OPTIMIZATION TECHNIQUES FOR MACHINE LEARNING AND DEEP LEARNING
LECTURE 0. Introduction and course logistics slides
LECTURE 1. The single input derivative and numerical differentiation slides notes
LECTURE 2. Derivatives at a point and the numerical differentiator slides notes
LECTURE 3. Derivative equations and automatic differentiation slides notes
LECTURE 4. Automatic Differentiation slides notes
LECTURE 5. The anatomy of a hyperplane slides notes
LECTURE 6. Derivatives of multi-input functions slides notes