├── .github └── PULL_REQUEST_TEMPLATE.md ├── .gitignore ├── 1-Built-In-Algorithm ├── 01.CF-MLOps-BIA-Lab-Prep.yml ├── 02.CF-MLOps-BIA-BuildPipeline.yml ├── 03.MLOps-BIA-LabNotebook.ipynb ├── README.md ├── data │ ├── smoketest.csv │ ├── train.csv │ └── validation.csv ├── images │ ├── CF-AcknowledgeIAM.png │ ├── CF-BIA-BuildPipeline.png │ ├── CF01.png │ ├── CF02.png │ ├── S3-Upload.png │ ├── SM-Notebook1.png │ ├── SM-Notebook2.png │ ├── SM-NoteboookInstance.png │ ├── SageMaker-Notebook-Instance.png │ ├── s3-lambda-functions.png │ └── training_data_sample.png └── lambda-code │ ├── MLOps-BIA-DeployModel.py │ ├── MLOps-BIA-DeployModel.py.zip │ ├── MLOps-BIA-EvaluateModel.py │ ├── MLOps-BIA-EvaluateModel.py.zip │ ├── MLOps-BIA-GetStatus.py │ ├── MLOps-BIA-GetStatus.py.zip │ ├── MLOps-BIA-TrainModel.py │ └── MLOps-BIA-TrainModel.py.zip ├── 2-Bring-Your-Own ├── 01.CF-MLOps-BYO-Lab-Prep.yml ├── 02.CF-MLOps-BYO-BuildPipeline.yml ├── 03.MLOps-BYO-LabNotebook.ipynb ├── README.md ├── data │ └── 1-train │ │ ├── smoketest │ │ └── iris.csv │ │ ├── train │ │ ├── iris-2.csv │ │ └── iris.csv │ │ └── validation │ │ └── iris.csv ├── images │ ├── CF-BuildPipeline-1-BYO.png │ ├── CF-LabSetup-1-BYO.png │ ├── CF-LabSetup-2-BYO.png │ ├── S3-Lambda-Upload-BYO.png │ ├── SM-Notebook-Instance-1.png │ ├── SM-Notebook-Instance-2.png │ └── SM-Notebook-Instance-3.png ├── lambda-code │ ├── MLOps-BYO-DeployModel.py │ ├── MLOps-BYO-DeployModel.py.zip │ ├── MLOps-BYO-EvaluateModel.py │ ├── MLOps-BYO-EvaluateModel.py.zip │ ├── MLOps-BYO-GetStatus.py │ ├── MLOps-BYO-GetStatus.py.zip │ ├── MLOps-BYO-TrainModel.py │ └── MLOps-BYO-TrainModel.py.zip └── model-code │ ├── Dockerfile │ ├── README.MD │ ├── build_and_push.sh │ ├── buildspec.yml │ └── decision_trees │ ├── nginx.conf │ ├── predictor.py │ ├── serve │ ├── train │ └── wsgi.py ├── 3-Built-In-Algorithm-Cross-Acccount ├── README.md ├── datascience-account │ ├── README.md │ └── xgboost_abalone.ipynb ├── images │ ├── DS-PrepStackOutput.png │ ├── DS-ProvisionedProduct.png │ ├── DS-ScProduct.png │ ├── DS-SwitchRole.png │ ├── MLOps_CrossAccount_Architecture.jpg │ └── ToolsAccount_Outputs.png ├── servicecatalog-products │ ├── SageMakerProduct.yml │ ├── prepare_datascientist_account.yaml │ └── prepare_tools_account.yaml ├── stage-account │ └── CreateResources.yml └── tools-account │ ├── lambda-code │ ├── MLOps-BIA-DeployModel.py │ ├── MLOps-BIA-DeployModel.py.zip │ ├── MLOps-BIA-EvaluateModel.py │ ├── MLOps-BIA-EvaluateModel.py.zip │ ├── MLOps-BIA-GetStatus.py │ └── MLOps-BIA-GetStatus.py.zip │ └── pipeline │ ├── BuildPipeline.yml │ └── PrepPipeline.yml ├── 4-Built-In-Algorithm-Jenkins ├── Dockerfile ├── Jenkinsfile ├── README.md ├── build_and_push.sh ├── buildspec.yml ├── decision_trees │ ├── nginx.conf │ ├── predictor.py │ ├── serve │ ├── train │ └── wsgi.py ├── images │ ├── ECR-Repo-Push.png │ ├── ECR-Repo.png │ ├── Jenkins-NewItem-1.png │ ├── Jenkins-NewItem-2.png │ ├── Jenkins-NewItem.png │ ├── Jenkins-Pipeline-Trigger-2.png │ ├── Jenkins-Pipeline-Trigger-3.png │ ├── Jenkins-Pipeline-Trigger.png │ ├── Jenkins-Pipeline.png │ ├── SageMaker-Endpoints.png │ ├── SageMaker-IAM.png │ └── jenkins-aws.png └── train_cfg │ ├── MLOps-Jenkins-TrainModel-ScikitBYO.zip │ └── sam-template-trainmodel.yml ├── CODE_OF_CONDUCT.md ├── CONTRIBUTING.md ├── LICENSE ├── NOTICE ├── README.md ├── amazon-sagemaker-end-to-end-mlops ├── README.md ├── bank-additional-full.csv ├── imgs │ ├── .ipynb_checkpoints │ │ ├── mr-approval-checkpoint.png │ │ ├── show-jobs-checkpoint.png │ │ └── view-job-checkpoint.png │ ├── mr-approval.png │ ├── show-jobs.png │ └── view-job.png ├── sagemaker-data-prep.ipynb ├── sagemaker-data-quality-monitor.ipynb ├── sagemaker-deploy.ipynb ├── sagemaker-lineage.ipynb ├── sagemaker-model-quality-monitor.ipynb ├── sagemaker-pipelines.ipynb ├── sagemaker-register.ipynb ├── sagemaker-train.ipynb ├── test.csv ├── train-headers.csv └── validation-with-predictions.csv ├── images ├── MLOps-Workshop-01Project.png ├── SageMaker-Icon.png ├── bia-architecture.png ├── cloudformation-launch-stack.png ├── mlops-manual.png ├── mlops-optimized.png ├── mlops-reliable.png ├── mlops-repeatable.png └── mlops-stages.png └── mlops-roadshow ├── 1-data-prep-feature-store.ipynb ├── 2-training-registry.ipynb ├── 3-deployment.ipynb ├── 4-sagemaker-pipeline.ipynb ├── LICENSE ├── README.md ├── data └── raw │ └── house_pricing.csv ├── helper_library ├── __init__.py ├── feature_store.py ├── lambda_role.py └── model_registry.py ├── images ├── Notebook-3.png ├── Notebook-4.png ├── Notebook2.png ├── arch.drawio ├── arch.png ├── batch-transform.png ├── cache-hit.png ├── maturity-model-1.png ├── mlops-stages-of-adoption.png ├── mlops-stages-of-adoption1.png ├── notebook-1.png ├── notebook-1fs.png ├── pipelines-view.png ├── sagemaker-pipelines-dag.png └── step-functions-pipeline-dag.png └── pipeline_scripts ├── evaluation.py ├── lambda_deploy.py ├── lambda_model_performance_check.py ├── lambda_model_registry.py └── 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