├── .gitignore ├── README.md ├── data └── xgb-churn │ ├── test-dataset-input-cols.csv │ ├── test-dataset.csv │ ├── test_sample.csv │ ├── train.csv │ ├── training-dataset-with-header.csv │ ├── training-dataset-without-header.csv │ └── validation.csv ├── img ├── step-train.png └── step-tune.png ├── notebooks ├── 00_setup.ipynb ├── 01_day1_train_sklearn_model.ipynb ├── 02_day1_debug_xgboost_training.ipynb ├── 03_day1_experiment_tracking_tensorflow.ipynb ├── 04_day2_inference.ipynb ├── 05_day2_model_monitor.ipynb ├── 06_autotune.ipynb ├── 06a_SageMakerAutopilotDataExplorationNotebook.ipynb ├── 06b_SageMakerAutopilotCandidateDefinitionNotebook.ipynb └── utils.py ├── scripts ├── pytorch_mnist.py ├── sklearn_iris.py └── tensorflow_mnist.py ├── workshop-notes.md └── xgb-autotune-0417-0657-artifacts ├── generated_module ├── MANIFEST.in ├── README.md ├── candidate_data_processors │ ├── dpp0.py │ ├── dpp1.py │ ├── dpp2.py │ ├── dpp3.py │ ├── dpp4.py │ ├── dpp5.py │ ├── sagemaker_serve.py │ └── trainer.py └── setup.py └── sagemaker_automl ├── README.md ├── __init__.py ├── common.py ├── config.py ├── interactive_runner.py ├── local_candidate.py └── steps.py /.gitignore: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/lpatruno/sagemaker-workshop-420/HEAD/.gitignore -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/lpatruno/sagemaker-workshop-420/HEAD/README.md -------------------------------------------------------------------------------- /data/xgb-churn/test-dataset-input-cols.csv: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/lpatruno/sagemaker-workshop-420/HEAD/data/xgb-churn/test-dataset-input-cols.csv -------------------------------------------------------------------------------- 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