Find UC Berkeley Faculty

generative models

population ecology, mathematical modeling and statistics

computer science, programming systems, software engineering, programming languages, computational logic, software testing, verification, model checking, runtime monitoring, performance evaluation

sparse learning, integer programming, computational optimization, robust optimization, logistics

neuroimaging data analysis, deep brain stimulation, brain-computer-interface, statistical machine learning, Deep Learning, reinforcement learning, networks data analysis, functional data analysis, tensor analysis, ordinary differential equations, dimension reduction, high dimensional inference

artificial intelligence, natural language processing, machine learning, computer vision, computational linguistics

computer vision, computer graphics, computational photography, machine learning, artificial intelligence

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

computational genomics, Genomic susceptibility of common diseases, Genomic Tree of Life, Demography of human genome diversity

latent variable models, choice modeling, econometric modeling, sampling theory, production theory, consumer theory

molecular biology, computational biology, evolutionary biology, bioengineering, structural genomics, computational genomics, cellular activity, cellular functions, personal genomics

cardiovascular biomechanics, computational mechanics, computational fluid dynamics, thrombosis, medical image processing, dynamical systems, fluid dynamics, Lagrangian coherent structures, mathematical modeling

statistical and sparse signal processing, adversarial and distributed machine learning, coded computing, privacy and security, scalable distributed video-on-demand delivery, coding theory, communications, information theory, peer-to-peer networking, blockchains

computational biology, machine learning, applied probability and statistics

climate change, uncertainty of extremes, climate modeling, coupled models of the climate system, global climate models, solar and terrestrial radiation

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

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

atmospheric modeling, exposure monitoring, environmental justice applications, community resilience, climate adaptation and disaster resilience

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

Infectious disease dynamics, methodological issues in infectious disease surveillance, infectious diseases, infectious disease epidemiology, global environmental change, climate change, global change, urbanization, mathematical modeling, computational modeling

artificial intelligence, machine learning, theoretical computer science, game theory and mechanism design

earthquake engineering, structural engineering, reinforced concrete, performance-based earthquake engineering, high-rise buildings, lifeline systems, rehabilitation (retrofitting), laboratory testing

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

continuum mechanics, computational mechanics, contact mechanics, computational plasticity, materials modeling, solid mechanics, applied mathematics, dynamics of pseudo-rigid bodies

knowledge representation, adaptive learning, artificial intelligence, learning analytics, Recommender Systems, higher education, data science, Digital Learning Environments, cognitive modeling, Big Data in Education, Knowledge Tracing, Formative Assessment, intelligent tutoring systems, Online Learning, psychometrics, Educational Data Mining