小鹏汽车【26届校招】具身智能算法工程师
校招全职地点:深圳 | 北京 | 上海状态:招聘
工作描述
任职要求 1、硕士及以上学历,计算机、自动化、机器人、人工智能等相关专业; 2、在以下至少一个方向有深入经验: - 机器人操作/抓取(ACT、Diffusion Policy、VLA 等); - 强化学习运动控制(PPO/SAC + Isaac Gym/MuJoCo); - 视觉导航(VLN、SLAM、端到端导航) 3、熟悉 PyTorch,具备 Sim2Real 迁移的实战经验; 4、有人形机器人或足式机器人的实机开发调试经验优先。 【加分项】 …
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包括英文材料
学历+
强化学习+
https://cloud.google.com/discover/what-is-reinforcement-learning?hl=en
Reinforcement learning (RL) is a type of machine learning where an "agent" learns optimal behavior through interaction with its environment.
https://huggingface.co/learn/deep-rl-course/unit0/introduction
This course will teach you about Deep Reinforcement Learning from beginner to expert. It’s completely free and open-source!
https://www.kaggle.com/learn/intro-to-game-ai-and-reinforcement-learning
Build your own video game bots, using classic and cutting-edge algorithms.
Gymnasium+
https://gymnasium.farama.org/index.html
An API standard for reinforcement learning with a diverse collection of reference environments
https://www.youtube.com/watch?v=FvuyrpzvwdI
Learn to use Gymnasium for Python, which allows you to create environments to run reinforcement learning programs against in Python.
SLAM+
https://docs.mrpt.org/reference/latest/tutorial-slam-for-beginners-the-basics.html
[英文] SLAM for Dummies
https://dspace.mit.edu/bitstream/handle/1721.1/119149/16-412j-spring-2005/contents/projects/1aslam_blas_repo.pdf
A Tutorial Approach to Simultaneous Localization and Mapping
https://ouster.com/insights/blog/introduction-to-slam-simultaneous-localization-and-mapping
SLAM is an essential piece in robotics that helps robots to estimate their pose – the position and orientation – on the map while creating the map of the environment to carry out autonomous activities.
[英文] What Is SLAM?
https://www.mathworks.com/discovery/slam.html
How it works, types of SLAM algorithms, and getting started
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