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51 lines
2.6 KiB
Markdown
51 lines
2.6 KiB
Markdown
# Unit 9: Decision Transformers and offline Reinforcement Learning 🤖
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In this Unit, you'll learn what is Decision Transformer and Offline Reinforcement Learning. And then, you’ll train your first Offline Decision Transformer model from scratch to make a half-cheetah run.
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This course is **self-paced**, you can start whenever you want.
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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 theory
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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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1️⃣ 📖 Read [Introducing Decision Transformers on Hugging Face 🤗](https://huggingface.co/blog/decision-transformers)
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2️⃣ 👩💻 Then dive on the first hands-on.
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👩💻 The hands-on 👉 [](https://colab.research.google.com/drive/1K3UuajwoPY1MzRKNkONNRS3gS5DxZ-qF?usp=sharing)
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3️⃣ 📖 Read [Train your first Decision Transformer](https://huggingface.co/blog/train-decision-transformers)
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4️⃣ 👩💻 Then dive on the hands-on, where **you’ll train your first Offline Decision Transformer model from scratch to make a half-cheetah run**.
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👩💻 The hands-on 👉 https://github.com/huggingface/blog/blob/main/notebooks/101_train-decision-transformers.ipynb
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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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