├── .gitignore ├── LICENSE ├── Notebooks ├── Source.gv ├── Source.gv.pdf ├── ch2_statistical_learning_applied.ipynb ├── ch2_statistical_learning_conceptual.ipynb ├── ch3_linear_regression_applied.ipynb ├── ch3_linear_regression_conceptual.ipynb ├── ch4_classification_applied.ipynb ├── ch4_classification_conceptual.ipynb ├── ch5_resampling_methods_applied.ipynb ├── ch5_resampling_methods_conceptual.ipynb ├── ch6_linear_model_selection_and_regularisation_applied.ipynb ├── ch6_linear_model_selection_and_regularisation_conceptual.ipynb ├── ch6_linear_model_selection_and_regularisation_labs.ipynb ├── ch7_moving_beyond_linearity_applied.ipynb ├── ch7_moving_beyond_linearity_labs.ipynb ├── ch8_tree_based_methods_applied.ipynb ├── ch8_tree_based_methods_conceptual.ipynb ├── ch8_tree_based_methods_labs.ipynb ├── ch9_support_vector_machines_applied.ipynb ├── ch9_support_vector_machines_conceptual.ipynb ├── ch9_support_vector_machines_labs.ipynb ├── data │ ├── Advertising.csv │ ├── Auto.csv │ ├── Caravan.csv │ ├── Carseats.csv │ ├── Ch10Ex11.csv │ ├── College.csv │ ├── Credit.csv │ ├── Default.csv │ ├── Heart.csv │ ├── Hitters.csv │ ├── Income1.csv │ ├── Income2.csv │ ├── OJ.csv │ ├── Wage.csv │ ├── Weekly.csv │ ├── khan_test.csv │ └── khan_train.csv └── images │ ├── 2_3.jpg │ ├── 3_5.jpg │ ├── 3_6.jpg │ ├── 3_7.jpg │ ├── 3_table3.4.png │ ├── 4_1.JPG │ ├── 4_2.JPG │ ├── 4_3.jpg │ ├── 4_4abcd.JPG │ ├── 4_4e.JPG │ ├── 4_6b.JPG │ ├── 5_1.jpg │ ├── 5_2.jpg │ ├── 6_5.jpg │ ├── 6_5bi.jpg │ ├── 6_5bii.jpg │ ├── 6_5cd.jpg │ ├── 8_1a.jpg │ ├── 8_1b.jpg │ ├── 8_4a.JPG │ └── 8_4b.JPG └── README.md /.gitignore: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/a-martyn/ISL-python/HEAD/.gitignore -------------------------------------------------------------------------------- /LICENSE: -------------------------------------------------------------------------------- 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