This was part of Short Courses on the Mean Field Approach in Machine Learning and Statistics
Deep Learning, Dynamical Systems and Optimal Control (Part 1)
Qianxiao Li, National University of Singapore
Monday, October 18, 2021
Abstract: In this series of lectures, we introduce several recent connections between deep learning, dynamical systems and mean-field optimal control. Topics include basic introduction to optimal control, deep learning, and theoretical results on deep learning from the dynamics/control point of view. Some derived numerical algorithms will also be explored.