XPENG

数据挖掘工程师

XPENG  •  Onsite  •  1 hour ago
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Job Description

数据挖掘工程师
上海
全职
通用智能板块
职位描述
职位描述:面向自动驾驶VLA智驾模型迭代的数据需求,依托数据挖掘平台的规则/模型/向量挖掘能力,负责高价值难例场景挖掘、脏数据过滤、视频理解与挖掘,支撑算法模型依托数据Scaling Law高效迭代。
核心工作职责:
1、全策略数据挖掘业务交付
依托现有挖掘框架,落地规则挖掘、模型挖掘、向量检索三类挖掘方案,根据下游需求编写相应的数据挖掘策略;针对实车行车视频数据,完成常规场景脏数据剔除、高价值稀有难例样本挖掘,持续优化训练数据集分布,承接日常业务迭代需求,保障稳定高效的数据交付;
2、数据交付产线优化
对接下游算法团队的数据需求,基于Airflow/Dagster搭建数据挖掘调度链路;优化存量向量与标签的管理,配合团队完成全链路数据闭环打磨。
3、业务痛点攻坚与快速迭代
根据智驾系统的路测反馈出的数据痛点,快速响应业务方需求,持续迭代挖掘策略;配合团队完成样本池动态轮替策略落地,保障训练数据持续新鲜、贴合最新实车路况与车型分布。
职位要求
1、硕士及以上学历,计算机、人工智能、大数据、软件工程等相关专业,有自动驾驶数据挖掘、多模态算法落地相关实习/工作经验优先;
2、熟悉python编程,代码功底扎实,了解基础算法与数据结构,能够独立完成算法策略开发、脚本迭代、数据实验复盘;
3、 性格踏实,抗压能力强,能够适配业务快速迭代节奏;以业务交付为导向,工程落地能力强,愿意直面真实业务痛点,沟通顺畅、执行力强;
4、了解基础SQL语句,能够独立完成数据查询、数据统计、报表复盘,具备基础数据分析能力;
5、了解深度学习基础,熟悉PyTorch使用。
加分项
1、有自动驾驶行业数据挖掘、脏数据治理、难例挖掘一线落地经验,熟悉智驾真实数据痛点;
2、熟悉Dagster/Airflow调度工具,有数据流水线搭建、算法工程化落地经验;
3、有规则挖掘自动化、Agent辅助编程、数据样本闭环迭代相关实战经验;
4、懂自动驾驶感知/预测/规划基础业务知识,能够快速理解车载场景与驾驶行为逻辑。
投递
XPENG

About XPENG

XPeng is a leading Chinese Smart EV company that designs, develops, manufactures, and markets Smart EVs that appeal to the large and growing base of technology-savvy middle-class consumers. Its mission is to drive Smart EV transformation with technology and data, shaping the mobility experience of the future. In order to optimize its customers’ mobility experience, XPeng develops in-house its full-stack advanced driver-assistance system technology and in-car intelligent operating system, as well as core vehicle systems including powertrain and the electrical/electronic architecture. XPeng is headquartered in Guangzhou, China. In 2021, the Company established its European headquarters in Amsterdam, along with other dedicated offices in Copenhagen, Munich, Oslo, and Stockholm.The Company’s Smart EVs are mainly manufactured at its plant in Zhaoqing and Guangzhou,Guangdong province.

For more information, please visit https://heyxpeng.com.

Industry
Automotive & Mobility
Company Size
1,001-5,000 employees
Headquarters
Guangzhou, CN
Year Founded
2014
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