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zengxiong111 / Foundation_of_Embodied_AI

git clone https://github.com/zengxiong111/Foundation_of_Embodied_AI.git

Teaching materials for a future Foundation of Embodied AI course, with Chinese and English tutorials on robot dynamics, Isaac Sim, Isaac Lab, MuJoCo, robot learning, ROS 2, camera calibration, PPO, SAC, Flow Matching, GR00T, and SONIC.

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LicenseCC-BY-4.0
Created2026-10-16 (4d ago)
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README excerpt
# Foundation of Embodied AI
简体中文 | **English**
Chinese and English learning materials for a future Foundation of Embodied AI course, based on our project experience and generated with the assistance of ChatGPT.
**How to read:** Follow tools → calibration/deep learning → physics/perception → reinforcement learning → demonstrations/generative policies → systems integration. Git and ROS 2 are optional tool references. See the course map · PDF .
## Course materials
17 topics, 34 Markdown files and 34 PDFs. Use the links below to read or download. All PDFs use a shared academic layout; the first chapter starts on page 2.
| Topic | Chinese Markdown | English Markdown | Chinese PDF | English PDF |
|---|---|---|---|---|
| Git Basics | MD | MD | PDF | PDF |
| ROS 2 Basics | MD | MD | PDF | PDF |
| Camera Calibration | MD | MD | PDF | PDF |
| Deep Learning Basics | MD | MD | PDF | PDF |
| Vision Foundation Models | MD | MD | PDF | PDF |
| Robot Dynamics | MD | MD | PDF | PDF |
| Isaac / MuJoCo Simulation | MD | MD | PDF | PDF |
| Motion Control RL | MD | MD | PDF | PDF |
| PPO / Actor–Critic | MD | MD | PDF | PDF |
| Q-learning / SAC | MD | MD | PDF | PDF |
| Imitation Learning | MD | MD | PDF | PDF |
| Flow Matching | MD | MD | PDF | PDF |
| GR00T & SONIC | MD | MD | PDF | PDF |
| World Action Models | MD | MD | PDF | PDF |
| Efficient Training & Inference | MD | MD | PDF | PDF |
| Post-training | MD | MD | PDF | PDF |
| Robot Agents | MD | MD | PDF | PDF |
## Usage and feedback
Everyone is welcome to download, modify and submit pull requests! Send feedback to zengx3@sustech.edu.cn.
Original teaching materials use CC BY 4.0. Third-party materials retain their original licenses. When sharing or adapting the materials, provide attribution, a license link and an indication of changes.