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.