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sac

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tianshou

thu-ml / tianshou

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How to support multi-agent reinforcement learning

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youkaichao commented Jul 9, 2020

I have marked all applicable categories:
- exception-raising bug
- RL algorithm bug
- documentation request (i.e. "X is missing from the documentation.")
- new feature request
I have visited the [source website], and in particular read the [known issues]
I have searched through the [issue tracker] and [issue categories] for duplicates
[ ]

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good first issue discussion

seungeunrho / minimalRL

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Implementations of basic RL algorithms with minimal lines of codes! (pytorch based)

machine-learning reinforcement-learning deep-learning simple deep-reinforcement-learning pytorch dqn a3c reinforce ddpg sac acer ppo a2c policy-gradients

Updated Aug 10, 2021
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 Aug 25, 2021
Python

AI4Finance-LLC / ElegantRL

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Lightweight and scalable deep reinforcement learning using PyTorch. 🔥

lightweight reinforcement-learning gae deep-reinforcement-learning efficient pytorch stable dqn ddpg sac ppo td3 soft-actor-critic model-free-rl drl-pytorch bipedalwalkerhardcore

Updated Aug 28, 2021
Python

SLM-Lab

kengz / SLM-Lab

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Modular Deep Reinforcement Learning framework in PyTorch. Companion library of the book "Foundations of Deep Reinforcement Learning".

benchmark reinforcement-learning deep-reinforcement-learning pytorch dqn policy-gradient a3c sac ppo a2c

Updated Jun 12, 2021
Python

MushroomRL / mushroom-rl

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Python library for Reinforcement Learning.

reinforcement-learning qlearning deep-learning deep-reinforcement-learning openai-gym pytorch dqn rl atari ddpg sac trpo mujoco pybullet

Updated Aug 23, 2021
Python

cpnota / autonomous-learning-library

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A PyTorch library for building deep reinforcement learning agents.

reinforcement-learning deep-reinforcement-learning dqn reinforcement-learning-algorithms ddpg sac deep-q-learning deep-deterministic-policy-gradient proximal-policy-optimization ppo advantage-actor-critic a2c soft-actor-critic dqn-pytorch

Updated Aug 25, 2021
Python

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 Jan 16, 2021
Python

MishaLaskin / curl

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CURL: Contrastive Unsupervised Representation Learning for Sample-Efficient Reinforcement Learning

deep-neural-networks reinforcement-learning deep-learning curl gpu deep-reinforcement-learning deep-learning-algorithms reinforcement-learning-algorithms deeplearning deep-q-network sac deep-q-learning reinforcement-agents deep-rl deeplearning-ai contrastive-loss off-policy contrastive-predictive-coding model-free-rl contrastive-learning

Updated Oct 28, 2020
Python

marload / DeepRL-TensorFlow2

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🐋 Simple implementations of various popular Deep Reinforcement Learning algorithms using TensorFlow2

machine-learning reinforcement-learning deep-learning algorithms tensorflow deep-reinforcement-learning dqn a3c reinforce ddpg sac double-dqn trpo dueling-dqn ppo a2c rainbow-dqn tensorflow2

Updated May 4, 2020
Python

zuoxingdong / lagom

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lagom: A PyTorch infrastructure for rapid prototyping of reinforcement learning algorithms.

python machine-learning research reinforcement-learning deep-learning deep-reinforcement-learning pytorch artificial-intelligence policy-gradient ddpg sac cem cmaes evolution-strategies mujoco deep-deterministic-policy-gradient proximal-policy-optimization ppo td3 soft-actor-critic

Updated Aug 30, 2021
Jupyter Notebook

StepNeverStop / RLs

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Reinforcement Learning Algorithms Based on PyTorch

reinforcement-learning unity3d deep-reinforcement-learning pytorch gym sac ml-agents training-agents reinforcement-learning-algorithm

Updated Aug 30, 2021
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 Jul 21, 2021
Jupyter Notebook

rad

MishaLaskin / rad

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RAD: Reinforcement Learning with Augmented Data

deep-neural-networks reinforcement-learning deep-learning deep-reinforcement-learning rad deep-learning-algorithms rl codebase deep-q-network sac deep-q-learning ppo deeplearning-ai model-free off-policy dm-control data- soft-actor-critic data-augmentations mujoc

Updated Mar 29, 2021
Jupyter Notebook

Rafael1s / Deep-Reinforcement-Learning-Algorithms

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32 projects in the framework of Deep Reinforcement Learning algorithms: Q-learning, DQN, PPO, DDPG, TD3, SAC, A2C and others. Each project is provided with a detailed training log.

deep-reinforcement-learning dqn cartpole ddpg sac deep-rl-algorithms ppo a2c lunarlander td3 soft-actor-critic bipedalwalker carracing github-udacity dqn-ppo-ddpg hopperbulletenv antbulletenv halfcheetahbulletenv walker2dbulletenv

Updated Jun 17, 2021
Jupyter Notebook

machin

iffiX / machin

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Reinforcement learning library(framework) designed for PyTorch, implements DQN, DDPG, A2C, PPO, SAC, MADDPG, A3C, APEX, IMPALA ...

python reinforcement-learning deep-learning pytorch distributed dqn ddpg sac ppo prioritized-experience-replay td3 pytorch-lightning pytorch-reinforcement-learning a3c-pytorch

Updated Aug 8, 2021
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 Mar 12, 2021
Jupyter Notebook

araffin / learning-to-drive-in-5-minutes

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Implementation of reinforcement learning approach to make a car learn to drive smoothly in minutes

simulator reinforcement-learning unity openai gym vae self-driving-car rl sac srl donkey-car state-representation-learning stable-baselines soft-actor-critic

Updated Nov 6, 2020
Python

cyoon1729 / RLcycle

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A library for ready-made reinforcement learning agents and reusable components for neat prototyping

reinforcement-learning pytorch hydra dqn a3c ddpg sac quantile-regression a2c rainbow-dqn

Updated Aug 23, 2020
Python

ikostrikov / jaxrl

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Jax (Flax) implementation of algorithms for Deep Reinforcement Learning with continuous action spaces.

reinforcement-learning deep-learning deep-reinforcement-learning gym flax behavioral-cloning sac continuous-control deep-deterministic-policy-gradient jax soft-actor-critic offline-reinforcement-learning batch-reinforcement-learning

Updated Aug 27, 2021
Jupyter Notebook

anita-hu / TF2-RL

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Reinforcement learning algorithms implemented for Tensorflow 2.0+ [DQN, DDPG, AE-DDPG, SAC, PPO, Primal-Dual DDPG]

reinforcement-learning openai-gym dqn tensorboard ddpg sac ppo tensorflow2 ae-ddpg

Updated Apr 23, 2020
Python

sudharsan13296 / Deep-Reinforcement-Learning-With-Python

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Master classic RL, deep RL, distributional RL, inverse RL, and more using OpenAI Gym and TensorFlow with extensive Math

reinforcement-learning deep-learning deep-reinforcement-learning openai-gym q-learning dqn policy-gradient a3c ddpg sac inverse-reinforcement-learning actor-critic bellman-equation double-dqn trpo c51 ppo a2c td3

Updated Apr 1, 2021
Jupyter Notebook

ChenDRAG / mujoco-benchmark

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Provide full reinforcement learning benchmark on mujoco environments, including ddpg, sac, td3, pg, a2c, ppo, library

benchmark performance pytorch rl baseline results ddpg sac drl mujoco ppo tianshou

Updated Apr 29, 2021

RchalYang / torchrl

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Pytorch Implementation of Reinforcement Learning Algorithms ( Soft Actor Critic(SAC)/ DDPG / TD3 /DQN / A2C/ PPO / TRPO)

algorithm reinforcement-learning pytorch dqn gym ddpg sac trpo mujoco ppo td3 rl-algorithms policy-agent

Updated Apr 30, 2021
Python

BY571 / Soft-Actor-Critic-and-Extensions

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PyTorch implementation of Soft-Actor-Critic and Prioritized Experience Replay (PER) + Emphasizing Recent Experience (ERE) + Munchausen RL + D2RL and parallel Environments.

reinforcement-learning parallel-computing pytorch multi-environment reinforcement-learning-algorithms continuous sac prioritized-experience-replay actor-critic-algorithm soft-actor-critic emphasizing-recent-experience munchausen-reinforcement-learning munchausen d2rl

Updated Feb 24, 2021
Python

AgentMaker / Paddle-RLBooks

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Paddle-RLBooks is a reinforcement learning code study guide based on pure PaddlePaddle.

reinforcement-learning q-learning dqn policy-gradient sarsa reinforce ddpg policy-iteration value-iteration sac actor-critic double-dqn paddlepaddle c51 dueling-dqn td3 noisy-dqn nstep-dqn policy-gradient-with-baseline

Updated May 12, 2021
Python

pokaxpoka / sunrise

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SUNRISE: A Simple Unified Framework for Ensemble Learning in Deep Reinforcement Learning

deep-neural-networks reinforcement-learning deep-learning deep-reinforcement-learning rainbow rl codebase deep-q-network sac deep-q-learning mujoco model-free off-policy dm-control soft-actor-critic

Updated Mar 21, 2021
Python

xlnwel / model-free-algorithms

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TD3, SAC, IQN, Rainbow, PPO, Ape-X and etc. in TF1.x

reinforcement-learning rainbow ddpg sac ppo td3 model-free-rl

Updated Apr 5, 2021
Python

masato-ka / airc-rl-agent

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AI RC Car Agent that using deep reinforcement learning on Jetson Nano

deep-reinforcement-learning sac jetbot jetson-nano vae-model

Updated May 4, 2021
Jupyter Notebook

denisyarats / proto

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Proto-RL: Reinforcement Learning with Prototypical Representations

python control reinforcement-learning deep-learning pixel pytorch gym rl representation-learning unsupervised-learning proto sac mujoco dm-control soft-actor-critic drq proto-rl unsupervised-rl

Updated May 3, 2021
Python

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