小鹏汽车【26届校招】智能底盘培训生(AI数据方向)
校招全职地点:上海状态:招聘
任职要求
1. 26届本科及以上学历,计算机科学、人工智能、数据科学、统计学、自动化等相关专业优先。 2. 熟练掌握Python编程,熟悉SQL数据查询,了解Pandas、NumPy等数据处理工具,具备基础的数据分析与可视化能力 3. 了解机器学习基本概念,熟悉TensorFlow/Py…
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工作职责
1. 负责智能底盘多模态数据处理,涵盖路面图像、车辆动力学等数据的采集、清洗、标注与预处理,搭建高质量数据资源库,支撑主动悬架、转向控制等核心场景算法训练。 2. 参与数据标注体系搭建,制定底盘专属数据标注规则与质量标准,开发自动化质检工具,优化数据标注标注等流程,降低人工成本并保障数据一致性。 3. 开展数据挖掘与特征工程,分析复杂路况(如坑洼、、冰雪路面、积水、隧道进出口)下的数据分布规律,提取路面高程、附着系数等关键特征,为底盘控制算法优化提供数据支撑。 4. 协助构建数据闭环系统,打通标注数据、算法训练、仿真测试的反馈链路,通过bad case分析推动模型迭代,提升智能底盘在全天候场景下的鲁棒性。 5. 协同算法与底盘工程团队,参与实车路测数据验证,将驾乘体验反馈转化为可量化的数据优化目标,助力感知-底盘融合控制策略落地。
包括英文材料
学历+
数据科学+
https://roadmap.sh/ai-data-scientist
Step by step roadmap guide to becoming an AI and Data Scientist
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.
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.
Pandas+
[英文] 10 minutes to pandas
https://pandas.pydata.org/docs/user_guide/10min.html
This is a short introduction to pandas, geared mainly for new users.
[英文] Cookbook - pandas
https://pandas.pydata.org/docs/user_guide/cookbook.html#cookbook
This is a repository for short and sweet examples and links for useful pandas recipes.
https://www.kaggle.com/learn/pandas
Solve short hands-on challenges to perfect your data manipulation skills.
https://www.youtube.com/watch?v=2uvysYbKdjM
I'm super excited for this one. We're doing another complete Python Pandas tutorial walkthrough.
https://www.youtube.com/watch?v=Mdq1WWSdUtw
Filtering, Joins, Indexing, Data Cleaning, Visualizations
NumPy+
https://numpy.org/doc/stable/user/absolute_beginners.html
NumPy (Numerical Python) is an open source Python library that’s widely used in science and engineering.
[英文] NumPy - Learn
https://numpy.org/learn/
Below is a curated collection of educational resources, both for self-learning and teaching others, developed by NumPy contributors and vetted by the community.
https://www.kaggle.com/code/themlphdstudent/learn-numpy-numpy-50-exercises-and-solution
This kernel uses exercises of NumPy from the Machine Learning Plus webpage
https://www.youtube.com/watch?v=KHoEbRH46Zk
If you've heard of Pandas and NumPy, you may think one is simply a superset of the other.
https://www.youtube.com/watch?v=QUT1VHiLmmI
Learn the basics of the NumPy library in this tutorial for beginners.
https://www.youtube.com/watch?v=VXU4LSAQDSc
This video serves as an introduction to the NumPy Python library.
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相关职位
校招
1. 负责底盘制动电控系统、转向电控、悬架电控的功能策略定义,状态机策略定义,以及开发和验证; 2. 负责底盘制动、转向和悬架电控子系统先进技术对标,技术能力建设,相关技术标准规范的制定; 3. 支持底盘制动、转向和悬架电控子系统的车辆调试及问题分析,完成相关子系统应用功能的整车调试、性能匹配; 4. 支持底盘制动电控相关功能的预研,创新性开发工作,协助解决在研车型开发过程中相关领域的技术问题; 5. 负责转向全冗余P-EPS的3D的设计及选型,编制零件的各种相关文件,编制SOR,绘制2D图纸,编制DFMEA,DVP,完善BOM及PDM工作等。
更新于 2025-08-13广州|上海
校招
1. 负责底盘制动电控、转向电控、悬架电控应用软件模块的设计和开发工作,并将软件集成到目标控制器中; 2. 负责评审系统需求,提取应用软件需求,梳理软件上下游接口; 3. 负责对应用软件模块进行全面测试和验证(UT/MIL/SIL),满足小鹏的开发和质量流程; 4. 负责软件功能的HIL台架/实车问题分析和解决,对软件进行持续优化; 5. 负责相关功能的软件架构文档、软件需求文档、软件详设文档的编写。
更新于 2025-08-13广州|上海
校招
1、参与智能座舱系统应用产品的的需求分析、功能定义及用户体验优化; 2、协助完成竞品分析、用户调研及行业趋势研究,输出产品改进建议或创新方案; 3、协同上下游团队推进产品开发落地,撰写产品需求文档(PRD)并跟进开发进度; 4、参与产品测试与验收,跟踪用户反馈,协助迭代优化产品功能; 5、支持产品相关市场调研、数据分析和运营文档撰写。
更新于 2025-06-22广州|上海