Path	Lines of Code
blogs/babyweight/application/app.yaml	9
blogs/babyweight/application/appengine_config.py	2
blogs/babyweight/application/main.py	49
blogs/babyweight/application/templates/form.html	106
blogs/babyweight/application/templates/index.html	11
blogs/babyweight/babyweight/setup.cfg	4
blogs/babyweight/babyweight/setup.py	15
blogs/babyweight/babyweight/trainer/__init__.py	1
blogs/babyweight/babyweight/trainer/model.py	138
blogs/babyweight/babyweight/trainer/task.py	78
blogs/babyweight/train_deploy.ipynb	1010
blogs/babyweight_keras/trainer/__init__.py	1
blogs/babyweight_keras/trainer/model.py	64
blogs/babyweight_keras/trainer/task.py	75
blogs/babyweight_tft/babyweight_tft_keras_01.ipynb	1311
blogs/batch_normalization/estimator_batch_normalization.ipynb	150
blogs/batch_normalization/mnist_classifier/setup.cfg	4
blogs/batch_normalization/mnist_classifier/setup.py	14
blogs/batch_normalization/mnist_classifier/trainer/model.py	83
blogs/batch_normalization/mnist_classifier/trainer/task.py	10
blogs/batch_predictions/batch_predictions_keras.ipynb	1377
blogs/beamadvent/day1a.py	27
blogs/beamadvent/day1b.py	31
blogs/beamadvent/day2a.py	47
blogs/beamadvent/day2b.py	67
blogs/beamadvent/day3a.py	63
blogs/beamadvent/day3b.py	62
blogs/dataflow_r/dfr/src/main/java/com/google/cloud/training/dataanalyst/dfr/CallingRFromJava.java	70
blogs/dataflow_r/dfr/src/main/java/com/google/cloud/training/dataanalyst/dfr/Simulate.java	38
blogs/dataflow_r/dfr/src/main/resources/com/google/cloud/training/dataanalyst/dfr/myprog.r	2
blogs/dataflowsql/bq_in_df/src/main/java/com/google/cloud/training/dataflowsql/UpsetsByDay.java	81
blogs/df_linear_opt/generate_input.py	21
blogs/df_linear_opt/linearopt.py	81
blogs/endpointslambda/aeflex-endpoints/app.yaml	8
blogs/endpointslambda/aeflex-endpoints/main.py	25
blogs/endpointslambda/aeflex-endpoints/openapi.yaml	58
blogs/endpointslambda/lambdafunctioninline.py	36
blogs/explainable_ai/AI_Explanations_on_CAIP.ipynb	1110
blogs/feature_column_normalization/feature_normalization.ipynb	433
blogs/feature_column_normalization/model_code/setup.py	11
blogs/feature_column_normalization/model_code/trainer/__init__.py	1
blogs/feature_column_normalization/model_code/trainer/model.py	65
blogs/feature_column_normalization/model_code/trainer/task.py	7
blogs/form_parser/formparsing.ipynb	778
blogs/gcp_forecasting/gcp_time_series_forecasting.ipynb	1607
blogs/gcp_forecasting/scalable_time_series.py	37
blogs/gcp_forecasting/tf_module/setup.cfg	4
blogs/gcp_forecasting/tf_module/setup.py	15
blogs/gcp_forecasting/tf_module/trainer/__init__.py	1
blogs/gcp_forecasting/tf_module/trainer/model.py	159
blogs/gcp_forecasting/tf_module/trainer/task.py	89
blogs/gcp_forecasting/time_series.py	109
blogs/goes16/maria/__init__.py	1
blogs/goes16/maria/create_image.py	82
blogs/goes16/maria/create_seattle.py	44
blogs/goes16/maria/hurricanes/__init__.py	1
blogs/goes16/maria/hurricanes/goes_to_jpeg.py	132
blogs/goes16/maria/setup.py	42
blogs/goes16/src/com/google/cloud/public_datasets/goes16/ListenPipeline.java	50
blogs/housing_prices/cloud-ml-housing-prices-hp-tuning.ipynb	417
blogs/housing_prices/cloud-ml-housing-prices.ipynb	926
blogs/hparam/__init__.py	1
blogs/hparam/hyperparam.yaml	19
blogs/hparam/setup.py	13
blogs/hparam/trainer/__init__.py	1
blogs/hparam/trainer/flow.py	29
blogs/inference/flights/compose_shards.py	25
blogs/inference/flights/csv_to_infapi.py	47
blogs/landsat/dfndvi.py	63
blogs/landsat/ndvi.py	61
blogs/landsat/setup.py	42
blogs/lightning/2_sklearn.ipynb	401
blogs/lightning/3_convnet.ipynb	555
blogs/lightning/hyperparam_gpu.yaml	27
blogs/lightning/largemachine.yaml	3
blogs/lightning/ltgpred/__init__.py	1
blogs/lightning/ltgpred/goesutil/__init__.py	1
blogs/lightning/ltgpred/goesutil/goesio.py	195
blogs/lightning/ltgpred/preproc/__init__.py	1
blogs/lightning/ltgpred/preproc/create_dataset.py	288
blogs/lightning/ltgpred/trainer/__init__.py	1
blogs/lightning/ltgpred/trainer/boxdef.py	57
blogs/lightning/ltgpred/trainer/convnet.py	17
blogs/lightning/ltgpred/trainer/dnn.py	13
blogs/lightning/ltgpred/trainer/resnet.py	88
blogs/lightning/ltgpred/trainer/train_cnn.py	316
blogs/lightning/ltgpred/trainer/train_skl.py	80
blogs/lightning/setup.py	43
blogs/microservices-demo-1/cloudbuild.yaml	12
blogs/microservices-demo-1/istio-manifests/allow-egress-googleapis.yaml	32
blogs/microservices-demo-1/istio-manifests/frontend-gateway.yaml	30
blogs/microservices-demo-1/istio-manifests/frontend.yaml	13
blogs/microservices-demo-1/kubernetes-manifests/adservice.yaml	57
blogs/microservices-demo-1/kubernetes-manifests/cartservice.yaml	52
blogs/microservices-demo-1/kubernetes-manifests/checkoutservice.yaml	66
blogs/microservices-demo-1/kubernetes-manifests/currencyservice.yaml	56
blogs/microservices-demo-1/kubernetes-manifests/emailservice.yaml	55
blogs/microservices-demo-1/kubernetes-manifests/frontend.yaml	91
blogs/microservices-demo-1/kubernetes-manifests/loadgenerator.yaml	50
blogs/microservices-demo-1/kubernetes-manifests/paymentservice.yaml	55
blogs/microservices-demo-1/kubernetes-manifests/productcatalogservice.yaml	55
blogs/microservices-demo-1/kubernetes-manifests/recommendationservice.yaml	59
blogs/microservices-demo-1/kubernetes-manifests/redis.yaml	52
blogs/microservices-demo-1/kubernetes-manifests/shippingservice.yaml	55
blogs/microservices-demo-1/pb/demo.proto	201
blogs/microservices-demo-1/pb/grpc/health/v1/health.proto	36
blogs/microservices-demo-1/release/istio-manifests.yaml	78
blogs/microservices-demo-1/release/kubernetes-manifests.yaml	715
blogs/microservices-demo-1/skaffold.yaml	75
blogs/microservices-demo-1/src/adservice/src/main/java/hipstershop/AdService.java	274
blogs/microservices-demo-1/src/adservice/src/main/java/hipstershop/AdServiceClient.java	126
blogs/microservices-demo-1/src/adservice/src/main/proto/demo.proto	201
blogs/microservices-demo-1/src/adservice/src/main/resources/log4j2.xml	21
blogs/microservices-demo-1/src/cartservice/src/Program.cs	10
blogs/microservices-demo-1/src/cartservice/src/Startup.cs	58
blogs/microservices-demo-1/src/cartservice/src/cartstore/ICartStore.cs	12
blogs/microservices-demo-1/src/cartservice/src/cartstore/LocalCartStore.cs	62
blogs/microservices-demo-1/src/cartservice/src/cartstore/RedisCartStore.cs	155
blogs/microservices-demo-1/src/cartservice/src/protos/Cart.proto	40
blogs/microservices-demo-1/src/cartservice/src/services/CartService.cs	32
blogs/microservices-demo-1/src/cartservice/src/services/HealthCheckService.cs	24
blogs/microservices-demo-1/src/checkoutservice/genproto/demo.pb.go	2114
blogs/microservices-demo-1/src/checkoutservice/main.go	356
blogs/microservices-demo-1/src/checkoutservice/money/money.go	80
blogs/microservices-demo-1/src/currencyservice/client.js	41
blogs/microservices-demo-1/src/currencyservice/proto/demo.proto	201
blogs/microservices-demo-1/src/currencyservice/proto/grpc/health/v1/health.proto	36
blogs/microservices-demo-1/src/currencyservice/server.js	119
blogs/microservices-demo-1/src/emailservice/demo_pb2_grpc.py	299
blogs/microservices-demo-1/src/emailservice/email_client.py	29
blogs/microservices-demo-1/src/emailservice/email_server.py	150
blogs/microservices-demo-1/src/emailservice/logger.py	21
blogs/microservices-demo-1/src/emailservice/requirements.in	12
blogs/microservices-demo-1/src/emailservice/templates/confirmation.html	37
blogs/microservices-demo-1/src/frontend/genproto/demo.pb.go	2114
blogs/microservices-demo-1/src/frontend/handlers.go	473
blogs/microservices-demo-1/src/frontend/main.go	211
blogs/microservices-demo-1/src/frontend/middleware.go	79
blogs/microservices-demo-1/src/frontend/money/money.go	80
blogs/microservices-demo-1/src/frontend/rpc.go	98
blogs/microservices-demo-1/src/frontend/static/styles/cart.css	69
blogs/microservices-demo-1/src/frontend/static/styles/order.css	30
blogs/microservices-demo-1/src/frontend/static/styles/styles.css	488
blogs/microservices-demo-1/src/frontend/templates/ad.html	10
blogs/microservices-demo-1/src/frontend/templates/cart.html	190
blogs/microservices-demo-1/src/frontend/templates/error.html	22
blogs/microservices-demo-1/src/frontend/templates/footer.html	29
blogs/microservices-demo-1/src/frontend/templates/header.html	71
blogs/microservices-demo-1/src/frontend/templates/home.html	43
blogs/microservices-demo-1/src/frontend/templates/order.html	57
blogs/microservices-demo-1/src/frontend/templates/product.html	48
blogs/microservices-demo-1/src/frontend/templates/recommendations.html	27
blogs/microservices-demo-1/src/loadgenerator/locustfile.py	54
blogs/microservices-demo-1/src/loadgenerator/requirements.in	3
blogs/microservices-demo-1/src/paymentservice/charge.js	48
blogs/microservices-demo-1/src/paymentservice/index.js	38
blogs/microservices-demo-1/src/paymentservice/proto/demo.proto	201
blogs/microservices-demo-1/src/paymentservice/proto/grpc/health/v1/health.proto	36
blogs/microservices-demo-1/src/paymentservice/server.js	78
blogs/microservices-demo-1/src/productcatalogservice/genproto/demo.pb.go	2114
blogs/microservices-demo-1/src/productcatalogservice/server.go	243
blogs/microservices-demo-1/src/recommendationservice/client.py	26
blogs/microservices-demo-1/src/recommendationservice/demo_pb2_grpc.py	308
blogs/microservices-demo-1/src/recommendationservice/logger.py	21
blogs/microservices-demo-1/src/recommendationservice/recommendation_server.py	123
blogs/microservices-demo-1/src/recommendationservice/requirements.in	11
blogs/microservices-demo-1/src/shippingservice/genproto/demo.pb.go	2114
blogs/microservices-demo-1/src/shippingservice/main.go	174
blogs/microservices-demo-1/src/shippingservice/quote.go	28
blogs/microservices-demo-1/src/shippingservice/tracker.go	31
blogs/ncaa/dataflow/play_by_play.py	344
blogs/ncaa/ncaa_feateng.ipynb	258
blogs/nexrad2/src/com/google/cloud/public_datasets/nexrad2/APDetector.java	118
blogs/nexrad2/src/com/google/cloud/public_datasets/nexrad2/APPipeline.java	179
blogs/nexrad2/src/com/google/cloud/public_datasets/nexrad2/GcsNexradL2List.java	38
blogs/nexrad2/src/com/google/cloud/public_datasets/nexrad2/GcsNexradL2Read.java	55
blogs/nexrad2/src/com/google/cloud/public_datasets/nexrad2/GcsUntar.java	138
blogs/nexrad2/visualize/plot_pngs.py	35
blogs/nexrad2/visualize/radardata.ipynb	219
blogs/pandas-pvtkey/nokey_query.py	8
blogs/pandas-pvtkey/pkg_query.py	12
blogs/pandas-pvtkey/query.py	9
blogs/pandas-pvtkey/setup.py	16
blogs/pandas-pvtkey/trainer/__init__.py	1
blogs/popdensity/convert_to_geo.py	71
blogs/popdensity/convert_to_rect.py	86
blogs/rl-on-gcp/DQN_Breakout/RL_on_GCP.ipynb	559
blogs/rl-on-gcp/DQN_Breakout/hyperparam.yaml	34
blogs/rl-on-gcp/DQN_Breakout/rl_on_gcp/setup.py	48
blogs/rl-on-gcp/DQN_Breakout/rl_on_gcp/trainer/__init__.py	1
blogs/rl-on-gcp/DQN_Breakout/rl_on_gcp/trainer/buffer.py	24
blogs/rl-on-gcp/DQN_Breakout/rl_on_gcp/trainer/model.py	146
blogs/rl-on-gcp/DQN_Breakout/rl_on_gcp/trainer/stack_frame_env.py	50
blogs/rl-on-gcp/DQN_Breakout/rl_on_gcp/trainer/trainer.py	186
blogs/rl-on-gcp/DQN_Breakout/rl_on_gcp/trainer/utils.py	38
blogs/rl-on-gcp/cartpole_policy_gradients/hyperparam.yaml	30
blogs/rl-on-gcp/cartpole_policy_gradients/rl_model_code/setup.py	10
blogs/rl-on-gcp/cartpole_policy_gradients/rl_model_code/trainer/__init__.py	1
blogs/rl-on-gcp/cartpole_policy_gradients/rl_model_code/trainer/model.py	129
blogs/rl-on-gcp/cartpole_policy_gradients/rl_model_code/trainer/task.py	10
blogs/serving_embed/serving_embed.ipynb	1116
blogs/sklearn/babyweight/setup.py	17
blogs/sklearn/babyweight/trainer/__init__.py	1
blogs/sklearn/babyweight/trainer/model.py	60
blogs/sklearn/babyweight/trainer/task.py	55
blogs/sklearn/babyweight_skl.ipynb	1555
blogs/sme_academy/tfestimator/01_tf_estimator_deepdive.ipynb	1402
blogs/sme_academy/tfx/00_install_requirements.ipynb	64
blogs/sme_academy/tfx/01_data_validation.ipynb	435
blogs/sme_academy/tfx/02_transform.ipynb	576
blogs/sme_academy/tfx/03_train.ipynb	755
blogs/t2t/translate_ende.ipynb	515
blogs/textclassification/txtcls1/trainer/__init__.py	1
blogs/textclassification/txtcls1/trainer/model.py	143
blogs/textclassification/txtcls1/trainer/task.py	44
blogs/tf_dataflow_serving/__init__.py	1
blogs/tf_dataflow_serving/experiment.py	72
blogs/tf_dataflow_serving/model/__init__.py	1
blogs/tf_dataflow_serving/model/inference.py	47
blogs/tf_dataflow_serving/pipelines/__init__.py	1
blogs/tf_dataflow_serving/pipelines/batch_process.py	104
blogs/tf_dataflow_serving/pipelines/stream_process.py	116
blogs/tf_dataflow_serving/run_pipeline.py	74
blogs/tf_dataflow_serving/scripts/bq_stats.sql	9
blogs/tf_dataflow_serving/setup.py	12
blogs/tf_dataflow_serving/simulate_stream.py	98
blogs/timeseries/simplernn/setup.cfg	4
blogs/timeseries/simplernn/trainer/__init__.py	1
blogs/timeseries/simplernn/trainer/model.py	76
blogs/timeseries/simplernn/trainer/setup.py	15
blogs/timeseries/simplernn/trainer/task.py	80