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2d-shape-generator

A simple generator for parametrically varied 2d shape stimuli

demonstrate_memoization

disentangling-vae

Experiments for understanding disentanglement in VAE latent representations

dsprites-dataset

Dataset to assess the disentanglement properties of unsupervised learning methods

examples

A set of examples around pytorch in Vision, Text, Reinforcement Learning, etc.

group-invariant-perceptron-capacity

Code for generating the figures in the paper "Capacity of Group-invariant Linear Readouts from Equivariant Representations: How Many Objects can be Linearly Classified Under All Possible Views?"

gymnasium

An API standard for single-agent reinforcement learning environments, with popular reference environments and related utilities (formerly Gym)

jupyter_notebooks

model_output_manager

utility for managing model output

network_analysis

Analysis of networks, including trained networks. Training is done by pytorch.

neural_net_graphics

Graphics for neural networks

numpy-ml

Machine learning, in numpy

pylatex

A Python library for creating LaTeX files

pytorch-cifar-models

Pretrained models on CIFAR10/100 in PyTorch

pytorch-image-models

PyTorch image models, scripts, pretrained weights -- ResNet, ResNeXT, EfficientNet, EfficientNetV2, NFNet, Vision Transformer, MixNet, MobileNet-V3/V2, RegNet, DPN, CSPNet, and more

recall-tempo-of-hebbian-sequences

Code for reproducing the plots of the manuscript "Recall tempo of Hebbian sequences depends on the interplay of Hebbian kernel with tutor signal timing"

rnn_dimensionality_balance

Code for the paper "Recurrent neural networks learn robust representations by dynamically balancing compression and expansion"

robust_representations_paper_code

Code to generate the plots for Robust representations learned in RNNs through implicit balance of expansion and compression

sam

sam-1

SAM: Sharpness-Aware Minimization (PyTorch)

seaborn

Statistical data visualization using matplotlib

test_capacity

vim-pudb

Manage pudb breakpoints directly from vim