蔚来蔚来AGI超星计划-面向车身运动控制(VMC)的物理AI与多场景重建强化学习研究
实习兼职数字技术地点:上海状态:招聘
工作描述
任职要求 - 专业能力: - 具备强化学习、控制理论、车辆动力学或机器人学基础,熟悉PPO/SAC/Model-based RL等方法; - 数学基础扎实:系统动力学、最优控制、概率统计、优化方法; - 熟悉至少一种建模/仿真工具:Simulink、Simscape、CarSim、Isaac Sim、Mujoco等; - 具备Python或C++开发能力,熟悉PyTorch或TensorFlow; - 理解驾驶场景分析、风险建模、测试验证或数据闭环优化; - 加分项: - 有VMC、底盘控制、线控底盘或运动控制经验; - 有参数辨识、系统辨识、数字孪生或高保真动力学建模经验; - 有场景库建设、智能辅助驾驶测试验证、风险场景挖掘或长尾分析经验; - 有误差学习、内部模型(internal model)或生物启发控制相关研究背景; - 在NeurIPS、ICLR、ICRA、RSS、IV、ITSC、T-RO等发…
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包括英文材料
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.
Simulink+
https://www.mathworks.com/help/simulink/getting-started-with-simulink.html
Simulink® is a block diagram environment for multidomain simulation and Model-Based Design.
Python+
https://liaoxuefeng.com/books/python/introduction/index.html
中文,免费,零起点,完整示例,基于最新的Python 3版本。
https://www.learnpython.org/
a free interactive Python tutorial for people who want to learn Python, fast.
https://www.youtube.com/watch?v=K5KVEU3aaeQ
Master Python from scratch 🚀 No fluff—just clear, practical coding skills to kickstart your journey!
https://www.youtube.com/watch?v=rfscVS0vtbw
This course will give you a full introduction into all of the core concepts in python.
C+++
https://www.learncpp.com/
LearnCpp.com is a free website devoted to teaching you how to program in modern C++.
https://www.youtube.com/watch?v=ZzaPdXTrSb8
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