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171 search results found

Baselines ⭐ 14,949

OpenAI Baselines: high-quality implementations of reinforcement learning algorithms

Tianshou ⭐ 7,125

An elegant PyTorch deep reinforcement learning library.

Keras Rl ⭐ 5,348

Deep Reinforcement Learning for Keras.

Cleanrl ⭐ 3,947

High-quality single file implementation of Deep Reinforcement Learning algorithms with research-friendly features (PPO, DQN, C51, DDPG, TD3, SAC, PPG)

Muzero General ⭐ 2,203

Rainbow ⭐ 1,272

Rainbow: Combining Improvements in Deep Reinforcement Learning

D3rlpy ⭐ 1,149

An offline deep reinforcement learning library

PFRL: a PyTorch-based deep reinforcement learning library

Async Rl ⭐ 1,013

Tensorflow + Keras + OpenAI Gym implementation of 1-step Q Learning from "Asynchronous Methods for Deep Reinforcement Learning"

Lightzero ⭐ 767

[NeurIPS 2023 Spotlight] LightZero: A Unified Benchmark for Monte Carlo Tree Search in General Sequential Decision Scenarios

Seed_rl ⭐ 755

SEED RL: Scalable and Efficient Deep-RL with Accelerated Central Inference. Implements IMPALA and R2D2 algorithms in TF2 with SEED's architecture.

Dreamerv2 ⭐ 700

Mastering Atari with Discrete World Models

Transformers are Sample-Efficient World Models. ICLR 2023, notable top 5%.

Torchbeast ⭐ 560

A PyTorch Platform for Distributed RL

Awesome Monte Carlo Tree Search Papers ⭐ 537

A curated list of Monte Carlo tree search papers with implementations.

Rl_a3c_pytorch ⭐ 535

A3C LSTM Atari with Pytorch plus A3G design

Unified Reinforcement Learning Framework

Reinforcement Implementation ⭐ 380

Implementation of benchmark RL algorithms

Qlearning4k ⭐ 364

Q-learning for Keras

XuanCe: A Comprehensive and Unified Deep Reinforcement Learning Library

Agentnet ⭐ 293

Deep Reinforcement Learning library for humans

Agent Learning Framework https://alf.readthedocs.io

Reinforcement Learning Kr ⭐ 238

[파이썬과 케라스로 배우는 강화학습] 예제

Dreamer Pytorch ⭐ 233

Dream to Control: Learning Behaviors by Latent Imagination, implemented in PyTorch.

Minatar ⭐ 231

Self Imitation Learning ⭐ 225

ICML 2018 Self-Imitation Learning

Contrastive Learning of Structured World Models

Ai_for_atari ⭐ 200

Deep Reinforcement Learning Algorithms for solving Atari 2600 Games

Dqn Chainer ⭐ 198

Basic DQN implementation

Open source implementation of the PAAC algorithm presented in Efficient Parallel Methods for Deep Reinforcement Learning

AI research environment for the Atari 2600 games 🤖.

Adeptrl ⭐ 178

Reinforcement learning framework to accelerate research

Atari Reset ⭐ 156

Code for the blog post "Learning Montezuma’s Revenge from a Single Demonstration"

Baby A3c ⭐ 153

A high-performance Atari A3C agent in 180 lines of PyTorch

Dqn_tensorflow ⭐ 152

Tensorflow implementation of deep Q networks in paper 'Playing Atari with Deep Reinforcement Learning'

Sim2600 ⭐ 144

Visual6502.org transistor-level simulation of the Atari 2600 game console

Game Ai ⭐ 140

Game AI for Machine Learning for Hackers #3

Multitask And Transfer Learning ⭐ 134

Benchmark and build RL architectures that can do multitask and transfer learning.

Atari Rl ⭐ 121

Atari - Deep Reinforcement Learning algorithms in TensorFlow

RLtime is a reinforcement learning library focused on state-of-the-art q-learning algorithms and features

Fractalai ⭐ 94

Celular automaton-based calculus for the masses

Categorical Dqn ⭐ 90

A working implementation of the Categorical DQN (Distributional RL).

Td Gammon ⭐ 90

Implementation of TD-Gammon in TensorFlow.

Dqn Atari ⭐ 89

A TensorFlow based implementation of the DeepMind Atari playing "Deep Q Learning" agent that works reasonably well

Reinforcement_learning ⭐ 89

강화학습에 대한 기본적인 알고리즘 구현

Drqn Tensorflow ⭐ 88

Deep recurrent Q Learning using Tensorflow, openai/gym and openai/retro

Official PyTorch implementation of "SPACE: Unsupervised Object-Oriented Scene Representation via Spatial Attention and Decomposition"

Tiny Dqn ⭐ 78

A tiny implementation of Deep Q Learning, using TensorFlow and OpenAI gym

Generic reinforcement learning codebase in TensorFlow

A C++/Python simulator package for reinforcement learning

Deep_rl_ale ⭐ 73

An implementation of Deep Reinforcement Learning / Deep Q-Networks for Atari games in TensorFlow

Recurrent Environment Simulators ⭐ 73

Deepmind Recurrent Environment Simulators paper implementation in tensorflow

General purpose framework for deep reinforcement learning

Atari Pong ⭐ 71

Neural Networks For Playing Pong

Gym Games ⭐ 65

A gymnasium version of various games for reinforcement learning.

Reference workloads for modern deep learning methods.

Techcircle_openai_handson ⭐ 59

Tech-Circle OpenAI Handson Repository

Hands On Neuroevolution With Python ⭐ 57

Hands-on Neuroevolution with Python, Published by Packt

Rainbow Iqn Apex ⭐ 52

Distributed Rainbow-IQN for Atari

Fruit Api ⭐ 50

A Universal Deep Reinforcement Learning Framework

Reinforcementlearning ⭐ 48

Reinforcing Your Learning of Reinforcement Learning

Ml In Tf ⭐ 45

Get started with Machine Learning in TensorFlow with a selection of good reads and implemented examples!

Async Deeprl ⭐ 44

Playing Atari games with TensorFlow implementation of Asynchronous Deep Q-Learning

Dqn Atari ⭐ 44

Deep Q-Learning (DQN) implementation for Atari pong.

Deep Reinforcement Learning With Double Q Learning ⭐ 41

📖 Paper: Deep Reinforcement Learning with Double Q-learning 🕹️

Moore Machine Networks (MMN): Learning Finite-State Representations of Recurrent Policy Networks

Galaxy Attack ⭐ 38

An inspiration of the original Atari Space Invaders game built in pygame 👾 🎮

Policy Optimization with Penalized Point Probability Distance: an Alternative to Proximal Policy Optimization

Breakout Deep Q Network ⭐ 33

tensorflow implementation of DQN, Dueling DQN and Double DQN performed on Atari Breakout

Ppo Clip And Ppo Penalty On Atari Domain ⭐ 33

Implement PPO-clip and PPO-penalty on Atari, which is the only open source of PPO-penalty

Reinforcement Learning Kr V2 ⭐ 33

[파이썬과 케라스로 배우는 강화학습] 텐서플로우 2.0 개정판 예제

Deep Q Networks ⭐ 32

Implementation of Deep/Double Deep/Dueling Deep Q networks for playing Atari games using Keras and OpenAI gym

Deep Rl Bootcamp Labs ⭐ 32

Solutions to the Deep RL Bootcamp labs

Pytorch Rl Cpp ⭐ 31

A Repository with C++ implementations of Reinforcement Learning Algorithms (Pytorch)

Diversity−Driven Extensible Hierarchical Reinforcement Learning. AAAI 2019.

Atari_multitask ⭐ 30

Atari gauntlet for RL agents

TensorFlow & Keras implementation of DQN with HER (Hindsight Experience Replay)

Deep Q Atari ⭐ 29

Keras and OpenAI Gym implementation of the Deep Q-learning algorithm to play Atari games.

NES environment for openai gym

Dqn Ddqn On Space Invaders ⭐ 26

Implementation of Double Deep Q Networks and Dueling Q Networks using Keras on Space Invaders using OpenAI Gym. Code can be easily generalized to other Atari games.

Pytorch Cns ⭐ 26

Generalized Compressed Network Search with PyTorch

Drqn Keras ⭐ 25

Atari-DRQN (keras ver.)

A collection of Deep Reinforcement Learning algorithms implemented in tensorflow. Very extensible. High performing DQN implementation.

Human Level Control Through Deep Reinforcement Learning ⭐ 22

📖 Paper: Human-level control through deep reinforcement learning 🕹️

Playing Custom Games Using Deep Learning ⭐ 22

Implementation of Google's paper on playing atari games using deep learning in python.

Paac.pytorch ⭐ 21

Pytorch implementation of the PAAC algorithm presented in Efficient Parallel Methods for Deep Reinforcement Learning https://arxiv.org/abs/1705.04862

Human Rl ⭐ 21

Code for human intervention reinforcement learning

Flexible Reinforcement Learning Framework with PyTorch

Discriminative Particle Filter Reinforcement Learning for Complex Partial Observations (ICLR 2020)

Dqn Tensorflow ⭐ 19

Deep Q Network implements by Tensorflow

Command line utility to manage file systems on Atari 8-bit and Apple ][ disk images.

Code for "Efficient Offline Policy Optimization with a Learned Model", ICLR2023

Malmo Challenge ⭐ 18

Malmö challenge

Sc2atari ⭐ 18

Convert sc2 environment to gym-atari and play some mini-games

Rl_workshop ⭐ 17

Materials and organization for the upcoming ML workshop.

Auto Datfile Generator ⭐ 16

Generate No-Intro & Redump WWW clrmamepro profiles daily

Reward Estimator Corl ⭐ 16

Reward Estimation for Variance Reduction in Deep Reinforcement Learning

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