├── .gitignore ├── LICENSE ├── README.md ├── Versions.ipynb ├── chapter_1 ├── 1_Probability_Sampling.ipynb └── 2_Stratified_Sampling .ipynb ├── chapter_10 ├── 3_Autocorrelation_mean_variance_ccf.ipynb ├── 4_noise.ipynb ├── 5_Stationary.ipynb └── airline-passengers.csv ├── chapter_11 ├── 1_arma.ipynb ├── 2_arima.ipynb ├── 3_more_on_model_evaluation.ipynb └── COCO COLA.csv ├── chapter_12 ├── 1_cross_correlation.ipynb ├── 2_arimax.ipynb └── 3_var.ipynb ├── chapter_14 ├── 1_kaplan_meier.ipynb ├── 2_Exponential_Models.ipynb └── 3_Cox_Proportional_Hazards.ipynb ├── chapter_2 ├── 1_types_of_data.ipynb ├── 2_distributions.ipynb ├── 3_Bootstrapping.ipynb ├── 4_1_Permutations_and_Combinations.ipynb ├── 4_2_Permutation_Testing.ipynb └── 5_Transformation.ipynb ├── chapter_3 ├── 3_1_Zscore_and _Zstatistics.ipynb ├── 3_2_Ztest_for_Means.ipynb ├── 3_3_Ztest_for_Proportions.ipynb └── 4_statistical_power.ipynb ├── chapter_4 ├── 1_assumptions.ipynb ├── 2_t-tests.ipynb ├── 3_multiple_tests_and_anova.ipynb └── 4_pearson_correlation.ipynb ├── chapter_5 ├── 1_permutation_test.ipynb ├── 2_rank-sum_test.ipynb ├── 3_Signed-Rank_Test.ipynb ├── 4_Kruskal-Wallis_Test.ipynb └── 5_6_Chi_Square_and_Spearman_Corr.ipynb ├── chapter_6 ├── 1_Ordinary_Least_Squares.ipynb ├── 3_linear_model_assumptions.ipynb └── 4_5_ModelValidation_RegressionVariations.ipynb ├── chapter_7 ├── 1_multiple_linear_regression.ipynb ├── 2_feature_selection.ipynb ├── 3_Shrinkage.ipynb ├── 4_Dimension_Reduction.ipynb └── Data │ └── Hitters.csv ├── chapter_8 ├── 1_Probit_and_Logit_Models.ipynb ├── 2_Multinomial_Logit_Model.ipynb ├── 3_poisson_model.ipynb └── 4_Negative_Binomial_Regression.ipynb ├── chapter_9 ├── 2_Linear_Discriminant_Analysis.ipynb └── 3_Quadratic_discriminant_analysis.ipynb └── requirements.txt /.gitignore: -------------------------------------------------------------------------------- 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