STA 243 Computational Statistics (Spring 2022)
- Instructor: Krishnakumar Balasubramanian
- TA: Tesi Xiao
Please note that you need to have a ucdavis email account to access recorded videos. If you are outside the country, you may probably need a VPN to access it.
| Discussion Topics | Materials | |
|---|---|---|
| Week 1 | Basic Linear Algebra | Link, Notes, Video |
| Homework and LaTeX | Link | |
| Week 2 | Linear Algebra in Python | Link |
| Week 3 | Power Method and Sketching | Link, Video |
| Week 4 | Smooth Convex Optimization | Link, Video |
| Week 5 | Non-Smooth Convex Optimization | Link |
| Week 6 | Python: Gradient Descent Methods for Quadratic Minimization Problem | Link |
| Week 7 | Non-convex Optimization | Link |
| Week 8 | Office Hour |