STAT 280: Slides (constantly updated)

Cong Ma, University of Chicago, Winter 2026

1. Introduction

2. Optimality Conditions

3. Convex Sets

4. Convex Functions

5. Convex Optimization Problems

6. Gradient Descent

7. Newton's method

8. Duality (see Canvas)

9. Projected Gradient Descent

10. Interior Point Methods