├── .gitignore ├── Chapter01 └── ML Process Example.ipynb ├── Chapter02 ├── Autopilot Example.ipynb └── abalone_with_headers.csv ├── Chapter03 ├── Image │ └── AutoGluon Image Example.ipynb ├── Tabular │ └── AutoGluon Tabular Example.ipynb └── policy.json ├── Chapter04 ├── cdk │ └── abalone_endpoint_stack.py └── scripts │ ├── build.py │ └── deploy.py ├── Chapter05 ├── Notebook │ └── Abalone CICD Example.ipynb └── cdk │ ├── abalone_cicd_pipeline_stack.py │ └── app.py ├── Chapter06 ├── cdk │ ├── abalone_cicd_pipeline_stack.py │ ├── abalone_endpoint_stack.py │ └── app.py └── scripts │ └── deploy.py ├── Chapter07 ├── Files │ └── buildspec.yml └── Notebook │ └── Abalone Step Functions Workflow Example.ipynb ├── Chapter08 ├── airflow │ ├── dags │ │ └── .airflowignore │ ├── rerquirements.txt │ └── scripts │ │ └── evaluate.py ├── cdk │ ├── abalone_data_pipeline_stack.py │ └── app.py └── lambda │ └── analyze_results │ └── index.py ├── Chapter09 ├── Files │ └── airflow │ │ ├── dags │ │ ├── .airflowignore │ │ ├── abalone_data_pipeline.py │ │ └── model │ │ │ └── model_training.py │ │ └── scripts │ │ └── preprocess.py └── Notebook │ └── Simulating New Abalone Survey Data.ipynb ├── Chapter10 ├── Files │ ├── airflow │ │ ├── dags │ │ │ ├── .airflowignore │ │ │ └── continuous_training_pipeline.py │ │ └── requirements.txt │ ├── cdk │ │ ├── acme_pipeline_stack.py │ │ ├── app.py │ │ ├── cdk.json │ │ ├── data_workflow_stack.py │ │ ├── ml_workflow_stack.py │ │ └── requirements.txt │ ├── lambda │ │ ├── createExperiment │ │ │ └── index.py │ │ ├── evaluateResults │ │ │ └── index.py │ │ ├── registerModel │ │ │ └── index.py │ │ ├── registryCreator │ │ │ └── index.py │ │ └── releaseChange │ │ │ └── index.py │ └── scripts │ │ ├── evaluation.py │ │ └── preprocessing.py ├── Notebooks │ ├── ACME Model Artifacts Example.ipynb │ └── SageMaker Feature Store Example.ipynb └── www │ ├── 404.html │ ├── css │ ├── error-page.css │ └── main-page.css │ ├── img │ ├── team-work.jpeg │ ├── undersea-abalone.jpg │ └── video-monitoring.jpeg │ ├── index.html │ ├── robots.txt │ ├── scss │ ├── _bootstrap-overrides.scss │ ├── _global.scss │ ├── _masthead.scss │ ├── _mixins.scss │ ├── _navbar.scss │ ├── _variables.scss │ └── one-page-wonder.scss │ └── vendor │ ├── bootstrap │ ├── css │ │ ├── bootstrap-grid.css │ │ ├── bootstrap-grid.css.map │ │ ├── bootstrap-grid.min.css │ │ ├── bootstrap-grid.min.css.map │ │ ├── bootstrap-reboot.css │ │ ├── bootstrap-reboot.css.map │ │ ├── bootstrap-reboot.min.css │ │ ├── bootstrap-reboot.min.css.map │ │ ├── bootstrap.css │ │ ├── bootstrap.css.map │ │ ├── bootstrap.min.css │ │ └── bootstrap.min.css.map │ └── js │ │ ├── bootstrap.bundle.js │ │ ├── bootstrap.bundle.js.map │ │ ├── bootstrap.bundle.min.js │ │ ├── bootstrap.bundle.min.js.map │ │ ├── bootstrap.js │ │ ├── bootstrap.js.map │ │ ├── bootstrap.min.js │ │ └── bootstrap.min.js.map │ └── jquery │ ├── jquery.js │ ├── jquery.min.js │ ├── jquery.min.map │ ├── jquery.slim.js │ ├── 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