Tom Goldstein - University of Maryland Computer Science
My research lies at the intersection of machine learning and optimization, and targets applications in computer vision and signal processing. I work at the boundary between theory and practice, leveraging mathematical foundations, complex models, and efficient hardware to build practical, high-performance systems. I design optimization methods for a …
Tom Goldstein | UMD Department of Computer Science
Tom Goldstein is the Perotto Associate Professor of Computer Science at University of Maryland. His research lies at the intersection of machine learning and optimization, and targets applications in computer vision and signal processing.
Contact Tom Goldstein | UMD Department of Computer Science
View Department Office Contacts Department of Computer Science Brendan Iribe Center for Computer Science and Engineering University of Maryland 8125 Paint Branch ...
UMD Researchers Aim to Boost High-Performance Computing …
Nov 4, 2024 · Abhinav Bhatele and Tom Goldstein collaborate on a $7M DOE project to integrate AI into high-performance computing software development.
Tom Goldstein and Ming Lin Collaborate on AI Simulator Project …
Apr 22, 2024 · Distinguished University Professor Ming Lin and Volpi-Cupal Endowed Professor Tom Goldstein are part of a team developing an AI-powered community simulator. The simulator will allow public health students to input demographic and geographic information to simulate various public health scenarios.
Teaching - UMD
This is a detailed survey of optimization from both a computational and theoretical perspective, with emphasis on methods for machine learning, model fitting, and image processing. There are no pre-requisites for this course, however students should have a strong background in applied mathematics (especially linear algebra) and programming. Theoretical topics include convex analysis, duality ...
CS Faculty Part of $2.8M DARPA Award to Advance Autonomous …
Sep 29, 2024 · The team, which includes Professor Tom Goldstein and Associate Professor Furong Huang, is designing algorithms for adaptable and robust autonomous systems.
Publications - UMD
Pengzhi Huang, Oscar Castañeda, Emre Gönültaş, Saïd Medjkouh, Olav Tirkkonen, Tom Goldstein, Christoph Studer International Workshop on Signal Processing Advances in Wireless Communications (SPAWC)
Goldstein Leads Team to Invention of the Year Honors
May 1, 2024 · Tom Goldstein, the Volpi-Cupal Endowed Professor of Computer Science with an appointment in the University of Maryland Institute for Advanced Computer Studies, led the development of project, with assistance from Abhimanyu Hans, a master’s student in computer science, and Avi Schwarzschild, who earned his Ph.D. in applied math and scientific ...
Tom Goldstein Named Interim Director of UMD Center for …
Aug 29, 2022 · Associate Professor of Computer Science Thomas Goldstein has been named interim director of the University of Maryland Center for Machine Learning (CML) for one year, effective July 1, 2022.