Episode 52: Deep learning theory

Intriguing phenomena in training and generalization dynamics of deep networks

High-dimensional dynamics of generalization error in neural networks

A theory of deep learning dynamics

Learning dynamics in deep linear neural networks

Hallmarks of deep learning in the brain

Exact solutions to the nonlinear dynamics of deep learning