An Introduction to Statistical Learning

Chapter 1 — Introduction

1. 02 May 18 Introduction to Statistical Learning ISLR · Chapter 1 — Introduction ISLR

Chapter 2 — Statistical Learning

1. 04 May 18 What Is Statistical Learning? ISLR · Chapter 2 — Statistical Learning ISLR
2. 05 May 18 Assessing Model Accuracy ISLR · Chapter 2 — Statistical Learning ISLR
3. 06 May 18 Statistical Learning: Conceptual Exercises ISLR · Chapter 2 — Statistical Learning ISLR
4. 06 May 18 Statistical Learning: Applied Exercises ISLR · Chapter 2 — Statistical Learning ISLR

Chapter 3 — Linear Regression

1. 08 May 18 Simple Linear Regression ISLR · Chapter 3 — Linear Regression ISLR
2. 08 May 18 Multiple Linear Regression ISLR · Chapter 3 — Linear Regression ISLR
3. 09 May 18 Other Considerations in the Regression Model ISLR · Chapter 3 — Linear Regression ISLR
4. 10 May 18 Linear Regression: Conceptual Exercises ISLR · Chapter 3 — Linear Regression ISLR
5. 11 May 18 Linear Regression: Applied Exercises ISLR · Chapter 3 — Linear Regression ISLR

Chapter 4 — Classification

1. 13 May 18 Logistic Regression ISLR · Chapter 4 — Classification ISLR
2. 14 May 18 Linear Discriminant Analysis ISLR · Chapter 4 — Classification ISLR
3. 15 May 18 Classification: Conceptual Exercises ISLR · Chapter 4 — Classification ISLR
4. 16 May 18 Classification: Applied Exercises ISLR · Chapter 4 — Classification ISLR

Chapter 5 — Resampling Methods

1. 17 May 18 Cross-Validation ISLR · Chapter 5 — Resampling Methods ISLR
2. 18 May 18 The Bootstrap ISLR · Chapter 5 — Resampling Methods ISLR
3. 18 May 18 Resampling Methods: Conceptual Exercises ISLR · Chapter 5 — Resampling Methods ISLR
4. 19 May 18 Resampling Methods: Applied Exercises ISLR · Chapter 5 — Resampling Methods ISLR

Chapter 6 — Linear Model Selection and Regularization

1. 21 May 18 Subset Selection ISLR · Chapter 6 — Linear Model Selection and Regularization ISLR
2. 22 May 18 Shrinkage Methods ISLR · Chapter 6 — Linear Model Selection and Regularization ISLR
3. 24 May 18 Dimension Reduction Methods ISLR · Chapter 6 — Linear Model Selection and Regularization ISLR
4. 25 May 18 Linear Model Selection and Regularization: Conceptual Exercises ISLR · Chapter 6 — Linear Model Selection and Regularization ISLR
5. 26 May 18 Linear Model Selection and Regularization: Applied Exercises ISLR · Chapter 6 — Linear Model Selection and Regularization ISLR

Chapter 7 — Moving Beyond Linearity

1. 28 May 18 Polynomial Regression, Step Functions, Basis Functions ISLR · Chapter 7 — Moving Beyond Linearity ISLR
2. 28 May 18 Regression Splines ISLR · Chapter 7 — Moving Beyond Linearity ISLR
3. 30 May 18 Smoothing Splines ISLR · Chapter 7 — Moving Beyond Linearity ISLR
4. 04 Jun 18 Local Regression, Generalized Additive Models ISLR · Chapter 7 — Moving Beyond Linearity ISLR
5. 06 Jun 18 Moving Beyond Linearity: Conceptual Exercises ISLR · Chapter 7 — Moving Beyond Linearity ISLR
6. 08 Jun 18 Moving Beyond Linearity: Applied Exercises ISLR · Chapter 7 — Moving Beyond Linearity ISLR

Chapter 8 — Tree-Based Methods

1. 11 Jun 18 Decision Trees ISLR · Chapter 8 — Tree-Based Methods ISLR
2. 13 Jun 18 Bagging, Random Forests, Boosting ISLR · Chapter 8 — Tree-Based Methods ISLR
3. 14 Jun 18 Tree-Based Methods: Conceptual Exercises ISLR · Chapter 8 — Tree-Based Methods ISLR
4. 16 Jun 18 Tree-Based Methods: Applied Exercises ISLR · Chapter 8 — Tree-Based Methods ISLR

Chapter 9 — Support Vector Machines

1. 19 Jun 18 Maximal Margin Classifier ISLR · Chapter 9 — Support Vector Machines ISLR
2. 20 Jun 18 Support Vector Classifiers ISLR · Chapter 9 — Support Vector Machines ISLR
3. 23 Jun 18 Support Vector Machines and Kernels ISLR · Chapter 9 — Support Vector Machines ISLR
4. 26 Jun 18 Support Vector Machines: Conceptual Exercises ISLR · Chapter 9 — Support Vector Machines ISLR
5. 29 Jun 18 Support Vector Machines: Applied Exercises ISLR · Chapter 9 — Support Vector Machines ISLR

Chapter 10 — Unsupervised Learning

1. 04 Jul 18 Principal Components Analysis ISLR · Chapter 10 — Unsupervised Learning ISLR
2. 06 Jul 18 Principal Components Analysis: More on PCA ISLR · Chapter 10 — Unsupervised Learning ISLR
3. 09 Jul 18 K-Means Clustering ISLR · Chapter 10 — Unsupervised Learning ISLR
4. 12 Jul 18 Hierarchical Clustering ISLR · Chapter 10 — Unsupervised Learning ISLR
5. 15 Jul 18 Unsupervised Learning: Conceptual Exercises ISLR · Chapter 10 — Unsupervised Learning ISLR
6. 19 Jul 18 Unsupervised Learning: Applied Exercises ISLR · Chapter 10 — Unsupervised Learning ISLR