GitHub
OpenDILab
DI-engine
OpenDILab Decision AI Engine
LightZero
OpenDILab Decision Monte Carlo Tree Search Framework
GenerativeRL
OpenDILab Generative AI Framework
DI-star
OpenDILab Decision AI in StarCraftII
DI-drive
OpenDILab Auto-driving platform
GoBigger
OpenDILab Multi-Agent Environment
DI-smartcross
Decision Intelligence Platform for Traffic Crossing Signal Control
DI-treetensor
Tree Nested PyTorch Tensor Lib
DI-sheep
Deep Reinforcement Learning + 3 Tiles Game
awesome-model-based-RL
A curated list of awesome model based RL resources (continually updated)
awesome-decision-transformer
A curated list of Decision Transformer resources (continually updated)
awesome-exploration-rl
A curated list of awesome exploration RL resources (continually updated)
awesome-multi-modal-reinforcement-learning
A curated list of Multi-Modal Reinforcement Learning resources (continually updated)

Table of Contents

User Guide

Introduction
Quickstart
RL Algorithm Taxonomy
System Design
Best Practice
API Doc
FAQ

Reinforcement Learning Tutorial

Introduction to RL
Learn From DI-zoo
RL Algorithms Cheat Sheet
RL Env Examples

Developer Specification

Specification
Code Style Guide
Unit Test Guide
Diagrams and Visualization
Github Cooperation

Docs >
RL Algorithm Taxonomy

Shortcuts

RL Algorithm Taxonomy¶

Model-Based Reinforcement Learning
Imitation Learning
Exploration Mechanisms in Reinforcement Learning
Multi-Agent Reinforcement Learning
Offline Reinforcement Learning
Safe Reinforcement Learning
Distributed Reinforcement Learning
Zero-sum Game

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RL Algorithm Taxonomy

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