├── .github └── workflows │ ├── features-and-predictions.yml │ ├── fraud-batch-inference-pipeline.yml │ └── fraud-feature-pipelines.yml ├── .gitignore ├── LICENSE ├── README.md ├── assets ├── README.md ├── actual_iris.png ├── confusion_matrix.png ├── credit_cards.parquet ├── df_recent.png ├── images │ ├── card_horizontal.jpg │ └── serverless-ml-architecture.svg ├── latest_iris.png ├── profiles.parquet └── transactions.parquet ├── requirements.txt └── src ├── 00-intro ├── Feature-Store-Intro.ipynb ├── Pandas-Intro.ipynb ├── green-apples-vs-oranges.ipynb ├── red-and-green-apples-vs-oranges.ipynb └── streamlit-example.py ├── 01-module ├── assets │ ├── Setosa.png │ ├── Versicolor.png │ ├── Virginica.png │ ├── confusion-matrix.png │ └── iris.png ├── auto-commit-and-push.ipynb ├── iris-batch-inference-pipeline.ipynb ├── iris-feature-pipeline.ipynb ├── iris-train-pipeline.ipynb ├── iris_end_to_end_ml_pipeline.ipynb └── scripts │ └── run-feature-and-prediction-pipelines.sh ├── 02-module ├── 1_backfill_cc_feature_groups.ipynb ├── 2_cc_feature_pipeline.ipynb ├── scripts │ └── run-fraud-feature-pipelines.sh ├── sml │ ├── cc_features.py │ └── synthetic_data.py └── test_sml │ └── test_sml.py └── 03-module ├── 3_model_training.ipynb ├── 4_batch_predictions.ipynb ├── iris_with_sklearn_transformer.ipynb └── scripts └── run-fraud-batch-inference.sh /.github/workflows/features-and-predictions.yml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Paulescu/serverless-ml-course/HEAD/.github/workflows/features-and-predictions.yml -------------------------------------------------------------------------------- /.github/workflows/fraud-batch-inference-pipeline.yml: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/Paulescu/serverless-ml-course/HEAD/.github/workflows/fraud-batch-inference-pipeline.yml 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