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Hugging Face · Course

Deep RL Course

The Hugging Face Deep Reinforcement Learning Course teaches deep RL from beginner to expert, with libraries such as Stable Baselines3 and CleanRL and agents trained in environments like Space Invaders and VizDoom. Hugging Face says it is completely free and open source.

Who it suits

  • Learners who want to train agents hands-on rather than only study theory.
  • Developers who like AI-versus-AI challenges.

What it covers

  • Deep reinforcement learning in theory and practice.
  • Famous deep RL libraries: Stable Baselines3, RL Baselines3 Zoo, Sample Factory and CleanRL.
  • Training agents in environments such as SnowballFight, Huggy the Doggo, VizDoom, Space Invaders and PyBullet.
  • Sharing trained agents to the Hub and downloading agents from the community.

Common questions about Deep RL Course

Is it free?
Hugging Face says it is completely free and open source.
Is there a certificate?
Yes. Hugging Face says you earn a certificate of completion by completing 80% of the assignments.
What are the challenges?
AI-versus-AI challenges where your agents are evaluated against other teams’.

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Where this comes from

Written from Hugging Face’s own pages, read on 2026-10-14. Content, prices and availability change, so the provider’s page is the source. We are not affiliated with Hugging Face and this is not an endorsement.