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Exact Solutions to the Geometric Dynamics of Signal Propagation Through Transformers

Offered By: Simons Institute via YouTube

Tags

Transformers Courses Machine Learning Courses Deep Learning Courses Neural Networks Courses Computational Models Courses Mathematical Modeling Courses Attention Mechanisms Courses

Course Description

Overview

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Explore a 44-minute lecture by Surya Ganguli from Stanford University, presented at the Simons Institute, delving into the exact solutions of geometric dynamics in signal propagation through transformers. Gain insights into how these solutions predict transformer behavior and contribute to understanding transformers as a computational model. Examine the intricate mathematical foundations underlying transformer architectures and their implications for signal processing and information flow in deep learning systems.

Syllabus

Exact solutions to the geometric dynamics of signal propagation through transformers predict...


Taught by

Simons Institute

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