Senior Data Scientist, AD/ADAS
Core
Develop data strategies, models, and algorithms to improve perception and planning stacks for autonomous driving and advanced driver assist systems (AD/ADAS).
Role type
Senior Data Scientist (Autonomy/AD/ADAS)
Builds
Production software for AD/ADAS systems, data pipelines, and evaluation frameworks for machine learning models.
Domain
Automotive, Autonomous Driving, AI/ML
Deliverable
production ML models
Required skills
Deep learning, statistical analysis, mathematical modeling, data curation, evaluation metrics, Python, cloud platform services, database management
Preferred skills
Temporal/sequential and spatial data analysis, perception technologies (computer vision), data annotation rule design, infrastructure management (Docker, Kubernetes), behavior prediction, imitation learning, reinforcement learning
Technologies
Python, numpy, scipy, scikit-learn, pandas, AWS, GCP, Azure, Docker, Kubernetes, Jenkins, GitHub Actions
Responsibilities
Develop data strategies for collecting, sampling, labeling, and leveraging large-scale data from fleet, test vehicles, and simulators; Lead data-related activities across the autonomy team and collaborate with stakeholders; Analyze large-scale data to propose technical solutions for model improvement; Develop evaluation frameworks and metrics to assess planner performance; Design and improve scalable data pipelines and automation for ML; Enhance team capabilities by leading initiatives and mentoring members.
Seniority
Senior, hands-on IC with mentorship responsibilities
