Suvrit Sra
Principal research scientist in the Laboratory for Information and Decision Systems / Associate Professor of Electrical Engineering and Computer Science at MIT Professional Education
Schools
- MIT Professional Education
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Biography
MIT Professional Education
Professor Suvrit Sra is an Associate Professor in the EECS department at MIT. He is also a core faculty member of the Institute for Data Systems and Society (IDSS) and PI in the Laboratory for Information and Decision Systems (LIDS). He is a member of the MIT ML-group (ml.mit.edu) and is also affiliated with the Statistics and Data Science Center. His research spans multiple topics in mathematical optimization, in particular for machine learning (he has published an edited book, Optimization for Machine Learning, MIT Press, 2011). More broadly, his research covers theory of deep learning, discrete probability theory, as well as topics in differential geometry and combinatorics. His applied interests range across synthetic biology, signal processing, healthcare AI, and "data-driven science."
Videos
Research Seminar: "Accelerated Gradient Methods on Riemannian Manifolds" by Prof. Suvrit Sra
Trends in Large-scale Nonconvex Optimization
Suvrit Sra: Lecture series on Aspects of Convex, Nonconvex, and Geometric Optimization (Lecture 1)
Suvrit Sra: Lecture series on Aspects of Convex, Nonconvex, and Geometric Optimization (Lecture 3)
25. Stochastic Gradient Descent
Suvrit Sra: Lecture series on Aspects of Convex, Nonconvex, and Geometric Optimization (Lecture 2)
EU Regional School 2014 Part 1 with Prof. Dr. Suvrit Sra
Suvrit Sra | Some non-convex optimization problems through a geometric lens
Courses Taught
Modeling and Optimization for Machine Learning
MIT Professional Education
Online
Machine Learning for Big Data and Text Processing: Advanced
MIT Professional Education
Cambridge, Massachusetts, United States
Jun 12
Machine Learning for Big Data and Text Processing: Foundations
MIT Professional Education
Cambridge, Massachusetts, United States
Jun 10
Professional Certificate Program in Machine Learning & Artificial Intelligence
MIT Professional Education
Cambridge, Massachusetts, United States
Jun 5
Foundations of Mathematics for Artificial Intelligence
MIT Professional Education
Zwolle, Netherlands
Jun 3
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