actor-critic-algorithm

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

UpdatedFeb 24, 2021
Python

VachanVY /Reinforcement-Learning

Sponsor

Star151

PyTorch implementations of algorithms from "Reinforcement Learning: An Introduction by Sutton and Barto", along with various RL research papers.

reinforcement-learning deep-reinforcement-learning pytorch artificial-intelligence dqn policy-gradient deep-deterministic-policy-gradient ddpg-algorithm proximal-policy-optimization actor-critic-algorithm dqn-pytorch rl-book sutton-barto-book policy-gradient-with-baseline actor-critic-pytorch soft-actor-critic-continuous ppo-algorithm reinforcement-learning-an-introduction

UpdatedJul 4, 2025
Python

erfanMhi /Deep-Reinforcement-Learning-CS285-Pytorch

Star138

Solutions of assignments of Deep Reinforcement Learning course presented by the University of California, Berkeley (CS285) in Pytorch framework

python reinforcement-learning deep-learning berkeley deep-reinforcement-learning openai-gym pytorch neural-networks policy-gradient deep-q-learning mujoco model-based-rl actor-critic-algorithm model-free-rl

UpdatedNov 21, 2022
Python

Phoenix-Shen /ReinforcementLearning

Star91

强化学习算法库，包含了目前主流的强化学习算法(Value based and Policy based)的代码，代码都经过调试并可以运行

reinforcement-learning algorithms deep-reinforcement-learning pytorch policy-gradient qlearning-algorithm proximal-policy-optimization dppo prioritized-experience-replay actor-critic-algorithm deep-qlearning-algorithm ddpg-pytorch td3-pytorch

UpdatedNov 2, 2023
Python

garlicdevs /Fruit-API

Star70

A Universal Deep Reinforcement Learning Framework

environment games reinforcement-learning deep-learning deep-reinforcement-learning human multi-agent reinforcement-learning-algorithms multiplayer-game multi-objective-optimization atari actor-critic human-in-the-loop arcade-learning-environment actor-critic-algorithm multi-agent-reinforcement-learning policy-gradients

UpdatedNov 22, 2022
Python

GioStamoulos /BTC_RL_Trading_Bot

Star33

A trading bitcoin agent was created with deep reinforcement learning implementations.

deep-learning trading-bot deep-reinforcement-learning cryptocurrency reinforcement-learning-algorithms lstm-neural-networks multilayer-perceptron-network time-series-analysis trust-region-policy-optimization gym-environment proximal-policy-optimization actor-critic-algorithm stable-baselines

UpdatedMar 28, 2022
Jupyter Notebook

jekyllstein /Reinforcement-Learning-Sutton-Barto-Exercise-Solutions

Star27

Chapter notes and exercise solutions for Reinforcement Learning: An Introduction by Sutton and Barto

visualization machine-learning statistics reactive latex reinforcement-learning notebook julia julia-language html-css-javascript probability-theory actor-critic-algorithm sutton-barto-book pluto-notebooks

UpdatedJul 8, 2025
Julia

BY571 /D4PG

Star23

PyTorch implementation of D4PG with the SOTA IQN Critic instead of C51. Implementation includes also the extensions Munchausen RL and D2RL which can be added to D4PG to improve its performance.

reinforcement-learning ddpg deep-deterministic-policy-gradient iqn prioritized-experience-replay actor-critic-algorithm pytorch-implementation distributional-rl d4pg munchausen-reinforcement-learning nstep-bootstrapping d2rl