Find UC Berkeley Faculty

machine learning, geometric deep learning, differentiable physics, dynamical systems, numerical methods, computational geometry, optimization

artificial intelligence, machine learning

machine learning theory, optimization, statistics, deep learning

machine learning and artificial intelligence, health care, statistics

machine learning, data science, artificial intelligence

artificial intelligence, machine learning, computational biology, protein engineering, statistical design of experiments, statistical machine learning, experimental design

machine learning, medicine, health policy

computationally efficient machine learning and deep learning, AI

control, optimization, machine learning, applications: transportation; mobile sensing; connected health

applied nuclear physics, neutron detection, scintillation physics, machine learning applications, nuclear weapon policy

statistics, machine learning, semiparametric models, asymptotic theory, hidden Markov models, applications to molecular biology

stochastic control and games, theory of machine learning and applications to medical and financial data analysis, applied probability and stochastic models

statistical computing, applications in public health, high-dimensional data analysis, nonparametric inference, artificial intelligence, machine learning

theoretical computer science, probability theory, combinatorics, complex networks, statistical physics, artificial intelligence, applications of artificial intelligence and machine learning in engineering and sciences

Cyber-Physical Systems, System design, Electronic Design Systems, embedded system design, control, integrated circuits, theory, Machine learning applications to Energy Efficient Building and Health

applications of artificial intelligence and machine learning in engineering and sciences, structural mechanics, computational mechanics, computational materials, computational mechanics and computational physics, finite element methods and meshfree particle methods, ferroelectric and piezoelectric materials, atomistic simulation and multiscale simulations, nonlinear continuum mechanics, soft matter mechanics, wave propagations, modeling and simulation of fracture, dislocations, modeling and simulation of material failures, nano-mechanics, bio-mechanics and bio-physics, cellular mechanics, micromechanics & composite materials, mechanics and physics of amorphous materials

applied microeconomics, behavioral science, machine learning

stochastic and robust optimization, machine learning, online learning algorithms, transportation, revenue management, service system design

model predictive control, learning-based control, low-temperature plasma processing, machine learning and control for plasmas, semiconductor manufacturing

robotics, control theory, artificial intelligence, game theory, machine learning

machine learning, trustworthy data science and AI, interdisciplinary research in biomedicine, neuroscience, climate science

statistics, machine learning, data science, applied statistics, statistical computing, computational biology, computational genomics, precision medicine, precision health

adaptive control, machine learning, learning and nonlinear control, control of robot manipulators, computer mechatronics systems, micro-electromechanical systems (MEMS), intelligent vehicle, highways systems

particle physics, machine learning, algorithms, quantum algorithms, general purpose computation on the GPU (GPGPU)

phase transitions in computer science, structural and dynamical properties of networks, graphons, machine learning, ethical decision making, climate change