Path	Lines of Code
README.md	101
contributing.md	16
examples/AzureML-Primers/README.md	4
examples/AzureML-REST-API/README.md	14
examples/AzureML-REST-API/code_runner.py	24
examples/AzureML-REST-API/compute.md	159
examples/AzureML-REST-API/workspace.md	114
examples/Fastai/Image-classification/data/prepare-dataset.md	20
examples/Fastai/Image-classification/myenv.yml	13
examples/Fastai/Image-classification/score.py	30
examples/Fastai/Image-classification/train.py	17
examples/Fastai/Image-classification/train_remote.py	23
examples/KubeflowPipeline/README.md	148
examples/KubeflowPipeline/code/deploy/aksdeploymentconfig.json	4
examples/KubeflowPipeline/code/deploy/build.sh	8
examples/KubeflowPipeline/code/deploy/deploy.sh	18
examples/KubeflowPipeline/code/deploy/deploymentconfig.json	8
examples/KubeflowPipeline/code/deploy/environment.yml	9
examples/KubeflowPipeline/code/deploy/inference.sh	12
examples/KubeflowPipeline/code/deploy/inferenceconfig.json	10
examples/KubeflowPipeline/code/deploy/score.py	69
examples/KubeflowPipeline/code/pipeline.py	131
examples/KubeflowPipeline/code/pipeline.yaml	287
examples/KubeflowPipeline/code/preprocess/build.sh	8
examples/KubeflowPipeline/code/preprocess/data.py	92
examples/KubeflowPipeline/code/profile/build.sh	8
examples/KubeflowPipeline/code/profile/environment.yml	9
examples/KubeflowPipeline/code/profile/inferenceconfig.json	10
examples/KubeflowPipeline/code/profile/profile.sh	20
examples/KubeflowPipeline/code/profile/score.py	69
examples/KubeflowPipeline/code/register/build.sh	8
examples/KubeflowPipeline/code/register/register.py	72
examples/KubeflowPipeline/code/training/build.sh	8
examples/KubeflowPipeline/code/training/train.py	138
examples/KubeflowPipeline/kubernetes/pvc.yaml	12
examples/MLOps_GitHubActions/AzureFunction/host.json	7
examples/MLOps_GitHubActions/AzureFunction/router/func.py	44
examples/MLOps_GitHubActions/AzureFunction/router/function.json	10
examples/MLOps_GitHubActions/Code/README.md	10
examples/MLOps_GitHubActions/Code/amlcallback.py	24
examples/MLOps_GitHubActions/Code/deploy.cmd	3
examples/MLOps_GitHubActions/Code/deploy.ipynb	178
examples/MLOps_GitHubActions/Code/deployconfig.json	17
examples/MLOps_GitHubActions/Code/deployconfiglocal.json	4
examples/MLOps_GitHubActions/Code/get_logs.py	3
examples/MLOps_GitHubActions/Code/inferenceconfig.json	10
examples/MLOps_GitHubActions/Code/pipeline.cmd	6
examples/MLOps_GitHubActions/Code/pipeline.ipynb	332
examples/MLOps_GitHubActions/Code/pipeline.py	158
examples/MLOps_GitHubActions/Code/prep.py	126
examples/MLOps_GitHubActions/Code/register.py	78
examples/MLOps_GitHubActions/Code/score.py	81
examples/MLOps_GitHubActions/Code/seer_scoring.yml	11
examples/MLOps_GitHubActions/Code/train.py	128
examples/MLOps_GitHubActions/README.md	13
examples/SettingUpAMLComputeWorkspaces/README.md	148
examples/SettingUpAMLComputeWorkspaces/assignamlworkspaceroles.sh	144
examples/SettingUpAMLComputeWorkspaces/config.yml	19
examples/SettingUpAMLComputeWorkspaces/custom_config.yml	19
examples/SettingUpAMLComputeWorkspaces/enterprise-workspace-configuration-bg.md	170
examples/SettingUpAMLComputeWorkspaces/newamllabcompute.sh	90
examples/SettingUpAMLComputeWorkspaces/newamllabworkspace.sh	253
examples/SettingUpAMLComputeWorkspaces/role_datascientist.json	16
examples/cli-train-deploy/README.md	11
examples/cli-train-deploy/aciDeploymentConfig.yml	5
examples/cli-train-deploy/dataset.json	20
examples/cli-train-deploy/generate-runconfig.py	38
examples/cli-train-deploy/inferenceConfig.json	41
examples/cli-train-deploy/score.py	15
examples/cli-train-deploy/scoring-env.yml	9
examples/cli-train-deploy/scripts/train.py	31
examples/cli-train-deploy/scripts/utils.py	18
examples/cli-train-deploy/train-model.sh	28
examples/customer_churn/Customer Churn.ipynb	381
examples/customer_churn/README.md	47
examples/customer_churn/code/dev/svdkl.py	74
examples/customer_churn/code/dev/svdkl_entry.py	48
examples/customer_churn/code/dev/trainer.py	75
examples/customer_churn/code/preprocess/preprocess.py	48
examples/customer_churn/code/train/svdkl.py	74
examples/customer_churn/code/train/svdkl_entry.py	48
examples/customer_churn/code/train/trainer.py	71
examples/deep_predictive_maintenance/1_data_ingestion_and_preparation.ipynb	464
examples/deep_predictive_maintenance/2_model_building_and_operationalization.ipynb	496
examples/deep_predictive_maintenance/common/__init__.py	1
examples/deep_predictive_maintenance/common/utils.py	56
examples/deep_predictive_maintenance/readme.md	12
examples/deep_predictive_maintenance/score/myenv.yml	8
examples/deep_predictive_maintenance/score/network.py	20
examples/deep_predictive_maintenance/score/score.py	17
examples/deep_predictive_maintenance/train/entry.py	55
examples/deep_predictive_maintenance/train/network.py	20
examples/deep_predictive_maintenance/train/train.py	85
examples/deep_predictive_maintenance/train/utils.py	56
examples/explainability/deploy-model.py	16
examples/explainability/deploymentConfig.json	7
examples/explainability/inferenceConfig.json	10
examples/explainability/media/sample.md	1
examples/explainability/myenv.yml	14
examples/explainability/readme.md	36
examples/explainability/sample-input.json	1
examples/explainability/score.py	15
examples/explainability/train_explain.py	61
examples/facereco/classifier.py	34
examples/facereco/facereco.ipynb	356
examples/facereco/pca.py	28
examples/facereco/preprocess.py	27
examples/facereco/readme.md	43
examples/facereco/vggface_features.py	41
examples/h2o/myenv.yml	6
examples/h2o/readme.md	1
examples/h2o/score.py	15
examples/imagenet-transfer-learning/attach-datastore.sh	1
examples/imagenet-transfer-learning/azure-pipelines.yml	14
examples/imagenet-transfer-learning/create-computes.sh	2
examples/imagenet-transfer-learning/deploymentConfig.json	7
examples/imagenet-transfer-learning/infenv.yml	8
examples/imagenet-transfer-learning/inferenceConfig.json	10
examples/imagenet-transfer-learning/mlpipeline.py	71
examples/imagenet-transfer-learning/readme.md	12
examples/imagenet-transfer-learning/register.py	32
examples/imagenet-transfer-learning/score.py	99
examples/imagenet-transfer-learning/train.py	555
examples/language_model_distributed/LM_distributed_training.ipynb	197
examples/language_model_distributed/readme.md	23
examples/language_model_distributed/train.py	81
examples/maskRCNN_distributed/horovod/__init__.py	1
examples/maskRCNN_distributed/horovod/dataset.py	81
examples/maskRCNN_distributed/horovod/train.py	42
examples/maskRCNN_distributed/mask R-CNN distributed training.ipynb	342
examples/maskRCNN_distributed/readme.md	21
examples/maskRCNN_distributed/run.py	23
examples/mlflow/readme.md	6
examples/model-copy/copymodels.py	10
examples/model_yml/model.yml	33
examples/predictive_maintenance/1_data_ingestion.ipynb	417
examples/predictive_maintenance/2_feature_engineering.ipynb	893
examples/predictive_maintenance/3_model_building.ipynb	431
examples/predictive_maintenance/4_operationalization.ipynb	302
examples/predictive_maintenance/Predictive maintenance.dbc	535
examples/predictive_maintenance/readme.md	16
examples/pytorch-imagenet-onnx/deployment/conda_dependencies.yml	12
examples/pytorch-imagenet-onnx/deployment/deployment_config_aci.yml	5
examples/pytorch-imagenet-onnx/deployment/deployment_config_aks.yml	16
examples/pytorch-imagenet-onnx/deployment/inference_config.yml	9
examples/pytorch-imagenet-onnx/deployment/score.py	20
examples/pytorch-imagenet-onnx/pytorch_train.py	114
examples/pytorch-imagenet-onnx/readme.md	64
examples/pytorch-imagenet-onnx/train-with-pytorch.ipynb	523
examples/pytorch-imagenet-onnx/training/pytorch_train.py	114
examples/pytorch-imagenet-onnx/training/train-with-pytorch.ipynb	512
examples/sentiment_analysis/README.md	13
examples/sentiment_analysis/code/score/env.yml	8
examples/sentiment_analysis/code/score/score.py	22
examples/sentiment_analysis/code/train/env.yml	8
examples/sentiment_analysis/code/train/train.py	80
examples/sentiment_analysis/sentiment_analysis.ipynb	323
examples/tf_object_detection/Tensorflow object detection.ipynb	308
examples/tf_object_detection/readme.md	8
examples/tf_object_detection/train/train.py	52
examples/vscode/readme.md	2
examples/vscode/remote-compute.md	63
infra-as-code/arm-templates/appinsights/parameters.dev.json	12
infra-as-code/arm-templates/appinsights/parameters.test.json	12
infra-as-code/arm-templates/appinsights/template.json	24
infra-as-code/arm-templates/containerregistry/parameters.dev.json	12
infra-as-code/arm-templates/containerregistry/parameters.test.json	12
infra-as-code/arm-templates/containerregistry/template.json	30
infra-as-code/arm-templates/keyvault/parameters.dev.json	15
infra-as-code/arm-templates/keyvault/parameters.test.json	15
infra-as-code/arm-templates/keyvault/template.json	37
infra-as-code/arm-templates/mlcompute/parameters-vnet.dev.json	33
infra-as-code/arm-templates/mlcompute/parameters-vnet.test.json	33
infra-as-code/arm-templates/mlcompute/parameters.dev.json	24
infra-as-code/arm-templates/mlcompute/parameters.test.json	24
infra-as-code/arm-templates/mlcompute/template-vnet.json	66
infra-as-code/arm-templates/mlcompute/template.json	48
infra-as-code/arm-templates/mlworkspace/parameters.dev.json	21
infra-as-code/arm-templates/mlworkspace/parameters.test.json	21
infra-as-code/arm-templates/mlworkspace/template.json	38
infra-as-code/arm-templates/storage/parameters.dev.json	21
infra-as-code/arm-templates/storage/parameters.test.json	21
infra-as-code/arm-templates/storage/template.json	38
infra-as-code/readme.md	27
infra-as-code/runconfigschema.json	1287
model-deployment/readme.md	2
model-training/readme.md	11
pytorch_with_datasheet/model/datasheet.md	36
pytorch_with_datasheet/model_with_datasheet.ipynb	348