Think Deep, Bold, and Different.
Electrical and Computer Engineering
University of Michigan, College of Engineering
Broadly speaking, our research interest lies in the intersection of signal processing, data science, machine learning, and numerical optimization. In particular, we are interested in computational methods for learning low-complexity models from high-dimensional data. The current research of our group focuses on (i) the foundations of generative AI (Slides), (ii) deep representation learning (Slides-1, Slides-2), and (iii) machine learning for scientific applications.
Our group acknowledges generous support from the National Science Foundation (NSF), Office of Naval Research (ONR), Army Research Office (ARO), Defense Advanced Research Projects Agency (DARPA), Amazon Research, Google Research, KLA Corporation, MICDE, and MIDAS