自动驾驶数据闭环产品经理_XC
Core
Design and iterate end-to-end autonomous driving data loop products covering data collection, retrieval, mining, labeling, quality assurance, and delivery to support model training and evaluation.
Role type
Product Manager, Autonomous Driving Data Loop
Builds
Data loop platform enabling data retrieval, asset management, automated labeling, production workflows, and dataset delivery for perception, prediction, and planning models.
Domain
Autonomous Driving / AI / Data Engineering
Deliverable
production ML models
Required skills
Product roadmap planning, PRD creation, data requirement analysis, ontology design, data quality metrics definition, cross-functional team coordination, SQL/Python for data analysis, understanding of sensor data (Camera/LiDAR/Radar), data mining, and automated labeling.
Preferred skills
Experience with Data Engine/Data Flywheel, synthetic data generation, VLM/Foundation Models, MLOps platforms, 3DGS, and simulation environments.
Technologies
SQL, Python, VLM, Foundation Models, 3DGS, Synthetic Data, Data Lake, Data Warehouse
Responsibilities
Define data requirements and corner cases for perception and planning models; design data tagging and ontology systems; build and manage dataset versions; establish data production and efficiency metrics; coordinate with algorithm and engineering teams to close the loop from model issues to data delivery; track industry trends in data loops and synthetic data.
Seniority
Mid-Senior, hands-on IC
