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Phase Diagram of Stochastic Gradient Descent in High-Dimensional Two-Layer Neural Networks

Offered By: NCCR SwissMAP via YouTube

Tags

Machine Learning Courses Neural Networks Courses Phase Diagrams Courses Statistical Physics Courses Stochastic Gradient Descent Courses

Course Description

Overview

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Explore the phase diagram of Stochastic Gradient Descent in high-dimensional two-layer neural networks in this 18-minute workshop talk presented by B. Loureiro from EPFL. Delve into the intricacies of neural network optimization as part of the Workshop on Spin Glasses, organized by NCCR SwissMAP. Gain insights into the behavior of SGD in complex neural architectures and its implications for machine learning research and applications.

Syllabus

Phase diagram of Stochastic Gradient Descent in high-dimensional two-layer neural networks


Taught by

NCCR SwissMAP

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