Week 8 - Model validation and uncertainty quantification
Model validation and uncertainty quantification ✅
Mountain fog. Photo by Patrick Hendry on Unsplash
Tasks
- Watch the videos
- Complete the assignments
- Complete the readings
Topic Intro
No. |
Title |
Slides |
|
|---|---|---|---|
| 1 | Cross validation | ||
| 2 | Quantifying uncertainty | ||
| 3 | Bootstrapping |
Class Activities
Activity |
Title |
Date |
|---|---|---|
| Topic Intro | Cross Validation | Tue, 27 Feb |
| Topic Intro | Quantifying Uncertainty and Bootstrapping | Wed, 28 Feb |
| Topic Intro | Project Time | Fri, 1 Mar |
Assignments
Assignment |
Title |
Due |
|---|---|---|
| Due this week | ||
| Lab 06 | GSS Survey | Fri, 1 Mar 23:59 EST |
| Q 04 | Modeling overview | Sun, 3 Mar, 23:59 EST |
| Due in two weeks | ||
| Presentation | In Class | Tue, 12 Mar, Class time |
| Presentation | In Class | Wed, 13 Mar, Class time |
| Project | Project Write Up | Fri, 15 Mar, 23:59 EST |
Readings
| 📄 | tidymodels: Evaluate your model with resampling | Required |
| 📖 | IMS: Bootstrap confidence intervals | Required |
| 📄 | MLU-Explain Cross Validation | Optional |
| 📄 | MLU-Explain Cross Validation | Optional |
Interactive R tutorials
No interactive tutorials this week.