Lectures related to Trust region methods: framework & algorithms

Explores the Extra-Gradient method for Primal-dual optimization, covering nonconvex-concave problems, convergence rates, and practical performance.

Explores the analysis of trust regions with Cauchy steps in optimization.

Explores practical aspects of Riemannian trust-region optimization and introduces the truncated conjugate gradient method.

Covers Newton's Method for optimization and discusses the caveats of indefiniteness in optimization problems.