You will find below material (slides and TDs) for the course.
Lesson 1: Introduction and general overview [slides, TD]
Lesson 2: Non-convex optimization [slides, TD]
Lesson 3: Structure and group invariances [slides, TD, DM]
Lesson 4: Approximation guarantees [slides, TD]
Lesson 5: Stability and robustness [slides, TD]
Lesson 6: Infinite width limit of NNs [slides, TD]
Lesson 7: Generative models [slides, TD]