├── .gitignore ├── .vscode ├── launch.json └── settings.json ├── 00_start_here ├── 00-start-here.ipynb ├── 01-custom-environment-guidance.ipynb └── README.md ├── 01_build_and_train ├── 01_build_and_train.ipynb ├── README.md └── requirements.txt ├── 02_deploy ├── README.md ├── deploy.py ├── requirements.txt ├── requirements_inference.txt ├── run_deploy.ipynb └── test.py ├── 03_workflow ├── README.md ├── config.yaml ├── pipeline.py ├── requirements.txt ├── requirements_inference.txt ├── run_pipeline.ipynb ├── run_pipeline_local_mode.ipynb └── steps │ ├── __init__.py │ ├── deploy.py │ ├── preprocess.py │ ├── register.py │ ├── test.py │ └── train.py ├── 04_api_gateway_and_lambda └── README.md ├── 05_invoke_api └── README.md ├── CONTRIBUTING.md ├── LICENSE ├── NOTICE ├── README.md ├── STUDIO_CLASSIC ├── .gitignore ├── 00_access_the_aws_console │ ├── README.md │ └── images │ │ ├── ws_accountaccess.png │ │ ├── ws_code.jpeg │ │ ├── ws_eventtimer.png │ │ ├── ws_otp.jpeg │ │ ├── ws_review.jpeg │ │ └── ws_signin.jpeg ├── 01_configure_sagemaker_studio │ ├── 01_configure_sagemaker_studio.ipynb │ ├── README.md │ └── images │ │ ├── aws_console_search_sm.png │ │ ├── sagemaker_classic.png │ │ ├── sagemaker_classic_home.png │ │ ├── sagemaker_studio_home.png │ │ ├── studio_clone_repo.png │ │ ├── studio_console_1.png │ │ ├── studio_console_2.png │ │ ├── studio_kernel_restarting.png │ │ ├── studio_new_terminal.png │ │ ├── studio_select_first_notebook.png │ │ ├── studio_select_kernel.png │ │ └── studio_select_kernel_button.png ├── 02_fast_experimentation │ ├── 02_fast_experimentation.ipynb │ ├── README.md │ ├── images │ │ ├── experimentation_01.png │ │ ├── experimentation_02.png │ │ ├── experimentation_03.png │ │ ├── experimentation_04.png │ │ ├── experimentation_05.png │ │ ├── experimentation_06.png │ │ ├── experimentation_07.png │ │ ├── experimentation_08.png │ │ ├── experimentation_09.png │ │ ├── experimentation_10.png │ │ ├── experimentation_11.png │ │ ├── experimentation_12.png │ │ └── experimentation_13.png │ └── source_dir │ │ ├── preprocessor.py │ │ └── xgboost_training.py ├── 03_feature_engineering │ ├── 03_feature_engineering.ipynb │ ├── README.md │ ├── images │ │ └── processing_01.png │ └── source_dir │ │ └── preprocessor.py ├── 04_train_model │ ├── 04_train_model.ipynb │ ├── README.md │ ├── images │ │ └── training_01.png │ └── source_dir │ │ └── training.py ├── 05_deploy_model │ ├── 05_deploy_model.ipynb │ ├── README.md │ ├── monitoringjob_utils.py │ ├── notebook_utilities.py │ ├── postprocessor.py │ ├── sklearn_source_dir │ │ └── inference.py │ └── xgboost_source_dir │ │ └── inference.py ├── 06_API_Gateway_and_Lambda │ ├── README.md │ └── images │ │ ├── lambda_01.png │ │ ├── lambda_02.png │ │ ├── lambda_03.png │ │ ├── lambda_04.png │ │ ├── lambda_05.png │ │ ├── lambda_06.png │ │ ├── lambda_07.png │ │ ├── lambda_08.png │ │ ├── lambda_09.png │ │ ├── lambda_10.png │ │ ├── lambda_11.png │ │ └── lambda_12.png ├── 07_invoke_API │ ├── README.md │ └── images │ │ └── reqbin.png ├── 08_workflow │ ├── 08_workflow.ipynb │ ├── README.md │ └── workflow.png ├── README.md ├── cleanup │ ├── README.md │ ├── cleanup.py │ └── requirements.txt ├── generate-defaults.py ├── images │ ├── architecture.png │ └── ml_process.png ├── setup │ ├── README.md │ ├── direct_mode │ │ ├── 01_networking.yaml │ │ └── 02_sagemaker_studio.yaml │ ├── images │ │ ├── cloudformation_check_stack_creation.png │ │ ├── cloudformation_check_status_stack1.png │ │ ├── cloudformation_check_status_stack2.png │ │ ├── cloudformation_create_stack.png │ │ ├── cloudformation_create_stack1_step_0.png │ │ ├── cloudformation_create_stack1_step_1.png │ │ ├── cloudformation_create_stack1_step_2.png │ │ ├── cloudformation_create_stack2_step_1.png │ │ ├── cloudformation_create_stack2_step_2.png │ │ ├── cloudformation_create_stack2_step_4.png │ │ ├── cloudformation_create_stack_screen_1.png │ │ ├── cloudformation_create_stack_screen_2.png │ │ └── cloudformation_create_stack_screen_4.png │ └── vpc_mode │ │ ├── 01_networking.yaml │ │ └── 02_sagemaker_studio.yaml └── slides │ ├── README.md │ └── end-to-end-ml-sm.pptx ├── cleanup ├── README.md ├── cleanup.py └── requirements.txt ├── images ├── architecture.png ├── cleanup │ ├── delete_code_editor.png │ ├── delete_jupyterlab.png │ ├── open_code_editor.png │ ├── open_jupyterlab.png │ ├── stop_code_editor.png │ └── stop_jupyterlab.png ├── ml_process.png ├── module_00 │ ├── aws_console_search_sm.png │ └── studio_console.png ├── module_01 │ ├── create_jupyterlab_space.png │ ├── jupyterlab_home.png │ ├── mlflow-experiments-main.png │ ├── mlflow-experiments-model-metrics.png │ ├── mlflow-experiments-training.png │ ├── mlflow-experiments.png │ ├── open_jupyterlab.png │ ├── run_space.png │ ├── sagemaker_studio_home.png │ ├── studio_clone_repo.png │ ├── studio_new_terminal.png │ ├── studio_select_first_notebook.png │ ├── studio_select_start_here_notebook copy.png │ ├── studio_select_start_here_notebook.png │ └── training_jobs.png ├── module_02 │ ├── code_editor_clone_repo.png │ ├── code_editor_home.png │ ├── code_editor_new_terminal.png │ ├── code_editor_open_deploy_script.png │ ├── code_editor_open_folder.png │ ├── code_editor_open_test_script.png │ ├── create_code_editor_space.png │ ├── deploy_output.png │ ├── do_you_trust_authors.png │ ├── folder_opened.png │ ├── install_dependencies.png │ ├── open_code_editor.png │ ├── run_deploy_script.png │ ├── run_space.png │ ├── sagemaker_studio_home.png │ ├── test.png │ └── view_endpoints.png ├── module_03 │ ├── list_endpoints.png │ ├── mlflow-experiments-pipeline-runs.png │ ├── open_pipeline_script.png │ ├── pipeline-execution-completed.png │ ├── pipeline-execution-in-progress.png │ ├── pipeline_executions.png │ ├── pipelines.png │ ├── run_pipeline_script.png │ ├── studio_vscode_select_run_pipeline.png │ ├── studio_vscode_select_run_pipeline_locally.png │ └── studio_vscode_select_start_here_notebook.png ├── module_04 │ ├── lambda_01.png │ ├── lambda_02.png │ ├── lambda_03.png │ ├── lambda_04.png │ ├── lambda_05.png │ ├── lambda_06.png │ ├── lambda_07.png │ ├── lambda_08.png │ ├── lambda_09.png │ ├── lambda_10.png │ ├── lambda_11.png │ └── lambda_12.png └── module_05 │ └── reqbin.png ├── setup ├── README.md ├── direct_mode │ ├── 01_networking.yaml │ └── 02_sagemaker_studio.yaml ├── images │ ├── cloudformation_check_stack_creation.png │ ├── cloudformation_check_status_stack1.png │ ├── cloudformation_check_status_stack2.png │ ├── cloudformation_create_stack.png │ ├── cloudformation_create_stack1_step_0.png │ ├── cloudformation_create_stack1_step_1.png │ ├── cloudformation_create_stack1_step_2.png │ ├── cloudformation_create_stack2_step_1.png │ ├── cloudformation_create_stack2_step_2.png │ ├── cloudformation_create_stack2_step_4.png │ ├── cloudformation_create_stack_screen_1.png │ ├── cloudformation_create_stack_screen_2.png │ └── cloudformation_create_stack_screen_4.png └── vpc_mode │ ├── 01_networking.yaml │ └── 02_sagemaker_studio.yaml └── slides └── 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