├── .gitignore ├── LICENSE ├── README.md ├── learning_machine_learning.Rproj ├── machine_learning_with_r_3rd_ed ├── README.md ├── association_rules │ ├── data │ │ └── groceries.csv │ ├── identifying_frequently_purchased_groceries_with_association_rules.r │ ├── images │ │ ├── association_rules_visualized.jpg │ │ └── association_rules_visualized.pdf │ └── readme.MD ├── boosting │ └── boosting_with_tidymodels.R ├── decision_trees_and_rules │ ├── data │ │ ├── credit.csv │ │ └── mushrooms.csv │ ├── identifying_poisonous_mushrooms_with_rule_learners.r │ ├── identifying_risky_bank_loans_using_C5.0_decision_trees.r │ └── readme.MD ├── hyperparameter_optimization │ ├── hyperparameter_optimization_with_tidymodels.R │ ├── hyperparameter_optimization_with_tidymodels_random.R │ ├── images │ │ ├── hyperparameter_optimization_rpart.jpg │ │ └── hyperparameter_optimization_rpart.pdf │ └── readme.MD ├── k_means_clustering │ ├── data │ │ └── snsdata.csv │ ├── finding_teen_market_segments_using_k_means_clustering.r │ ├── images │ │ ├── total_within_sum_of_squares.jpg │ │ └── total_within_sum_of_squares.pdf │ └── readme.MD ├── knn │ ├── README.md │ ├── classifying-cancer-samples-with-knn.r │ └── data │ │ ├── wdbc-data.csv │ │ └── wdbc-names.txt ├── naive_bayes │ ├── data │ │ ├── sms_results_knn.csv │ │ └── sms_spam.csv │ ├── filtering-mobile-phone-spam-with-naive-bayes.r │ ├── images │ │ ├── crosstable.jpeg │ │ ├── wordcloud2_ham.jpeg │ │ └── wordcloud2_spam.jpeg │ └── readme.MD ├── neural_networks │ ├── data │ │ └── concrete.csv │ ├── modeling_the_strength_of_concrete_with_neural_networks.r │ └── readme.MD ├── random_forest │ └── random_forest_with_tidymodels.R ├── regression_methods │ ├── data │ │ ├── insurance.csv │ │ ├── redwines.csv │ │ └── whitewines.csv │ ├── estimating_wine_quality_with_regression_trees_and_model_trees.r │ ├── images │ │ ├── fancyRpartPlot_wine.jpg │ │ └── fancyRpartPlot_wine.pdf │ ├── predicting_medical_expenses_with_linear_regression.r │ └── readme.MD └── support_vector_machines │ ├── data │ └── letterdata.csv │ ├── performing_optical_character_recognition_with_support_vector_machines_.r │ └── readme.MD └── machine_learning_with_r_4th_ed ├── Chapter_10.r ├── Chapter_11.r ├── Chapter_12.r ├── Chapter_13.r ├── Chapter_14.r ├── Chapter_15.r ├── chapter_02_managing_and_understanding_data.Rmd ├── chapter_03_lazy_learning_classification_using_nearest_neighbors.Rmd ├── chapter_04_probabilistic_learning_classification_using_naive_bayes.Rmd ├── chapter_05_divide_and_conquer_classification_using_decision_trees_and_rules.Rmd ├── chapter_06_forecasting_numeric_data_regression_methods.Rmd ├── chapter_07_black-box_methods_neural_networks_and_support_vector_machines.Rmd ├── chapter_08_finding_patterns_market_basket_analysis_using_association_rules.Rmd ├── chapter_09_finding_groups_of_data_clustering_with_k-means.Rmd ├── chapter_10_evaluating_model_performance.Rmd ├── 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