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awesome-deeplearning-resources

Deep Learning and deep reinforcement learning research papers and some codes

brokenaxes

Create matplotlib plots with broken axes

cifar10_challenge

A challenge to explore adversarial robustness of neural networks on CIFAR10.

dialogstatetracking

Dialog State Tracking using End-to-End Neural Networks

dm_control

The DeepMind Control Suite and Control Package

examples

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

fashion-mnist

A MNIST-like fashion product database. Benchmark :point_right:

garage

A toolkit for reproducible reinforcement learning research.

gymexperiments

hip-mdp-public

Code for training and testing a Hidden Parameter Markov Decision Process, used to facilitate the transfer of learning

incubator-mxnet

Lightweight, Portable, Flexible Distributed/Mobile Deep Learning with Dynamic, Mutation-aware Dataflow Dep Scheduler; for Python, R, Julia, Scala, Go, Javascript and more

infimnist_py

Python binding for the infinite MNIST dataset generator

mnist_challenge

A challenge to explore adversarial robustness of neural networks on MNIST.

obfuscated-gradients

Obfuscated Gradients Give a False Sense of Security: Circumventing Defenses to Adversarial Examples

pytorch-a2c-ppo-acktr

PyTorch implementation of Advantage Actor Critic (A2C), Proximal Policy Optimization (PPO) and Scalable trust-region method for deep reinforcement learning using Kronecker-factored approximation (ACKTR).

pytorch-value-iteration-networks

Pytorch implementation of Value Iteration Networks (NIPS 2016 best paper)

repbm

Representation Balancing MDPs for Off-Policy Policy Evaluation

rlhf-reward-modeling

A recipe to train reward models for RLHF.

rlpy

RLPy Reinforcement Learning Framework

sgdlibrary

Matlab library for stochastic gradient descent algorithms: Version 1.0.12

supcontrast

PyTorch implementation of "Supervised Contrastive Learning" (and SimCLR incidentally)

tensorpack

A Neural Net Training Interface on TensorFlow

terngrad

Ternary Gradients to Reduce Communication in Distributed Deep Learning (TensorFlow)

torchcraft

Connecting Torch to StarCraft

trpo

Trust Region Policy Optimization with TensorFlow and OpenAI Gym