├── .gitignore ├── README.md ├── download_data.py ├── notebooks ├── .gitignore ├── 00_Preliminaries.ipynb ├── 01_introduction.ipynb ├── 02_sklearn_data.ipynb ├── 03_machine_learning_101.ipynb ├── 04_houses_regression.ipynb ├── 05_iris_classification.ipynb ├── 06_iris_dimensionality.ipynb ├── 07_iris_clustering.ipynb ├── 08_linearly_separable.ipynb ├── 09_validation_and_testing.ipynb ├── 10_digits_classification.ipynb ├── 11_photoz_regression.ipynb ├── datasets │ ├── __init__.py │ └── galaxy_mags.py ├── figures │ ├── ML_flow_chart.py │ ├── __init__.py │ ├── bias_variance.py │ ├── linear_regression.py │ ├── sdss_filters.py │ ├── sgd_separator.py │ └── svm_gui_frames.py ├── files │ ├── iris_setosa.jpg │ ├── iris_versicolor.jpg │ └── iris_virginica.jpg ├── generate_v2.py └── soln │ ├── boston_decision_tree.py │ ├── iris_kmeans.py │ ├── iris_rpca.py │ └── show_faces.py └── scripts └── svm_gui.py /.gitignore: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jakevdp/sklearn_pycon2013/HEAD/.gitignore -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jakevdp/sklearn_pycon2013/HEAD/README.md -------------------------------------------------------------------------------- /download_data.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jakevdp/sklearn_pycon2013/HEAD/download_data.py -------------------------------------------------------------------------------- /notebooks/.gitignore: -------------------------------------------------------------------------------- 1 | *.v2.ipynb -------------------------------------------------------------------------------- /notebooks/00_Preliminaries.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jakevdp/sklearn_pycon2013/HEAD/notebooks/00_Preliminaries.ipynb -------------------------------------------------------------------------------- /notebooks/01_introduction.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jakevdp/sklearn_pycon2013/HEAD/notebooks/01_introduction.ipynb -------------------------------------------------------------------------------- /notebooks/02_sklearn_data.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jakevdp/sklearn_pycon2013/HEAD/notebooks/02_sklearn_data.ipynb -------------------------------------------------------------------------------- /notebooks/03_machine_learning_101.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jakevdp/sklearn_pycon2013/HEAD/notebooks/03_machine_learning_101.ipynb -------------------------------------------------------------------------------- /notebooks/04_houses_regression.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jakevdp/sklearn_pycon2013/HEAD/notebooks/04_houses_regression.ipynb -------------------------------------------------------------------------------- /notebooks/05_iris_classification.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jakevdp/sklearn_pycon2013/HEAD/notebooks/05_iris_classification.ipynb -------------------------------------------------------------------------------- /notebooks/06_iris_dimensionality.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jakevdp/sklearn_pycon2013/HEAD/notebooks/06_iris_dimensionality.ipynb -------------------------------------------------------------------------------- /notebooks/07_iris_clustering.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jakevdp/sklearn_pycon2013/HEAD/notebooks/07_iris_clustering.ipynb -------------------------------------------------------------------------------- /notebooks/08_linearly_separable.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jakevdp/sklearn_pycon2013/HEAD/notebooks/08_linearly_separable.ipynb -------------------------------------------------------------------------------- /notebooks/09_validation_and_testing.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jakevdp/sklearn_pycon2013/HEAD/notebooks/09_validation_and_testing.ipynb -------------------------------------------------------------------------------- /notebooks/10_digits_classification.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jakevdp/sklearn_pycon2013/HEAD/notebooks/10_digits_classification.ipynb -------------------------------------------------------------------------------- /notebooks/11_photoz_regression.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jakevdp/sklearn_pycon2013/HEAD/notebooks/11_photoz_regression.ipynb -------------------------------------------------------------------------------- /notebooks/datasets/__init__.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jakevdp/sklearn_pycon2013/HEAD/notebooks/datasets/__init__.py -------------------------------------------------------------------------------- /notebooks/datasets/galaxy_mags.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jakevdp/sklearn_pycon2013/HEAD/notebooks/datasets/galaxy_mags.py -------------------------------------------------------------------------------- /notebooks/figures/ML_flow_chart.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jakevdp/sklearn_pycon2013/HEAD/notebooks/figures/ML_flow_chart.py -------------------------------------------------------------------------------- /notebooks/figures/__init__.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jakevdp/sklearn_pycon2013/HEAD/notebooks/figures/__init__.py -------------------------------------------------------------------------------- /notebooks/figures/bias_variance.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jakevdp/sklearn_pycon2013/HEAD/notebooks/figures/bias_variance.py -------------------------------------------------------------------------------- /notebooks/figures/linear_regression.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jakevdp/sklearn_pycon2013/HEAD/notebooks/figures/linear_regression.py -------------------------------------------------------------------------------- /notebooks/figures/sdss_filters.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jakevdp/sklearn_pycon2013/HEAD/notebooks/figures/sdss_filters.py -------------------------------------------------------------------------------- /notebooks/figures/sgd_separator.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jakevdp/sklearn_pycon2013/HEAD/notebooks/figures/sgd_separator.py -------------------------------------------------------------------------------- /notebooks/figures/svm_gui_frames.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jakevdp/sklearn_pycon2013/HEAD/notebooks/figures/svm_gui_frames.py -------------------------------------------------------------------------------- /notebooks/files/iris_setosa.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jakevdp/sklearn_pycon2013/HEAD/notebooks/files/iris_setosa.jpg -------------------------------------------------------------------------------- /notebooks/files/iris_versicolor.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jakevdp/sklearn_pycon2013/HEAD/notebooks/files/iris_versicolor.jpg -------------------------------------------------------------------------------- /notebooks/files/iris_virginica.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jakevdp/sklearn_pycon2013/HEAD/notebooks/files/iris_virginica.jpg -------------------------------------------------------------------------------- /notebooks/generate_v2.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jakevdp/sklearn_pycon2013/HEAD/notebooks/generate_v2.py -------------------------------------------------------------------------------- /notebooks/soln/boston_decision_tree.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jakevdp/sklearn_pycon2013/HEAD/notebooks/soln/boston_decision_tree.py -------------------------------------------------------------------------------- /notebooks/soln/iris_kmeans.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jakevdp/sklearn_pycon2013/HEAD/notebooks/soln/iris_kmeans.py -------------------------------------------------------------------------------- /notebooks/soln/iris_rpca.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jakevdp/sklearn_pycon2013/HEAD/notebooks/soln/iris_rpca.py -------------------------------------------------------------------------------- /notebooks/soln/show_faces.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jakevdp/sklearn_pycon2013/HEAD/notebooks/soln/show_faces.py -------------------------------------------------------------------------------- /scripts/svm_gui.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/jakevdp/sklearn_pycon2013/HEAD/scripts/svm_gui.py --------------------------------------------------------------------------------