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@@ -30,9 +30,10 @@ This course is **self-paced** you can start when you want 🥳.
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| [Published 🥳](https://github.com/huggingface/deep-rl-class/tree/main/unit4#unit-4-an-introduction-to-unity-mlagents-with-hugging-face-) | [🎁 Learn to train your first Unity MLAgent](https://github.com/huggingface/deep-rl-class/tree/main/unit4#unit-4-an-introduction-to-unity-mlagents-with-hugging-face-) | [Train a curious agent to destroy Pyramids 💥](https://colab.research.google.com/github/huggingface/deep-rl-class/blob/main/unit4/unit4.ipynb) |
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| [Published 🥳](https://github.com/huggingface/deep-rl-class/tree/main/unit5#unit-5-policy-gradient-with-pytorch) | [Policy Gradient with PyTorch](https://huggingface.co/blog/deep-rl-pg) | [Code a Reinforce agent from scratch using PyTorch and train it to play Pong 🎾, CartPole and Pixelcopter 🚁](https://colab.research.google.com/github/huggingface/deep-rl-class/blob/main/unit5/unit5.ipynb) |
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| [Published 🥳](https://github.com/huggingface/deep-rl-class/tree/main/unit6#towards-better-explorations-methods-with-curiosity) | [Towards better explorations methods with Curiosity](https://github.com/huggingface/deep-rl-class/tree/main/unit6#towards-better-explorations-methods-with-curiosity)| |
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| July the 15th | Actor-Critic Methods | 🏗️ |
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| July the 21th | Proximal Policy Optimization (PPO) | 🏗️ |
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| July the 28th | Decision Transformers and offline Reinforcement Learning | 🏗️ |
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| [Published 🥳]() | [Bonus: Robotics Simulations with PyBullet 🤖]()| [Train a bipedal walker and a spider to learn to walk](https://colab.research.google.com/github/huggingface/deep-rl-class/blob/main/unit7/unit7.ipynb) |
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| July the 22th | Actor-Critic Methods | 🏗️ |
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| July the 29th | Proximal Policy Optimization (PPO) | 🏗️ |
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| August | Decision Transformers and offline Reinforcement Learning | 🏗️ |
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unit7/README.md
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unit7/README.md
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# Unit 7: Robotics Simulations with PyBullet 🤖
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One of the major industries that use Reinforcement Learning is robotics. Unfortunately, having access to robot equipment is very expensive. Fortunately, some simulations exist to train Robots:
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1. PyBullet
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2. MuJoco
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3. Unity Simulations
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We're going to use PyBullet today. And train two agents to walk:
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- A bipedal walker 🦿
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- A spider 🕸️
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You'll then be able to **compare your agent’s results with other classmates thanks to a leaderboard** 🔥 👉 https://huggingface.co/spaces/chrisjay/Deep-Reinforcement-Learning-Leaderboard
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IMAGE
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We'll learn to use PyBullet environments and why we normalize input features.
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Let's get started 🥳
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## Required time ⏱️
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The required time for this unit is, approximately:
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- 1 hour for the hands-on.
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## Start this Unit 🚀
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Here are the steps for this Unit:
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The hands-on 👉 [](https://colab.research.google.com/github/huggingface/deep-rl-class/blob/main/unit3/unit3.ipynb)
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The leaderboard 👉 https://huggingface.co/spaces/chrisjay/Deep-Reinforcement-Learning-Leaderboard
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## How to make the most of this course
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To make the most of the course, my advice is to:
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- **Participate in Discord** and join a study group.
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- **Read multiple times** the theory part and takes some notes
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- Don’t just do the colab. When you learn something, try to change the environment, change the parameters and read the libraries' documentation. Have fun 🥳
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- Struggling is **a good thing in learning**. It means that you start to build new skills. Deep RL is a complex topic and it takes time to understand. Try different approaches, use our additional readings, and exchange with classmates on discord.
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## This is a course built with you 👷🏿♀️
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We want to improve and update the course iteratively with your feedback. **If you have some, please fill this form** 👉 https://forms.gle/3HgA7bEHwAmmLfwh9
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## Don’t forget to join the Community 📢
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We have a discord server where you **can exchange with the community and with us, create study groups to grow each other and more**
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👉🏻 [https://discord.gg/aYka4Yhff9](https://discord.gg/aYka4Yhff9).
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Don’t forget to **introduce yourself when you sign up 🤗**
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❓If you have other questions, [please check our FAQ](https://github.com/huggingface/deep-rl-class#faq)
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### Keep learning, stay awesome 🤗
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