| Introduction & Orga |
Maths Check |
| Unconstrained Intro, Backtracking Line Search |
exercises |
| Newton Method |
exercises |
| Approximate Newton Methods, Non-Linear Mathematical Programs & KKT |
exercises |
| Log Barrier, Augmented Lagrantian |
exercises |
| Lagriangian |
exercises |
| Convex Optimization |
exercises |
| Implicit Functions & Differentiable Optimization |
exercises |
| (Appendix) |
|
| Stochastic Gradient |
exercises |
| Derivative Free, Stochastic Search & EDAs |
exercises |
| Bayesian Optimization |
exercises |
| (No Free Lunch), (Optimization & RL) |
|