(220j) Data-Driven Modeling in Molecular Science and Chemical Engineering

Recent advances in data-driven modeling and deep machine learning have revolutionized the fields of computer vision, natural language processing, and game playing. Inspired by these recent success, I demonstrate the application of several methods from deep generative modeling and reinforcement learning on problems in molecular design and discovery, transport phenomena, and process control.