Merge pull request #399 from huggingface/ThomasSimonini/UnrealLearningAgents

Adding Unreal Learning Agents to the course

units/en/_toctree.yml

@@ -222,6 +222,8 @@
     title: (Automatic) Curriculum Learning for RL
   - local: unitbonus3/envs-to-try
     title: Interesting environments to try
+  - local: unitbonus3/learning-agents
+    title: An introduction to Unreal Learning Agents
   - local: unitbonus3/godotrl
     title: An Introduction to Godot RL
   - local: unitbonus3/rl-documentation

units/en/unitbonus3/learning-agents.mdx

@@ -0,0 +1,33 @@
+# An Introduction to Unreal Learning Agents
+
+[Learning Agents](https://dev.epicgames.com/community/learning/tutorials/8OWY/unreal-engine-learning-agents-introduction) is an Unreal Engine (UE) plugin that allows you **to train AI characters using machine learning (ML) in Unreal**.
+
+It's an exciting new plugin where you can create unique environments using Unreal Engine and train your agents.
+
+Let's see how you can **get started and train a car to drive in an Unreal Engine Environment**.
+
+<figure>
+<img src="https://huggingface.co/datasets/huggingface-deep-rl-course/course-images/resolve/main/en/unit12/learning-agents-car.png" alt="Learning Agents"/>
+<figcaption>Source: [Learning Agents Driving Car Tutorial](https://dev.epicgames.com/community/learning/tutorials/qj2O/unreal-engine-learning-to-drive)</figcaption>
+</figure>
+
+## Case 1: I don't know anything about Unreal Engine and Beginners in Unreal Engine
+If you're new to Unreal Engine, don't be scared! We listed two courses you need to follow to be able to use Learning Agents:
+
+1. Master the Basics: Begin by watching this course [your first hour in Unreal Engine 5](https://dev.epicgames.com/community/learning/courses/ZpX/your-first-hour-in-unreal-engine-5/E7L/introduction-to-your-first-hour-in-unreal-engine-5). This comprehensive course will **lay down the foundational knowledge you need to use Unreal**.
+
+2. Dive into Blueprints: Explore the world of Blueprints, the visual scripting component of Unreal Engine. [This video course](https://youtu.be/W0brCeJNMqk?si=zy4t4t1l6FMIzbpz) will familiarize you with this essential tool.
+
+Armed with the basics, **you're now prepared to play with Learning Agents**:
+
+3. Get the Big Picture of Learning Agents by [reading this informative overview](https://dev.epicgames.com/community/learning/tutorials/8OWY/unreal-engine-learning-agents-introduction).
+
+4. [Teach a Car to Drive using Reinforcement Learning in Learning Agents](https://dev.epicgames.com/community/learning/tutorials/qj2O/unreal-engine-learning-to-drive).
+
+## Case 2: I'm familiar with Unreal
+
+For those already acquainted with Unreal Engine, you can jump straight into Learning Agents with these two tutorials:
+
+1. Get the Big Picture of Learning Agents by [reading this informative overview](https://dev.epicgames.com/community/learning/tutorials/8OWY/unreal-engine-learning-agents-introduction).
+
+2. [Teach a Car to Drive using Reinforcement Learning in Learning Agents](https://dev.epicgames.com/community/learning/tutorials/qj2O/unreal-engine-learning-to-drive). .