Related lists & learning resources相关列表与学习资源
Other good maps of the field, plus courses and docs we point newcomers to. Suggest more by opening an issue.领域内其他优秀的资源整理,以及推荐给新手的课程和文档。欢迎提 issue 补充。
New here? Follow the reading path through the curated index →刚入门?按入门路线阅读精选条目 →
Related lists相关列表
- Embodied-AI-Guide 中文 — A large Chinese-language beginner's guide to embodied AI, from fundamentals to research directions.中文具身智能入门指南,从基础知识一路讲到各研究方向。
- Embodied_AI_Paper_List (HCPLab-SYSU) — Paper list accompanying a survey of embodied AI, organized by perception, interaction, agents and sim-to-real.配合具身智能综述的论文列表,按感知、交互、智能体与 sim-to-real 组织。
- awesome-humanoid-robot-learning — A focused list of humanoid robot learning papers.专注于人形机器人学习的论文列表。
- Awesome-Robotics-Foundation-Models — Papers on foundation models in robotics, from the survey "Foundation Models in Robotics".机器人基础模型相关论文,来自综述《Foundation Models in Robotics》。
- awesome-embodied-vla-va-vln — A frequently updated list of vision-language-action (VLA) and vision-language navigation (VLN) papers.持续更新的视觉-语言-动作(VLA)与视觉-语言导航(VLN)论文列表。
Courses & textbooks课程与教材
- Robotic Manipulation (MIT 6.4210, Russ Tedrake) — Free online textbook and course on perception, planning and control for manipulation, with Drake notebooks.免费在线教材与课程,涵盖操作中的感知、规划与控制,附 Drake 交互笔记本。
- Underactuated Robotics (MIT, Russ Tedrake) — Free online textbook on nonlinear dynamics, optimal control and trajectory optimization for walking, flying and swimming robots.免费在线教材,讲解行走、飞行、游动机器人的非线性动力学、最优控制与轨迹优化。
- CS 285 Deep Reinforcement Learning (UC Berkeley) — Sergey Levine's deep RL course; lecture videos and slides are public.Sergey Levine 的深度强化学习课程,讲座视频与课件公开。
- 蘑菇书 EasyRL (Datawhale) 中文 — A popular open Chinese reinforcement-learning tutorial (from Q-learning to PPO, DDPG and TD3) with code; readable online.广受欢迎的开源中文强化学习教程(从 Q-learning 到 PPO、DDPG、TD3),附代码,可在线阅读。
- 动手学强化学习 (Hands-on RL) 中文 — Chinese RL textbook built from runnable Jupyter notebooks; the online version is at hrl.boyuai.com.以可运行的 Jupyter 笔记本组织的中文强化学习教材,在线版见 hrl.boyuai.com。
Tool docs工具文档
- LeRobot documentation — Hands-on docs for Hugging Face LeRobot — record data, train ACT/diffusion/VLA policies and run them on low-cost arms.Hugging Face LeRobot 实操文档:采集数据、训练 ACT/扩散/VLA 策略并在低成本机械臂上运行。
- Isaac Lab documentation — Docs and tutorials for NVIDIA's GPU-parallel robot learning framework.NVIDIA GPU 并行机器人学习框架的文档与教程。
- MuJoCo documentation — Reference and modeling guide for the MuJoCo physics engine (MJX, MJCF, Python bindings).MuJoCo 物理引擎的参考与建模指南(MJX、MJCF、Python 绑定)。
Communities社区
- 古月居 (GuYueHome) 中文 — A long-running Chinese ROS and robotics community with tutorials and forums.历史悠久的中文 ROS 与机器人社区,提供教程与论坛。