RL Baselines Zoo is a comprehensive training framework and collection of pre-trained RL agents using Stable-Baselines3. It offers tools for training, tuning, and evaluating RL algorithms across many standard environments, including MuJoCo, Atari, and robotics simulations. Designed for reproducible RL research and benchmarking, it includes scripts, hyperparameter presets, and best practices for training robust agents.

Features

  • Collection of optimized hyperparameters for many environments
  • Supports Stable-Baselines3 RL algorithms (PPO, A2C, DDPG, SAC, TD3)
  • Tools for automated training, evaluation, and saving of agents
  • Includes benchmarking and comparison framework
  • Provides pre-trained models for direct evaluation and transfer learning
  • Compatible with custom environments and Gym-based setups

Project Samples

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License

MIT License

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Additional Project Details

Programming Language

Python

Related Categories

Python Reinforcement Learning Algorithms

Registered

2025-03-13