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Explore algebraic methods and their applications in machine learning through this 55-minute conference talk from the 2025 Mathematical and Scientific Foundations of Deep Learning Annual Meeting hosted by the Simons Foundation. Delve into how algebraic techniques can enhance machine learning algorithms and provide theoretical insights into deep learning systems. Learn about the mathematical foundations that underpin modern AI approaches, with particular focus on how algebraic structures and methods can be leveraged to improve understanding and performance of machine learning models. Gain insights into cutting-edge research at the intersection of algebra and artificial intelligence, presented as part of a comprehensive meeting examining the mathematical underpinnings of deep learning technologies.
Syllabus
Soledad Villar — Algebraic techniques for machine learning (Sept. 26, 2025)
Taught by
Simons Foundation