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Reinforcement learning

Reinforcement learning is a machine learning paradigm focused on sequential decision-making, in which an autonomous agent learns optimal behavior by interacting with a dynamic environment to maximize cumulative reward signals.

Here are 12,305 public repositories matching this topic...

unslothai / unsloth

Local UI to run and train LLMs and diffusion models, including Qwen3.8, Kimi K3, MiniMax-H3, Gemma 4, DeepSeek-V4, FLUX and more.

Updated Aug 25, 2026
Python

annotated_deep_learning_paper_implementations

labmlai / annotated_deep_learning_paper_implementations

🧑‍🏫 60+ Implementations/tutorials of deep learning papers with side-by-side notes 📝; including transformers (original, xl, switch, feedback, vit, ...), optimizers (adam, adabelief, sophia, ...), gans(cyclegan, stylegan2, ...), 🎮 reinforcement learning (ppo, dqn), capsnet, distillation, ... 🧠

machine-learning reinforcement-learning deep-learning transformers pytorch transformer gan neural-networks literate-programming attention lora deep-learning-tutorial optimizers

Updated Jan 22, 2026
Python

rohitg00 / ai-engineering-from-scratch

Learn it. Build it. Ship it for others.

Updated Aug 23, 2026
Python

ray-project / ray

Ray is an AI compute engine. Ray consists of a core distributed runtime and a set of AI Libraries for accelerating ML workloads.

Updated Aug 25, 2026
Python

bojieli / ai-agent-book

《深入理解 AI Agent：设计原理与工程实践》（李博杰著）开源主仓库：全书正文、编译版 PDF 与按章配套代码

agent reinforcement-learning book mcp multi-agent multimodal rag ai-agent large-language-models llm agent-memory coding-agent context-engineering

Updated Aug 25, 2026
Python

sgl-project / sglang

SGLang is a high-performance serving framework for large language models and multimodal models.

reinforcement-learning cuda inference transformer moe attention llama glm minimax wan diffusion vlm blackwell llm qwen deepseek gpt-oss qwen-image

Updated Aug 25, 2026
Python

d2l-ai / d2l-en

Interactive deep learning book with multi-framework code, math, and discussions. Adopted at 500 universities from 70 countries including Stanford, MIT, Harvard, and Cambridge.

python data-science machine-learning natural-language-processing reinforcement-learning computer-vision deep-learning mxnet book notebook tensorflow keras pytorch kaggle hyperparameter-optimization recommender-system gaussian-processes jax

Updated Aug 18, 2024
Python

microsoft / agent-lightning

The absolute trainer to light up AI agents.

agent reinforcement-learning mlops llm agentic-ai

Updated Aug 25, 2026
Python

tensorflow / tensor2tensor

Library of deep learning models and datasets designed to make deep learning more accessible and accelerate ML research.

machine-learning reinforcement-learning deep-learning machine-translation tpu

Updated Jun 2, 2023
Python

ddbourgin / numpy-ml

Machine learning, in numpy

machine-learning reinforcement-learning word2vec lstm neural-networks gaussian-mixture-models vae topic-modeling attention resnet bayesian-inference wavenet mfcc knn gaussian-processes hidden-markov-models gradient-boosting wgan-gp good-turing-smoothing

Updated Oct 29, 2023
Python

owainlewis / awesome-artificial-intelligence

A curated list of Artificial Intelligence (AI) courses, books, video lectures and papers.

machine-learning reinforcement-learning ai deep-learning neural-network statistical-learning artificial-intelligence unsupervised-learning intelligent-systems machine-intelligence intelligent-machines

Updated Aug 15, 2026
Python

ShangtongZhang / reinforcement-learning-an-introduction

Python Implementation of Reinforcement Learning: An Introduction

reinforcement-learning artificial-intelligence

Updated Aug 9, 2024
Python

stable-baselines3

DLR-RM / stable-baselines3

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 Aug 17, 2026
Python

Gymnasium

Farama-Foundation / Gymnasium

A standard API for single-agent reinforcement learning environments, with popular reference environments and related utilities (formerly Gym)

api reinforcement-learning gym

Updated Aug 19, 2026
Python

wandb

wandb / wandb

The AI developer platform. Use Weights & Biases to train and fine-tune models, and manage models from experimentation to production.

data-science machine-learning reinforcement-learning ai deep-learning tensorflow keras collaboration pytorch hyperparameter-optimization reproducibility hyperparameter-tuning data-versioning hyperparameter-search model-versioning jax mlops experiment-track ml-platform

Updated Aug 25, 2026
Python

ART

OpenPipe / ART

Agent Reinforcement Trainer: train multi-step agents for real-world tasks using GRPO. Give your agents on-the-job training. Reinforcement learning for Qwen3.6, GPT-OSS, Llama, and more!

agent reinforcement-learning rl lora llms qwen agentic-ai grpo qwen3

Updated Aug 25, 2026
Python

vwxyzjn / cleanrl

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 Apr 20, 2026
Python

OpenRLHF / OpenRLHF

An Easy-to-use, Scalable and High-performance Agentic RL Framework based on Ray (PPO & DAPO & REINFORCE++ & VLM & TIS & vLLM & Ray & Async RL)

reinforcement-learning raylib transformers proximal-policy-optimization large-language-models reinforcement-learning-from-human-feedback vllm visual-language-models

Updated Aug 13, 2026
Python

MorvanZhou / Reinforcement-learning-with-tensorflow

Simple Reinforcement learning tutorials, 莫烦Python 中文AI教学

Updated Mar 31, 2024
Python

lazyprogrammer / machine_learning_examples

A collection of machine learning examples and tutorials.

python data-science machine-learning natural-language-processing reinforcement-learning deep-learning

Updated Apr 27, 2026
Python

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Website: github.com/topics/reinforcement-learning
Wikipedia: Wikipedia