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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).

Updated May 29, 2022
Python

ShangtongZhang / DeepRL

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Modularized Implementation of Deep RL Algorithms in PyTorch

deep-reinforcement-learning rainbow pytorch dqn ddpg double-dqn dueling-network-architecture quantile-regression option-critic-architecture deeprl categorical-dqn ppo a2c prioritized-experience-replay option-critic td3

Updated Apr 16, 2024
Python

vwxyzjn / cleanrl

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

python machine-learning reinforcement-learning deep-learning deep-reinforcement-learning pytorch gym atari actor-critic ale proximal-policy-optimization ppo advantage-actor-critic a2c wandb phasic-policy-gradient

Updated Nov 14, 2024
Python

andri27-ts / Reinforcement-Learning

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Learn Deep Reinforcement Learning in 60 days! Lectures & Code in Python. Reinforcement Learning + Deep Learning

machine-learning reinforcement-learning qlearning deep-learning deep-reinforcement-learning artificial-intelligence dqn deepmind evolution-strategies ppo a2c policy-gradients

Updated Jun 30, 2020
Jupyter Notebook

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 Apr 22, 2023
Python

qfettes / DeepRL-Tutorials

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

Updated May 19, 2021
Jupyter Notebook

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 Aug 26, 2022
Python

Khrylx / PyTorch-RL

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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

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

lcswillems / rl-starter-files

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RL starter files in order to immediately train, visualize and evaluate an agent without writing any line of code

pytorch multi-process a3c minigrid ppo a2c reward-shaping preprocessed-observations

Updated May 12, 2024
Python

pythonlessons / Reinforcement_Learning

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Reinforcement learning tutorials

reinforcement-learning dqn policy-gradient a3c ddqn dueling-dqn ppo a2c lunarlander d3qn bipedalwalker ppo-agent actor-critic-algorythm

Updated Mar 25, 2023
Python

germain-hug / Deep-RL-Keras

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Keras Implementation of popular Deep RL Algorithms (A3C, DDQN, DDPG, Dueling DDQN)

reinforcement-learning keras openai dqn gym policy-gradient a3c ddpg ddqn keras-rl a2c d3qn dueling

Updated May 25, 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 tensorflow deep-reinforcement-learning dqn a3c reinforce ddpg sac double-dqn trpo dueling-dqn ppo a2c rainbow-dqn tensorflow2

Updated Jun 4, 2022
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

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

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

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simoninithomas / Deep_reinforcement_learning_Course

thu-ml / tianshou

AI4Finance-Foundation / ElegantRL

sweetice / Deep-reinforcement-learning-with-pytorch

ikostrikov / pytorch-a2c-ppo-acktr-gail

ShangtongZhang / DeepRL

vwxyzjn / cleanrl

andri27-ts / Reinforcement-Learning

seungeunrho / minimalRL

qfettes / DeepRL-Tutorials

kengz / SLM-Lab

Khrylx / PyTorch-RL

Rafael1s / Deep-Reinforcement-Learning-Algorithms

lcswillems / rl-starter-files

pythonlessons / Reinforcement_Learning

germain-hug / Deep-RL-Keras

marload / DeepRL-TensorFlow2

sudharsan13296 / Deep-Reinforcement-Learning-With-Python

TianhongDai / reinforcement-learning-algorithms

ChenglongChen / pytorch-DRL

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