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Finite-Time Guarantees of Contractive Stochastic Approximation - Mean-Square

International Centre for Theoretical Sciences via YouTube

Overview

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Attend a 45-minute lecture on "Finite-time Guarantees of Contractive Stochastic Approximation: Mean-Square" presented by Siva Theja Maguluri as part of the Data Science: Probabilistic and Optimization Methods discussion meeting at the International Centre for Theoretical Sciences. Explore advanced concepts in data science, focusing on probabilistic and optimization techniques. Gain insights into the analytical and algorithmic aspects of processing large-scale data, combining model-based and data-driven approaches. Learn about the mathematical foundations supporting the data science revolution, including optimization, linear algebra, probability, and statistics. Benefit from exposure to leading themes in the field and discover new directions in data science research. This lecture is part of a broader program featuring distinguished speakers and supported by Google and ikigai, aimed at fostering an inclusive environment for diverse participants.

Syllabus

Finite-time Guarantees of Contractive Stochastic Approximation: Mean-Square.. by Siva Theja Maguluri

Taught by

International Centre for Theoretical Sciences

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