├── .gitignore ├── LICENSE ├── README.md └── notebooks ├── 00_Preliminaries.ipynb ├── 01_basics.ipynb ├── 02_data_representation.ipynb ├── 03_basic_principles.ipynb ├── 04_supervised_in_depth.ipynb ├── 05_unsupervised_in_depth.ipynb ├── 06_validation.ipynb ├── fig_code ├── ML_flow_chart.py ├── __init__.py ├── helpers.py ├── linear_regression.py ├── sgd_separator.py └── svm_gui.py ├── images ├── iris_setosa.jpg ├── iris_versicolor.jpg └── iris_virginica.jpg └── solutions ├── 02_faces.py ├── 04_svm_rf.py ├── 05_color_compression.py ├── 06-1_svm_class.py ├── 06-2_unbalanced.py ├── 06-3_5fold_crossval.py ├── 06-4_gridsearch.py ├── 06-5_decisiontree.py └── 06-6_randomforest.py /.gitignore: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jakevdp/sklearn_pycon2014/HEAD/.gitignore -------------------------------------------------------------------------------- /LICENSE: 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