├── .gitignore ├── 01_python_basic ├── .gitignore ├── README.md ├── bokeh_in_pandas.ipynb ├── bokeh_introduction.ipynb ├── data │ ├── .gitignore │ ├── 2017_A.jpg │ ├── 2017_B.jpg │ ├── 2017_C.jpg │ ├── 2017_D.jpg │ ├── 2018_A.jpg │ ├── 2018_B.jpg │ ├── 2018_C.jpg │ ├── 2018_D.jpg │ ├── 2019_A.jpg │ ├── 2019_B.jpg │ ├── 2019_C.jpg │ ├── 2019_D.jpg │ ├── enlarge_image.jpg │ ├── json_flat.json │ ├── json_flat_ascii.json │ ├── json_indent.json │ ├── notebook_shortcut.png │ └── numpy_sample.csv ├── figures │ ├── pandas_lecture_result0.png │ └── pandas_lecture_result1.png ├── image_handling_io_resize_flatten.ipynb ├── numpy_quickstart.ipynb ├── packages │ └── myutils │ │ ├── __init__.py │ │ └── utils.py ├── pandas_introduction.ipynb ├── pandas_summarize_movie_ratings_answer.ipynb ├── pandas_summarize_movie_ratings_lecture.ipynb ├── python_data_types.ipynb ├── python_function_class.ipynb ├── python_io.ipynb ├── seaborn00_statistical_relationship_and_basic.ipynb ├── seaborn01_plotting_with_categorical_data.ipynb ├── seaborn02_visualizing_the_distribution_of_a_dataset.ipynb ├── seaborn03_visualizing_linear_relationships.ipynb ├── seaborn04_multiplot_grids.ipynb └── seaborn05_styling.ipynb ├── 02_linear_regression ├── .gitignore ├── 00_linear_regression_basic.ipynb ├── 01_multivariate_linear_regression.ipynb ├── 01_multivariate_linear_regression_answer.ipynb ├── 02_polynomial_regression.ipynb ├── README.md ├── appendix_polynomial_regression_bokeh.ipynb └── figures │ ├── polynomial_regression_overfitting.html │ ├── polynomial_regression_quadratic.html │ ├── polynomial_regression_quadratic_linear.png │ ├── polynomial_regression_quadratic_quadratic.png │ └── polynomial_regression_ridge.html ├── 03_logistic_regression ├── 00_logistic_regression.ipynb ├── 01_logistic_regression_with_titanic_dataset.ipynb ├── 01_logistic_regression_with_titanic_dataset_answer.ipynb ├── README.md └── appendix_prepare_lecture.ipynb ├── 04_neural_network_for_nonlinear_modeling ├── .gitignore ├── 00_fashion_mnist_ff_sklearn.ipynb ├── 01_fashion_mnist_cnn_keras.ipynb ├── README.md ├── appendix_prepare_lecture.ipynb ├── appendix_prepare_lecture_activation_gradient.ipynb ├── figures │ └── gradient_of_various_activations.html └── image_utils.py ├── 05_preprocessing_and_feature_extraction ├── 00_umap.ipynb ├── 01_iris_umap_tsne_pca.ipynb ├── 02_bokeh_plotting_image.ipynb ├── README.md ├── appendix_prepare_lecture.ipynb ├── figures │ ├── kpca_various_kernels_spiral.html │ ├── kpca_various_kernels_twomoon.html │ ├── pca_kpca_svd.html │ ├── tsne_perplexity.html │ ├── umap_fashion_mnist_mapper.png │ ├── umap_fashion_mnist_semisuper.png │ ├── umap_fashion_mnist_super.png │ ├── umap_fashion_mnist_test_embedding.png │ ├── umap_fashion_mnist_unsuper.png │ ├── umap_mindist_spread.html │ ├── umap_neighbors.html │ └── visualize_iris.html └── tsne_bokeh.html ├── 06_support_vector_machine ├── 00_svm_svr_with_toydata.ipynb ├── README.md ├── appendix_svm_multiclass_classification.ipynb ├── appendix_tayler_series.ipynb ├── figures │ ├── regression_comparison.html │ ├── regression_comparison_knn.html │ ├── svm_linear_various_parameters.html │ ├── svm_rbf_basis.html │ ├── svm_rbf_various_parameters.html │ ├── svr_various_parameters.html │ └── tayer_series_example.html └── svm_utils.py ├── 07_decision_tree ├── 00_decision_tree_twomoon.ipynb ├── README.md ├── decision_tree_utils.py └── figures │ └── decision_tree_various_depth.html ├── 08_ensemble_models ├── 00_random_forest_twomoon.ipynb ├── 01_random_forest_regression.ipynb ├── 02_xgboost_classification_regression.ipynb ├── 03_isolation_forest.ipynb ├── README.md ├── ensemble_utils.py └── figures │ ├── bootstrap_multimodal.png │ ├── bootstrap_multimodal_resampling.png │ ├── bootstrap_unimodal.png │ ├── isolation_forest.html │ ├── random_forest_moon_depth_4.html │ ├── random_forest_moon_depth_None.html │ ├── random_forest_moon_variance.html │ ├── random_forest_regression.html │ ├── random_forest_regression_with_ci.html │ ├── xgboost_regression_various_ntrees.html │ └── xgboost_titanic_train_test_accuracy.html ├── 09_nearest_neighbor_based_model ├── 00_knn_classifier_and_regressor.ipynb ├── 01_collaborative_filtering.ipynb ├── README.md ├── appendix_collaborative_filtering_codebook.ipynb └── figures │ ├── classifier_comparison_rec.html │ ├── classifier_comparison_spiral.html │ ├── classifier_comparison_twomoon.html │ ├── knn_classifier_various_setting.html │ ├── knn_regressor_various_setting.html │ └── knn_regressor_with_ci.html ├── 10_clustering ├── 00_kmeans_iris_clustering_evaluation.ipynb ├── 01_kmeans_from_scratch.ipynb ├── 01_kmeans_from_scratch_dev.ipynb ├── 02_sklearn_comparison.ipynb ├── README.md ├── figures │ ├── clustering_evaluation.html │ ├── sklearn_comparison_dataset.html │ ├── sklearn_comparison_dbscan.html │ ├── sklearn_comparison_gmm.html │ ├── sklearn_comparison_hc.html │ └── sklearn_comparison_kmeans.html ├── kmeans_from_scratch │ ├── __init__.py │ └── _kmeans.py └── utils.py ├── README.md ├── lecture_notes ├── 01_install_ipython_notebook.pdf ├── 01_introduction.pdf ├── 01_sync_data_and_server_info.pdf ├── 02_linear_regression.pdf ├── 03_logistic_regression.pdf ├── 04_cnn.pdf ├── 04_neuralnet.pdf ├── 05_preprocessing_and_feature_extraction.pdf ├── 06_svm.pdf ├── 07_decision_tree.pdf ├── 08_ensemble.pdf ├── 09_nearest_neighbors.pdf ├── 10_clustering.pdf ├── 10_kmeans_animation.zip └── 11_closing.pdf ├── mydata ├── __init__.py ├── data │ ├── README.md │ ├── __init__.py │ ├── artificial.py │ ├── datafile │ │ ├── bikeshare.csv │ │ ├── drinks.csv │ │ ├── pima-indians-diabetes.data │ │ ├── pima-indians-diabetes.md │ │ ├── pima-indians-diabetes.names │ │ ├── titanic.csv │ │ ├── uci-glass.data │ │ ├── uci-glass.names │ │ └── uci-glass.readme │ └── io.py └── visualizer │ ├── __init__.py │ ├── _bokeh.py │ ├── bokeh.py │ ├── display.py │ └── svm │ ├── __init__.py │ └── _svm_utils.py ├── 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