thu-ml / tianshou Star 7.5k Code Issues Pull requests Discussions An elegant PyTorch deep reinforcement learning library. pytorch dqn policy-gradient rl cql atari ddpg imitation-learning sac drl npg double-dqn trpo mujoco ppo a2c td3 bcq transferlab Updated May 23, 2024 Python
sweetice / Deep-reinforcement-learning-with-pytorch Star 3.7k Code Issues Pull requests 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 Mar 24, 2023 Python
Khrylx / PyTorch-RL Star 1.1k Code Issues Pull requests PyTorch implementation of Deep Reinforcement Learning: Policy Gradient methods (TRPO, PPO, A2C) and Generative Adversarial Imitation Learning (GAIL). Fast Fisher vector product TRPO. reinforcement-learning deep-reinforcement-learning pytorch generative-adversarial-network policy-gradient trpo fisher-vectors pytorch-rl proximal-policy-optimization ppo a2c Updated Feb 9, 2021 Python
sudharsan13296 / Hands-On-Reinforcement-Learning-With-Python Star 827 Code Issues Pull requests Master Reinforcement and Deep Reinforcement Learning using OpenAI Gym and TensorFlow reinforcement-learning monte-carlo deep-reinforcement-learning openai-gym q-learning deep-learning-algorithms policy-gradient sarsa deep-q-network markov-decision-processes asynchronous-advantage-actor-critic double-dqn trpo dueling-dqn deep-deterministic-policy-gradient ppo deep-recurrent-q-network drqn hindsight-experience-replay policy-gradients Updated Oct 7, 2020 Jupyter Notebook
jingweiz / pytorch-rl Star 794 Code Issues Pull requests 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
MushroomRL / mushroom-rl Star 783 Code Issues Pull requests 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 May 28, 2024 Python
TianhongDai / reinforcement-learning-algorithms Star 649 Code Issues Pull requests 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
marload / DeepRL-TensorFlow2 Star 585 Code Issues Pull requests ?? Simple implementations of various popular Deep Reinforcement Learning algorithms using TensorFlow2 machine-learning reinforcement-learning deep-learning tensorflow deep-reinforcement-learning dqn a3c reinforce ddpg sac double-dqn trpo dueling-dqn ppo a2c rainbow-dqn tensorflow2 Updated Jun 4, 2022 Python
dongminlee94 / deep_rl Star 485 Code Issues Pull requests PyTorch implementation of deep reinforcement learning algorithms deep-reinforcement-learning pytorch dqn ddpg sac npg ddqn trpo ppo a2c td3 model-free-rl vpg sac-aea Updated Nov 19, 2021 Python
ikostrikov / pytorch-trpo Star 416 Code Issues Pull requests PyTorch implementation of Trust Region Policy Optimization reinforcement-learning deep-learning deep-reinforcement-learning pytorch continuous-control trpo mujoco trust-region-policy-optimization Updated Sep 13, 2018 Python
Skylark0924 / Machine-Learning-is-ALL-You-Need Star 374 Code Issues Pull requests ????《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 Aug 25, 2023 Python
sudharsan13296 / Deep-Reinforcement-Learning-With-Python Star 310 Code Issues Pull requests 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
RITCHIEHuang / DeepRL_Algorithms Star 308 Code Issues Pull requests DeepRL algorithms implementation easy for understanding and reading with Pytorch and Tensorflow 2(DQN, REINFORCE, VPG, A2C, TRPO, PPO, DDPG, TD3, SAC) deep-reinforcement-learning dqn policy-gradient reinforcement-learning-algorithms reinforcement trpo mujoco pytorch-rl ppo td3 pytorch-implementation soft-actor-critic tensorflow2 policygradient Updated Mar 25, 2023 Python
andrewliao11 / gail-tf Star 201 Code Issues Pull requests Tensorflow implementation of generative adversarial imitation learning reinforcement-learning tensorflow generative-adversarial-network imitation-learning inverse-reinforcement-learning continuous-control trpo gail Updated Apr 23, 2018 Python
RchalYang / torchrl Star 200 Code Issues Pull requests 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 Jul 10, 2022 Python
AcutronicRobotics / ros2learn Star 185 Code Issues Pull requests ROS 2 enabled Machine Learning algorithms machine-learning reinforcement-learning deep-learning robotics ml ros dqn rl ros2 trpo ppo acktr Updated Jun 26, 2019 Python
steveKapturowski / tensorflow-rl Star 177 Code Issues Pull requests Implementations of deep RL papers and random experimentation reinforcement-learning tensorflow openai-gym dqn a3c pgq trpo Updated Apr 7, 2018 Python
liuzuxin / FSRL Star 130 Code Issues Pull requests Discussions ?? A fast safe reinforcement learning library in PyTorch library reinforcement-learning robotics decision-making pytorch sac safety-critical trpo ppo cpo safe-rl trustworthy-ai cvpo Updated Oct 11, 2023 Python
Scitator / Run-Skeleton-Run Star 84 Code Issues Pull requests Reason8.ai PyTorch solution for NIPS RL 2017 challenge reinforcement-learning tensorflow pytorch ddpg nips actor-critic physics-based trpo nips-2017 ppo ddpg-agent pytorch-solution Updated Oct 15, 2019 Python
LxzGordon / Deep-Reinforcement-Learning-with-pytorch Star 83 Code Issues Pull requests Basic reinforcement learning algorithms. Including:DQN,Double DQN, Dueling DQN, SARSA, REINFORCE, baseline-REINFORCE, Actor-Critic,DDPG,DDPG for discrete action space, A2C, A3C, TD3, SAC, TRPO algorithm reinforcement-learning pytorch dqn sarsa a3c ddpg sac actor-critic double-dqn trpo dueling-dqn a2c td3 policy-gradients Updated Mar 1, 2021 Python