Explore professors working in representation learning and related research areas.
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Professors in Representation Learning
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11 professors available publicly
Honglak Lee
deep learning
representation learning
unsupervised learning
Honglak Lee is currently a Executive Vice President and Chief Scientist of Artificial Intelligence at LG AI Research and an Associate Professor of Computer Science at the University of Michigan, Ann Arbor. Previously he worked as a Research Scientist at Google Research, Brain Tea...
Tengyu Ma
deep learning theory
non-convex optimization
reinforcement learning
Tengyu Ma is an Assistant Professor of Computer Science at Stanford University. His research focuses on machine learning and algorithms, especially topics such as deep learning theory, non‑convex optimization, reinforcement learning, representation learning, distributed optimiz...
Aditya Grover
probabilistic machine learning
deep generative models
representation learning
Aditya Grover is an Assistant Professor of Computer Science at the UCLA Samueli School of Engineering where he leads the Machine Intelligence Group. His research focuses on probabilistic machine learning, deep generative models, representation learning, and sequential decision ma...
Jason Lee
foundations of deep learning
representation learning
reinforcement learning
Jason Lee is an associate professor in EECS and Statistics at UC Berkeley. Prior to that, he was an associate professor at Princeton and a researcher at Google Deepmind. Jason received his PhD at Stanford University advised by Trevor Hastie and Jonathan Taylor, and was a postdoct...
Simon Shaolei Du
deep learning
representation learning
reinforcement learning
Simon Shaolei Du is an assistant professor in the Paul G. Allen School of Computer Science & Engineering at University of Washington. His research interests are broadly in machine learning such as deep learning, representation learning, reinforcement learning and data selection.
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Wenqi Wei
Trustworthy Data Management
Responsible Data Analysis
Representation Learning
I am currently a tenure-track assistant professor at Fordham University. I received my PhD in Computer Science from Georgia Institute of Technology in 2022. I was fortunate to work with Professor Ling Liu in the Distributed Data Intensive Systems Lab (DiSL). After graduation, I s...
Manling Li
Representation Learning
Deep Generative Models
Structured Prediction
Dr. Manling Li is an Assistant Professor of Computer Science at Northwestern University. Her research focuses on artificial intelligence and machine learning, particularly on developing methods that help machines effectively learn from complex, high-dimensional data. She works on...
Hongchang Gao
deep learning
machine learning
neural network optimization
Hongchang Gao joined the CIS department at Temple University as a tenure-track Assistant Professor in 2020. Prior to this, he received his Ph.D. degree in Electrical and Computer Engineering from University of Pittsburgh in 2020, under the supervision of Dr. Heng Huang. He also e...
aminul islam
Natural Language Processing (NLP)
Representation Learning
Multimodal Language Modeling
Dr. Aminul Islam is an Associate Professor and the Hardy Edmiston Endowed Professor in the School of Computing and Informatics at the University of Louisiana at Lafayette. A specialist in Natural Language Processing (NLP) and Representation Learning, his research focuses on makin...
Xin Zhong
computer vision
multimedia watermarking
deep learning
Xin Zhong, Ph.D., is an Assistant Professor of Computer Science at the University of Nebraska at Omaha, where he teaches and mentors students in advanced computing topics. His academic focus includes deep learning and machine learning, and his research spans areas such as compute...
Peirong Liu
Medical Image Computing (MIC)
Artificial Intelligence for Healthcare
Foundational Theories of Learning
Dr. Peirong Liu is an assistant professor of Electrical and Computer Engineering at Johns Hopkins University, with a joint appointment at the Data Science and Artificial Intelligence (DSAI) Institute.
Dr. Liu’s research lies in AI for Healthcare, at an intersection of machin...