CODE

Group GitHub

LECTURE NOTES AND BLOG POSTS
 

Replica Method for the Machine Learning Theorist - Part 1, by Blake Bordelon, Haozhe Shan, Abdul Canatar, Boaz Barak, Cengiz Pehlevan

Replica Method for the Machine Learning Theorist - Part 2, by Blake Bordelon, Haozhe Shan, Abdul Canatar, Boaz Barak, Cengiz Pehlevan

Lecture notes on the replica method for Wishart matrix eigenvalues, by Jacob Zavatone-Veth

A brief introduction to the neural network Gaussian process from the perspective of mean field theory, by Jacob Zavatone-Veth

Lecture Notes on Infinite-Width Limits of Neural Networks,  Cengiz Pehlevan and Blake Bordelon, prepared for 2023 Princeton ML Theory Summer School

VIDEOS
 

KITP Program on Deep Learning from the Perspective of Physics and Neuroscience

Pehlevan Group Youtube Channel