Sam's repositories
hamiltonian-nn
Code for our paper "Hamiltonian Neural Networks"
crypto-rnn
Learning the Enigma with Recurrent Neural Networks
visualize_atari
Code for our paper "Visualizing and Understanding Atari Agents" (https://goo.gl/AMAoSc)
pythonic_ocr
A convolutional neural network implemented in pure numpy.
excitationbp
Visualizing how deep networks make decisions
optimize_wing
We simulate a wind tunnel, place a rectangular occlusion in it, and then use gradient descent to turn the occlusion into a wing.
cursivetransformer
Training a transformer to generate cursive
greydanus.github.io
My academic blog
structural_optimization
Coding structural optimization, from scratch, in 200 lines of Python
studying_growth
Studying Cell Growth with Neural Cellular Automata
piecewise_node
Temporal abstraction for autoregressive sampling
subspace-nn
Optimizing neural networks in subspaces
deep_thesaurus
Use a pretrained NLP model to rank thesaurus suggestions
karpathy.github.io
my blog
lagrangian_nns
Fork of codebase from Miles Cranmer's GitHub
dissipative_hnns
Fork from Sosanya's GitHub of our code for "Dissipative HNNs"
generic_heroku
A repo for hosting a generic Heroku app
neural-structural-optimization
Neural reparameterization improves structural optimization