Data Scientist - Perception Verification and Validation
Core
Develop datasets and metrics to quantify the performance of an autonomous driving perception stack and validate end-to-end system behavior.
Role type
Senior IC data scientist (perception verification and validation)
Builds
Datasets, performance metrics, and statistical validation frameworks for autonomous driving perception systems
Domain
Autonomous driving, computer vision, safety-critical systems
Deliverable
production ML models | dashboards & analysis
Required skills
SQL, Spark/Scala, Python, exploratory data analysis (EDA), data visualization, statistical modeling, uncertainty quantification
Preferred skills
AI tooling, experiment design (A/B testing), geospatial data analysis
Responsibilities
Define key performance metrics for perception stack and end-to-end system behavior; Create and maintain datasets for evaluating perception stack and driving performance; Analyze large-scale metric results to identify perception failure modes; Design and implement statistical methods to quantify uncertainty in performance and validation metrics
Seniority
Senior, hands-on IC
