I am interested in building on the theory and practice of Machine Learning to accommodate several modern requirements of learning systems. In particular, I have projects on new requirements stemming from three distinct sources: making the best use of available data, applying learning tools to problems beyond standard prediction, and incorporating social values. I have also worked on actor-critic methods for Reinforcement Learning, Online Learning, and distributed learning.