小米规控算法工程师实习生(数值优化方向)
实习兼职地点:上海状态:招聘
任职要求
1. 控制理论、应用数学、计算机科学、自动化等相关专业在读研究生;
2. 了解并掌握常见数值优化算法(如内点法IPM、SQP、ADMM等);
3. 对无人驾驶规控中的典型优化问题(运动规划、MPC控制,基于优化的参数辨识等)有一定的了解;
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工作职责
1. 参与无人驾驶系统中规划控制(Planning & Control)模块的数值优化求解器设计与开发,针对最优控制问题(OCP)及轨迹规划场景构建高效、鲁棒的自研求解器; 2. 分析规控模块中的典型优化问题,设计适配性算法并优化求解效率; 3. 与规控算法团队协同,完成求解器与上层模块的集成与性能调优;
包括英文材料
算法+
https://roadmap.sh/datastructures-and-algorithms
Step by step guide to learn Data Structures and Algorithms in 2025
https://www.hellointerview.com/learn/code
A visual guide to the most important patterns and approaches for the coding interview.
https://www.w3schools.com/dsa/
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
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.
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
还有更多 •••
相关职位
实习菜鸟集团2026
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。
更新于 2025-03-31杭州