├── AllBooKCode ├── Chapter02 │ ├── C01_hose_price.ipynb │ ├── C01_house_price.py │ ├── C02_house_price_train.py │ ├── C02_house_price_train.py.ipynb │ ├── C03_house_price_train.py │ ├── C03_house_price_train.py.ipynb │ ├── C04_trapezoid_polynomial_train.py │ ├── C04_trapezoid_polynomial_train.py.ipynb │ ├── C05_model_comparation.ipynb │ ├── C05_model_comparation.py │ ├── C06_metrics_boston_price.ipynb │ ├── C06_metrics_boston_price.py │ ├── C07_jump_visualization.ipynb │ ├── C07_jump_visualization.py │ ├── C08_gradient_descent_visualization.ipynb │ ├── C08_gradient_descent_visualization.py │ ├── C09_normalization_distribution.ipynb │ ├── C09_normalization_distribution.py │ ├── C10_boston_price_train.ipynb │ └── C10_boston_price_train.py ├── Chapter03 │ ├── C01_classification_visualization.ipynb │ ├── C01_classification_visualization.py │ ├── C02_decision_boundary.ipynb │ ├── C02_decision_boundary.py │ ├── C03_one_vs_all_visualization.ipynb │ ├── C03_one_vs_all_visualization.py │ ├── C04_one_vs_all_train.ipynb │ ├── C04_one_vs_all_train.py │ ├── C05_confusion_matrix.ipynb │ ├── C05_confusion_matrix.py │ ├── C06_sigmoid.ipynb │ ├── C06_sigmoid.py │ ├── C07_implementation.ipynb │ ├── C07_implementation.py │ ├── C08_implementation_multi_class.ipynb │ └── C08_implementation_multi_class.py ├── Chapter04 │ ├── C01_visualization_projection.ipynb │ ├── C01_visualization_projection.py │ ├── C02_visualization_contour.ipynb │ ├── C02_visualization_contour.py │ ├── C03_visualization_gradient.ipynb │ ├── C03_visualization_gradient.py │ ├── C04_visualization_grad_contour.ipynb │ ├── C04_visualization_grad_contour.py │ ├── C05_visualization_grad.ipynb │ ├── C05_visualization_grad.py │ ├── C06_sigmoid_grad.ipynb │ ├── C06_sigmoid_grad.py │ ├── C07_standarlization_reg.ipynb │ ├── C07_standarlization_reg.py │ ├── C08_standarlization_cla.ipynb │ ├── C08_standarlization_cla.py │ ├── C09_visualization_nonlinear.ipynb │ ├── C09_visualization_nonlinear.py │ ├── C10_visualization_pol_reg.ipynb │ ├── C10_visualization_pol_reg.py │ ├── C11_visualization_pol_cla.ipynb │ ├── C11_visualization_pol_cla.py │ ├── C12_visualization_overfitting_reg.ipynb │ ├── C12_visualization_overfitting_reg.py │ ├── C13_visualization_regular_2D.ipynb │ ├── C13_visualization_regular_2D.py │ ├── C14_visualization_regular_contour.ipynb │ ├── C14_visualization_regular_contour.py │ ├── C15_model_space.py │ ├── C16_regularized_regression.ipynb │ ├── C16_regularized_regression.py │ ├── C17_bias_variance.py │ ├── C17_regularized_l1_l2.ipynb │ ├── C17_regularized_l1_l2.py │ ├── C18_visualization_grad_convex.ipynb │ ├── C18_visualization_grad_convex.py │ ├── C19_visualization_grad_nonconvex.ipynb │ ├── C19_visualization_grad_nonconvex.py │ ├── C20_digits_classification.ipynb │ ├── C20_digits_classification.py │ ├── C21_auc_plot.py │ ├── C22_pr_curve.py │ ├── C23_pr_curve_for_binary.py │ ├── C24_pr_curve_for_multi.py │ └── C25_standarlization_comp.py ├── Chapter05 │ ├── C01_visualzation.ipynb │ ├── C01_visualzation.py │ ├── C02_visualzation.ipynb │ ├── C02_visualzation.py │ ├── C03_knn_train.ipynb │ ├── C03_knn_train.py │ ├── C04_knn_imp.ipynb │ ├── C04_knn_imp.py │ ├── C05_knn_imp_from_scratch.ipynb │ └── C05_knn_imp_from_scratch.py ├── Chapter06 │ ├── C01_cut_words.ipynb │ ├── C01_cut_words.py │ ├── C02_vectorization.ipynb │ ├── C02_vectorization.py │ ├── C03_vectorization_with_freq.ipynb │ ├── C03_vectorization_with_freq.py │ ├── C04_bag_of_word.ipynb │ ├── C04_bag_of_word.py │ ├── C05_bag_of_word_cla.ipynb │ ├── C05_bag_of_word_cla.py │ ├── C06_tf_idf.ipynb │ ├── C06_tf_idf.py │ ├── C07_word_cloud.ipynb │ ├── C07_word_cloud.py │ ├── C08_word_cloud.ipynb │ ├── C08_word_cloud.py │ ├── MODEL │ │ ├── KNN.pkl │ │ └── count_vec.pkl │ └── data │ │ ├── QuanSongCi.txt │ │ ├── dufu.png │ │ ├── ham_100.utf8 │ │ ├── ham_5000.utf8 │ │ ├── simhei.ttf │ │ └── spam_5000.utf8 ├── Chapter07 │ ├── C01_naive_bayes_category.ipynb │ ├── C01_naive_bayes_category.py │ ├── C02_naive_bayes_multinomial.py │ ├── C03_naive_bayes_gaussian.py │ ├── C04_comparison.py │ ├── README-zh-CN.md │ └── README.md ├── Chapter08 │ ├── C01_visualization_entropy.py │ ├── C02_decision_tree_gini.ipynb │ ├── C02_decision_tree_gini.py │ ├── C02_visiualization_dt.ipynb │ ├── C02_visiualization_dt.py │ ├── C03_id3_categorical.ipynb │ ├── C03_id3_categorical.py │ ├── C04_id3_continuous.py │ ├── C05_cart_imp.py │ ├── iris │ ├── iris.pdf │ ├── iris2 │ ├── iris2.pdf │ ├── iris3 │ └── iris3.pdf ├── Chapter09 │ ├── C01_ensemble_bagging_knn.ipynb │ ├── C01_ensemble_bagging_knn.py │ ├── C02_ensemble_stacking.ipynb │ ├── C02_ensemble_stacking.py │ ├── C03_ensemble_stacking_gridsearch.py │ ├── C04_ensemble_random_forest.ipynb │ ├── C04_ensemble_random_forest.py │ ├── C05_ensemble_random_forest_features.ipynb │ ├── C05_ensemble_random_forest_features.py │ ├── C06_feature_importance_comp.py │ ├── C07_titanic.ipynb │ ├── C07_titanic.py │ ├── C08_AdaBoosting.ipynb │ ├── C08_AdaBoosting.py │ ├── C09_AdaBoosting_gridsearch.ipynb │ ├── C09_AdaBoosting_gridsearch.py │ ├── C10_adaboost_plot.py │ ├── C11_manual_adaboost.py │ ├── C12_bayes_class_prior.py │ ├── C13_adaboost_imp.py │ ├── C14_gbdt_train.py │ ├── C15_example_gradient_boost_reg.py │ ├── C16_example_gradient_boost_cla.py │ ├── C17_manual_gradient_boost_reg.py │ ├── C18_manual_gradient_boost_cla.py │ └── data │ │ ├── test.csv │ │ └── train.csv ├── Chapter10 │ ├── C01_visualization_decision_boundary.ipynb │ ├── C01_visualization_decision_boundary.py │ ├── C02_visualization_decision_boundary.ipynb │ ├── C02_visualization_decision_boundary.py │ ├── C03_visualization_decision_boundary.ipynb │ ├── C03_visualization_decision_boundary.py │ ├── C04_visualization_projection.ipynb │ ├── C04_visualization_projection.py │ ├── C05_linear_svm.ipynb │ ├── C05_linear_svm.py │ ├── C06_geometric_margin.ipynb │ ├── C06_geometric_margin.py │ ├── C07_functional_margin.ipynb │ ├── C07_functional_margin.py │ ├── C08_visualization_soft_margin_svm.ipynb │ ├── C08_visualization_soft_margin_svm.py │ ├── C09_visualization_soft_margin_c.ipynb │ ├── C09_visualization_soft_margin_c.py │ ├── C10_soft_margin_svm.ipynb │ ├── C10_soft_margin_svm.py │ ├── C11_visualization_decision_hard_boundary.ipynb │ ├── C11_visualization_decision_hard_boundary.py │ ├── C12_visualization_decision_soft_boundary.ipynb │ ├── C12_visualization_decision_soft_boundary.py │ ├── C13_visualization_gradient_coordinate.ipynb │ ├── C13_visualization_gradient_coordinate.py │ ├── C14_svm_smo.ipynb │ ├── C14_svm_smo.py │ ├── C15_smo_pseudeo-code.py │ ├── C16_svm_impl.py │ ├── README-zh-CN.md │ └── README.md ├── Chapter11 │ ├── C01_kmeans_visualization_cluster.ipynb │ ├── C01_kmeans_visualization_cluster.py │ ├── C02_kmeans_train.ipynb │ ├── C02_kmeans_train.py │ ├── C03_kmeans_visual_step.ipynb │ ├── C03_kmeans_visual_step.py │ ├── C04_kmeans.ipynb │ ├── C04_kmeans.py │ ├── C05_kmeans_visual_step.ipynb │ ├── C05_kmeans_visual_step.py │ ├── C06_kmeanspp_visual_step.ipynb │ ├── C06_kmeanspp_visual_step.py │ ├── C07_kmeanspp.ipynb │ ├── C07_kmeanspp.py │ ├── C08_metrics.ipynb │ ├── C08_metrics.py │ ├── C09_visualization_wkmeans.ipynb │ ├── C09_visualization_wkmeans.py │ ├── C10_wkmeans.ipynb │ ├── C10_wkmeans.py │ ├── C11_internal_evaluation.ipynb │ ├── C11_internal_evaluation.py │ ├── C12_elbow_analysis.ipynb │ ├── C12_elbow_analysis.py │ ├── C13_elbow_analysis_examples.ipynb │ ├── C13_elbow_analysis_examples.py │ ├── C14_silhouette_analysis.ipynb │ ├── C14_silhouette_analysis.py │ ├── C15_elbow_sihouette_analysis.ipynb │ ├── C15_elbow_sihouette_analysis.py │ ├── C16_kmeans_disadvantage.ipynb │ ├── C16_kmeans_disadvantage.py │ ├── C17_dbscan_train.ipynb │ ├── C17_dbscan_train.py │ ├── C18_dbscan_imp.ipynb │ ├── C18_dbscan_imp.py │ ├── C19_hca_train.py │ ├── C20_hierarchical_clustering.py │ ├── README-zh-CN.md │ └── README.md ├── Chapter12 │ ├── C01_PCA_visualization.py │ ├── C02_PCA_train.py │ ├── C03_PCA_impl.py │ ├── C04_PCA_vs_KPCA.py │ ├── C05_KPCA_idea.py │ ├── C06_KPCA_train.py │ └── C07_KPCA_imp.py ├── Chapter13 │ ├── C01_self_training.py │ ├── C02_self_training_imp.py │ ├── C03_label_propagation.py │ ├── C04_label_propagation_imp.py │ ├── C05_label_propagation_simple.py │ ├── C06_label_spreading.py │ ├── C07_label_spreading_comp.py │ ├── C08_label_spreading_imp.py │ └── C09_label_spreading_simple.py ├── README.md ├── data │ ├── Admitted │ │ └── Admitted.txt │ ├── SimHei.ttf │ ├── SongCi │ │ ├── QuanSongCi.txt │ │ ├── dufu.png │ │ └── simhei.ttf │ ├── cal_housing_py3.pkz │ └── spam │ │ ├── ham_100.utf8 │ │ ├── ham_5000.utf8 │ │ └── spam_5000.utf8 ├── lanqiao │ ├── lab-2708402.ipynb │ ├── lab-2776058.ipynb │ ├── lab-2776062.ipynb │ ├── lab-2776063.ipynb │ ├── lab-2776071.ipynb │ ├── lab-2784004.ipynb │ ├── lab-2784005.ipynb │ ├── lab-2784006.ipynb │ ├── lab-2784007.ipynb │ ├── lab-2784008.ipynb │ ├── lab-2784009.ipynb │ ├── lab-2784010.ipynb │ ├── lab-2784011.ipynb │ ├── lab-2784012.ipynb │ ├── lab-2784013.ipynb │ ├── lab-2784014.ipynb │ ├── lab-2784015.ipynb │ ├── lab-2784016.ipynb │ ├── lab-2784017.ipynb │ ├── lab-2784018.ipynb │ ├── lab-2784019.ipynb │ ├── lab-2784020.ipynb │ ├── lab-2784021.ipynb │ ├── lab-2784022.ipynb │ ├── lab-2784023.ipynb │ ├── lab-2784024.ipynb │ ├── lab-2784025.ipynb │ ├── lab-2784026.ipynb │ ├── lab-2784027.ipynb │ ├── lab-2784028.ipynb │ ├── lab-2784029.ipynb │ ├── lab-2784030.ipynb │ ├── lab-2784031.ipynb │ ├── lab-2784032.ipynb │ ├── lab-2784034.ipynb │ ├── lab-2784035.ipynb │ ├── lab-2784036.ipynb │ ├── lab-2784037.ipynb │ ├── lab-2784038.ipynb │ ├── lab-2784039.ipynb │ ├── lab-2784040.ipynb │ ├── lab-2784041.ipynb │ ├── lab-2784042.ipynb │ ├── lab-2784043.ipynb │ ├── lab-2784044.ipynb │ └── lab-2784045.ipynb ├── requirements_python311.txt └── utils │ ├── __init__.py │ ├── dataset.py │ ├── test.py │ └── text_feature_extraction.py ├── AllBooKCodeV1 ├── Chapter02 │ ├── C01_house_price.py │ ├── C02_house_price_train.py │ ├── C03_house_price_train.py │ ├── C04_trapezoid_polynomial_train.py │ ├── C05_model_comparation.py │ ├── C06_metrics_boston_price.py │ ├── C07_jump_visualization.py │ ├── C08_gradient_descent_visualization.py │ ├── C09_normalization_distribution.py │ ├── C10_boston_price_train.py │ ├── README-zh-CN.md │ └── README.md ├── Chapter03 │ ├── C01_classification_visualization.py │ ├── C02_decision_boundary.py │ ├── C03_one_vs_all_visualization.py │ ├── C04_one_vs_all_train.py │ ├── C05_confusion_matrix.py │ ├── C06_sigmoid.py │ ├── C07_implementation.py │ ├── C08_implementation_multi_class.py │ ├── README-zh-CN.md │ └── README.md ├── Chapter04 │ ├── C01_visualization_projection.py │ ├── C02_visualization_contour.py │ ├── C03_visualization_gradient.py │ ├── C04_visualization_grad_contour.py │ ├── C05_visualization_grad.py │ ├── C06_sigmoid_grad.py │ ├── C07_standarlization_reg.py │ ├── C08_standarlization_cla.py │ ├── C09_visualization_nonlinear.py │ ├── C10_visualization_pol_reg.py │ ├── C11_visualization_pol_cla.py │ ├── C12_visualization_overfitting_reg.py │ ├── C13_visualization_regular_2D.py │ ├── C14_visualization_regular_contour.py │ ├── C15_model_space.py │ ├── C16_regularized_regression.py │ ├── C17_bias_variance.py │ ├── C17_regularized_l1_l2.py │ ├── C18_visualization_grad_convex.py │ ├── C19_visualization_grad_nonconvex.py │ ├── C20_digits_classification.py │ ├── C21_auc_plot.py │ ├── C22_pr_curve.py │ ├── C23_pr_curve_for_binary.py │ ├── C24_pr_curve_for_multi.py │ ├── C25_standarlization_comp.py │ ├── README-zh-CN.md │ └── README.md ├── Chapter05 │ ├── C01_visualzation.py │ ├── C02_visualzation.py │ ├── C03_knn_train.py │ ├── C04_knn_imp.py │ ├── C05_knn_imp_from_scratch.py │ ├── README-zh-CN.md │ └── README.md ├── Chapter06 │ ├── C01_cut_words.py │ ├── C02_vectorization.py │ ├── C03_vectorization_with_freq.py │ ├── C04_bag_of_word.py │ ├── C05_bag_of_word_cla.py │ ├── C06_tf_idf.py │ ├── C07_word_cloud.py │ ├── C08_word_cloud.py │ ├── MODEL │ │ ├── KNN.pkl │ │ └── count_vec.pkl │ ├── README-zh-CN.md │ ├── README.md │ └── data │ │ ├── QuanSongCi.txt │ │ ├── dufu.png │ │ ├── ham_100.utf8 │ │ ├── ham_5000.utf8 │ │ ├── simhei.ttf │ │ └── spam_5000.utf8 ├── Chapter07 │ ├── C01_naive_bayes_category.py │ ├── C02_naive_bayes_multinomial.py │ ├── C03_naive_bayes_gaussian.py │ ├── C04_comparison.py │ ├── README-zh-CN.md │ └── README.md ├── Chapter08 │ ├── 03_ensemble_bagging_knn.py │ ├── 04_AdaBoosting.py │ ├── 05_AdaBoosting_gridsearch.py │ ├── 06_ensemble_stacking.py │ ├── 07_ensemble_stacking_gridsearch.py │ ├── 08_ensemble_random_forest.py │ ├── 09_ensemble_random_forest_features.py │ ├── 10_feature_importance_comp.py │ ├── 11_titanic.py │ ├── 12_visiualization_dt.py │ ├── C01_visualization_entropy.py │ ├── C02_decision_tree_gini.py │ ├── C13_id3_categorical.py │ ├── C14_id3_continuous.py │ ├── C15_cart_imp.py │ ├── C16_adaboost_plot.py │ ├── C17_manual_adaboost.py │ ├── C18_adaboost_imp.py │ ├── C19_bayes_class_prior.py │ ├── C20_gbdt_train.py │ ├── C21_manual_gradient_boost_reg.py │ ├── C22_manual_gradient_boost_cla.py │ ├── C23_example_gradient_boost_reg.py │ ├── C24_example_gradient_boost_cla.py │ ├── README-zh-CN.md │ ├── README.md │ ├── data │ │ ├── test.csv │ │ └── train.csv │ ├── iris │ └── iris.pdf ├── Chapter09 │ ├── 01_visualization_decision_boundary.py │ ├── 02_visualization_decision_boundary.py │ ├── 03_visualization_decision_boundary.py │ ├── 04_functional_margin.py │ ├── 05_geometric_margin.py │ ├── 06_linear_svm.py │ ├── 07_visualization_projection.py │ ├── 08_visualization_soft_margin_svm.py │ ├── 09_visualization_soft_margin_c.py │ ├── 10_soft_margin_svm.py │ ├── 11_visualization_decision_hard_boundary.py │ ├── 12_visualization_decision_soft_boundary.py │ ├── 13_visualization_gradient_coordinate.py │ ├── 15_smo_pseudeo-code.py │ ├── C14_svm_smo.py │ ├── C16_svm_impl.py │ ├── README-zh-CN.md │ └── README.md ├── Chapter10 │ ├── 01_kmeans_visualization_cluster.py │ ├── 02_kmeans_visual_step.py │ ├── 03_kmeans_train.py │ ├── 04_kmeans.py │ ├── 05_kmeans_visual_step.py │ ├── 06_kmeanspp_visual_step.py │ ├── 08_metrics.py │ ├── 09_visualization_wkmeans.py │ ├── 10_wkmeans.py │ ├── C07_kmeanspp.py │ ├── C11_internal_evaluation.py │ ├── C12_elbow_analysis.py │ ├── C13_elbow_analysis_examples.py │ ├── C14_silhouette_analysis.py │ ├── C15_elbow_sihouette_analysis.py │ ├── C16_kmeans_disadvantage.py │ ├── C17_DBSCAN.py │ ├── C18_hierarchical_clustering.py │ ├── README-zh-CN.md │ └── README.md ├── Chapter11 │ ├── C01_PCA_visualization.py │ ├── C02_PCA_train.py │ ├── C03_PCA_impl.py │ ├── C04_PCA_vs_KPCA.py │ ├── C05_KPCA_idea.py │ ├── C06_KPCA_train.py │ ├── C07_KPCA_imp.py │ ├── README-zh-CN.md │ └── README.md ├── Chapter12 │ ├── C01_self_training.py │ ├── C02_self_training_imp.py │ ├── C03_label_propagation.py │ ├── C04_label_propagation_imp.py │ ├── C05_label_propagation_simple.py │ ├── C06_label_spreading.py │ ├── C07_label_spreading_comp.py │ ├── C08_label_spreading_imp.py │ ├── C09_label_spreading_simple.py │ ├── README-zh-CN.md │ └── README.md ├── Index.md ├── README.md ├── data │ ├── Admitted │ │ └── Admitted.txt │ ├── SimHei.ttf │ ├── SongCi │ │ ├── QuanSongCi.txt │ │ ├── dufu.png │ │ └── simhei.ttf │ └── spam │ │ ├── ham_100.utf8 │ │ ├── ham_5000.utf8 │ │ └── spam_5000.utf8 ├── requirements.txt └── utils │ ├── __init__.py │ ├── dataset.py │ ├── test.py │ └── text_feature_extraction.py ├── Archived ├── 00_Configuration │ └── README.md ├── 01_LinearRegression │ ├── 101_visualization.py │ ├── 102_train.py │ ├── 201_train.py │ ├── 202_train_pol.py │ ├── 301_visualization.py │ ├── 302_metrics.py │ ├── 401_visualization.py │ ├── 402_init_weight.py │ ├── 403_gradient_descent.py │ ├── 405_normal_distribution.py │ ├── 406_boston_house_prediction.py │ └── README.md ├── 02_LogisticRegression │ ├── 101_visualization.py │ ├── 102_decision_boundary.py │ ├── 103_decision_boundary_in_linear_r.py │ ├── 201_metrics.py │ ├── 202_one_vs_all.py │ ├── 203_one_vs_all_train.py │ ├── 301_sigmoid.py │ ├── 302_implementation.py │ ├── 303_implementation_multi_class.py │ ├── 304_task1.py │ └── README.md ├── 03_ModelOptimization │ ├── 101_visualization_projection.py │ ├── 102_visualization_contour.py │ ├── 103_visualization_gradietn.py │ ├── 104_standarlization_reg.py │ ├── 105_standarlization_cla.py │ ├── 106_visualization_nonlinear.py │ ├── 107_visualization_pol_reg.py │ ├── 108_visualization_pol_cla.py │ ├── 201_visualization_grad_contour.py │ ├── 202_visualization_grad.py │ ├── 301_visualization_overfitting_reg.py │ ├── 302_visualization_overgitting_cla.py │ ├── 401_visualization_regular_2D.py │ ├── 402_visualization_regular_contour.py │ ├── 403_model_space.py │ ├── 404_regularized_regression.py │ ├── 501_bias_variance.py │ ├── 502_visualization_grad_convex.py │ ├── 503_visualization_grad_nonconvex.py │ ├── 601_digits_classification.py │ └── README.md ├── 04_KNNAndNaiveBayes │ ├── 101_visualzation.py │ ├── 102_visualzation.py │ ├── 103_train.py │ ├── 201_cut_words.py │ ├── 202_vectorization.py │ ├── 301_bag_of_word.py │ ├── 302_bag_of_word_cla.py │ ├── 401_TFIDF.py │ ├── 402_word_cloud.py │ ├── 403_task2_new_classification.py │ ├── README.md │ └── data │ │ └── simhei.ttf ├── 05_DecisionTree │ ├── 101_visualization.py │ ├── 201_decision_tree_ID3.py │ ├── 301_visualization.py │ ├── 401_ensemble_bagging_knn.py │ ├── 402_ensemble_bagging_dt.py │ ├── 403_ensemble_stacking.py │ ├── 501_random_forests.py │ ├── 601_titanic.py │ ├── README.md │ ├── data │ │ ├── README.md │ │ ├── test.csv │ │ └── titanic_train.csv │ └── visualization.dot ├── 06_SupportVectorMachine │ ├── 101_visualization_decision_boundary.py │ ├── 102_visualization_decision_boundary.py │ ├── 103_visualization_decision_boundary.py │ ├── 104_functional_margin.py │ ├── 105_geometric_margin.py │ ├── 201_visualization_decision_boundary.py │ ├── 202_visualization_decision_boundary.py │ ├── 301_linear_svm.py │ ├── 401_visualization_soft_margin_svm.py │ ├── 402_visualization_soft_margin_c.py │ ├── 403_soft_margin_svm.py │ ├── 501_visualization.py │ └── README.md ├── 07_Clustering │ ├── 101_kmeans_visualization_cluster.py │ ├── 102_kmeans_visual_step.py │ ├── 103_kmeans_train.py │ ├── 201_kmeans.py │ ├── 301_kmeans_visual_step.py │ ├── 302_kmeanspp_visual_step.py │ ├── 303_kmeanspp.py │ ├── 401_ARI_NMI.py │ ├── 402_metrics.py │ ├── 501_visualization_wkmeans.py │ ├── 502_wkmeans.py │ └── README.md ├── KnowledgeIndex.md └── README.md ├── Images ├── 0027.png ├── 0029.png ├── 0050.png ├── 0069.png ├── 0082.png ├── 0231.png ├── 0232.png ├── 0233.png ├── 0234.png ├── 0235.png ├── 0236.png ├── 0237.png ├── 0238.png ├── 0239.png ├── 0241.png ├── banner.jpg ├── moon.jpg └── p9999.png ├── MachingLearningGuide.md ├── README.md └── requirements.txt /AllBooKCode/Chapter02/C01_hose_price.ipynb: -------------------------------------------------------------------------------- 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