├── .ci ├── environment.yml ├── listing_config_schema.json ├── python-keras-realtimeserving.yml ├── python-keras-scoring.yml ├── python-ml-realtimeserving.yml ├── python-ml-scoring.yml ├── python-ml-training.yml ├── realtime-serving-dl-dev.yml ├── realtime-serving-pyspark-reco-dev.yml ├── realtimeserving-release.yml ├── scripts │ ├── SetResource.ps1 │ ├── aml_attach_blob.py │ ├── aml_creation.py │ └── set_secret.py ├── stage │ ├── deploy_container_stage_v2.yml │ ├── deploy_notebooks_stage.yml │ ├── deploy_notebooks_stage_v2.yml │ ├── deploy_notebooks_stage_v3.yml │ ├── deploy_notebooks_stage_v4.yml │ ├── deploy_notebooks_stage_v5.yml │ ├── publish_ado_pypi.yml │ ├── python_candidate_stage.yml │ ├── python_development_stage.yml │ └── python_release_stage.yml ├── stages │ ├── deploy_container_stages_v2.yml │ ├── deploy_notebooks_stages.yml │ ├── deploy_notebooks_stages_v2.yml │ ├── deploy_notebooks_stages_v3.yml │ ├── deploy_notebooks_stages_v4.yml │ └── deploy_notebooks_stages_v5.yml ├── steps │ ├── ADOTrainDeployAMLJob.yml │ ├── DLAKSDeployAMLJob.yml │ ├── DLBatchDeployAMLJob.yml │ ├── DLTrainDeployAMLJob.yml │ ├── DevitoDeployAMLJob.yml │ ├── MLAKSDeployAMLJob.yml │ ├── MLBatchDeployAMLJob.yml │ ├── MLTrainDeployAMLJob.yml │ ├── RMLAKSDeployAMLJob.yml │ ├── RecoPySparkRTS.yml │ ├── ai-architecture-template.yml │ ├── aml │ │ └── creation_step.yml │ ├── az-ml-realtime-score.yml │ ├── azpapermill.yml │ ├── azpapermill_iterator.yml │ ├── azure_r.yml │ ├── bash_r.yml │ ├── cleanuptask.yml │ ├── conda_pytest_pylint.yml │ ├── conda_pytest_steps.yml │ ├── config_conda.yml │ ├── config_r.yml │ ├── createResourceGroupTemplate.yml │ ├── dep_DLTrainDeployJob.yml │ ├── dep_MLScoreDeployJob.yml │ ├── deploy.yml │ ├── deploy_container_steps_v2.yml │ ├── deploy_notebook_steps.yml │ ├── deploy_notebook_steps_v2.yml │ ├── deploy_notebook_steps_v3.yml │ ├── deploy_notebook_steps_v5.yml │ ├── deploy_rts.yml │ ├── deploy_steps.yml │ ├── deploy_steps_v2.yml │ ├── docker_clean.yml │ ├── docker_clean_step.yml │ ├── papermill.yml │ ├── pytest_steps.yml │ ├── reco_conda_clean_linux.yml │ ├── reco_conda_clean_win.yml │ ├── reco_conda_config_win.yml │ ├── reco_config_conda_linux.yml │ └── shorten_string.yml └── vars │ ├── ado_ml_batch_train_vars.yml │ ├── agce_devops_sub_vars.yml │ ├── ai-architecture-template.yml │ ├── az-ml-realtime-score.yml │ ├── deep_seismic_devito.yml │ ├── dl_batch_scoring.yml │ ├── dl_realtime_scoring.yml │ ├── dlhyperparametertuning_vars.yml │ ├── ml_batch_scoring.yml │ ├── ml_realtime_scoring.yml │ ├── mlhyperparametertuning_vars.yml │ └── rml_realtime_scoring.yml ├── .docs ├── python_scoring.md └── python_training.md ├── .github └── ISSUE_TEMPLATE │ └── scenario_request.md ├── .gitignore ├── .gitmodules ├── .images ├── decision_python_scoring.png ├── demo.svg └── python_training_diag.png ├── AzureDeployment ├── AzureML │ └── azureML.json ├── CosmosDB │ └── cosmosdb.json ├── DeploySpark │ └── Synapse │ │ └── azuredeploy.json └── Identity │ 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