tony-rsa / huggingface-rl-class

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The Hugging Face Deep Reinforcement Learning Class πŸ€—

In this free course, you will:

  • πŸ“– Study Deep Reinforcement Learning in theory and practice.
  • πŸ§‘β€πŸ’» Learn to use famous Deep RL libraries such as Stable Baselines3, RL Baselines3 Zoo, and RLlib.
  • πŸ€– Train agents in unique environments such as SnowballFight, Huggy the Doggo 🐢, and classical ones such as Space Invaders and PyBullet.
  • πŸ’Ύ Publish your trained agents in one line of code to the Hugging Face Hub. But also download powerful agents from the community.
  • πŸ† Participate in challenges where you will evaluate your agents against other teams.
  • πŸ–ŒοΈπŸŽ¨ Learn to share your own environments made with Unity and Godot.

➑️➑️➑️ Don't forget to sign up here: https://forms.gle/4bbgzs3oVZMjgDed7

The best way to keep in touch is to join our discord server to exchange with the community and with us πŸ‘‰πŸ» https://discord.gg/aYka4Yhff9

And don't forget to share with your friends who want to learn πŸ€—!

The Syllabus πŸ—οΈ

πŸ“† Publishing date πŸ“˜ Unit πŸ‘©β€πŸ’» Hands-on
May, the 4th An Introduction to Deep Reinforcement Learning Train a Deep Reinforcement Learning lander agent to land correctly on the Moon πŸŒ• using Stable-Baselines3
May, the 11th Bonus 🎁 it's a suprise 🎁
May, the 18th Q-Learning Train an agent to cross a Frozen lake in this new version of the environment.
June, the 1st Deep Q-Learning and improvements Train a Deep Q-Learning agent to play Space Invaders
Policy-based methods πŸ—οΈ
Actor-Critic Methods πŸ—οΈ
Proximal Policy Optimization (PPO) πŸ—οΈ
Decision Transformers and offline Reinforcement Learning πŸ—οΈ
Towards better explorations methods πŸ—οΈ

The library you'll learn during this course

The Environments you'll use

Custom environments made by the Hugging Face Team using Unity and Godot

Gym classic controls environments πŸ•ΉοΈ

  • Lunar-Lander v2 πŸš€πŸŒ™

lunarlander.gif

PyBullet πŸ€–

  • More to come 🚧

Gym Atari environments πŸ‘Ύ

  • Space Invaders πŸ‘Ύ

spaceinvaders.gif

MLAgents environments πŸ–ŒοΈ

  • More to come 🚧

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