A repository for the content that is used and generated while completing independent study on using statistical learning methods in GIS.
Introduction to Statistical Learning Python Lessons
Slides and video lectures that correspond to the textbook can be found on dataschool.io at In-depth introduction to machine learning in 15 hours of expert videos.
| Chapter | Slides | Video | Notebook |
|---|---|---|---|
| Chapter 1 | Slides | Video | |
| Chapter 2 | Slides | Video | |
| Chapter 3 | Slides | Video | Notebook |
| Chapter 4 | Slides | Video | Notebook |
| Chapter 5 | Slides | Video | Notebook |
| Chapter 6 | Slides | Video | |
| Chapter 7 | Slides | Video | |
| Chapter 8 | Slides | Video | Notebook |
| Chapter 9 | Slides | Video | |
| Chapter 10 | Slides | Video | |
| Imputing Missing Data (GIS Application) | N/A | N/A | Notebook |