Artificial Intelligence and Machine Learning

Artificial Intelligence and Machine Learning

At HDSI we work on advancing theoretical foundations and applications of ML and AI across a broad range of disciplines. We aim to break disciplinary boundaries and foster collaboration between AI/ML researchers and the broader data science community.

Subareas:

Natural Language Processing

Computer Vision

Robotics

Deep Learning

Unsupervised Learning and Data Mining

Planning

Reinforcement Learning and Sequential Decision Making

Statistical Learning Theory

Graphical Models and Inference

Control and Dynamic Systems

 


Photo of Mikhail Belkin

Mikhail Belkin

Professor

Mikhail Belkin received his Ph.D.…

Photo of Jelena Bradic

Jelena Bradic

Professor

Bradic is an Associate Professor of Statistics, and winner of multiple teaching awards.…

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Alex Cloninger

Assistant Professor

Alex Cloninger is an Assistant Professor in Mathematics and the Halıcıoğlu Data Science Institute at UC San Diego.…

Photo of David Danks

David Danks

Professor Danks conducts research at the intersection of machine learning, philosophy, and cognitive science.…

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Virginia de Sa

Professor, HDSI Associate Director

Associate Director de Sa is a leader in the fields of cognitive science, neuroscience, computer science, engineering, and data science.…

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Zhiting Hu

Assistant Professor

Zhiting Hu is an Assistant Professor in Halicioglu Data Science Institute at UC San Diego.…

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Arun Kumar

Assistant Professor, HDSI Faculty Fellow

Kumar is a member of the Database Lab and Center for Networked Systems and an affiliate member of the AI Group, specializing in artificial intelligence.…

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Yian Ma

Assistant Professor

Yian Ma works on scalable inference methods and their theoretical guarantees, with a focus on time series data and sequential decision making.…

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Arya Mazumdar

Associate Professor

Arya Mazumdar obtained his Ph.D.…

Photo of Julian McAuley

Julian McAuley

Assistant Professor

McAuley is an assistant professor in CSE.…

Photo of Gal Mishne

Gal Mishne

Assistant Professor

Mishne’s research is at the intersection of signal processing and machine learning for graph-based modeling, processing and analysis of large-scale high-dimensional real-world data.…

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Rayan Saab

Associate Professor

Rayan’s work is on the mathematics of information, data, and signals.…

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Babak Salimi

Assistant Professor

Babak Salimi is an assistant professor in HDSI at UC San Diego.…

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Jingbo Shang

Assistant Professor

Jingbo Shang is an Assistant Professor in CSE and HDSI at UC San Diego.…

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Berk Ustun

Assistant Professor

Berk Ustun is an incoming Assistant Professor at the Halıcıoğlu Data Science Institute at UC San Diego.…

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Yusu Wang

Professor

Yusu Wang obtained her PhD degree from Duke University in 2004, and from 2004 – 2005, she was a was a post-doctoral fellow at Stanford University.…

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Lily Weng

Assistant Professor

Lily Weng is an Assistant Professor in the Halıcıoğlu Data Science Institute at UC San Diego.…

Photo of Rose Yu

Rose Yu

Assistant Professor

Dr. Rose Yu is an Assistant Professor at the UC San Diego, Department of Computer Science and Engineering.…