Students

Machine learning, Markov decision processes, reinforcement learning, bandit optimization, representation learning
Machine learning, Markov decision processes, reinforcement learning, bandit optimization, representation learning
Statistics, Machine Learning, MCMC Methods, Computer Systems
Statistics, Machine Learning, MCMC Methods, Computer Systems
Applying Deep Learning to multi-media applications
Applying Deep Learning to multi-media applications
Adv.:
Statistical machine learning, with biological, economic and financial applications
Statistical machine learning, with biological, economic and financial applications
Vision, Learning
Vision, Learning
Probabalistic Machine Learning Methods, Applications of ML in science, Context-appropriate performance metrics, Fairness in ML
Probabalistic Machine Learning Methods, Applications of ML in science, Context-appropriate performance metrics, Fairness in ML
Reinforcement Learning, Robot Learning, Bayesian Optimization
Reinforcement Learning, Robot Learning, Bayesian Optimization
Machine Learning
Machine Learning
Automated planning, temporal planning, probabilistic first-order temporal reasoning
Automated planning, temporal planning, probabilistic first-order temporal reasoning
Computer Vision, Machine Learning
Computer Vision, Machine Learning
Reinforcement learning, information theory, robotic perception and control
Reinforcement learning, information theory, robotic perception and control
Machine learning, online learning, reinforcement learning, bandits algorithms
Machine learning, online learning, reinforcement learning, bandits algorithms
Neuroscience, language, imagery, brain decoding, machine learning
Neuroscience, language, imagery, brain decoding, machine learning
Computer Vision
Computer Vision
Online learning, convex optimization, mathematical signal processing
Online learning, convex optimization, mathematical signal processing
Robotic perception and control
Robotic perception and control
Adv.: Ben Recht
Machine Learning, Dynamical Systems, Networks
Machine Learning, Dynamical Systems, Networks
Neuroscience of language and music perception, Machine Learning, NLP, image based online user authentication applications
Neuroscience of language and music perception, Machine Learning, NLP, image based online user authentication applications
Computer Vision, Machine Learning, Cognitive Science
Computer Vision, Machine Learning, Cognitive Science
Computational audition, music cognition, cross-cultural research, machine learning, mathematical psychology
Computational audition, music cognition, cross-cultural research, machine learning, mathematical psychology
Computational imaging, 3D microscopy, cell imaging, imaging in scattering media, spectroscopic imaging
Computational imaging, 3D microscopy, cell imaging, imaging in scattering media, spectroscopic imaging
Computer Vision, Machine Learning, Robotics
Computer Vision, Machine Learning, Robotics
Adv.: Ben Recht
Computational Imaging, Neuroscience, Biological Signal Acqusition, Machine learning, Compressive Sensing
Computational Imaging, Neuroscience, Biological Signal Acqusition, Machine learning, Compressive Sensing
3D Computer Vision, Computer Graphics
3D Computer Vision, Computer Graphics
Computer Vision, Machine Learning, Computer Graphics
Computer Vision, Machine Learning, Computer Graphics
High-dimensional Statistics, Machine Learning, Optimization
High-dimensional Statistics, Machine Learning, Optimization
Neuroscience, functional brain imaging, brain decoding
Neuroscience, functional brain imaging, brain decoding
Adv.:
High dimensional statistical inference, Sparse modeling, Causal inference
High dimensional statistical inference, Sparse modeling, Causal inference
Adv.: Dawn Song
Deep learning, security, programming language
Deep learning, security, programming language
Machine learning, NLP, computational linguistics, human language production and perception
Machine learning, NLP, computational linguistics, human language production and perception
Design, Mechatronics, Robotics
Design, Mechatronics, Robotics
Robotics, optimal control and estimation
Robotics, optimal control and estimation
Theoretical Neuroscience Machine Learning
Theoretical Neuroscience Machine Learning
Computational linguistics, cognitive science, artificial intelligence
Computational linguistics, cognitive science, artificial intelligence
Neuroscience, machine learning, neural networks, electrophysiology, vision, brain decoding
Neuroscience, machine learning, neural networks, electrophysiology, vision, brain decoding
Computer Vision
Computer Vision
Computational social science, human communication and interaction, research methods
Computational social science, human communication and interaction, research methods
Neuroscience, computational imaging, functional brain imaging, brain-machine interface, optogenetics, task-based microscopy
Neuroscience, computational imaging, functional brain imaging, brain-machine interface, optogenetics, task-based microscopy
Robotics, Machine Learning, Manipulation, Topological Data Analysis
Robotics, Machine Learning, Manipulation, Topological Data Analysis
Predictive control, distributed computation and optimization algorithms
Predictive control, distributed computation and optimization algorithms
Computer Vision, Machine Learning
Computer Vision, Machine Learning
Statistical Machine Learning, Hypothesis Testing, Optimization
Statistical Machine Learning, Hypothesis Testing, Optimization
Machine learning
Machine learning
Combining Visual Recognition and Natural Language Understanding
Combining Visual Recognition and Natural Language Understanding
Computer Vision, Computational Linguistics, Deep Learning
Computer Vision, Computational Linguistics, Deep Learning
Perception, cognition, and technology
Perception, cognition, and technology
Reinforcement learning, robot control
Reinforcement learning, robot control
Developing new scalable algorithms for solving machine learning problems as well as proving theorems regarding their performance. In particular, I am interested in the problem of learning from data of variable quality and form.
Developing new scalable algorithms for solving machine learning problems as well as proving theorems regarding their performance. In particular, I am interested in the problem of learning from data of variable quality and form.
Studying the brain basis of language processing using machine learning and NLP
Studying the brain basis of language processing using machine learning and NLP
Machine Learning, Scalable Bayes Inference, Theoretical Foundations of High Dimensional Problems
Machine Learning, Scalable Bayes Inference, Theoretical Foundations of High Dimensional Problems
High-order graphical models, POMDPs, active learning, numerical optimization
High-order graphical models, POMDPs, active learning, numerical optimization
Computer Vision, Large Scale Visual Dataset, Autonomous Driving
Computer Vision, Large Scale Visual Dataset, Autonomous Driving
Control, optimization, machine learning, energy efficiency
Control, optimization, machine learning, energy efficiency
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