MorvanZhou / Reinforcement-learning-with-tensorflow

Simple Reinforcement learning tutorials

machine-learning tutorial reinforcement-learning q-learning dqn policy-gradient sarsa tensorflow-tutorials a3c deep-q-network ddpg actor-critic asynchronous-advantage-actor-critic double-dqn prioritized-replay sarsa-lambda dueling-dqn deep-deterministic-policy-gradient proximal-policy-optimization ppo

Updated Nov 1, 2020
Python

simoninithomas / Deep_reinforcement_learning_Course

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Implementations from the free course Deep Reinforcement Learning with Tensorflow and PyTorch

qlearning deep-learning unity tensorflow deep-reinforcement-learning pytorch tensorflow-tutorials deep-q-network actor-critic deep-q-learning ppo a2c

Updated Oct 20, 2020
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rlcode / reinforcement-learning

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Minimal and Clean Reinforcement Learning Examples

machine-learning reinforcement-learning deep-learning deep-reinforcement-learning dqn policy-gradient a3c deep-q-network actor-critic

Updated Sep 25, 2020
Python

ikostrikov / pytorch-a2c-ppo-acktr-gail

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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).

reinforcement-learning deep-learning deep-reinforcement-learning pytorch atari hessian second-order continuous-control actor-critic ale mujoco proximal-policy-optimization ppo advantage-actor-critic a2c acktr natural-gradients roboschool kfac kronecker-factored-approximation

Updated Aug 29, 2020
Python

sweetice / Deep-reinforcement-learning-with-pytorch

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PyTorch implementation of DQN, AC, ACER, A2C, A3C, PG, DDPG, TRPO, PPO, SAC, TD3 and ....

algorithm deep-learning deep-reinforcement-learning pytorch dqn policy-gradient sarsa resnet a3c reinforce sac alphago actor-critic trpo ppo a2c actor-critic-algorithm td3

Updated Sep 25, 2020
Python

chainer / chainerrl

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

python machine-learning reinforcement-learning deep-learning chainer dqn actor-critic

Updated May 16, 2020
Python

ikostrikov / pytorch-a3c

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PyTorch implementation of Asynchronous Advantage Actor Critic (A3C) from "Asynchronous Methods for Deep Reinforcement Learning".

python reinforcement-learning deep-learning deep-reinforcement-learning pytorch a3c asynchronous-methods actor-critic pytorch-a3c asynchronous-advantage-actor-critic asynch

Updated Sep 25, 2019
Python

jingweiz / pytorch-rl

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Deep Reinforcement Learning with pytorch & visdom

reinforcement-learning deep-learning deep-reinforcement-learning pytorch dqn a3c actor-critic pytorch-a3c acer trpo visdom

Updated Jul 16, 2020
Python

qfettes / DeepRL-Tutorials

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Contains high quality implementations of Deep Reinforcement Learning algorithms written in PyTorch

reinforcement-learning gae deep-reinforcement-learning rainbow python3 pytorch deep-q-network actor-critic double-dqn quantile-regression dueling-dqn categorical-dqn ppo advantage-actor-critic a2c deep-recurrent-q-network prioritized-experience-replay multi-step-learning noisy-networks deeprl-tutorials

Updated Feb 21, 2020
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yaserkl / RLSeq2Seq

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Deep Reinforcement Learning For Sequence to Sequence Models

nlp reinforcement-learning policy-gradient actor-critic abstractive-text-summarization pointer-generator

Updated Sep 25, 2020
Python

mpatacchiola / dissecting-reinforcement-learning

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Python code, PDFs and resources for the series of posts on Reinforcement Learning which I published on my personal blog

reinforcement-learning genetic-algorithm markov-chain deep-reinforcement-learning q-learning neural-networks mountain-car sarsa multi-armed-bandit inverted-pendulum actor-critic temporal-differencing-learning drone-landing dissecting-reinforcement-learning

Updated Sep 22, 2020
Python

inoryy / reaver

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

machine-learning reinforcement-learning deep-learning tensorflow artificial-intelligence starcraft-ii deepmind actor-critic starcraft2 pysc2

Updated Nov 1, 2020
Python

yukezhu / tensorflow-reinforce

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Implementations of Reinforcement Learning Models in Tensorflow

reinforcement-learning tensorflow deep-reinforcement-learning policy-gradient deep-q-network actor-critic

Updated Oct 31, 2017
Python

dgriff777 / rl_a3c_pytorch

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A3C LSTM Atari with Pytorch plus A3G design

python reinforcement-learning deep-reinforcement-learning openai-gym pytorch a3c atari actor-critic pytorch-a3c asynchronous-advantage-actor-critic a3c-gpu a3g

Updated Nov 1, 2018
Python

omerbsezer / Reinforcement_learning_tutorial_with_demo

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Reinforcement Learning Tutorial with Demo: DP (Policy and Value Iteration), Monte Carlo, TD Learning (SARSA, QLearning), Function Approximation, Policy Gradient, DQN, Imitation, Meta Learning, Papers, Courses, etc..

machine-learning tutorial reinforcement-learning deep-reinforcement-learning q-learning pomdps policy-gradient sarsa a3c dynamic-programming imitation-learning dyna td-learning actor-critic meta-learning

Updated Jan 22, 2019
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TianhongDai / reinforcement-learning-algorithms

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This repository contains most of pytorch implementation based classic deep reinforcement learning algorithms, including - DQN, DDQN, Dueling Network, DDPG, SAC, A2C, PPO, TRPO. (More algorithms are still in progress)

algorithm deep-learning atari2600 flappy-bird deep-reinforcement-learning pytorch dqn ddpg sac actor-critic trpo dueling-dqn trust-region-policy-optimization proximal-policy-optimization ppo a2c soft-actor-critic

Updated Nov 15, 2019
Python

Omegastick / pytorch-cpp-rl

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PyTorch C++ Reinforcement Learning

reinforcement-learning cplusplus cpp pytorch reinforcement-learning-algorithms continuous-control actor-critic pytorch-rl proximal-policy-optimization ppo advantage-actor-critic a2c libtorch pytorch-cpp-frontend

Updated May 3, 2020
C++

MorvanZhou / pytorch-A3C

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Simple A3C implementation with pytorch + multiprocessing

neural-network multiprocessing pytorch gym a3c toy-example actor-critic asynchronous-advantage-actor-critic

Updated May 31, 2020
Python

kengz / openai_lab

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An experimentation framework for Reinforcement Learning using OpenAI Gym, Tensorflow, and Keras.

experiment algorithm reinforcement-learning tensorflow keras deep-reinforcement-learning openai policy-gradient experimentation codacy-badge ddpg actor-critic rigor

Updated Feb 9, 2018
Python

rlcode / reinforcement-learning-kr

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[파이썬과 케라스로 배우는 강화학습] 예제

openai-gym dqn grid-world policy-gradient actor-critic

Updated Oct 28, 2020
Python

denisyarats / drq

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DrQ: Data regularized Q

python control reinforcement-learning deep-learning pixel deep-reinforcement-learning pytorch gym rl data-augmentation sac actor-critic mujoco model-free off-policy dm-control drq soft-actor-crit

Updated Sep 13, 2020
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ChenglongChen / pytorch-DRL

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PyTorch implementations of various Deep Reinforcement Learning (DRL) algorithms for both single agent and multi-agent.

reinforcement-learning deep-reinforcement-learning pytorch multi-agent dqn rl deep-q-network ddpg drl actor-critic deep-deterministic-policy-gradient proximal-policy-optimization ppo advantage-actor-critic a2c acktr madrl

Updated Nov 11, 2017
Python

PacktPublishing / Hands-On-Intelligent-Agents-with-OpenAI-Gym

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Code for Hands On Intelligent Agents with OpenAI Gym book to get started and learn to build deep reinforcement learning agents using PyTorch

deep-reinforcement-learning openai-gym pytorch dqn learning-agents actor-critic pytorch-a3c intelligent-agents advantage-actor-critic carla-simulator pytorch-carla carla-driving-simulator

Updated Dec 7, 2019
Python

MG2033 / A2C

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A Clearer and Simpler Synchronous Advantage Actor Critic (A2C) Implementation in TensorFlow

reinforcement-learning computer-vision gym policy-gradient actor-critic openai-gym-environments openai-gym-agents a2c

Updated Feb 10, 2019
Python

heronsystems / adeptRL

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Reinforcement learning framework to accelerate research

reinforcement-learning pytorch artificial-intelligence atari actor-critic pysc2 starcraft2-ai

Updated Nov 3, 2020
Python

greydanus / baby-a3c

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

deep-reinforcement-learning pytorch a3c atari actor-critic pytorch-a3c pytorch-rl

Updated Jan 6, 2020
Python

denisyarats / pytorch_sac

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PyTorch implementation of Soft Actor-Critic (SAC)

reinforcement-learning deep-learning deep-reinforcement-learning pytorch gym sac continuous-control actor-critic mujoco dm-control soft-actor-critic d4pg

Updated Sep 19, 2020
Python

Skylark0924 / Machine-Learning-is-ALL-You-Need

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🔥

🌟《Machine Learning 格物志》: ML + DL + RL basic codes and notes by sklearn, PyTorch, TensorFlow, Keras & the most important, from scratch!💪 This repository is ALL You Need!

qlearning random-forest tensorflow keras deep-reinforcement-learning pytorch lstm gan dqn naive-bayes-classifier logistic-regression resnet convolutional-neural-networks support-vector-machine decision-trees ddpg k-nearest-neighbours actor-critic trpo ppo

Updated Oct 18, 2020
Python

JasonYao81000 / MLDS2018SPRING

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Machine Learning and having it Deep and Structured (MLDS) in 2018 spring

reinforcement-learning spring chatbot generative-adversarial-network gan policy-gradient seq2seq image-generation sequence-to-sequence chat-bot ntu deep-q-network text-to-image actor-critic video-captioning 2018 chinese-chatbot hung-yi-lee mlds2018spring mlds

Updated Apr 19, 2019
Python

Nasdin / ReinforcementLearning-AtariGame

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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

python reinforcement-learning deep-reinforcement-learning openai-gym pytorch lstm reinforcement-learning-algorithms a3c universe adam rmsprop actor-critic asynchronous-advantage-actor-critic reinforcement-agents a3c-lstm

Updated Feb 27, 2019
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actor-critic

Here are 203 public repositories matching this topic...

MorvanZhou / Reinforcement-learning-with-tensorflow

simoninithomas / Deep_reinforcement_learning_Course

rlcode / reinforcement-learning

ikostrikov / pytorch-a2c-ppo-acktr-gail

sweetice / Deep-reinforcement-learning-with-pytorch

chainer / chainerrl

ikostrikov / pytorch-a3c

jingweiz / pytorch-rl

qfettes / DeepRL-Tutorials

yaserkl / RLSeq2Seq

mpatacchiola / dissecting-reinforcement-learning

inoryy / reaver

yukezhu / tensorflow-reinforce

dgriff777 / rl_a3c_pytorch

omerbsezer / Reinforcement_learning_tutorial_with_demo

TianhongDai / reinforcement-learning-algorithms

Omegastick / pytorch-cpp-rl

MorvanZhou / pytorch-A3C

kengz / openai_lab

rlcode / reinforcement-learning-kr

denisyarats / drq

ChenglongChen / pytorch-DRL

PacktPublishing / Hands-On-Intelligent-Agents-with-OpenAI-Gym

MG2033 / A2C

heronsystems / adeptRL

greydanus / baby-a3c

denisyarats / pytorch_sac

Skylark0924 / Machine-Learning-is-ALL-You-Need

JasonYao81000 / MLDS2018SPRING

Nasdin / ReinforcementLearning-AtariGame

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actor-critic

Here are 203 public repositories matching this topic...

MorvanZhou / Reinforcement-learning-with-tensorflow

simoninithomas / Deep_reinforcement_learning_Course

rlcode / reinforcement-learning

ikostrikov / pytorch-a2c-ppo-acktr-gail

sweetice / Deep-reinforcement-learning-with-pytorch

chainer / chainerrl

ikostrikov / pytorch-a3c

jingweiz / pytorch-rl

qfettes / DeepRL-Tutorials

yaserkl / RLSeq2Seq

mpatacchiola / dissecting-reinforcement-learning

inoryy / reaver

yukezhu / tensorflow-reinforce

dgriff777 / rl_a3c_pytorch

omerbsezer / Reinforcement_learning_tutorial_with_demo

TianhongDai / reinforcement-learning-algorithms

Omegastick / pytorch-cpp-rl

MorvanZhou / pytorch-A3C

kengz / openai_lab

rlcode / reinforcement-learning-kr

denisyarats / drq

ChenglongChen / pytorch-DRL

PacktPublishing / Hands-On-Intelligent-Agents-with-OpenAI-Gym

MG2033 / A2C

heronsystems / adeptRL

greydanus / baby-a3c

denisyarats / pytorch_sac

Skylark0924 / Machine-Learning-is-ALL-You-Need

JasonYao81000 / MLDS2018SPRING

Nasdin / ReinforcementLearning-AtariGame

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