シニアデータサイエンティスト・Perception
Core
Designing data strategy and building scalable data pipelines to improve machine learning models for perception stacks in AD/ADAS systems.
Role type
Senior IC machine-learning engineer (perception)
Builds
Perception software stacks for autonomous driving and advanced driver-assistance systems
Domain
Automotive, Autonomous Driving, Computer Vision
Deliverable
production ML models
Required skills
Deep learning, statistical analysis, mathematical modeling, Python (numpy, scipy, scikit-learn, pandas), database management, cloud platform services (AWS, GCP, Azure), software development
Preferred skills
Large-scale database analysis, camera image processing, data annotation rule design, infrastructure management (Docker, Kubernetes, Jenkins, GitHub Actions), automotive industry experience
Technologies
Python, numpy, scipy, scikit-learn, pandas, AWS, GCP, Azure, Docker, Kubernetes, Jenkins, GitHub Actions
Responsibilities
Collect, sample, label, and manage massive datasets from market, test vehicles, and simulators to enhance perception model performance
Seniority
Senior, hands-on IC
