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12 changes: 12 additions & 0 deletions README.md
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Expand Up @@ -12,7 +12,19 @@ This repository contains the Deep Reinforcement Learning Course mdx files and no

- **Sign up here** ➡️➡️➡️ http://eepurl.com/ic5ZUD

## Course Maintenance Notice 🚧

Please note that this **Deep Reinforcement Learning course is now in a low-maintenance state**. However, it **remains an excellent resource to learn both the theory and practical aspects of Deep Reinforcement Learning**.

Keep in mind the following points:

- *Unit 7 (AI vs AI)* : This feature is currently non-functional. However, you can still train your agent to play soccer and observe its performance.

- *Leaderboard* : The leaderboard is no longer operational.

Aside from these points, all theory content and practical exercises remain fully accessible and effective for learning.

If you have any problem with one of the hands-on **please check the issue sections where the community give some solutions to bugs**.

## Citing the project

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20 changes: 13 additions & 7 deletions units/en/unit0/introduction.mdx
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Expand Up @@ -36,6 +36,19 @@ Don’t forget to **<a href="http://eepurl.com/ic5ZUD">sign up to the course</a>

Sign up 👉 <a href="http://eepurl.com/ic5ZUD">here</a>

## Course Maintenance Notice 🚧

Please note that this **Deep Reinforcement Learning course is now in a low-maintenance state**. However, it **remains an excellent resource to learn both the theory and practical aspects of Deep Reinforcement Learning**.

Keep in mind the following points:

- *Unit 7 (AI vs AI)* : This feature is currently non-functional. However, you can still train your agent to play soccer and observe its performance.

- *Leaderboard* : The leaderboard is no longer operational.

Aside from these points, all theory content and practical exercises remain fully accessible and effective for learning.

If you have any problem with one of the hands-on **please check the issue sections where the community give some solutions to bugs**.

## What does the course look like? [[course-look-like]]

Expand Down Expand Up @@ -124,13 +137,6 @@ In this new version of the course, you have two types of challenges:

<img src="https://huggingface.co/datasets/huggingface-deep-rl-course/course-images/resolve/main/en/unit0/challenges.jpg" alt="Challenges" width="100%"/>

## I found a bug, or I want to improve the course [[contribute]]

Contributions are welcomed 🤗

- If you *found a bug 🐛 in a notebook*, please <a href="https://github.com/huggingface/deep-rl-class/issues">open an issue</a> and **describe the problem**.
- If you *want to improve the course*, you can <a href="https://github.com/huggingface/deep-rl-class/pulls">open a Pull Request.</a>

## I still have questions [[questions]]

Please ask your question in our <a href="https://discord.gg/ydHrjt3WP5">discord server #rl-discussions.</a>
8 changes: 7 additions & 1 deletion units/en/unit7/introduction.mdx
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Expand Up @@ -24,7 +24,13 @@ So today we’re going to **learn the basics of the fascinating topic of multi-a

And the most exciting part is that, during this unit, you’re going to train your first agents in a multi-agents system: **a 2vs2 soccer team that needs to beat the opponent team**.

And you’re going to participate in **AI vs. AI challenge** where your trained agent will compete against other classmates’ agents every day and be ranked on a [new leaderboard](https://huggingface.co/spaces/huggingface-projects/AIvsAI-SoccerTwos).
## Course Maintenance Notice 🚧

Please note that this **Deep Reinforcement Learning course is now in a low-maintenance state**. However, it **remains an excellent resource to learn both the theory and practical aspects of Deep Reinforcement Learning**.

Keep in mind the following points:

- *Unit 7 (AI vs AI)* : This feature is currently non-functional. However, you can still train your agent to play soccer and observe its performance. But the leaderboard for AI vs AI soccer was shut down.

<figure>
<img src="https://huggingface.co/datasets/huggingface-deep-rl-course/course-images/resolve/main/en/unit10/soccertwos.gif" alt="SoccerTwos"/>
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