The codes are available that are made almost from scratch. The data in the book and Chapter_XX.r files are available at
https://github.com/prof-joe/SLMR
Click the Links to see the source codes | |
Chapter 1 | Linear Algebra |
Chapter 2 | Linear Regression |
Chapter 3 | Classification |
Chapter 4 | Resampling |
Chapter 5 | Information Criteria |
Chapter 6 | Regularization |
Chapter 7 | Nonlinear Regression |
Chapter 8 | Decision Trees |
Chapter 9 | Support Vector Machine |
Chapter 10 | Unsupervised Learning |