Intended primarily for graduate students interested in (1) the use of neural networks for control, optimization, and machine learning and (2) the use of systems theory to model the dynamics and functionality of neural circuits. Contains an overview of recent research literature and involves a final project to be selected among a number of recent developments in this area.