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reinforcement-learning-algorithms

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Here are 1,380 public repositories matching this topic...

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stable-baselines3

DLR-RM / stable-baselines3

Star 14k

PyTorch version of Stable Baselines, reliable implementations of reinforcement learning algorithms.

python machine-learning reinforcement-learning robotics pytorch toolbox openai gym reinforcement-learning-algorithms sde baselines stable-baselines sb3 gsde
  • Updated Oct 26, 2026
  • Python

udacity / deep-reinforcement-learning

Star 5.2k

Repo for the Deep Reinforcement Learning Nanodegree program

reinforcement-learning deep-reinforcement-learning openai-gym pytorch dqn neural-networks reinforcement-learning-algorithms dynamic-programming hill-climbing ddpg cross-entropy openai-gym-solutions pytorch-rl ppo ml-agents rl-algorithms
  • Updated Jul 8, 2026
  • Jupyter Notebook
stable-baselines

hill-a / stable-baselines

Star 4.3k

A fork of OpenAI Baselines, implementations of reinforcement learning algorithms

python data-science machine-learning reinforcement-learning toolbox openai gym reinforcement-learning-algorithms baselines
  • Updated Sep 4, 2022
  • Python

opendilab / DI-engine

Star 3.6k

OpenDILab Decision AI Engine. The Most Comprehensive Reinforcement Learning Framework B.P.

python reinforcement-learning impala reinforcement-learning-algorithms minigrid atari imitation-learning distributed-system drl inverse-reinforcement-learning r2d2 smac mujoco multiagent-reinforcement-learning pytorch-rl self-play model-based-reinforcement-learning exploration-exploitation distributed-reinforcement-learning offline-rl
  • Updated Dec 7, 2025
  • Python

nikhilbarhate99 / PPO-PyTorch

Star 2.4k

Minimal implementation of clipped objective Proximal Policy Optimization (PPO) in PyTorch

reinforcement-learning deep-learning deep-reinforcement-learning pytorch policy-gradient reinforcement-learning-algorithms pytorch-tutorial proximal-policy-optimization ppo pytorch-implmention ppo-pytorch
  • Updated Jul 9, 2024
  • Python

opendilab / awesome-model-based-RL

Star 1.4k

A curated list of awesome model based RL resources (continually updated)

awesome reinforcement-learning reinforcement-learning-algorithms awesome-list model-based-rl model-based-reinforcement-learning
  • Updated Oct 27, 2026
PPO-for-Beginners

ericyangyu / PPO-for-Beginners

Star 1.3k

A simple and well styled PPO implementation. Based on my Medium series: https://medium.com/@eyyu/coding-ppo-from-scratch-with-pytorch-part-1-4-613dfc1b14c8.

machine-learning reinforcement-learning pytorch reinforcement-learning-algorithms ppo
  • Updated Oct 1, 2024
  • Python

RUC-NLPIR / ARPO

Star 1.1k

[ICLR 2026] Agentic Reinforced Policy Optimization (ARPO)

reinforcement-learning reinforcement-learning-algorithms rl reinforcement-learning-agent agentic-rl
  • Updated Oct 11, 2026
  • Python

luchris429 / purejaxrl

Star 1.1k

Really Fast End-to-End Jax RL Implementations

reinforcement-learning deep-reinforcement-learning reinforcement-learning-algorithms ppo jax
  • Updated Sep 9, 2024
  • Python
rex-gym

nicrusso7 / rex-gym

Star 1.1k

OpenAI Gym environments for an open-source quadruped robot (SpotMicro)

machine-learning reinforcement-learning robot robotics tensorflow openai-gym python3 artificial-intelligence inverse-kinematics openai reinforcement-learning-algorithms legged-robots quadruped robotic-arm openai-gym-environments pybullet gym-environment quadruped-robot-gaits quadruped-robot spotmicro
  • Updated Mar 24, 2023
  • Python

opendilab / awesome-decision-transformer

Star 921

A curated list of Decision Transformer resources (continually updated)

awesome reinforcement-learning reinforcement-learning-algorithms awesome-list imitation-learning decision-transformers
  • Updated May 21, 2026

NeuromatchAcademy / course-content-dl

Star 819

NMA deep learning course

deep-learning transformers recurrent-neural-networks reinforcement-learning-algorithms convolutional-neural-networks continual-learning
  • Updated Nov 11, 2026
  • Jupyter Notebook

JuliaPOMDP / POMDPs.jl

Star 771

MDPs and POMDPs in Julia - An interface for defining, solving, and simulating fully and partially observable Markov decision processes on discrete and continuous spaces.

python reinforcement-learning julia artificial-intelligence pomdps reinforcement-learning-algorithms control-systems markov-decision-processes mdps
  • Updated Nov 8, 2026
  • Julia

google-deepmind / disco_rl

Star 750

Accompanying code for "Discovering State-of-the-art Reinforcement Algorithms" Nature publication

reinforcement-learning ai reinforcement-learning-algorithms nature meta-learning
  • Updated Dec 2, 2025
  • Python
stable-baselines3-contrib

Stable-Baselines-Team / stable-baselines3-contrib

Star 746

Contrib package for Stable-Baselines3 - Experimental reinforcement learning (RL) code

machine-learning research reinforcement-learning experimental robotics pytorch openai gym reinforcement-learning-algorithms rl sde stable-baselines gsde
  • Updated Oct 26, 2026
  • Python

ZYunfeii / UAV_Obstacle_Avoiding_DRL

Star 739

This is a project about deep reinforcement learning autonomous obstacle avoidance algorithm for UAV.

reinforcement-learning uav reinforcement-learning-algorithms
  • Updated Jan 19, 2024
  • Python

fangvv / UAV-DDPG

Star 730

Code for paper "Computation Offloading Optimization for UAV-assisted Mobile Edge Computing: A Deep Deterministic Policy Gradient Approach"

reinforcement-learning deep-learning uav tensorflow dqn reinforcement-learning-algorithms drones deep-q-network ddpg drl deep-deterministic-policy-gradient computation-offloading unmanned-aerial-vehicle actor-critic-algorithm reinforcementlearning rl-algorithms maddpg mobile-edge-computing
  • Updated Oct 8, 2026
  • Python

opendilab / awesome-exploration-rl

Star 730

A curated list of awesome exploration RL resources (continually updated)

awesome reinforcement-learning exploration reinforcement-learning-algorithms awesome-list exploratory exploration-exploitation sparse-reward-algorithms delayed-rewards hard-exploration
  • Updated May 21, 2026
Rofunc

Skylark0924 / Rofunc

Star 723

🤖 The Full Process Python Package for Robot Learning from Demonstration and Robot Manipulation

robot inverse-kinematics reinforcement-learning-algorithms robot-control imitation-learning robot-learning humanoid learning-from-demonstration humanoid-robots forward-kinematics planning-algorithms optitrack robot-manipulation embodied-ai isaac-sim robot-planning isaac-gym manipulability
  • Updated May 19, 2025
  • Python
awesome-monte-carlo-tree-search-papers

benedekrozemberczki / awesome-monte-carlo-tree-search-papers

Sponsor
Star 717

A curated list of Monte Carlo tree search papers with implementations.

learning machine-learning reinforcement-learning deep-learning monte-carlo machine-learning-algorithms q-learning policy-gradient reinforcement-learning-algorithms rl tree-search atari policy-evaluation monte-carlo-tree-search deep-q-learning reinforcement-learning-agent
  • Updated Jan 13, 2026
  • Python

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