├── .gitignore ├── LICENSE ├── README.md └── weeks ├── 1 ├── README.md ├── demo │ ├── data.json │ ├── plot_data.py │ └── requirements.txt └── slides.pdf ├── 2 ├── README.md ├── data │ ├── README.md │ ├── data_description.txt │ └── train.csv ├── homework_1.md ├── notebooks │ ├── scientific_computing.ipynb │ └── slide_plots.ipynb ├── requirements.txt └── slides.pdf ├── 3 ├── README.md ├── notebooks │ ├── feature_engineering_and_model_selection.ipynb │ └── slides.ipynb ├── requirements.txt └── slides.pdf ├── 4 ├── README.md ├── data │ ├── accent_recognition │ │ ├── README.md │ │ ├── test.csv │ │ └── train.csv │ ├── airline_satisfaction │ │ ├── README.md │ │ ├── test.csv │ │ └── train.csv │ ├── easy_2d_classification_data.json │ ├── hard_2d_classification_data.json │ └── multiclass_data.json ├── homework_2.md ├── notebooks │ ├── classification.ipynb │ └── slides.ipynb ├── requirements.txt └── slides.pdf ├── 5 ├── README.md ├── notebooks │ ├── slides.ipynb │ └── trees_and_ensembles.ipynb ├── requirements.txt └── slides.pdf ├── 6 ├── README.md ├── data │ ├── buyers.csv │ ├── merchants.csv │ └── payments.csv ├── homework_3.md ├── my_package │ ├── __init__.py │ ├── module_a.py │ ├── module_b.py │ └── subpackage │ │ ├── __init__.py │ │ └── submodule_c.py ├── notebooks │ └── imbalanced_learning.ipynb ├── requirements.txt ├── run.py └── slides.pdf ├── 7 ├── README.md ├── data │ └── jay_st_bikes.csv ├── notebooks │ ├── slides.ipynb │ └── time_series_ml.ipynb ├── requirements.txt └── slides.pdf ├── 8 ├── README.md ├── notebooks │ └── metaflow_client_api.ipynb ├── slides.pdf └── src │ ├── composable.py │ ├── create_fake_dataset.py │ ├── monolith.py │ ├── regression_dataset.txt │ ├── requirements.txt │ └── small_flow.py ├── 9 ├── README.md ├── homework_4.md └── src │ ├── comet_playground.py │ └── requirements.txt ├── 10 ├── README.md ├── app │ └── app.py ├── notebooks │ └── error_analysis.ipynb ├── slides.pdf └── src │ ├── regression_dataset.txt │ ├── requirements.txt │ └── training_flow.py ├── 11 ├── Project_checklist.pdf ├── README.md ├── homework_5.md ├── slides.pdf └── src │ ├── app.py │ ├── regression_dataset.txt │ ├── requirements.txt │ ├── templates │ └── index.html │ └── training_flow.py ├── 12 ├── README.md ├── guest_slides.pdf ├── notebooks │ └── Intro_to_Embeddings.ipynb └── slides.pdf ├── 13 ├── README.md ├── homework_6.md ├── notebooks │ └── explore_RecSys_artifacts.ipynb ├── slides.pdf └── src │ ├── recSys_flow.py │ ├── requirements.txt │ └── spotifyModel.py └── 14 └── README.md /.gitignore: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jacopotagliabue/MLSys-NYU-2022/HEAD/.gitignore -------------------------------------------------------------------------------- /LICENSE: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jacopotagliabue/MLSys-NYU-2022/HEAD/LICENSE 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