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Quantum Theory Seminar - Yasaman Bahri (Google Deepmind)

Friday, February 23, 2024 at 3:30pm to 4:30pm

Clark Hall, 701
Central Campus

Quantum Theory Seminar - Yasaman Bahri (Google Deepmind)

 Friday, February 23rd, 2024 at 3:30pm to 4:30pm

 Clark Hall, 701
Central Campus

Title: Theories of Learning in Deep Neural Networks

Abstract: Recent years have witnessed unprecedented advancements in the development of artificial intelligence built using artificial neural networks. While neural networks are typically treated as black boxes, uncovering and distilling the fundamental principles behind how they work is a challenge for which ideas, tools, and methodology from physics are useful. A central question is to understand how computation in deep neural networks emerges from the collective dynamics and interactions of simple elements. I will describe some highlights from my research taking a first-principles approach to understanding learning in artificial neural networks through the lens of exactly solvable models and mean-field theories, statistical physics, and nonlinear dynamics.

Faculty Hosts: Eun-Ah KimChao-Ming Jian, and Debanjan Chowdhury

Streaming site:

https://www.youtube.com/@quantumtheoryseminar6651/streams

Streaming site:

https://www.youtube.com/@quantumtheoryseminar6651/streams

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Event Type

Seminar

Departments

LASSP

University Themes

Research

Tags

lassp, quantum_site, quantum_theory, quantum_lassp

Cost

Free

Contact E-Mail

lassp_admin@cornell.edu

Speaker

Yasaman Bahri

Speaker Affiliation

Google DeepMind

Dept. Web Site

https://www.lassp.cornell.edu/

Disability Access Information

If you need accommodations to participate in this event, please contact us as soon as possible.

Open To

Open to the public

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