菜鸟车辆控制算法工程师
实习兼职菜鸟集团2026届实习生招聘地点:杭州状态:招聘
任职要求
1.计算机、自动化、机器人等相关专业,或者有相关方面的实际工作经验。 2.深入理解数值优化原理 (KKT条件/主对偶理论/凸松弛技术等),掌握内点法、ADMM、ALM等凸优化求解器实现原理,熟悉iLQR/DDP等微分动态规划方法。 3.对以下至少一个方面有实际经验:机器人或无人车的运动规划和控制,包括但不限于非凸优化问题求解(处理障碍物约束、动力学约束等)、实时轨迹优化(QP/SQP问题构建与求解)、执行器约束下的安全控制(CBF/CLF)、车辆动力学建模与参数辨…
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工作职责
1.基于优化算法的全场景自动驾驶控制算法研发,涵盖结构化道路/非结构化场景的轨迹优化与动态避障。 2.支持主线研发和量产项目规控算法交付任务,解决非凸优化、高维状态空间下的运动规划问题。 3.实时闭环的算法架构设计与实现,工程软件规范化与质量效率提升。 4.高效自动化算法开发迭代工具设计与实现,建立自动化评测体系,量化评估控制算法的舒适性、安全性及动态场景适应能力。
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.
Linux+
https://ryanstutorials.net/linuxtutorial/
Ok, so you want to learn how to use the Bash command line interface (terminal) on Unix/Linux.
https://ubuntu.com/tutorials/command-line-for-beginners
The Linux command line is a text interface to your computer.
https://www.youtube.com/watch?v=6WatcfENsOU
In this Linux crash course, you will learn the fundamental skills and tools you need to become a proficient Linux system administrator.
https://www.youtube.com/watch?v=v392lEyM29A
Never fear the command line again, make it fear you.
https://www.youtube.com/watch?v=ZtqBQ68cfJc
C+
https://www.freecodecamp.org/chinese/news/the-c-beginners-handbook/
本手册遵循二八定律。你将在 20% 的时间内学习 80% 的 C 编程语言。
https://www.youtube.com/watch?v=87SH2Cn0s9A
https://www.youtube.com/watch?v=KJgsSFOSQv0
This course will give you a full introduction into all of the core concepts in the C programming language.
https://www.youtube.com/watch?v=PaPN51Mm5qQ
In this complete C programming course, Dr. Charles Severance (aka Dr. Chuck) will help you understand computer architecture and low-level programming with the help of the classic C Programming language book written by Brian Kernighan and Dennis Ritchie.
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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