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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 |