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90 search results found

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)

Pytorch A2c Ppo Acktr Gail ⭐ 3,450

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

Di Engine ⭐ 2,681

OpenDILab Decision AI Engine

Muzero General ⭐ 2,203

Rainbow ⭐ 1,272

Rainbow: Combining Improvements in Deep Reinforcement Learning

Lightzero ⭐ 767

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

Mushroom Rl ⭐ 765

Python library for Reinforcement Learning.

Dreamerv2 ⭐ 700

Mastering Atari with Discrete World Models

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

Replicating Deepmind ⭐ 646

Reproducing the results of "Playing Atari with Deep Reinforcement Learning" by DeepMind

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

Reaver: Modular Deep Reinforcement Learning Framework. Focused on StarCraft II. Supports Gym, Atari, and MuJoCo.

Unified Reinforcement Learning Framework

XuanCe: A Comprehensive and Unified Deep Reinforcement Learning Library

Agentnet ⭐ 293

Deep Reinforcement Learning library for humans

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

Dqn_tensorflow ⭐ 152

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

Categorical Dqn ⭐ 90

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

Reinforcement_learning ⭐ 89

강화학습에 대한 기본적인 알고리즘 구현

Reinforcementlearning Atarigame ⭐ 87

Pytorch LSTM RNN for reinforcement learning to play Atari games from OpenAI Universe. We also use Google Deep Mind's Asynchronous Advantage Actor-Critic (A3C) Algorithm. This is much superior and efficient than DQN and obsoletes it. Can play on many games

Generic reinforcement learning codebase in TensorFlow

A C++/Python simulator package for reinforcement learning

Recurrent Environment Simulators ⭐ 73

Deepmind Recurrent Environment Simulators paper implementation in tensorflow

General purpose framework for deep reinforcement learning

Gym Games ⭐ 65

A gymnasium version of various games for reinforcement learning.

Reinforcement_learning ⭐ 62

Deep Reinforcement Learning Algorithms implemented with Tensorflow 2.3

Techcircle_openai_handson ⭐ 59

Tech-Circle OpenAI Handson Repository

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 🕹️

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

Atarialgos.jl ⭐ 33

Arcade Learning Environment (ALE) wrapped as a Reinforce.jl environment

Breakout Deep Q Network ⭐ 33

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

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)

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.

The Machine Learning Toybox for testing the behavior of autonomous agents.

Drqn Keras ⭐ 25

Atari-DRQN (keras ver.)

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.

Deepqlearning.jl ⭐ 22

Julia implementation of DeepMind's Deep Q Learning algorithm described in "Playing Atari with Deep Reinforcement Learning"

Reinforcement Learning On Google Colab ⭐ 21

Reinforcement Learning algorithm's using google-colab

Awesome Deep Reinforcement Learning ⭐ 21

A collection of resources about deep reinforcement learning

Paac.pytorch ⭐ 21

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

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

Dqn Tensorflow ⭐ 19

Deep Q Network implements by Tensorflow

Sc2atari ⭐ 18

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

Rl_workshop ⭐ 17

Materials and organization for the upcoming ML workshop.

Atari Leaderboard ⭐ 16

A leaderboard of human and machine performance on the Arcade Learning Environment (ALE).

Minizero ⭐ 16

MiniZero: An AlphaZero and MuZero Training Framework

Free Lunch Saliency ⭐ 13

Code for "Free-Lunch Saliency via Attention in Atari Agents"

Rlcodebase ⭐ 12

RLCodebase: PyTorch Codebase For Deep Reinforcement Learning Algorithms

1-step Q Learning from the paper "Asynchronous Methods for Deep Reinforcement Learning"

Transformer-based World Models

Deep Q-Networks in tensorflow

Rl_with_resets ⭐ 11

JAX implementation of deep RL agents with resets from the paper "The Primacy Bias in Deep Reinforcement Learning"

Rl Perturbed Reward ⭐ 10

Reinforcement Learning with Perturbed Reward, AAAI 2020

Pyreinforce ⭐ 10

Deep Reinforcement Learning library for Python

Differential_ig ⭐ 10

Source code for the differential saliency method used in "Re-understanding Finite-State Representations of Recurrent Policy Networks"

Ct_keras_pong ⭐ 9

An AI that plays Atari 2600 Pong. Trained with reinforcement learning using OpenAI Gym and Keras

Pytorch Dqn ⭐ 9

Using pytorch to implement DQN / DDQN / Atari DDQN

Rl Tutorial ⭐ 9

Source code for "A deep dive into reinforcement learning"

Cherry Pytorch ⭐ 8

Reinforcement Learning Tutorials & other bedtime stories in PyTorch

Deep Q Network Ataribreakoutgame ⭐ 7

Playing Atari Breakout Game with Reinforcement Learning (DQN , Deep Q Learning)

Tiny Dqn Tensorflow ⭐ 7

Tiny implementation of Deep-Q Network with Tensorflow

Aitodinorun ⭐ 7

This reference playing atari with deep reinforcement learning and use https://blog.paperspace.com/dino-run/ code to play Google Chrome's offline Dino Run game.

Bots For Atari Games ⭐ 6

Bots for Atari Games using Reinforcement Learning

Nec_tensorflow ⭐ 6

Custom implementation of Deepmind's Neural Episodic Control.

Deep Q Learning Atari Pytorch ⭐ 5

Reinforcement Learning on Atari Games and Control

Empowerment Driven Exploration ⭐ 5

Tensorflow implementation for Empowerment driven Exploration using Mutual Information Estimation

Beating Atari With Natural Language Guided Rl ⭐ 5

This repository is the implementation of the paper "Beating Atari with Natural Language Guided Reinforcement Learning"

Actor Critic ⭐ 5

Implementation of A2C and ACKTR in TensorFlow.

Learning Chaos ⭐ 5

Unofficial Python implementation of the DQN (Mnih et al., 2015) with tensorflow

Asynchronous_1step ⭐ 5

TensorFlow implementation of the two 1-step methods from "Asynchronous Deep Reinforcement Learning Methods" by Mnih et. al., 2016 for OpenAIs Gym-environment.

Swift written API to launch and use The Arcade Learning Environment library.

This repository contains a python implementation of a Deep Q-Network (DQN) for Atari gameplay using tensorflow.

Categorical_dqn ⭐ 5

Categorical DQN from 'A distributional Perspective on Reinforcement Learning'

RL Agent for Atari Game Pong

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