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Machine Learning Mastery with Python

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  • Update : 2018-01-07
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Python elegant implementation of various machine learning algorithms
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FilenameSizeUpdate
Machine Learning Mastery with Python\Code\.DS_Store 10244 2016-06-06
Machine Learning Mastery with Python\Code\01_Analyze_Data\.idea\01_Analyze_Data.iml 398 2018-01-01
Machine Learning Mastery with Python\Code\01_Analyze_Data\.idea\misc.xml 258 2018-01-01
Machine Learning Mastery with Python\Code\01_Analyze_Data\.idea\modules.xml 282 2018-01-01
Machine Learning Mastery with Python\Code\01_Analyze_Data\.idea\workspace.xml 30488 2018-01-02
Machine Learning Mastery with Python\Code\01_Analyze_Data\data_loading\iris.data.csv 4551 2016-06-06
Machine Learning Mastery with Python\Code\01_Analyze_Data\data_loading\load_builtin_data.py 835 2016-06-06
Machine Learning Mastery with Python\Code\01_Analyze_Data\data_loading\load_csv.py 283 2018-01-01
Machine Learning Mastery with Python\Code\01_Analyze_Data\data_loading\load_csv_np.py 176 2018-01-01
Machine Learning Mastery with Python\Code\01_Analyze_Data\data_loading\load_csv_np_url.py 275 2016-06-06
Machine Learning Mastery with Python\Code\01_Analyze_Data\data_loading\load_csv_pandas.py 227 2016-06-06
Machine Learning Mastery with Python\Code\01_Analyze_Data\data_loading\load_csv_pandas_url.py 302 2016-06-06
Machine Learning Mastery with Python\Code\01_Analyze_Data\data_loading\pima-indians-diabetes.data.csv 23279 2016-06-06
Machine Learning Mastery with Python\Code\01_Analyze_Data\data_summary\class_distribution.py 336 2016-06-06
Machine Learning Mastery with Python\Code\01_Analyze_Data\data_summary\data_types.py 316 2016-06-06
Machine Learning Mastery with Python\Code\01_Analyze_Data\data_summary\describe.py 396 2016-06-06
Machine Learning Mastery with Python\Code\01_Analyze_Data\data_summary\dimensions.py 315 2018-01-02
Machine Learning Mastery with Python\Code\01_Analyze_Data\data_summary\head.py 305 2016-06-06
Machine Learning Mastery with Python\Code\01_Analyze_Data\data_summary\info.py 294 2016-06-06
Machine Learning Mastery with Python\Code\01_Analyze_Data\data_summary\pearson_correlation.py 420 2016-06-06
Machine Learning Mastery with Python\Code\01_Analyze_Data\data_summary\skew.py 308 2016-06-06
Machine Learning Mastery with Python\Code\01_Analyze_Data\data_summary\spearman_correlation.py 350 2016-06-06
Machine Learning Mastery with Python\Code\01_Analyze_Data\data_visualization_pandas\boxplot.py 397 2016-06-06
Machine Learning Mastery with Python\Code\01_Analyze_Data\data_visualization_pandas\correlation_matrix.py 618 2016-06-06
Machine Learning Mastery with Python\Code\01_Analyze_Data\data_visualization_pandas\correlation_matrix_genetic.py 506 2016-06-06
Machine Learning Mastery with Python\Code\01_Analyze_Data\data_visualization_pandas\density_plots.py 390 2016-06-06
Machine Learning Mastery with Python\Code\01_Analyze_Data\data_visualization_pandas\histograms.py 330 2016-06-06
Machine Learning Mastery with Python\Code\01_Analyze_Data\data_visualization_pandas\scatterplot_matrix.py 385 2016-06-06
Machine Learning Mastery with Python\Code\01_Analyze_Data\data_visualization_seaborn\correlation_matrix.py 442 2016-06-06
Machine Learning Mastery with Python\Code\01_Analyze_Data\data_visualization_seaborn\scatterplot_matrix.py 403 2016-06-06
Machine Learning Mastery with Python\Code\02_Prepare_Data\.idea\02_Prepare_Data.iml 398 2018-01-02
Machine Learning Mastery with Python\Code\02_Prepare_Data\.idea\misc.xml 258 2018-01-02
Machine Learning Mastery with Python\Code\02_Prepare_Data\.idea\modules.xml 282 2018-01-02
Machine Learning Mastery with Python\Code\02_Prepare_Data\.idea\workspace.xml 19455 2018-01-02
Machine Learning Mastery with Python\Code\02_Prepare_Data\data_cleaning\convert_types.py 351 2016-06-06
Machine Learning Mastery with Python\Code\02_Prepare_Data\data_cleaning\delete_column.py 458 2016-06-06
Machine Learning Mastery with Python\Code\02_Prepare_Data\data_cleaning\delete_nan.py 541 2016-06-06
Machine Learning Mastery with Python\Code\02_Prepare_Data\data_cleaning\mark_nan.py 531 2016-06-06
Machine Learning Mastery with Python\Code\02_Prepare_Data\data_feature_selection\feature_importance.py 533 2016-06-06
Machine Learning Mastery with Python\Code\02_Prepare_Data\data_feature_selection\low_variance.py 595 2016-06-06
Machine Learning Mastery with Python\Code\02_Prepare_Data\data_feature_selection\pca.py 587 2016-06-06
Machine Learning Mastery with Python\Code\02_Prepare_Data\data_feature_selection\recursive_feature_elimination.py 680 2016-06-06
Machine Learning Mastery with Python\Code\02_Prepare_Data\data_feature_selection\univariate_selection.py 758 2016-06-06
Machine Learning Mastery with Python\Code\02_Prepare_Data\data_preparation\binarization.py 599 2016-06-06
Machine Learning Mastery with Python\Code\02_Prepare_Data\data_preparation\boxcox.py 412 2016-06-06
Machine Learning Mastery with Python\Code\02_Prepare_Data\data_preparation\encode_label.py 424 2016-06-06
Machine Learning Mastery with Python\Code\02_Prepare_Data\data_preparation\impute_missing.py 634 2016-06-06
Machine Learning Mastery with Python\Code\02_Prepare_Data\data_preparation\normalize_data.py 606 2016-06-06
Machine Learning Mastery with Python\Code\02_Prepare_Data\data_preparation\rescale_data.py 689 2018-01-02
Machine Learning Mastery with Python\Code\02_Prepare_Data\data_preparation\standardize_data.py 758 2018-01-02
Machine Learning Mastery with Python\Code\03_Algorithms\.DS_Store 6148 2016-06-06
Machine Learning Mastery with Python\Code\03_Algorithms\.idea\03_Algorithms.iml 398 2018-01-02
Machine Learning Mastery with Python\Code\03_Algorithms\.idea\misc.xml 258 2018-01-02
Machine Learning Mastery with Python\Code\03_Algorithms\.idea\modules.xml 278 2018-01-02
Machine Learning Mastery with Python\Code\03_Algorithms\.idea\workspace.xml 18143 2018-01-02
Machine Learning Mastery with Python\Code\03_Algorithms\classification\classification_and_regression_trees_classification.py 674 2016-06-06
Machine Learning Mastery with Python\Code\03_Algorithms\classification\gaussian_naive_bayes.py 673 2016-06-06
Machine Learning Mastery with Python\Code\03_Algorithms\classification\k_nearest_neighbors_classification.py 690 2016-06-06
Machine Learning Mastery with Python\Code\03_Algorithms\classification\linear_discriminant_analysis.py 698 2016-06-06
Machine Learning Mastery with Python\Code\03_Algorithms\classification\logistic_regression.py 689 2016-06-06
Machine Learning Mastery with Python\Code\03_Algorithms\classification\perceptron.py 664 2016-06-06
Machine Learning Mastery with Python\Code\03_Algorithms\classification\quadratic_discriminant_analysis.py 704 2016-06-06
Machine Learning Mastery with Python\Code\03_Algorithms\classification\support_vector_machines_classification.py 634 2016-06-06
Machine Learning Mastery with Python\Code\03_Algorithms\regression\classification_and_regression_trees_regression.py 755 2016-06-06
Machine Learning Mastery with Python\Code\03_Algorithms\regression\elastic_net.py 738 2016-06-06
Machine Learning Mastery with Python\Code\03_Algorithms\regression\k_nearest_neighbors_regression.py 746 2016-06-06
Machine Learning Mastery with Python\Code\03_Algorithms\regression\lasso_lars.py 735 2016-06-06
Machine Learning Mastery with Python\Code\03_Algorithms\regression\lasso_regression.py 723 2016-06-06
Machine Learning Mastery with Python\Code\03_Algorithms\regression\least_angle_regression.py 720 2016-06-06
Machine Learning Mastery with Python\Code\03_Algorithms\regression\linear_regression.py 746 2016-06-06
Machine Learning Mastery with Python\Code\03_Algorithms\regression\ridge_regression.py 723 2016-06-06
Machine Learning Mastery with Python\Code\03_Algorithms\regression\support_vector_machines_regression.py 708 2016-06-06
Machine Learning Mastery with Python\Code\04_Evaluate_Algorithms\.DS_Store 6148 2016-06-06
Machine Learning Mastery with Python\Code\04_Evaluate_Algorithms\.idea\04_Evaluate_Algorithms.iml 398 2018-01-02
Machine Learning Mastery with Python\Code\04_Evaluate_Algorithms\.idea\misc.xml 258 2018-01-02
Machine Learning Mastery with Python\Code\04_Evaluate_Algorithms\.idea\modules.xml 296 2018-01-02
Machine Learning Mastery with Python\Code\04_Evaluate_Algorithms\.idea\workspace.xml 32785 2018-01-02
Machine Learning Mastery with Python\Code\04_Evaluate_Algorithms\algorithm_comparison\race_algorithms.py 1677 2016-06-06
Machine Learning Mastery with Python\Code\04_Evaluate_Algorithms\algorithm_metrics\classification_accuracy.py 864 2018-01-02
Machine Learning Mastery with Python\Code\04_Evaluate_Algorithms\algorithm_metrics\classification_auc.py 749 2018-01-02
Machine Learning Mastery with Python\Code\04_Evaluate_Algorithms\algorithm_metrics\classification_confusion_matrix.py 787 2018-01-02
Machine Learning Mastery with Python\Code\04_Evaluate_Algorithms\algorithm_metrics\classification_f1.py 738 2018-01-02
Machine Learning Mastery with Python\Code\04_Evaluate_Algorithms\algorithm_metrics\classification_logloss.py 754 2018-01-02
Machine Learning Mastery with Python\Code\04_Evaluate_Algorithms\algorithm_metrics\classification_report.py 787 2018-01-02
Machine Learning Mastery with Python\Code\04_Evaluate_Algorithms\algorithm_metrics\regression_mae.py 779 2018-01-02
Machine Learning Mastery with Python\Code\04_Evaluate_Algorithms\algorithm_metrics\regression_mse.py 794 2018-01-02
Machine Learning Mastery with Python\Code\04_Evaluate_Algorithms\algorithm_metrics\regression_rsquared.py 761 2018-01-02
Machine Learning Mastery with Python\Code\04_Evaluate_Algorithms\algorithm_pipeline\feature_union_model_pipeline.py 1257 2018-01-02
Machine Learning Mastery with Python\Code\04_Evaluate_Algorithms\algorithm_pipeline\standardize_model_pipeline.py 1032 2016-06-06
Machine Learning Mastery with Python\Code\04_Evaluate_Algorithms\algorithm_resampling\cross_validation.py 745 2016-06-06
Machine Learning Mastery with Python\Code\04_Evaluate_Algorithms\algorithm_resampling\loocv.py 717 2016-06-06
Machine Learning Mastery with Python\Code\04_Evaluate_Algorithms\algorithm_resampling\shuffle_split.py 806 2016-06-06
Machine Learning Mastery with Python\Code\04_Evaluate_Algorithms\algorithm_resampling\train_test.py 719 2016-06-06
Machine Learning Mastery with Python\Code\05_Improve_Results\.DS_Store 6148 2016-06-06
Machine Learning Mastery with Python\Code\05_Improve_Results\algorithm_tuning\grid_search.py 713 2016-06-06
Machine Learning Mastery with Python\Code\05_Improve_Results\algorithm_tuning\random_search.py 756 2016-06-06
Machine Learning Mastery with Python\Code\05_Improve_Results\ensembles\adaboost_classification.py 729 2016-06-06
Machine Learning Mastery with Python\Code\05_Improve_Results\ensembles\adaboost_regression.py 746 2016-06-06
Machine Learning Mastery with Python\Code\05_Improve_Results\ensembles\bagged_cart_classification.py 847 2016-06-06
Machine Learning Mastery with Python\Code\05_Improve_Results\ensembles\extra_trees_classification.py 763 2016-06-06
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