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Thomas Simonini
2022-04-21 15:35:02 +02:00
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@@ -6,7 +6,7 @@ In this free course, you will:
- 🧑‍💻 Learn to **use famous Deep RL libraries** such as Stable Baselines3, RL Baselines3 Zoo, and RLlib.
- 🤖 Train agents in **unique environments** such as SnowballFight, Huggy the Doggo 🐶, and classical ones such as Space Invaders and PyBullet.
- 💾 **Publish your trained agents in one line of code to the Hugging Face Hub**. But also **download powerful agents from the community**.
- 🏆 **Participate in challenges** where you going to evaluate your agents against other teams.
- 🏆 **Participate in challenges** where you will evaluate your agents against other teams.
➡️➡️➡️ Don't forget to sign up here: https://forms.gle/4bbgzs3oVZMjgDed7
@@ -21,8 +21,8 @@ And don't forget to share with your friends who want to learn 🤗!
| May, the 11th | Bonus | Train Huggy the Doggo to catch the stick |
| 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 | 🏗️ |
| | Actor Critic Methods | 🏗️ |
| | Policy-based methods | 🏗️ |
| | Actor-Critic Methods | 🏗️ |
| | Proximal Policy Optimization (PPO) | 🏗️ |
| | Decision Transformers and offline Reinforcement Learning | 🏗️ |
| | Towards better explorations methods | 🏗️ |
@@ -36,15 +36,15 @@ And don't forget to share with your friends who want to learn 🤗!
- More to come 🏗️
## The Environments you'll use
### Custom environments made by Hugging Face Team using Unity and Godot
### Custom environments made by the Hugging Face Team using Unity and Godot
- Huggy the Doggo 🐶
(Huggy the Doggo is based on [Unity's Puppo the Corgi work](https://blog.unity.com/technology/puppo-the-corgi-cuteness-overload-with-the-unity-ml-agents-toolkit))
(Based on [Unity's Puppo the Corgi work](https://blog.unity.com/technology/puppo-the-corgi-cuteness-overload-with-the-unity-ml-agents-toolkit))
- SnowballFight ☃️
[snowballfight.gif](./assets/img/snowballfight.gif)
👉 Play it here : https://huggingface.co/spaces/ThomasSimonini/SnowballFight
👉 Play it here: https://huggingface.co/spaces/ThomasSimonini/SnowballFight
- More to come