Pieter Abbeel Computer Science (EECS) robotics, machine learning, artificial intelligence, Deep Learning
Adrian Aguilera Social Welfare mobile technology (mHealth) and mental health, digital health, Latino & minority mental health, health disparities, cognitive-behavioral therapy for depression, machine learning, user centered design, implementation science
Ahmed Alaa Computational Precision Health machine learning and artificial intelligence, health care, statistics
David Bamman School of Information natural language processing, machine learning, digital humanities, computational social science
Peter Bartlett Statistics Computer Science (EECS) machine learning, statistical learning theory, adaptive control
Alexandre Bayen Electrical Engineering (EECS) control, optimization, machine learning, Applications: transportation; mobile sensing ; connected health
Gašper Beguš Linguistics computational linguistics, machine learning, artificial intelligence, Generative AI, Deep Learning, speech processing, NLP, phonology, articulatory and acoustic phonetics, historical linguistics, Indo-European linguistics
Peter Bickel Statistics statistics, machine learning, semiparametric models, asymptotic theory, hidden Markov models, applications to molecular biology
Joshua Bloom Astronomy machine learning, gamma-ray bursts, supernovae, time-domain astronomy, data-driven discovery
Joshua Blumenstock School of Information machine learning, development economics, poverty and public policy, inequality and crisis
Van P. Carey Mechanical Engineering mechanical engineering, use of machine learning to develop high performance energy conversion and thermal management technologies, micro-to-nanoscale modeling of the thermophysics of multiphase systems, waste plastic transport in environmental watersheds, waste plastic recycling.
Gerbrand Ceder Materials Science and Engineering energy storage, computational modeling, machine learning
Luis Ceferino Civil and Environmental Engineering multi-hazard risk analysis, reliability of critical infrastructure systems, climate adaptation and disaster resilience, structural engineering, extreme event modeling
Carmine Emanuele Cella Music mathematical representation of musical and acoustic signals, music composition
Jennifer Chayes Mathematics Statistics Computer Science (EECS) phase transitions in computer science, structural and dynamical properties of networks, graphons, machine learning, ethical decision making, climate change
Irene Chen Computational Precision Health Computer Science (EECS) machine learning, personalized medicine and healthcare systems, global health equity, precision health
Ying Cui Industrial Engineering & Operations Research continuous optimization, optimization under uncertainty, statistical estimations
Trevor Darrell Computer Science (EECS) artificial intelligence, intelligent systems and robotics, computer vision
Michael DeWeese Physics Neuroscience machine learning, computation, systems neuroscience, auditory cortex, neural coding, statistical mechanics
Sandrine Dudoit Public Health Statistics statistics, machine learning, data science, applied statistics, statistical computing, computational biology, computational genomics, Precision Medicine, precision health
Alexei Efros Computer Science (EECS) computer vision, computer graphics, computational photography, machine learning, artificial intelligence
Laurent El Ghaoui Electrical Engineering (EECS) decision-making under uncertainty, convex optimization, robust optimization, sparse optimization, machine learning, implicit deep learning, lifted deep learning
Avi Feller Statistics Goldman School of Public Policy applied statistics, theoretical statistics, Bayesian statistics, machine learning, statistics in social sciences
Ryan Giordano Statistics machine learning, variational inference, Bayesian methods, robustness quantification, applied statistics