail.com
marcozo@microsoft.com
5 shared files
pipeline.yaml
cognitive/src/main/scala/com/microsoft/azure/synapse/ml/cognitive/MultivariateAnomalyDetection.scala
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27.
jasowang@microsoft.com
wenqx@microsoft.com
4 shared files
tools/docker/minimal/Dockerfile
tools/docker/demo/Dockerfile
pipeline.yaml
tools/docker/developer/Dockerfile
28.
marhamil@microsoft.com
dciborow@microsoft.com
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src/main/python/mmlspark/recommendation/RankingTrainValidationSplitModel.py
src/main/python/mmlspark/recommendation/RankingTrainValidationSplit.py
src/main/python/mmlspark/recommendation/SARModel.py
src/test/python/mmlsparktest/recommendation/test_ranking.py
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82044803+serena-ruan@users.noreply.github.com
marcozo@microsoft.com
4 shared files
pipeline.yaml
cognitive/src/main/scala/com/microsoft/azure/synapse/ml/cognitive/MultivariateAnomalyDetection.scala
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cognitive/src/main/scala/com/microsoft/azure/synapse/ml/cognitive/MultivariateAnomalyDetectorSchemas.scala
30.
marhamil@microsoft.com
39083646+SharathChandra-AV@users.noreply.github.com
4 shared files
src/test/scala/com/microsoft/ml/spark/lime/LIMESuite.scala
src/main/scala/com/microsoft/ml/spark/lime/TextLIME.scala
src/main/scala/com/microsoft/ml/spark/lime/LIME.scala
src/test/scala/com/microsoft/ml/spark/lime/TextLIMESuite.scala
31.
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mhamilton723@gmail.com
3 shared files
core/src/main/scala/com/microsoft/azure/synapse/ml/explainers/SharedParams.scala
src/test/scala/com/microsoft/azure/synapse/ml/core/test/fuzzing/FuzzingTest.scala
core/src/main/scala/com/microsoft/azure/synapse/ml/explainers/LocalExplainer.scala
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SudhindraKovalam@users.noreply.github.com
82044803+serena-ruan@users.noreply.github.com
3 shared files
website/versioned_sidebars/version-0.9.5-sidebars.json
website/sidebars.js
website/src/plugins/examples/index.js
33.
jasowang@microsoft.com
64443771+ms-kashyap@users.noreply.github.com
3 shared files
src/test/scala/com/microsoft/azure/synapse/ml/core/test/fuzzing/FuzzingTest.scala
pipeline.yaml
website/docs/features/responsible_ai/Data Balance Analysis.md
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35308202+jtinkus@users.noreply.github.com
82044803+serena-ruan@users.noreply.github.com
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src/main/scala/com/microsoft/ml/spark/nn/ConditionalKNN.scala
src/main/scala/com/microsoft/ml/spark/nn/KNN.scala
src/main/scala/org/apache/spark/sql/types/injections/OptimizedCKNNFitting.scala
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mhamilton723@gmail.com
39083646+SharathChandra-AV@users.noreply.github.com
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src/test/scala/com/microsoft/ml/spark/lime/LIMESuite.scala
src/main/scala/com/microsoft/ml/spark/lime/LIME.scala
src/test/scala/com/microsoft/ml/spark/lime/TextLIMESuite.scala
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iemejia@gmail.com
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build.sbt
core/src/main/scala/com/microsoft/azure/synapse/ml/codegen/CodeGen.scala
website/src/pages/index.js
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jasowang@microsoft.com
ilmat@microsoft.com
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build.sbt
src/main/scala/com/microsoft/ml/spark/codegen/Wrappable.scala
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64443771+ms-kashyap@users.noreply.github.com
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website/sidebars.js
website/src/plugins/examples/index.js
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82044803+serena-ruan@users.noreply.github.com
jasonwang_83@hotmail.com
2 shared files
README.md
notebooks/Interpretability - Image Explainers.ipynb
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ilmat@microsoft.com
80103478+xuwq1993@users.noreply.github.com
2 shared files
README.md
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marcozo@microsoft.com
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pipeline.yaml
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marcozo@microsoft.com
jasowang@microsoft.com
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pipeline.yaml
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marcozo@microsoft.com
marhamil@microsoft.com
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pipeline.yaml
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35308202+jtinkus@users.noreply.github.com
mhamilton723@gmail.com
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src/test/scala/com/microsoft/ml/spark/nn/BallTreeTest.scala
src/test/scala/com/microsoft/ml/spark/nn/KNNTest.scala
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82044803+serena-ruan@users.noreply.github.com
39083646+SharathChandra-AV@users.noreply.github.com
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src/main/scala/com/microsoft/ml/spark/lime/TextLIME.scala
src/main/scala/com/microsoft/ml/spark/lime/LIME.scala
46.
elswork@gmail.com
mhamilton723@gmail.com
2 shared files
website/versioned_docs/version-0.9.4/getting_started/installation.md
website/docs/getting_started/installation.md
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thl1998228@gmail.com
ilmat@microsoft.com
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lightgbm/src/main/scala/com/microsoft/azure/synapse/ml/lightgbm/params/TrainParams.scala
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mhamilton723@gmail.com
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lightgbm/src/main/scala/com/microsoft/azure/synapse/ml/lightgbm/params/TrainParams.scala
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jasowang@microsoft.com
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src/test/scala/com/microsoft/azure/synapse/ml/core/test/fuzzing/FuzzingTest.scala
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src/test/scala/com/microsoft/azure/synapse/ml/core/test/fuzzing/FuzzingTest.scala
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src/test/scala/com/microsoft/azure/synapse/ml/core/test/fuzzing/FuzzingTest.scala
52.
mhamilton723@gmail.com
martin.ku@skysource.com.tw
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README.md
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mhamilton723@gmail.com
uchikun17@gmail.com
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mhamilton723@gmail.com
rolevin@microsoft.com
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82044803+serena-ruan@users.noreply.github.com
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uchikun17@gmail.com
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martin.ku@skysource.com.tw
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49699333+dependabot[bot]@users.noreply.github.com
82044803+serena-ruan@users.noreply.github.com
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49699333+dependabot[bot]@users.noreply.github.com
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website/yarn.lock
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marcozo@microsoft.com
wenqx@microsoft.com
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64443771+ms-kashyap@users.noreply.github.com
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wenqx@microsoft.com
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src/main/scala/com/microsoft/ml/spark/nn/KNN.scala
82.
iemejia@gmail.com
marcozo@microsoft.com
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marhamil@microsoft.com
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89.
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lightgbm/src/main/scala/com/microsoft/azure/synapse/ml/lightgbm/LightGBMRanker.scala
90.
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mhamilton723@gmail.com
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lightgbm/src/main/scala/com/microsoft/azure/synapse/ml/lightgbm/LightGBMRanker.scala
91.
82044803+serena-ruan@users.noreply.github.com
elswork@gmail.com
1 shared file
website/docs/getting_started/installation.md
92.
iemejia@gmail.com
64443771+ms-kashyap@users.noreply.github.com
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website/src/pages/index.js
93.
82044803+serena-ruan@users.noreply.github.com
dciborow@microsoft.com
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94.
jasowang@microsoft.com
dciborow@microsoft.com
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95.
15657497+avanunts@users.noreply.github.com
ilmat@microsoft.com
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15657497+avanunts@users.noreply.github.com
mhamilton723@gmail.com
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82044803+serena-ruan@users.noreply.github.com
stuartle@microsoft.com
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core/src/test/scala/com/microsoft/azure/synapse/ml/nbtest/DatabricksUtilities.scala
98.
marcozo@microsoft.com
SudhindraKovalam@users.noreply.github.com
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marhamil@microsoft.com
mmaitre314@users.noreply.github.com
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100.
ocworld@gmail.com
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| Contributor 1 | Contributor 2 | # shared files | |
|---|---|---|---|
| 1. | mhamilton723@gmail.com | 82044803+serena-ruan@users.noreply.github.com |
151 shared files
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Flight Delays.ipynb README.md website/versioned_docs/version-0.9.4/documentation/transformers/cognitive/_Translator.md core/src/test/python/setup.py notebooks/features/vw/Vowpal Wabbit - Overview.ipynb project/CondaPlugin.scala notebooks/ONNX - Inference on Spark.ipynb core/src/main/scala/com/microsoft/azure/synapse/ml/train/ComputePerInstanceStatistics.scala website/versioned_docs/version-0.9.1/documentation/estimators/core/_Featurize.md website/yarn.lock website/docs/reference/datasets.md .gitignore project/Secrets.scala cognitive/src/main/scala/com/microsoft/azure/synapse/ml/cognitive/FormOntologyLearner.scala notebooks/Classification - Adult Census.ipynb website/docs/about.md website/versioned_docs/version-0.9.1/documentation/estimators/_LightGBM.md core/src/test/scala/com/microsoft/azure/synapse/ml/core/test/fuzzing/Fuzzing.scala cognitive/src/test/scala/com/microsoft/azure/synapse/ml/cognitive/split1/TranslatorSuite.scala website/versioned_docs/version-0.9.1/features/responsible_ai/Interpretability - 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Auto Imports.ipynb src/main/scala/com/microsoft/ml/spark/cognitive/TextAnalytics.scala website/versioned_docs/version-0.9.1/documentation/transformers/_OpenCV.md notebooks/examples/classification/Classification - Adult Census.ipynb website/versioned_docs/version-0.9.1/examples/responsible_ai/ModelInterpretability - Snow Leopard Detection.md website/docs/reference/cyber.md website/versioned_docs/version-0.9.1/documentation/estimators/core/_AutoML.md core/src/main/python/synapse/README.txt pipeline.yaml website/src/css/custom.css notebooks/CyberML - Anomalous Access Detection.ipynb core/src/test/scala/com/microsoft/azure/synapse/ml/train/VerifyComputeModelStatistics.scala core/src/test/scala/com/microsoft/azure/synapse/ml/train/VerifyTrainClassifier.scala notebooks/examples/AzureSearchIndex - Met Artworks.ipynb website/versioned_docs/version-0.9.1/documentation/transformers/core/_Image.md src/main/scala/com/microsoft/ml/spark/featurize/text/MultiNGram.scala cognitive/src/main/scala/com/microsoft/ml/spark/cognitive/FormRecognizer.scala src/main/scala/com/microsoft/ml/spark/recommendation/RankingTrainValidationSplit.scala cognitive/src/test/scala/com/microsoft/ml/spark/cognitive/split1/AnamolyDetectionSuite.scala website/versions.json core/src/main/scala/com/microsoft/azure/synapse/ml/core/schema/SparkSchema.scala notebooks/Cognitive Services - Overview.ipynb core/src/test/scala/com/microsoft/azure/synapse/ml/codegen/TestGen.scala core/src/main/scala/com/microsoft/azure/synapse/ml/train/ComputeModelStatistics.scala website/src/plugins/examples/index.js project/CodegenPlugin.scala cognitive/src/main/scala/com/microsoft/ml/spark/cognitive/CognitiveServiceBase.scala website/versioned_docs/version-0.9.1/documentation/estimators/core/_Stages.md notebooks/features/cognitive_services/CognitiveServices - Overview.ipynb project/build.scala notebooks/features/regression/Regression - Flight Delays with DataCleaning.ipynb website/versioned_docs/version-0.9.1/documentation/transformers/deep_learning/_ONNXModel.md cognitive/src/main/scala/com/microsoft/azure/synapse/ml/cognitive/MultivariateAnomalyDetection.scala website/versioned_docs/version-0.9.1/documentation/transformers/cognitive/_FormRecognizer.md website/versioned_docs/version-0.9.1/documentation/estimators/_VW.md core/src/test/scala/com/microsoft/azure/synapse/ml/core/schema/VerifySparkSchema.scala build.sbt website/docs/features/responsible_ai/Model Interpretation on Spark.md src/main/scala/com/microsoft/ml/spark/featurize/ValueIndexer.scala website/docs/reference/R-setup.md website/versioned_docs/version-0.9.1/features/CognitiveServices - Overview.md notebooks/SparkServing - Deploying a Classifier.ipynb core/src/main/scala/com/microsoft/azure/synapse/ml/codegen/CodeGen.scala src/main/scala/com/microsoft/ml/spark/cognitive/CognitiveServiceBase.scala notebooks/Interpretability - Image Explainers.ipynb website/versioned_docs/version-0.9.1/documentation/transformers/cognitive/_BingImageSearch.md src/main/scala/com/microsoft/ml/spark/stages/ClassBalancer.scala website/versioned_docs/version-0.9.1/documentation/transformers/cognitive/_AnomalyDetection.md environment.yaml notebooks/examples/text_analytics/TextAnalytics - Amazon Book Reviews.ipynb ... |
| 2. | 82044803+serena-ruan@users.noreply.github.com | marhamil@microsoft.com |
70 shared files
tools/tests/run_r_tests.R src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMRanker.scala src/main/scala/com/microsoft/ml/spark/vw/VowpalWabbitRegressor.scala src/main/scala/com/microsoft/ml/spark/recommendation/RecommendationIndexer.scala src/main/scala/com/microsoft/ml/spark/featurize/CleanMissingData.scala src/main/scala/com/microsoft/ml/spark/cognitive/BingImageSearch.scala src/main/scala/com/microsoft/ml/spark/vw/VowpalWabbitContextualBandit.scala src/main/scala/com/microsoft/ml/spark/stages/DropColumns.scala src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMClassifier.scala src/main/scala/com/microsoft/ml/spark/recommendation/SARModel.scala .gitignore project/Secrets.scala src/main/scala/com/microsoft/ml/spark/vw/VowpalWabbitClassifier.scala src/main/scala/com/microsoft/ml/spark/vw/VectorZipper.scala src/main/scala/com/microsoft/ml/spark/image/UnrollImage.scala src/main/scala/com/microsoft/ml/spark/featurize/text/PageSplitter.scala src/main/scala/com/microsoft/ml/spark/cntk/CNTKModel.scala src/main/scala/com/microsoft/ml/spark/stages/Lambda.scala src/main/scala/com/microsoft/ml/spark/recommendation/SAR.scala src/main/scala/com/microsoft/ml/spark/stages/StratifiedRepartition.scala src/main/scala/com/microsoft/ml/spark/opencv/ImageTransformer.scala src/main/scala/com/microsoft/ml/spark/featurize/CountSelector.scala src/main/scala/com/microsoft/ml/spark/featurize/IndexToValue.scala src/main/scala/com/microsoft/ml/spark/image/ImageSetAugmenter.scala src/main/scala/com/microsoft/ml/spark/stages/Repartition.scala src/main/scala/com/microsoft/ml/spark/train/ComputePerInstanceStatistics.scala src/main/scala/com/microsoft/ml/spark/train/ComputeModelStatistics.scala src/main/scala/com/microsoft/ml/spark/featurize/DataConversion.scala src/main/scala/com/microsoft/ml/spark/image/ImageFeaturizer.scala src/main/scala/com/microsoft/ml/spark/stages/RenameColumn.scala pipeline.yaml src/main/scala/com/microsoft/ml/spark/train/TrainRegressor.scala src/main/scala/com/microsoft/ml/spark/io/http/SimpleHTTPTransformer.scala src/main/scala/com/microsoft/ml/spark/stages/SelectColumns.scala src/main/scala/com/microsoft/ml/spark/stages/UnicodeNormalize.scala src/main/scala/com/microsoft/ml/spark/io/http/HTTPTransformer.scala src/main/scala/com/microsoft/ml/spark/featurize/text/MultiNGram.scala src/main/scala/com/microsoft/ml/spark/recommendation/RankingTrainValidationSplit.scala src/main/scala/com/microsoft/ml/spark/vw/VowpalWabbitFeaturizer.scala src/main/scala/com/microsoft/ml/spark/featurize/Featurize.scala project/build.scala src/main/scala/com/microsoft/ml/spark/nn/KNN.scala src/main/scala/com/microsoft/ml/spark/stages/TextPreprocessor.scala src/main/scala/com/microsoft/ml/spark/recommendation/RankingAdapter.scala src/main/scala/com/microsoft/ml/spark/lime/TextLIME.scala build.sbt src/main/scala/com/microsoft/ml/spark/stages/EnsembleByKey.scala src/main/scala/com/microsoft/ml/spark/featurize/ValueIndexer.scala src/main/scala/com/microsoft/ml/spark/stages/UDFTransformer.scala src/main/scala/com/microsoft/ml/spark/cognitive/CognitiveServiceBase.scala src/main/scala/com/microsoft/ml/spark/stages/ClassBalancer.scala src/main/scala/com/microsoft/ml/spark/train/TrainClassifier.scala src/main/scala/com/microsoft/ml/spark/stages/Explode.scala environment.yaml src/main/scala/com/microsoft/ml/spark/stages/Cacher.scala src/main/scala/com/microsoft/ml/spark/lime/SuperpixelTransformer.scala src/main/scala/com/microsoft/ml/spark/image/ResizeImageTransformer.scala src/main/scala/com/microsoft/ml/spark/stages/MiniBatchTransformer.scala src/main/scala/com/microsoft/ml/spark/lime/LIME.scala src/main/scala/com/microsoft/ml/spark/io/http/Parsers.scala src/main/scala/com/microsoft/ml/spark/vw/VowpalWabbitInteractions.scala src/main/scala/com/microsoft/ml/spark/automl/TuneHyperparameters.scala src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMRegressor.scala src/main/scala/com/microsoft/ml/spark/automl/FindBestModel.scala src/main/scala/com/microsoft/ml/spark/stages/MultiColumnAdapter.scala src/main/scala/com/microsoft/ml/spark/stages/SummarizeData.scala src/main/scala/com/microsoft/ml/spark/isolationforest/IsolationForest.scala src/main/scala/com/microsoft/ml/spark/stages/Timer.scala src/main/scala/com/microsoft/ml/spark/cognitive/SpeechToTextSDK.scala src/main/scala/com/microsoft/ml/spark/featurize/text/TextFeaturizer.scala |
| 3. | jasowang@microsoft.com | mhamilton723@gmail.com |
67 shared files
core/src/main/scala/com/microsoft/ml/spark/lime/TextLIME.scala notebooks/Interpretability - Tabular SHAP explainer.ipynb core/src/main/scala/com/microsoft/ml/spark/stages/MiniBatchTransformer.scala core/src/main/scala/com/microsoft/ml/spark/explainers/KernelSHAPSampler.scala core/src/test/scala/com/microsoft/ml/spark/explainers/split1/VectorSHAPExplainerSuite.scala core/src/main/scala/com/microsoft/ml/spark/explainers/LIMESampler.scala core/src/test/scala/com/microsoft/azure/synapse/ml/core/test/base/TestBase.scala src/test/scala/com/microsoft/azure/synapse/ml/core/test/fuzzing/FuzzingTest.scala src/main/scala/com/microsoft/ml/spark/cognitive/BingImageSearch.scala tools/docker/minimal/Dockerfile core/src/main/scala/com/microsoft/ml/spark/explainers/LIMEBase.scala tools/docker/demo/Dockerfile core/src/main/scala/com/microsoft/ml/spark/explainers/TabularLIME.scala notebooks/ONNX - Inference on Spark.ipynb vw/src/main/scala/com/microsoft/azure/synapse/ml/vw/VowpalWabbitBaseModel.scala website/yarn.lock core/src/main/scala/com/microsoft/ml/spark/core/schema/ImageSchemaUtils.scala .gitignore core/src/main/scala/com/microsoft/azure/synapse/ml/io/binary/BinaryFileFormat.scala src/test/scala/com/microsoft/ml/spark/core/test/fuzzing/FuzzingTest.scala core/src/test/scala/com/microsoft/azure/synapse/ml/explainers/split1/VectorLIMEExplainerSuite.scala core/src/main/scala/com/microsoft/ml/spark/lime/LIME.scala deep-learning/src/test/scala/com/microsoft/ml/spark/lime/ImageLIMESuite.scala core/src/main/python/mmlspark/core/serialize/java_params_patch.py core/src/test/scala/com/microsoft/ml/spark/explainers/split1/TextExplainersSuite.scala opencv/src/main/python/mmlspark/opencv/ImageTransformer.py core/src/main/scala/com/microsoft/azure/synapse/ml/explainers/KernelSHAPBase.scala core/src/main/scala/com/microsoft/azure/synapse/ml/explainers/LIMEBase.scala core/src/test/scala/com/microsoft/ml/spark/lime/TextLIMESuite.scala website/docusaurus.config.js deep-learning/src/main/scala/com/microsoft/ml/spark/cntk/CNTKModel.scala pipeline.yaml core/src/test/scala/com/microsoft/ml/spark/explainers/split1/TabularSHAPExplainerSuite.scala core/src/main/scala/com/microsoft/ml/spark/explainers/LassoRegression.scala src/main/scala/com/microsoft/ml/spark/featurize/text/MultiNGram.scala src/main/scala/com/microsoft/ml/spark/cognitive/ImageSearchSchemas.scala core/src/test/scala/com/microsoft/ml/spark/nbtest/DatabricksUtilities.scala deep-learning/src/test/scala/com/microsoft/ml/spark/explainers/split2/ImageLIMEExplainerSuite.scala core/src/test/scala/com/microsoft/ml/spark/core/test/base/TestBase.scala core/src/test/scala/com/microsoft/ml/spark/explainers/split1/SamplerSuite.scala core/src/main/scala/com/microsoft/azure/synapse/ml/train/ComputeModelStatistics.scala deep-learning/src/test/scala/com/microsoft/ml/spark/explainers/split3/ImageSHAPExplainerSuite.scala core/src/test/scala/com/microsoft/ml/spark/explainers/split1/TabularLIMEExplainerSuite.scala opencv/src/main/scala/com/microsoft/ml/spark/opencv/ImageTransformer.scala build.sbt notebooks/features/responsible_ai/DataBalanceAnalysis - Adult Census Income.ipynb opencv/src/test/scala/com/microsoft/ml/spark/opencv/ImageTransformerSuite.scala website/docs/features/responsible_ai/Data Balance Analysis.md core/src/test/scala/com/microsoft/ml/spark/explainers/split1/LassoRegressionSuite.scala notebooks/Interpretability - Image Explainers.ipynb src/main/scala/org/apache/spark/ml/param/DataFrameParam.scala core/src/main/scala/com/microsoft/ml/spark/explainers/Sampler.scala core/src/test/scala/com/microsoft/ml/spark/explainers/split1/VectorLIMEExplainerSuite.scala notebooks/OpenCV - Pipeline Image Transformations.ipynb notebooks/DeepLearning - Flower Image Classification.ipynb deep-learning/src/test/scala/com/microsoft/ml/spark/cntk/CNTKModelSuite.scala tools/docker/developer/Dockerfile core/src/main/scala/com/microsoft/ml/spark/explainers/KernelSHAPBase.scala core/src/test/scala/com/microsoft/ml/spark/lime/LIMESuite.scala docs/onnx.md website/package.json src/main/scala/com/microsoft/ml/spark/core/utils/ModelEquality.scala core/src/main/scala/org/apache/spark/ml/source/image/PatchedImageFileFormat.scala src/test/scala/com/microsoft/ml/spark/core/test/base/TestBase.scala src/main/scala/com/microsoft/ml/spark/cognitive/SpeechToTextSDK.scala core/src/main/scala/com/microsoft/azure/synapse/ml/isolationforest/IsolationForest.scala core/src/main/scala/com/microsoft/azure/synapse/ml/explainers/RegressionBase.scala |
| 4. | mhamilton723@gmail.com | marhamil@microsoft.com |
49 shared files
tools/tests/run_r_tests.R src/test/scala/com/microsoft/ml/spark/recommendation/RankingTestBase.scala src/main/scala/com/microsoft/ml/spark/cognitive/BingImageSearch.scala src/test/scala/com/microsoft/ml/spark/train/VerifyTrainRegressor.scala src/test/scala/com/microsoft/ml/spark/core/utils/JarLoadingUtils.scala src/test/scala/com/microsoft/ml/spark/core/serialize/ValidateComplexParamSerializer.scala src/test/scala/com/microsoft/ml/spark/codegen/CodeGen.scala src/test/scala/com/microsoft/ml/spark/codegen/WrapperGenerator.scala notebooks/samples/Classification - Adult Census.ipynb .gitignore project/Secrets.scala src/test/scala/com/microsoft/ml/spark/core/test/fuzzing/FuzzingTest.scala src/test/scala/com/microsoft/ml/spark/cognitive/split3/SpeechToTextSDKSuite.scala src/test/scala/com/microsoft/ml/spark/Secrets.scala src/main/scala/com/microsoft/ml/spark/image/ImageSetAugmenter.scala src/test/scala/com/microsoft/ml/spark/cognitive/split1/ComputerVisionSuite.scala src/main/scala/org/apache/spark/ml/param/PythonWrappableParam.scala src/test/scala/com/microsoft/ml/spark/train/VerifyTrainClassifier.scala pipeline.yaml src/main/scala/org/apache/spark/ml/param/UntypedArrayParam.scala src/test/scala/com/microsoft/ml/spark/lime/LIMESuite.scala src/main/scala/com/microsoft/ml/spark/featurize/text/MultiNGram.scala src/main/scala/com/microsoft/ml/spark/recommendation/RankingTrainValidationSplit.scala src/test/scala/com/microsoft/ml/spark/featurize/text/TextFeaturizerSpec.scala src/test/scala/com/microsoft/ml/spark/isolationforest/VerifyIsolationForest.scala project/build.scala src/test/scala/com/microsoft/ml/spark/cognitive/split1/TextAnalyticsSuite.scala src/test/scala/com/microsoft/ml/spark/core/test/fuzzing/Fuzzing.scala build.sbt src/test/scala/com/microsoft/ml/spark/automl/VerifyFindBestModel.scala src/main/scala/com/microsoft/ml/spark/featurize/ValueIndexer.scala src/main/scala/com/microsoft/ml/spark/cognitive/CognitiveServiceBase.scala src/main/scala/org/apache/spark/ml/param/DataFrameParam.scala src/main/scala/com/microsoft/ml/spark/stages/ClassBalancer.scala environment.yaml src/main/scala/org/apache/spark/ml/param/JsonEncodableParam.scala src/main/scala/com/microsoft/ml/spark/image/ResizeImageTransformer.scala src/test/scala/com/microsoft/ml/spark/image/ImageFeaturizerSuite.scala src/test/scala/com/microsoft/ml/spark/cognitive/split2/SearchWriterSuite.scala src/test/scala/com/microsoft/ml/spark/stages/MiniBatchTransformerSuite.scala src/main/scala/com/microsoft/ml/spark/lime/LIME.scala src/test/scala/com/microsoft/ml/spark/lightgbm/split1/VerifyLightGBMClassifier.scala src/test/scala/com/microsoft/ml/spark/automl/VerifyTuneHyperparameters.scala src/test/scala/com/microsoft/ml/spark/lime/TextLIMESuite.scala src/test/scala/com/microsoft/ml/spark/cognitive/split1/AnamolyDetectionSuite.scala src/test/scala/com/microsoft/ml/spark/train/VerifyComputeModelStatistics.scala src/main/scala/com/microsoft/ml/spark/core/utils/ModelEquality.scala src/main/scala/com/microsoft/ml/spark/cognitive/SpeechToTextSDK.scala src/test/scala/com/microsoft/ml/spark/featurize/VerifyFeaturize.scala |
| 5. | ilmat@microsoft.com | mhamilton723@gmail.com |
40 shared files
lightgbm/src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMConstants.scala lightgbm/src/main/scala/com/microsoft/ml/spark/lightgbm/dataset/DatasetUtils.scala lightgbm/src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMRegressor.scala lightgbm/src/test/scala/com/microsoft/azure/synapse/ml/lightgbm/split2/VerifyLightGBMRegressor.scala lightgbm/src/main/scala/com/microsoft/azure/synapse/ml/lightgbm/params/TrainParams.scala lightgbm/src/main/scala/com/microsoft/azure/synapse/ml/lightgbm/LightGBMRegressor.scala lightgbm/src/main/scala/com/microsoft/azure/synapse/ml/lightgbm/SharedState.scala README.md src/test/scala/com/microsoft/ml/spark/lightgbm/split2/VerifyLightGBMRanker.scala project/Secrets.scala lightgbm/src/main/scala/com/microsoft/azure/synapse/ml/lightgbm/TaskTrainingMethods.scala src/test/scala/com/microsoft/ml/spark/flaky/PartitionConsolidatorSuite.scala lightgbm/src/test/scala/com/microsoft/azure/synapse/ml/lightgbm/split1/VerifyLightGBMClassifier.scala lightgbm/src/main/scala/com/microsoft/azure/synapse/ml/lightgbm/LightGBMBase.scala core/src/main/scala/org/apache/spark/injections/BlockManagerUtils.scala core/src/main/scala/com/microsoft/ml/spark/stages/PartitionConsolidator.scala lightgbm/src/test/scala/com/microsoft/ml/spark/lightgbm/split2/VerifyLightGBMRanker.scala lightgbm/src/main/scala/com/microsoft/ml/spark/lightgbm/params/LightGBMParams.scala scalastyle-config.xml src/test/scala/com/microsoft/ml/spark/lightgbm/split2/VerifyLightGBMRegressor.scala lightgbm/src/main/scala/com/microsoft/azure/synapse/ml/lightgbm/LightGBMClassifier.scala lightgbm/src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMBase.scala lightgbm/src/main/scala/com/microsoft/azure/synapse/ml/lightgbm/TrainUtils.scala src/test/scala/com/microsoft/ml/spark/cognitive/split1/TextAnalyticsSuite.scala build.sbt lightgbm/src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMClassifier.scala lightgbm/src/main/scala/com/microsoft/azure/synapse/ml/lightgbm/LightGBMRanker.scala lightgbm/src/main/scala/com/microsoft/ml/spark/lightgbm/dataset/LightGBMDataset.scala lightgbm/src/main/scala/com/microsoft/azure/synapse/ml/lightgbm/params/LightGBMParams.scala lightgbm/src/test/scala/com/microsoft/ml/spark/lightgbm/split2/VerifyLightGBMRegressor.scala lightgbm/src/main/scala/com/microsoft/azure/synapse/ml/lightgbm/dataset/DatasetAggregator.scala src/test/scala/com/microsoft/ml/spark/lightgbm/split1/VerifyLightGBMClassifier.scala lightgbm/src/main/scala/com/microsoft/ml/spark/lightgbm/TrainUtils.scala lightgbm/src/main/scala/com/microsoft/ml/spark/lightgbm/swig/SwigUtils.scala lightgbm/src/main/scala/com/microsoft/ml/spark/lightgbm/params/TrainParams.scala core/src/main/scala/com/microsoft/ml/spark/core/utils/ClusterUtil.scala scalastyle-test-config.xml lightgbm/src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMRanker.scala vw/src/main/scala/com/microsoft/ml/spark/vw/VowpalWabbitBase.scala lightgbm/src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMUtils.scala |
| 6. | mhamilton723@gmail.com | 80103478+xuwq1993@users.noreply.github.com |
37 shared files
tools/tests/run_r_tests.R notebooks/AzureSearchIndex - Met Artworks.ipynb tools/docker/minimal/Dockerfile README.md tools/docker/demo/Dockerfile notebooks/ConditionalKNN - Exploring Art Across Cultures.ipynb .gitignore cognitive/src/main/scala/com/microsoft/ml/spark/cognitive/SpeechToTextSDK.scala notebooks/Classification - Adult Census.ipynb notebooks/Vowpal Wabbit - Overview.ipynb notebooks/Regression - Flight Delays.ipynb notebooks/Regression - Vowpal Wabbit vs. LightGBM vs. Linear Regressor.ipynb src/test/scala/com/microsoft/ml/spark/nbtest/DatabricksUtilities.scala notebooks/Classification - Adult Census with Vowpal Wabbit.ipynb core/src/test/scala/com/microsoft/ml/spark/Secrets.scala notebooks/Regression - Auto Imports.ipynb notebooks/CognitiveServices - Celebrity Quote Analysis.ipynb pipeline.yaml notebooks/HttpOnSpark - Working with Arbitrary Web APIs.ipynb cognitive/src/main/scala/com/microsoft/ml/spark/cognitive/FormRecognizer.scala notebooks/Cognitive Services - Overview.ipynb cognitive/src/main/scala/com/microsoft/ml/spark/cognitive/CognitiveServiceBase.scala build.sbt core/src/test/scala/com/microsoft/ml/spark/nbtest/SynapseTests.scala cognitive/src/main/scala/com/microsoft/ml/spark/cognitive/SpeechToText.scala notebooks/SparkServing - Deploying a Classifier.ipynb environment.yaml notebooks/OpenCV - Pipeline Image Transformations.ipynb notebooks/TextAnalytics - Amazon Book Reviews.ipynb cognitive/src/main/scala/com/microsoft/ml/spark/cognitive/TextAnalytics.scala notebooks/LightGBM - Overview.ipynb notebooks/TextAnalytics - Amazon Book Reviews with Word2Vec.ipynb notebooks/Classification - Before and After MMLSpark.ipynb core/src/main/scala/com/microsoft/ml/spark/automl/TuneHyperparameters.scala notebooks/Regression - Flight Delays with DataCleaning.ipynb notebooks/ModelInterpretation - Snow Leopard Detection.ipynb notebooks/Classification - Twitter Sentiment with Vowpal Wabbit.ipynb |
| 7. | 82044803+serena-ruan@users.noreply.github.com | 80103478+xuwq1993@users.noreply.github.com |
26 shared files
tools/tests/run_r_tests.R notebooks/AzureSearchIndex - Met Artworks.ipynb README.md cognitive/src/main/scala/com/microsoft/ml/spark/cognitive/DocumentTranslator.scala cognitive/src/main/scala/com/microsoft/ml/spark/cognitive/TextTranslator.scala src/main/scala/com/microsoft/ml/spark/vw/VowpalWabbitContextualBandit.scala .gitignore notebooks/Classification - Adult Census.ipynb notebooks/Vowpal Wabbit - Overview.ipynb notebooks/Regression - Vowpal Wabbit vs. LightGBM vs. Linear Regressor.ipynb core/src/test/scala/com/microsoft/ml/spark/Secrets.scala notebooks/Regression - Auto Imports.ipynb pipeline.yaml cognitive/src/main/scala/com/microsoft/ml/spark/cognitive/FormRecognizer.scala notebooks/Cognitive Services - Overview.ipynb cognitive/src/main/scala/com/microsoft/ml/spark/cognitive/CognitiveServiceBase.scala build.sbt notebooks/SparkServing - Deploying a Classifier.ipynb environment.yaml src/main/scala/com/microsoft/ml/spark/stages/MiniBatchTransformer.scala notebooks/TextAnalytics - Amazon Book Reviews.ipynb cognitive/src/main/scala/com/microsoft/ml/spark/cognitive/TextAnalytics.scala notebooks/LightGBM - Overview.ipynb notebooks/TextAnalytics - Amazon Book Reviews with Word2Vec.ipynb notebooks/Regression - Flight Delays with DataCleaning.ipynb notebooks/Classification - Twitter Sentiment with Vowpal Wabbit.ipynb |
| 8. | jasowang@microsoft.com | 82044803+serena-ruan@users.noreply.github.com |
24 shared files
src/main/scala/com/microsoft/ml/spark/recommendation/RecommendationIndexer.scala src/test/scala/com/microsoft/azure/synapse/ml/core/test/fuzzing/FuzzingTest.scala src/main/scala/com/microsoft/ml/spark/cognitive/BingImageSearch.scala notebooks/ONNX - Inference on Spark.ipynb src/main/scala/com/microsoft/ml/spark/vw/VowpalWabbitContextualBandit.scala website/yarn.lock .gitignore src/main/scala/com/microsoft/ml/spark/vw/VowpalWabbitClassifier.scala src/main/scala/com/microsoft/ml/spark/cntk/CNTKModel.scala website/docusaurus.config.js src/main/scala/com/microsoft/ml/spark/train/ComputeModelStatistics.scala pipeline.yaml src/main/scala/com/microsoft/ml/spark/io/http/HTTPTransformer.scala src/main/scala/com/microsoft/ml/spark/featurize/text/MultiNGram.scala core/src/main/scala/com/microsoft/azure/synapse/ml/train/ComputeModelStatistics.scala build.sbt src/main/scala/com/microsoft/ml/spark/stages/EnsembleByKey.scala notebooks/Interpretability - Image Explainers.ipynb notebooks/DeepLearning - Flower Image Classification.ipynb CODEOWNERS website/package.json src/main/scala/com/microsoft/ml/spark/logging/BasicLogging.scala src/main/scala/com/microsoft/ml/spark/cognitive/SpeechToTextSDK.scala core/src/main/scala/com/microsoft/azure/synapse/ml/isolationforest/IsolationForest.scala |
| 9. | jasowang@microsoft.com | marhamil@microsoft.com |
20 shared files
src/main/scala/com/microsoft/ml/spark/recommendation/RecommendationIndexer.scala src/main/scala/com/microsoft/ml/spark/cognitive/BingImageSearch.scala src/main/scala/com/microsoft/ml/spark/vw/VowpalWabbitContextualBandit.scala .gitignore src/test/scala/com/microsoft/ml/spark/core/test/fuzzing/FuzzingTest.scala src/main/scala/com/microsoft/ml/spark/vw/VowpalWabbitClassifier.scala src/main/scala/com/microsoft/ml/spark/cntk/CNTKModel.scala src/main/scala/com/microsoft/ml/spark/train/ComputeModelStatistics.scala pipeline.yaml src/main/scala/org/apache/spark/ml/param/PipelineStageParam.scala src/main/scala/com/microsoft/ml/spark/io/http/HTTPTransformer.scala src/main/scala/com/microsoft/ml/spark/featurize/text/MultiNGram.scala src/main/scala/org/apache/spark/ml/param/TransformerParam.scala build.sbt src/main/scala/org/apache/spark/ml/param/EstimatorParam.scala src/main/scala/com/microsoft/ml/spark/stages/EnsembleByKey.scala src/main/scala/org/apache/spark/ml/param/DataFrameParam.scala src/main/scala/com/microsoft/ml/spark/codegen/Wrappable.scala src/main/scala/com/microsoft/ml/spark/core/utils/ModelEquality.scala src/main/scala/com/microsoft/ml/spark/cognitive/SpeechToTextSDK.scala |
| 10. | jasonwang_83@hotmail.com | mhamilton723@gmail.com |
19 shared files
core/src/main/scala/com/microsoft/ml/spark/lime/TextLIME.scala notebooks/Interpretability - Tabular SHAP explainer.ipynb core/src/main/scala/com/microsoft/ml/spark/explainers/SharedParams.scala core/src/main/scala/com/microsoft/ml/spark/explainers/LIMEBase.scala README.md core/src/main/scala/com/microsoft/ml/spark/explainers/TabularLIME.scala core/src/main/scala/com/microsoft/ml/spark/explainers/ImageSHAP.scala core/src/main/scala/com/microsoft/ml/spark/lime/LIME.scala core/src/main/scala/com/microsoft/ml/spark/explainers/TextSHAP.scala core/src/main/scala/com/microsoft/ml/spark/explainers/VectorSHAP.scala core/src/main/scala/com/microsoft/ml/spark/explainers/TabularSHAP.scala notebooks/Interpretability - Image Explainers.ipynb notebooks/Interpretability - Text Explainers.ipynb core/src/test/scala/com/microsoft/ml/spark/explainers/split1/HasExplainTargetSuite.scala core/src/main/scala/com/microsoft/ml/spark/explainers/KernelSHAPBase.scala core/src/main/scala/com/microsoft/ml/spark/explainers/VectorLIME.scala core/src/main/scala/com/microsoft/ml/spark/explainers/TextLIME.scala core/src/main/scala/com/microsoft/ml/spark/explainers/ImageLIME.scala core/src/main/scala/com/microsoft/ml/spark/explainers/LocalExplainer.scala |
| 11. | wenqx@microsoft.com | mhamilton723@gmail.com |
14 shared files
cognitive/src/test/scala/com/microsoft/ml/spark/cognitive/split1/TextAnalyticsSuite.scala tools/docker/minimal/Dockerfile tools/docker/demo/Dockerfile cognitive/src/main/scala/com/microsoft/ml/spark/cognitive/SpeechToTextSDK.scala cognitive/src/main/scala/com/microsoft/ml/spark/cognitive/Face.scala cognitive/src/main/scala/com/microsoft/ml/spark/cognitive/TextAnalyticsSchemas.scala pipeline.yaml cognitive/src/test/scala/com/microsoft/ml/spark/cognitive/split1/AnamolyDetectionSuite.scala cognitive/src/main/scala/com/microsoft/ml/spark/cognitive/CognitiveServiceBase.scala cognitive/src/main/scala/com/microsoft/ml/spark/cognitive/BingImageSearch.scala cognitive/src/main/scala/com/microsoft/ml/spark/cognitive/SpeechToText.scala tools/docker/developer/Dockerfile cognitive/src/main/scala/com/microsoft/ml/spark/cognitive/TextAnalytics.scala cognitive/src/main/scala/com/microsoft/ml/spark/cognitive/ComputerVision.scala |
| 12. | ilmat@microsoft.com | marhamil@microsoft.com |
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src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMRanker.scala src/main/python/mmlspark/lightgbm/LightGBMRankerModel.py src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMUtils.scala src/main/python/mmlspark/lightgbm/LightGBMRegressionModel.py src/main/python/mmlspark/lightgbm/LightGBMClassificationModel.py src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMClassifier.scala project/Secrets.scala src/test/scala/com/microsoft/ml/spark/cognitive/split1/TextAnalyticsSuite.scala build.sbt src/main/scala/com/microsoft/ml/spark/codegen/Wrappable.scala src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMParams.scala src/test/scala/com/microsoft/ml/spark/lightgbm/split1/VerifyLightGBMClassifier.scala src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMRegressor.scala |
| 13. | stuartle@microsoft.com | mhamilton723@gmail.com |
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core/src/main/scala/com/microsoft/azure/synapse/ml/stages/MiniBatchTransformer.scala core/src/main/scala/com/microsoft/azure/synapse/ml/io/http/HTTPTransformer.scala cognitive/src/main/scala/com/microsoft/azure/synapse/ml/cognitive/ComputerVision.scala core/src/test/scala/com/microsoft/azure/synapse/ml/io/split2/DistributedHTTPSuite.scala cognitive/src/test/scala/com/microsoft/azure/synapse/ml/cognitive/split1/TextAnalyticsSuite.scala cognitive/src/main/scala/com/microsoft/azure/synapse/ml/cognitive/TextAnalyticsSchemas.scala core/src/test/scala/com/microsoft/azure/synapse/ml/nbtest/DatabricksUtilities.scala cognitive/src/main/scala/com/microsoft/azure/synapse/ml/cognitive/CognitiveServiceBase.scala core/src/test/scala/com/microsoft/azure/synapse/ml/stages/MiniBatchTransformerSuite.scala cognitive/src/main/scala/com/microsoft/azure/synapse/ml/cognitive/TextAnalytics.scala |
| 14. | 82044803+serena-ruan@users.noreply.github.com | 64443771+ms-kashyap@users.noreply.github.com |
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website/sidebars.js src/test/scala/com/microsoft/azure/synapse/ml/core/test/fuzzing/FuzzingTest.scala website/docs/examples/about.md pipeline.yaml website/src/plugins/examples/index.js website/notebookconvert.py website/docs/features/responsible_ai/Model Interpretation on Spark.md website/docs/features/onnx/about.md website/src/pages/index.js |
| 15. | 80103478+xuwq1993@users.noreply.github.com | marhamil@microsoft.com |
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tools/tests/run_r_tests.R src/main/scala/com/microsoft/ml/spark/vw/VowpalWabbitContextualBandit.scala .gitignore pipeline.yaml build.sbt environment.yaml src/main/scala/com/microsoft/ml/spark/stages/MiniBatchTransformer.scala src/test/R/testthat/setup-spark.R |
| 16. | ilmat@microsoft.com | 82044803+serena-ruan@users.noreply.github.com |
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src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMModelMethods.scala src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMRanker.scala README.md src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMClassifier.scala project/Secrets.scala src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMBase.scala build.sbt src/main/scala/com/microsoft/ml/spark/lightgbm/LightGBMRegressor.scala |
| 17. | mhamilton723@gmail.com | 64443771+ms-kashyap@users.noreply.github.com |
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website/sidebars.js src/test/scala/com/microsoft/azure/synapse/ml/core/test/fuzzing/FuzzingTest.scala pipeline.yaml website/src/plugins/examples/index.js website/docs/features/responsible_ai/Model Interpretation on Spark.md website/docs/features/responsible_ai/Data Balance Analysis.md website/src/pages/index.js core/src/test/scala/com/microsoft/azure/synapse/ml/exploratory/DataBalanceTestBase.scala |
| 18. | 80103478+xuwq1993@users.noreply.github.com | wenqx@microsoft.com |
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tools/docker/minimal/Dockerfile cognitive/src/main/scala/com/microsoft/ml/spark/cognitive/DocumentTranslator.scala tools/docker/demo/Dockerfile cognitive/src/main/scala/com/microsoft/ml/spark/cognitive/SpeechToTextSDK.scala pipeline.yaml cognitive/src/main/scala/com/microsoft/ml/spark/cognitive/CognitiveServiceBase.scala cognitive/src/main/scala/com/microsoft/ml/spark/cognitive/SpeechToText.scala cognitive/src/main/scala/com/microsoft/ml/spark/cognitive/TextAnalytics.scala |
| 19. | jasowang@microsoft.com | jasonwang_83@hotmail.com |
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core/src/main/scala/com/microsoft/ml/spark/lime/TextLIME.scala notebooks/Interpretability - Tabular SHAP explainer.ipynb core/src/main/scala/com/microsoft/ml/spark/explainers/LIMEBase.scala core/src/main/scala/com/microsoft/ml/spark/explainers/TabularLIME.scala core/src/main/scala/com/microsoft/ml/spark/lime/LIME.scala notebooks/Interpretability - Image Explainers.ipynb core/src/main/scala/com/microsoft/ml/spark/explainers/KernelSHAPBase.scala |
| 20. | contact@dungnt.net | mhamilton723@gmail.com |
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lightgbm/src/main/scala/com/microsoft/azure/synapse/ml/lightgbm/booster/LightGBMBooster.scala lightgbm/src/main/scala/com/microsoft/azure/synapse/ml/lightgbm/LightGBMRegressor.scala lightgbm/src/test/scala/com/microsoft/azure/synapse/ml/lightgbm/split1/VerifyLightGBMClassifier.scala lightgbm/src/main/scala/com/microsoft/azure/synapse/ml/lightgbm/LightGBMClassifier.scala lightgbm/src/main/scala/com/microsoft/azure/synapse/ml/lightgbm/LightGBMRanker.scala lightgbm/src/main/scala/com/microsoft/azure/synapse/ml/lightgbm/params/LightGBMParams.scala lightgbm/src/main/python/synapse/ml/lightgbm/mixin.py |
| 21. | jasowang@microsoft.com | 80103478+xuwq1993@users.noreply.github.com |
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tools/docker/minimal/Dockerfile tools/docker/demo/Dockerfile src/main/scala/com/microsoft/ml/spark/vw/VowpalWabbitContextualBandit.scala .gitignore pipeline.yaml build.sbt notebooks/OpenCV - Pipeline Image Transformations.ipynb |
| 22. | SudhindraKovalam@users.noreply.github.com | mhamilton723@gmail.com |
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website/sidebars.js cognitive/src/main/scala/com/microsoft/azure/synapse/ml/geospatial/AzMapsSearchSchemas.scala website/src/plugins/examples/index.js cognitive/src/test/scala/com/microsoft/azure/synapse/ml/geospatial/AzureMapsSearch.scala core/src/test/scala/com/microsoft/azure/synapse/ml/Secrets.scala cognitive/src/main/scala/com/microsoft/azure/synapse/ml/geospatial/AzureMapsHelpers.scala |
| 23. | wenqx@microsoft.com | 82044803+serena-ruan@users.noreply.github.com |
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cognitive/src/main/scala/com/microsoft/ml/spark/cognitive/DocumentTranslator.scala pipeline.yaml cognitive/src/test/scala/com/microsoft/ml/spark/cognitive/split1/AnamolyDetectionSuite.scala cognitive/src/main/scala/com/microsoft/ml/spark/cognitive/CognitiveServiceBase.scala cognitive/src/main/scala/com/microsoft/ml/spark/cognitive/TextAnalytics.scala cognitive/src/main/scala/com/microsoft/ml/spark/cognitive/ComputerVision.scala |
| 24. | ilmat@microsoft.com | contact@dungnt.net |
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lightgbm/src/main/scala/com/microsoft/azure/synapse/ml/lightgbm/LightGBMRegressor.scala lightgbm/src/test/scala/com/microsoft/azure/synapse/ml/lightgbm/split1/VerifyLightGBMClassifier.scala lightgbm/src/main/scala/com/microsoft/azure/synapse/ml/lightgbm/LightGBMClassifier.scala lightgbm/src/main/scala/com/microsoft/azure/synapse/ml/lightgbm/LightGBMRanker.scala lightgbm/src/main/scala/com/microsoft/azure/synapse/ml/lightgbm/params/LightGBMParams.scala |
| 25. | iemejia@gmail.com | mhamilton723@gmail.com |
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website/versioned_docs/version-0.9.4/features/regression/Regression - Vowpal Wabbit vs. LightGBM vs. Linear Regressor.md notebooks/features/regression/Regression - Vowpal Wabbit vs. LightGBM vs. Linear Regressor.ipynb build.sbt core/src/main/scala/com/microsoft/azure/synapse/ml/codegen/CodeGen.scala website/src/pages/index.js |
| 26. | mhamilton723@gmail.com | marcozo@microsoft.com |
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pipeline.yaml cognitive/src/main/scala/com/microsoft/azure/synapse/ml/cognitive/MultivariateAnomalyDetection.scala build.sbt core/src/test/scala/com/microsoft/azure/synapse/ml/core/test/benchmarks/Benchmarks.scala core/src/test/scala/com/microsoft/azure/synapse/ml/Secrets.scala |
| 27. | jasowang@microsoft.com | wenqx@microsoft.com |
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tools/docker/minimal/Dockerfile tools/docker/demo/Dockerfile pipeline.yaml tools/docker/developer/Dockerfile |
| 28. | marhamil@microsoft.com | dciborow@microsoft.com |
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src/main/python/mmlspark/recommendation/RankingTrainValidationSplitModel.py src/main/python/mmlspark/recommendation/RankingTrainValidationSplit.py src/main/python/mmlspark/recommendation/SARModel.py src/test/python/mmlsparktest/recommendation/test_ranking.py |
| 29. | 82044803+serena-ruan@users.noreply.github.com | marcozo@microsoft.com |
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pipeline.yaml cognitive/src/main/scala/com/microsoft/azure/synapse/ml/cognitive/MultivariateAnomalyDetection.scala build.sbt cognitive/src/main/scala/com/microsoft/azure/synapse/ml/cognitive/MultivariateAnomalyDetectorSchemas.scala |
| 30. | marhamil@microsoft.com | 39083646+SharathChandra-AV@users.noreply.github.com |
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src/test/scala/com/microsoft/ml/spark/lime/LIMESuite.scala src/main/scala/com/microsoft/ml/spark/lime/TextLIME.scala src/main/scala/com/microsoft/ml/spark/lime/LIME.scala src/test/scala/com/microsoft/ml/spark/lime/TextLIMESuite.scala |
| 31. | 82470223+ezherdeva@users.noreply.github.com | mhamilton723@gmail.com |
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core/src/main/scala/com/microsoft/azure/synapse/ml/explainers/SharedParams.scala src/test/scala/com/microsoft/azure/synapse/ml/core/test/fuzzing/FuzzingTest.scala core/src/main/scala/com/microsoft/azure/synapse/ml/explainers/LocalExplainer.scala |
| 32. | SudhindraKovalam@users.noreply.github.com | 82044803+serena-ruan@users.noreply.github.com |
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website/versioned_sidebars/version-0.9.5-sidebars.json website/sidebars.js website/src/plugins/examples/index.js |
| 33. | jasowang@microsoft.com | 64443771+ms-kashyap@users.noreply.github.com |
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src/test/scala/com/microsoft/azure/synapse/ml/core/test/fuzzing/FuzzingTest.scala pipeline.yaml website/docs/features/responsible_ai/Data Balance Analysis.md |
| 34. | 35308202+jtinkus@users.noreply.github.com | 82044803+serena-ruan@users.noreply.github.com |
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src/main/scala/com/microsoft/ml/spark/nn/ConditionalKNN.scala src/main/scala/com/microsoft/ml/spark/nn/KNN.scala src/main/scala/org/apache/spark/sql/types/injections/OptimizedCKNNFitting.scala |
| 35. | mhamilton723@gmail.com | 39083646+SharathChandra-AV@users.noreply.github.com |
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src/test/scala/com/microsoft/ml/spark/lime/LIMESuite.scala src/main/scala/com/microsoft/ml/spark/lime/LIME.scala src/test/scala/com/microsoft/ml/spark/lime/TextLIMESuite.scala |
| 36. | 82044803+serena-ruan@users.noreply.github.com | iemejia@gmail.com |
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build.sbt core/src/main/scala/com/microsoft/azure/synapse/ml/codegen/CodeGen.scala website/src/pages/index.js |
| 37. | jasowang@microsoft.com | ilmat@microsoft.com |
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build.sbt src/main/scala/com/microsoft/ml/spark/codegen/Wrappable.scala notebooks/Interpretability - Explanation Dashboard.ipynb |
| 38. | SudhindraKovalam@users.noreply.github.com | 64443771+ms-kashyap@users.noreply.github.com |
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website/sidebars.js website/src/plugins/examples/index.js |
| 39. | 82044803+serena-ruan@users.noreply.github.com | jasonwang_83@hotmail.com |
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README.md notebooks/Interpretability - Image Explainers.ipynb |
| 40. | ilmat@microsoft.com | 80103478+xuwq1993@users.noreply.github.com |
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README.md build.sbt |
| 41. | marcozo@microsoft.com | 80103478+xuwq1993@users.noreply.github.com |
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pipeline.yaml build.sbt |
| 42. | marcozo@microsoft.com | jasowang@microsoft.com |
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pipeline.yaml build.sbt |
| 43. | marcozo@microsoft.com | marhamil@microsoft.com |
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pipeline.yaml build.sbt |
| 44. | 35308202+jtinkus@users.noreply.github.com | mhamilton723@gmail.com |
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src/test/scala/com/microsoft/ml/spark/nn/BallTreeTest.scala src/test/scala/com/microsoft/ml/spark/nn/KNNTest.scala |
| 45. | 82044803+serena-ruan@users.noreply.github.com | 39083646+SharathChandra-AV@users.noreply.github.com |
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src/main/scala/com/microsoft/ml/spark/lime/TextLIME.scala src/main/scala/com/microsoft/ml/spark/lime/LIME.scala |
| 46. | elswork@gmail.com | mhamilton723@gmail.com |
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website/versioned_docs/version-0.9.4/getting_started/installation.md website/docs/getting_started/installation.md |
| 47. | thl1998228@gmail.com | ilmat@microsoft.com |
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lightgbm/src/main/scala/com/microsoft/azure/synapse/ml/lightgbm/params/TrainParams.scala |
| 48. | thl1998228@gmail.com | mhamilton723@gmail.com |
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lightgbm/src/main/scala/com/microsoft/azure/synapse/ml/lightgbm/params/TrainParams.scala |
| 49. | jasowang@microsoft.com | 82470223+ezherdeva@users.noreply.github.com |
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src/test/scala/com/microsoft/azure/synapse/ml/core/test/fuzzing/FuzzingTest.scala |
| 50. | 82470223+ezherdeva@users.noreply.github.com | 82044803+serena-ruan@users.noreply.github.com |
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src/test/scala/com/microsoft/azure/synapse/ml/core/test/fuzzing/FuzzingTest.scala |
| 51. | 82470223+ezherdeva@users.noreply.github.com | 64443771+ms-kashyap@users.noreply.github.com |
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src/test/scala/com/microsoft/azure/synapse/ml/core/test/fuzzing/FuzzingTest.scala |
| 52. | mhamilton723@gmail.com | martin.ku@skysource.com.tw |
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README.md |
| 53. | mhamilton723@gmail.com | uchikun17@gmail.com |
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README.md |
| 54. | mhamilton723@gmail.com | rolevin@microsoft.com |
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| 55. | 82044803+serena-ruan@users.noreply.github.com | martin.ku@skysource.com.tw |
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| 56. | 82044803+serena-ruan@users.noreply.github.com | uchikun17@gmail.com |
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| 57. | 82044803+serena-ruan@users.noreply.github.com | rolevin@microsoft.com |
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| 58. | martin.ku@skysource.com.tw | ilmat@microsoft.com |
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| 59. | martin.ku@skysource.com.tw | 80103478+xuwq1993@users.noreply.github.com |
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| 60. | martin.ku@skysource.com.tw | uchikun17@gmail.com |
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| 61. | martin.ku@skysource.com.tw | jasonwang_83@hotmail.com |
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| 62. | martin.ku@skysource.com.tw | rolevin@microsoft.com |
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| 63. | ilmat@microsoft.com | uchikun17@gmail.com |
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| 64. | ilmat@microsoft.com | jasonwang_83@hotmail.com |
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| 65. | ilmat@microsoft.com | rolevin@microsoft.com |
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| 66. | 80103478+xuwq1993@users.noreply.github.com | uchikun17@gmail.com |
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| 68. | 80103478+xuwq1993@users.noreply.github.com | rolevin@microsoft.com |
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| 72. | 49699333+dependabot[bot]@users.noreply.github.com | 82044803+serena-ruan@users.noreply.github.com |
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website/yarn.lock |
| 73. | 49699333+dependabot[bot]@users.noreply.github.com | jasowang@microsoft.com |
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| 74. | 49699333+dependabot[bot]@users.noreply.github.com | mhamilton723@gmail.com |
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website/yarn.lock |
| 75. | marcozo@microsoft.com | 64443771+ms-kashyap@users.noreply.github.com |
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pipeline.yaml |
| 76. | marcozo@microsoft.com | wenqx@microsoft.com |
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| 77. | 64443771+ms-kashyap@users.noreply.github.com | 80103478+xuwq1993@users.noreply.github.com |
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| 78. | 64443771+ms-kashyap@users.noreply.github.com | marhamil@microsoft.com |
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| 79. | 64443771+ms-kashyap@users.noreply.github.com | wenqx@microsoft.com |
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| 80. | marhamil@microsoft.com | wenqx@microsoft.com |
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| 81. | 35308202+jtinkus@users.noreply.github.com | marhamil@microsoft.com |
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src/main/scala/com/microsoft/ml/spark/nn/KNN.scala |
| 82. | iemejia@gmail.com | marcozo@microsoft.com |
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| 83. | iemejia@gmail.com | jasowang@microsoft.com |
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| 88. | 18224647+liyzcj@users.noreply.github.com | ilmat@microsoft.com |
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lightgbm/src/main/scala/com/microsoft/azure/synapse/ml/lightgbm/LightGBMRanker.scala |
| 89. | 18224647+liyzcj@users.noreply.github.com | contact@dungnt.net |
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lightgbm/src/main/scala/com/microsoft/azure/synapse/ml/lightgbm/LightGBMRanker.scala |
| 90. | 18224647+liyzcj@users.noreply.github.com | mhamilton723@gmail.com |
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lightgbm/src/main/scala/com/microsoft/azure/synapse/ml/lightgbm/LightGBMRanker.scala |
| 91. | 82044803+serena-ruan@users.noreply.github.com | elswork@gmail.com |
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website/docs/getting_started/installation.md |
| 92. | iemejia@gmail.com | 64443771+ms-kashyap@users.noreply.github.com |
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website/src/pages/index.js |
| 93. | 82044803+serena-ruan@users.noreply.github.com | dciborow@microsoft.com |
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| 94. | jasowang@microsoft.com | dciborow@microsoft.com |
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| 95. | 15657497+avanunts@users.noreply.github.com | ilmat@microsoft.com |
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core/src/main/scala/com/microsoft/ml/spark/core/utils/ClusterUtil.scala |
| 96. | 15657497+avanunts@users.noreply.github.com | mhamilton723@gmail.com |
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core/src/main/scala/com/microsoft/ml/spark/core/utils/ClusterUtil.scala |
| 97. | 82044803+serena-ruan@users.noreply.github.com | stuartle@microsoft.com |
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core/src/test/scala/com/microsoft/azure/synapse/ml/nbtest/DatabricksUtilities.scala |
| 98. | marcozo@microsoft.com | SudhindraKovalam@users.noreply.github.com |
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core/src/test/scala/com/microsoft/azure/synapse/ml/Secrets.scala |
| 99. | marhamil@microsoft.com | mmaitre314@users.noreply.github.com |
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notebooks/samples/CyberML - Anomalous Access Detection.ipynb |
| 100. | ocworld@gmail.com | mhamilton723@gmail.com |
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core/src/main/scala/com/microsoft/azure/synapse/ml/core/env/NativeLoader.java |