Physics of Complex Systems Lab | EPFL

diffeomorphism

Apply maximum-entropy diffeomorphisms to images

hierarchy-learning

Learning a hierarchical model of data with neural networks.

regressionsphere

Train a neural network in feature and lazy regimes on a regression task defined on the hyper-sphere.

forward-backward-diffusion

Forward-backward diffusion experiments on image datasets.

random-hierarchy-model

Learning a hierarchical model of data with neural networks.

regimes_of_SGD

Code to reproduce the paper "On the different regimes of Stochastic Gradient Descent"

convolutional_neural_kernels

Neural tangent kernels of deep convolutional neural networks

ml-bibliography

Bibliography for ML papers.

two-hypothesis