ML / Data Scientist, Perception
Core
Designing scalable data pipelines and strategies to collect, sample, label, and use large-scale data from market, test vehicles, and simulators to improve machine learning model performance for the perception stack of camera images deployed to millions of vehicles.
Role type
Senior IC machine-learning engineer (perception data)
Builds
Perception data pipelines and ML models for AD/ADAS systems
Domain
Autonomous driving / Computer Vision
Deliverable
production ML models
Required skills
Neural networks, Python (numpy, scipy, scikit, pandas), database management, cloud platform services (AWS, GCP, Azure), data science theory (deep learning, statistical analysis, mathematical modeling), data strategy, performance evaluation
Preferred skills
Peta-byte scale database analysis, camera image processing, data annotation rule design, infrastructure management (Docker, Kubernetes, Jenkins, GitHub Actions)
Responsibilities
Develop data strategies for collecting and using market/test/simulator data to improve perception ML models; Design and improve scalable data pipelines and automation for ML and performance evaluation; Analyze large-scale data to propose technical solutions; Lead data-related activities and enhance team capabilities
Seniority
Senior, hands-on IC
