Completed
Intro
Class Central Classrooms beta
YouTube playlists curated by Class Central.
Classroom Contents
Nonconvex Optimization in Matrix Optimization and Distributionally Robust Optimization
Automatically move to the next video in the Classroom when playback concludes
- 1 Intro
- 2 Outline
- 3 Nonconvex Complexity Motivation and Context
- 4 Unconstrained Nonconvex Complexity
- 5 Algorithms for Smooth Nonconvex Optimization
- 6 Operation Complexity
- 7 Line Search Newton CG Procedures Royer, O'Neill
- 8 Complexity Results
- 9 Computational Results
- 10 Nonconvex Optimization in ML
- 11 Example Matrix Completion (Symmetric)
- 12 Sketch of the Algorithm
- 13 Smoothing the Ramp Loss Function
- 14 Summary
