muupan

deep-reinforcement-learning-papers

A list of papers and resources dedicated to deep reinforcement learning

async-rl

Replicating "Asynchronous Methods for Deep Reinforcement Learning" (http://arxiv.org/abs/1602.01783)

dqn-in-the-caffe

An implementation of Deep Q-Network using Caffe

deep-ensemble-uncertainty

An implementation of "Simple and Scalable Predictive Uncertainty Estimation using Deep Ensembles" (http://arxiv.org/abs/1612.01474)

predictron

WIP implementation of "The Predictron: End-To-End Learning and Planning" (http://arxiv.org/abs/1612.08810) in Chainer

chainer-cocob

COCOB-Backprop (https://arxiv.org/abs/1705.07795) implementation for Chainer

chainerrl

ChainerRL is a deep reinforcement learning library built on top of Chainer.

chainer-entropy-adam

Chainer-based implementation of Entropy-Adam https://arxiv.org/abs/1611.01838

chainer-eve

An Eve optimizer implementation in Chainer

chainer-oplu

Orthogonal Permuatation Linear Unit (OPLU) https://arxiv.org/abs/1604.02313v3

chainer-weight-normalization

Weight normalization https://arxiv.org/abs/1602.07868

gym_torcs

rl-teacher

Code for Deep RL from Human Preferences [Christiano et al]. Plus a webapp for collecting human feedback

bullet3

Bullet Physics SDK: real-time collision detection and multi-physics simulation for VR, games, visual effects, robotics, machine learning etc.

chainer

A flexible framework of neural networks for deep learning

chainer-santa

An experimental implementation of Santa for Chainer

chainer-yogi

An unofficial implementation of Yogi optimizer in Chainer. See https://papers.nips.cc/paper/8186-adaptive-methods-for-nonconvex-optimization

cupy

NumPy-like API accelerated with CUDA

gvgai

This is the framework for the General Video Game Competition - http://www.gvgai.net/

LC_NGSIM

lane change trajectories extracted from NGSIM

mujoco-py

MuJoCo is a physics engine for detailed, efficient rigid body simulations with contacts. mujoco-py allows using MuJoCo from Python 3.

muupan.github.io

NGSIM.jl

A Julia package for handling the Next Generation Simulation (NGSIM) traffic dataset

pfrl

PFRL: a PyTorch-based deep reinforcement learning library

pybrain

pytorch-optimizer

torch-optimizer -- collection of optimizers for Pytorch

resume

My resume

self-normalizing-networks

Chainer implementation of Self-Normalizing Networks (SNN)

slimevolleygym

A simple OpenAI Gym environment for single and multi-agent reinforcement learning

ViZDoom

Doom-based AI Research Platform for Reinforcement Learning from Raw Visual Information.