├── Ch1-Introduction └── 01.Intro_AI_ML_DS.pdf ├── Ch10-Unsupervised Learning ├── Ch.10_PCA.pdf ├── Ch10-Unsupervised_Learnings.ipynb └── ISLR_Ch10_Unsupervised_Learning_by_authors.pdf ├── Ch2-Statistical Learning ├── Ch.2 Machine Learning.pdf └── Ch2 Supervisedl_learning_init.pdf ├── Ch3-Linear Regression ├── Ch.3 Linear Regression 강의 슬라이드.pdf ├── Ch3_Linear_Regression.ipynb ├── Ch3_Linear_Regression.py └── hblee.py ├── Ch4-Classification ├── Ch4_KNN_Reg_Clf_n_Evaluation.ipynb ├── Ch4_Logistic_Regression.ipynb ├── KNN-Regression_Classifcation_Evaluation.pdf └── Logistic_Regression.pdf ├── Ch5-Resampling Methods ├── Ch5_Resampling_Methods.ipynb └── Model_Eval_Selection.pdf ├── Ch8-Tree based Methods ├── Ch.8 Tree based methods.pdf └── Ch8_Tree_based_Methods.ipynb ├── Ch9-Support Vector Machines ├── CH9 SVM.pdf └── Ch9-Support_Vector_Machines.ipynb ├── Data ├── Advertising.csv ├── Auto.csv ├── Auto.data ├── Boston.csv ├── Caravan.csv ├── Carseats.csv ├── Ch10Ex11.csv ├── College.csv ├── Credit.csv ├── Default.xlsx ├── Heart.csv ├── Hitters.csv ├── Hitters_X_test.csv ├── Hitters_X_train.csv ├── Hitters_y_test.csv ├── Hitters_y_train.csv ├── Income1.csv ├── Income2.csv ├── Khan_xtest.csv ├── Khan_xtrain.csv ├── Khan_ytest.csv ├── Khan_ytrain.csv ├── NCI60_data.csv ├── NCI60_labs.csv ├── Smarket.csv ├── USArrests.csv └── Wage.csv ├── Figures ├── Confusion_Matrix_Explained.PNG └── logistic_regression.PNG ├── Preprocessing-.4.scikit-learn ├── .ipynb_checkpoints │ └── preProcessing-categoric_polynomial_interaction_term_4_scikit_OLS-checkpoint.ipynb └── preProcessing-categoric_polynomial_interaction_term_4_scikit_OLS.ipynb └── README.md /Ch1-Introduction/01.Intro_AI_ML_DS.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/hyunblee/ISLR-with-Python/HEAD/Ch1-Introduction/01.Intro_AI_ML_DS.pdf -------------------------------------------------------------------------------- /Ch10-Unsupervised 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