Lectures related to Iterative Descent Methods: Optimization Principles

Explores the optimality of convergence rate in gradient descent and acceleration techniques for convex and non-convex problems.

Explores the role of computation in optimization, focusing on gradient descent for convex and nonconvex problems.

Explores the role of computation in data mathematics, focusing on iterative methods, optimization, estimators, and descent principles.