├── .devcontainer ├── Dockerfile └── devcontainer.json ├── .github ├── ISSUE_TEMPLATE │ ├── config.yml │ ├── repository-issue.md │ └── solution-accelerator-request.md ├── PULL_REQUEST_TEMPLATE.md └── workflows │ └── codeql.yml ├── .gitignore ├── .pre-commit-config.yaml ├── CODE_OF_CONDUCT.md ├── LICENSE ├── README.md ├── SECURITY.md ├── SUPPORT.md ├── classical ├── README.md ├── aml-cli-v2 │ ├── data-science │ │ ├── environment │ │ │ └── train-conda.yml │ │ └── src │ │ │ ├── evaluate.py │ │ │ ├── prep.py │ │ │ ├── register.py │ │ │ └── train.py │ ├── data │ │ ├── taxi-batch.csv │ │ ├── taxi-data.csv │ │ └── taxi-request.json │ └── mlops │ │ ├── azureml │ │ ├── deploy │ │ │ ├── batch │ │ │ │ ├── batch-deployment.yml │ │ │ │ └── batch-endpoint.yml │ │ │ └── online │ │ │ │ ├── online-deployment.yml │ │ │ │ ├── online-endpoint.yml │ │ │ │ └── score.py │ │ └── train │ │ │ ├── data.yml │ │ │ ├── pipeline.yml │ │ │ └── train-env.yml │ │ ├── devops-pipelines │ │ ├── deploy-batch-endpoint-pipeline.yml │ │ ├── deploy-model-training-pipeline.yml │ │ └── deploy-online-endpoint-pipeline.yml │ │ └── github-actions │ │ ├── deploy-batch-endpoint-pipeline-classical.yml │ │ ├── deploy-model-training-pipeline-classical.yml │ │ └── deploy-online-endpoint-pipeline-classical.yml ├── python-sdk-v1 │ ├── config-aml.yml │ ├── data-science │ │ ├── environment │ │ │ ├── batch.yml │ │ │ ├── batch_monitor.yml │ │ │ ├── train.yml │ │ │ └── train_monitor.yml │ │ ├── notebooks │ │ │ └── experiment1.ipynb │ │ ├── src │ │ │ ├── evaluate.py │ │ │ ├── prep.py │ │ │ ├── score.py │ │ │ └── train.py │ │ └── tests │ │ │ └── test.py │ ├── data │ │ ├── scoring │ │ │ └── credit_batch.csv │ │ └── training │ │ │ └── credit.csv │ └── mlops │ │ └── devops-pipelines │ │ ├── deploy-drift-detection.yml │ │ ├── deploy-model-batch-scoring.yml │ │ └── deploy-model-training-pipeline.yml ├── python-sdk-v2 │ ├── data-science │ │ ├── environment │ │ │ └── train-conda.yml │ │ └── src │ │ │ ├── evaluate │ │ │ └── evaluate.py │ │ │ ├── prep │ │ │ └── prep.py │ │ │ ├── register │ │ │ └── register.py │ │ │ └── train │ │ │ └── train.py │ ├── data │ │ ├── taxi-batch.csv │ │ ├── taxi-data.csv │ │ └── taxi-request.json │ └── mlops │ │ ├── azureml │ │ └── train │ │ │ └── run_pipeline.py │ │ └── devops-pipelines │ │ ├── deploy-batch-endpoint-pipeline.yml │ │ ├── deploy-model-training-pipeline.yml │ │ └── deploy-online-endpoint-pipeline.yml └── rai-aml-cli-v2 │ ├── data-science │ ├── environment │ │ ├── train-conda.yml │ │ └── train-requirements.txt │ ├── experiment │ │ ├── evaluate.ipynb │ │ ├── prep.ipynb │ │ ├── register.ipynb │ │ ├── requirements.txt │ │ └── train.ipynb │ └── src │ │ ├── evaluate │ │ ├── evaluate.py │ │ └── test_evaluate.py │ │ ├── prep │ │ ├── prep.py │ │ └── test_prep.py │ │ ├── register │ │ └── register.py │ │ └── train │ │ ├── test_train.py │ │ └── train.py │ ├── data │ ├── taxi-batch.csv │ ├── taxi-data.csv │ └── taxi-request.json │ └── mlops │ ├── azureml │ ├── deploy │ │ ├── batch │ │ │ ├── batch-deployment.yml │ │ │ └── batch-endpoint.yml │ │ └── online │ │ │ ├── online-deployment.yml │ │ │ ├── online-endpoint.yml │ │ │ └── score.py │ └── train │ │ ├── pipeline.yml │ │ └── train-env.yml │ └── devops-pipelines │ ├── deploy-batch-endpoint-pipeline.yml │ ├── deploy-model-training-pipeline.yml │ ├── deploy-online-endpoint-pipeline.yml │ ├── register-rai-components.yml │ └── trigger_.code-search ├── config-infra-dev.yml ├── config-infra-prod.yml ├── cv ├── README.md ├── aml-cli-v2 │ ├── data-science │ │ ├── environment │ │ │ ├── Dockerfile │ │ │ ├── ndv4-topo.xml │ │ │ └── requirements.txt │ │ ├── requirements-tests.txt │ │ ├── src │ │ │ ├── image_io.py │ │ │ ├── model │ │ │ │ ├── __init__.py │ │ │ │ ├── model_loader.py │ │ │ │ ├── swin_models.py │ │ │ │ ├── test_model.py │ │ │ │ └── torchvision_models.py │ │ │ ├── profiling.py │ │ │ └── train.py │ │ └── tests │ │ │ ├── conftest.py │ │ │ ├── model │ │ │ └── test_model_loader.py │ │ │ └── test_train.py │ ├── data │ │ └── sample-request.json │ └── mlops │ │ ├── azureml │ │ ├── deploy │ │ │ └── online │ │ │ │ ├── online-deployment.yml │ │ │ │ └── online-endpoint.yml │ │ └── train │ │ │ ├── create_stanford_dogs_dataset.yaml │ │ │ ├── pipeline.yaml │ │ │ ├── train-env.yaml │ │ │ └── train.yaml │ │ ├── devops-pipelines │ │ ├── deploy-model-training-pipeline.yml │ │ └── deploy-online-endpoint-pipeline.yml │ │ └── github-actions │ │ ├── deploy-model-training-pipeline.yml │ │ └── deploy-online-endpoint-pipeline.yml └── python-sdk-v1 │ ├── config-aml.yml │ ├── data-science │ ├── environment │ │ └── training │ │ │ ├── azureml_environment.json │ │ │ └── conda_dependencies.yml │ ├── notebooks │ │ └── .gitkeep │ ├── src │ │ ├── evaluate.py │ │ ├── model │ │ │ ├── __init__.py │ │ │ ├── dataset.py │ │ │ └── net.py │ │ ├── prep.py │ │ └── train.py │ └── tests │ │ └── .gitkeep │ ├── data │ └── training │ │ └── image_labels.csv │ └── mlops │ └── devops-pipelines │ └── deploy-model-training-pipeline.yml ├── environment.yml ├── infrastructure ├── bicep │ ├── bicepconfig.json │ ├── main.bicep │ ├── main.json │ ├── modules │ │ ├── aml_computecluster.bicep │ │ ├── aml_workspace.bicep │ │ ├── application_insights.bicep │ │ ├── container_registry.bicep │ │ ├── key_vault.bicep │ │ └── storage_account.bicep │ └── pipelines │ │ └── bicep-ado-deploy-infra.yml └── terraform │ ├── aml_deploy.tf │ ├── devops-pipelines │ └── tf-ado-deploy-infra.yml │ ├── github-actions │ └── tf-gha-deploy-infra.yml │ ├── locals.tf │ ├── main.tf │ ├── modules │ ├── aml-workspace │ │ ├── main.tf │ │ ├── outputs.tf │ │ └── variables.tf │ ├── application-insights │ │ ├── main.tf │ │ ├── outputs.tf │ │ └── variables.tf │ ├── container-registry │ │ ├── main.tf │ │ ├── outputs.tf │ │ └── variables.tf │ ├── data-explorer │ │ ├── main.tf │ │ ├── outputs.tf │ │ └── variables.tf │ ├── key-vault │ │ ├── main.tf │ │ ├── outputs.tf │ │ └── variables.tf │ ├── resource-group │ │ ├── main.tf │ │ ├── outputs.tf │ │ └── variables.tf │ └── storage-account │ │ ├── main.tf │ │ ├── outputs.tf │ │ └── variables.tf │ └── variables.tf ├── nlp ├── README.md ├── aml-cli-v2 │ ├── data-science │ │ ├── environments │ │ │ ├── inference │ │ │ │ └── conda_env.yml │ │ │ └── training │ │ │ │ ├── Dockerfile │ │ │ │ └── requirements.txt │ │ └── src │ │ │ └── summarization │ │ │ ├── compare.py │ │ │ ├── prepare.py │ │ │ ├── register.py │ │ │ ├── run.py │ │ │ └── score.py │ ├── data │ │ └── nlp-summarization-request.json │ └── mlops │ │ ├── azureml │ │ ├── deploy │ │ │ └── online │ │ │ │ ├── online-deployment.yml │ │ │ │ └── online-endpoint.yml │ │ └── train │ │ │ ├── pipeline.yml │ │ │ └── train-env.yml │ │ ├── devops-pipelines │ │ ├── deploy-model-training-pipeline.yml │ │ └── deploy-online-endpoint-pipeline.yml │ │ └── github-actions │ │ ├── deploy-model-training-pipeline.yml │ │ └── deploy-online-endpoint-pipeline.yml └── python-sdk-v2 │ ├── data-science │ ├── environments │ │ ├── inference │ │ 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