美团【转正实习】无人配送/机器人算法工程师
实习兼职自动车配送部地点:北京 | 深圳状态:招聘
任职要求
通用要求 1.数学、物理、计算机软件、机器人等专业背景; 2.掌握C/C++、Python、Java等编程语言、配套工具,掌握数据结构、算法知识; 3.扎实的数学功底、编程功底,良好的编程习惯、算法设计、实现能力; 4.机器人/交通/配送/控制等领域项目经历,顶会顶刊发表过论文者优先。 低空物流 1.机器学习算法、数据挖掘、仿真建模等背景; 2.有物流配送领域应用调优经验。 无线通信 1.熟悉4G/5G物理层协议、WI-FI5/6协议或其他通信系统协议; 2.有SDR开发经验,如USRP/FPGA开发和使用经验。 机器学习 1.熟悉常见统计机器学习算法,有计算机图形/图像学、自动驾驶等背景; 2.数据合成、对抗生成、小样本学习等经验更佳。 规划调度 1.熟悉交通/物流领域运筹优化算法,或机器人决策/路径/轨迹规划算法,或机器学习算法。 三维重建/全局视觉定位 1.熟悉三维重建相关算法,如sfm、mvs、nerf等;了解点云、体素、mesh数据处理; 2.了解MapLab、ColMap、OpenMVG等地图系统; 3.熟悉摄像机姿态估计算法,如特征检测匹配、图像搜索、RANSAC…
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工作职责
1.负责机器人导航定位算法研发,包括卫星导航、视觉或激光SLAM、组合导航; 2.负责机器人视觉建图与渲染、全局视觉定位算法研发,包括视觉特征检测与匹配、相机姿态估计、多视几何重建、稠密点云重建、神经场渲染; 3.负责机器人控制、规划与调度算法研发; 4.负责机器人算法在嵌入式平台加速与优化; 5.负责机器人无线通信算法研发;6.负责机器人电机驱动算法研发; 7.负责低空物流无人配送领域机器学习、数据挖掘、仿真建模算法研发。
包括英文材料
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
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.
Java+
https://www.youtube.com/watch?v=eIrMbAQSU34
Master Java – a must-have language for software development, Android apps, and more! ☕️ This beginner-friendly course takes you from basics to real coding skills.
数据结构+
https://www.youtube.com/watch?v=8hly31xKli0
In this course you will learn about algorithms and data structures, two of the fundamental topics in computer science.
https://www.youtube.com/watch?v=B31LgI4Y4DQ
Learn about data structures in this comprehensive course. We will be implementing these data structures in C or C++.
https://www.youtube.com/watch?v=CBYHwZcbD-s
Data Structures and Algorithms full course tutorial java
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/
编程规范+
[英文] Google Style Guides
https://google.github.io/styleguide/
Every major open-source project has its own style guide: a set of conventions (sometimes arbitrary) about how to write code for that project. It is much easier to understand a large codebase when all the code in it is in a consistent style.
机器学习+
https://www.youtube.com/watch?v=0oyDqO8PjIg
Learn about machine learning and AI with this comprehensive 11-hour course from @LunarTech_ai.
https://www.youtube.com/watch?v=i_LwzRVP7bg
Learn Machine Learning in a way that is accessible to absolute beginners.
https://www.youtube.com/watch?v=NWONeJKn6kc
Learn the theory and practical application of machine learning concepts in this comprehensive course for beginners.
https://www.youtube.com/watch?v=PcbuKRNtCUc
Learn about all the most important concepts and terms related to machine learning and AI.
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