8 Resampling
- Start: Monday, March 15
- End: Friday, March 19
8.1 Summary
This week will introduce an important and general technique for tuning and model selection: cross-validation. Along the way, we will talk about resampling in general with a particular focus on the bootstrap, which we will utilize later.
8.2 Learning Objectives
After completing this week, you are expected to be able to:
- Use the bootstrap to create interval estimates.
- Use cross-validation to tune and select models.
8.3 Reading
| Link | Source |
|---|---|
| Cross-Validation | Basics of Statistical Learning |
8.4 Video
| Title | Link | Mirror |
|---|---|---|
| 8.1 - Welcome to Week 08 | 8.1 - YouTube | 8.1 - ClassTranscribe |
| 8.2 - Simulation | 8.2 - YouTube | 8.2 - ClassTranscribe |
| 8.3 - Bootstrap | 8.3 - YouTube | 8.3 - ClassTranscribe |
| 8.4 - Functional Programming in R | 8.4 - YouTube | 8.4 - ClassTranscribe |
| 8.5 - Cross-Validation | 8.5 - YouTube | 8.5 - ClassTranscribe |
8.6 Office Hours
| Staff and Link | Day | Time |
|---|---|---|
| Zoom with David | Monday | 8:00 PM - 9:00 PM |
| Zoom with Tianyi | Monday | 9:00 PM - 10:00 PM |
| Zoom with David | Thursday | 8:00 PM - 9:00 PM |
| Zoom with Tianyi | Thursday | 9:00 PM - 10:00 PM |
| Piazza | Any! | Any! |