RESEARCH AREA

Artificial intelligence has enjoyed immense practical success in recent years, largely due to advances in machine learning, especially deep learning via optimization. Rich mathematical theory explaining the many empirical results can help drive further advances, informed by feedback from those advances.

The latest results connect with celebrated techniques in learning theory, optimization, signal processing, and statistics. The interplay between rigorous theory and engineering advances pushes forward the frontiers of AI.