karpathy/pytorch-normalizing-flows

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karpathy/pytorch-normalizing-flows

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Normalizing flows in PyTorch. Current intended use is education not production.

pytorch-normalizing-flows

Implementions of normalizing flows (NICE, RealNVP, MAF, IAF, Neural Splines Flows, etc) in PyTorch.

todos

TODO: make work on GPU
TODO: 2D -> ND: get (flat) using MNIST
TODO: ND -> images (multi-scale architectures, Glow nets, etc) on MNIST/CIFAR/ImageNet
TODO: more stable residual-like IAF-style updates (tried but didn't work too well)
TODO: parallel wavenet
TODO: radial/planar 2D flows from Rezende Mohamed 2015?

nanoGPT

The simplest, fastest repository for training/finetuning medium-sized GPTs.

minGPT

A minimal PyTorch re-implementation of the OpenAI GPT (Generative Pretrained Transformer) training

char-rnn

Multi-layer Recurrent Neural Networks (LSTM, GRU, RNN) for character-level language models in Torch

convnetjs

Deep Learning in Javascript. Train Convolutional Neural Networks (or ordinary ones) in your browser.

nn-zero-to-hero

Neural Networks: Zero to Hero

Jupyter Notebook

micrograd

A tiny scalar-valued autograd engine and a neural net library on top of it with PyTorch-like API

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neuraltalk2

Efficient Image Captioning code in Torch, runs on GPU

Jupyter Notebook

neuraltalk

NeuralTalk is a Python+numpy project for learning Multimodal Recurrent Neural Networks that describe images with sentences.

arxiv-sanity-preserver

Web interface for browsing, search and filtering recent arxiv submissions

ng-video-lecture

reinforcejs

Reinforcement Learning Agents in Javascript (Dynamic Programming, Temporal Difference, Deep Q-Learning, Stochastic/Deterministic Policy Gradients)

makemore

An autoregressive character-level language model for making more things

cryptos

Pure Python from-scratch zero-dependency implementation of Bitcoin for educational purposes

Jupyter Notebook

randomfun

Notebooks and various random fun

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ulogme

Automatically collect and visualize usage statistics in Ubuntu/OSX environments.

recurrentjs

Deep Recurrent Neural Networks and LSTMs in Javascript. More generally also arbitrary expression graphs with automatic differentiation.

arxiv-sanity-lite

arxiv-sanity lite: tag arxiv papers of interest get recommendations of similar papers in a nice UI using SVMs over tfidf feature vectors based on paper abstracts.

tsnejs

Implementation of t-SNE visualization algorithm in Javascript.

paper-notes

Random notes on papers, likely a short-term repo.

svmjs

Support Vector Machine in Javascript (SMO algorithm, supports arbitrary kernels) + GUI demo

pytorch-made

MADE (Masked Autoencoder Density Estimation) implementation in PyTorch

karpathy.github.io

lecun1989-repro

Reproducing Yann LeCun 1989 paper "Backpropagation Applied to Handwritten Zip Code Recognition", to my knowledge the earliest real-world application of a neural net trained with backpropagation.

Jupyter Notebook

deep-vector-quantization

VQVAEs, GumbelSoftmaxes and friends

Jupyter Notebook

covid-sanity

Aspires to help the influx of bioRxiv / medRxiv papers on COVID-19

find-birds

Find people you should follow on Twitter based on who the people you follow follow

forestjs

Random Forest implementation for JavaScript. Supports arbitrary weak learners. Includes interactive demo.

researchlei

An Academic Papers Management and Discovery System

Random-Forest-Matlab

A Random Forest implementation for MATLAB. Supports arbitrary weak learners that you can define.

researchpooler

Automating research publications discovery and analysis. For example, ever wish your computer could automatically open papers that are most similar to a paper at an arbitrary url? How about finding all papers that report results on some dataset? Let's re-imagine literature review.

nipspreview

Scripts that generate .html to more easily see NIPS papers

ttmik

Talk to me in Korean Anki cards and related scripts

tf-agent

tensorflow reinforcement learning agents for OpenAI gym environments

gitstats

A lightweight/pretty visualizer for recent work on a git code base in multiple branches. Helps stay up to date with teams working on one git repo in many branches.

EigenLibSVM

A wrapper for LibSVM that lets you train SVM's directly on Eigen library matrices in C++

MatlabWrapper

C++ convenience class to communicate with a Matlab instance. Send matrices back and forth, execute arbitrary Matlab commands, or drop into interactive Matlab session right in the middle of your C++ code.

twoolpy

useful scripts to work with Twitter + Python. Requires the tweepy library.

notpygamejs

Game making library for using Canvas element

scholaroctopus

A set of tools/pages that help explore academic literature

karpathy