├── .gitignore ├── LICENSE ├── README.md ├── data ├── auto-mpg.csv ├── auto-mpg.names ├── diamonds.csv ├── heart_2020_cleaned_sample.csv ├── penguins.csv ├── penguins_X_test.csv ├── penguins_X_train.csv ├── penguins_y_test.csv ├── penguins_y_train.csv ├── spotify_features.csv ├── telco_churn.csv └── world_happiness.csv ├── images ├── Confusion_Matrix.png ├── KNN.png ├── linear_regression_hyperplane.jpeg ├── linear_regression_line.png ├── overfitting.png └── validation.png ├── lessons ├── 00_introduction.md ├── 01_regression.ipynb ├── 02_regularization.ipynb ├── 03_preprocessing.ipynb ├── 04_classification.ipynb └── future │ ├── 05_walkthrough.ipynb │ ├── 06_clustering.ipynb │ └── 07_dimensionality_reduction.ipynb ├── requirements.txt └── solutions ├── 01_regression_solutions.ipynb ├── 02_regularization_solutions.ipynb ├── 03_preprocessing_solutions.ipynb └── 04_classification_solutions.ipynb /.gitignore: -------------------------------------------------------------------------------- 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