
文远知行数据工程师
社招全职地点:广州状态:招聘
任职要求
1. 专业要求:计算机,物理,软件,数学,信息工程,统计本科及以上学历 2. 编程能力: 1. 熟悉C++编程语言,具备扎实的编程基础和良好的代码规范意识 2. 熟悉常用数据结构与算法,能够编写高效、稳定的代码 3. 具备Linux/Unix环境开发经验,熟悉常用开发工具和调试技巧 3. 数据分析能力 1. 具备大数据处理和分析能力,精通SQL、Python编程 2. 能够从海量数据中发现规律,建立有效的评估模型 4. 综合素质 1. 具备良好的沟通能力和团队协作精神 2. 有强烈的责任心和自我驱动力,能够承受一定工作压力 3. 善于多维度分析问题,有清晰的逻辑思维 4. 热爱无人车领域,喜欢挑战,善于思考,逻辑清晰,有快速的学习和理解能力,富有责任心,良好的团队协作精神 加分项: - 有ACM等竞赛亚洲区域赛以上的奖牌选手背景或者其他知名编程竞赛top10%,或顶会等发表过paper者优先 - 具备优秀的Metric设计与分析能力,能够快速解决复杂问题 - 熟悉机器学习、深度学习算法原理与应用场景 - 熟悉自动驾驶相关开源框架和仿真平台
工作职责
文远知行 (WeRide.ai) 正在寻找优秀的编程人才,致力于通过解决人工智能和机器人领域最具挑战性的问题来变革未来的出行方式。开发安全可靠的自动驾驶汽车,其核心在于对车辆性能有深入的、数据驱动的理解。Metrics 团队(指标团队)正在寻找一位优秀的数据工程师来构建衡量我们成功的基础系统。您将负责创建能将原始数据转化为关键洞察的基础设施,确保我们做出的每一个决策都有准确且可扩展的指标作为支持。 1. 研发自动驾驶系统安全性、舒适性等评价算法,保障系统可靠运行。 2. 理解业务需求,深入自动驾驶业务,梳理业务流程,设计数据链路与指标体系,量化自动驾驶能力。 3. 对自动驾驶测试数据进行汇总与分析,深挖数据变化原因,结合数据分析发现问题。 4. 负责数据可视化与报告自动化,让数据直观呈现,辅助决策。 5. 自动驾驶场景挖掘。从海量非结构化测试数据中,高效提取对自动驾驶提升有高价值的交通场景。 6. 自动驾驶能力评价Metrics。运用算法模型或规则,开发自动驾驶算法能力评价指标与自动化评价方法。 7. 建立自动驾驶行为评价的体系框架。
包括英文材料
学历+
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
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/
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
Unix+
[英文] The UNIX® Standard
https://www.opengroup.org/membership/forums/platform/unix
https://www.youtube.com/watch?v=IrDUcdpPmdI
UNIX is an operating system which was first developed in the 1970s, and has been under constant development ever since.
数据分析+
[英文] Data Analyst Roadmap
https://roadmap.sh/data-analyst
Step by step guide to becoming an Data Analyst in 2025
SQL+
https://liaoxuefeng.com/books/sql/introduction/index.html
什么是SQL?简单地说,SQL就是访问和处理关系数据库的计算机标准语言。
https://sqlbolt.com/
Learn SQL with simple, interactive exercises.
https://www.youtube.com/watch?v=p3qvj9hO_Bo
In this video we will cover everything you need to know about SQL in only 60 minutes.
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.
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.
深度学习+
https://d2l.ai/
Interactive deep learning book with code, math, and discussions.
自动驾驶+
https://www.youtube.com/watch?v=_q4WUxgwDeg&list=PL05umP7R6ij321zzKXK6XCQXAaaYjQbzr
Lecture: Self-Driving Cars (Prof. Andreas Geiger, University of Tübingen)
https://www.youtube.com/watch?v=NkI9ia2cLhc&list=PLB0Tybl0UNfYoJE7ZwsBQoDIG4YN9ptyY
You will learn to make a self-driving car simulation by implementing every component one by one. I will teach you how to implement the car driving mechanics, how to define the environment, how to simulate some sensors, how to detect collisions and how to make the car control itself using a neural network.
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