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stable-baselines3 - Production-ready RL Algorithms

PyTorch-based RL algorithms for training agents, custom environments, callbacks, and workflow optimization

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Updated: 2026-06-30

Capabilities

Typical Inputs

Typical Outputs

What this skill does

  • train RL agent
  • create environment
  • implement callback
  • save model
  • load model
  • evaluate policy

Inputs

  • Gymnasium environment
  • algorithm parameters
  • reward structure

Outputs

  • trained model file
  • evaluation reward
  • training logs

Requirements

  • Python environment
  • stable-baselines3 package
  • Gymnasium environment
  • PyTorch

Source

  • Spec: SKILL.md

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machine learning
reinforcement learning
PyTorch
model training
agent
train RL agent
create environment
implement callback
save model
Gymnasium environment
algorithm parameters
reward structure
trained model file
evaluation reward
training logs