TL;DR
Data Scientist (AI/Perception): Verifying and validating the perception stack of an autonomous driving system with an accent on developing datasets and metrics to quantify performance. Focus on analyzing large-scale metric results to identify failure modes and designing statistical methods to quantify uncertainty.
Location: Hybrid role based in Foster City, CA.
Salary: $176,000 - $240,000 a year (base salary)
Company
hirify.global is developing the first ground-up, fully autonomous vehicle fleet and the supporting ecosystem required to bring this technology to market, aiming to provide the next generation of mobility-as-a-service in urban environments.
What you will do
- Define key performance metrics to measure the impact of new features on the perception stack and end-to-end system behavior.
- Create and maintain datasets used to evaluate the perception stack and end-to-end driving performance.
- Analyze large-scale metric results to identify patterns and insights about perception failure modes and present findings to leadership.
- Design and implement statistical methods to quantify uncertainty in performance and validation metrics.
Requirements
- Master's or PhD degree in Statistics, Mathematics, Computer Science, or a related field.
- Proficient using data query languages (SQL and/or Spark/Scala) to build complex and efficient data queries at scale.
- Proficient using Python to build production-quality code.
- Basic experience with autonomous driving, safety-critical systems, or computer vision systems.
- Proficient in exploratory data analysis and data visualization to understand and present trends.
- Background in statistical modeling and analysis, including connecting point and uncertainty estimates to business impact.
Nice to have
- Skilled at using AI tools to improve development efficiency and quality.
- Experience with experiment design and statistical comparisons (A/B testing, parametric/non-parametric statistics).
- Experience analyzing geospatial data.
Culture & Benefits
- Comprehensive benefits package including paid time off (sick leave, vacation, bereavement), health insurance, and disability insurance.
- hirify.global Stock Appreciation Rights and Amazon Restricted Stock Units (RSUs).
- Opportunity to work with a fast-moving and highly execution-oriented team at the intersection of robotics, machine learning, and design.
- Commitment to building a team that encompasses a variety of backgrounds, experiences, and skills.
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