Fortgeschrittene Themen der Mathematik des Maschinellen Lernens (5LP) (Vorlesung) High-Dimensional Optimization and Learning

Keywords: Convex Optimization, Machine Learning, 

This course is an introduction to the theory of first-order optimization methods for high-dimensional problems, as well as some theory of online learning, and how it applies to optimization. It is an introduction to the theory of many methods used in Machine Learning.