обновлено 4 часа назад
Senior Data Scientist (Autonomous Driving)
209 700 - 240 000$
Мэтч & Сопровод
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Описание вакансии
Текст:
TL;DR
Senior Data Scientist (Autonomous Driving): Analyzing simulation, offline evaluation, and on-road testing data to improve autonomous-driving model evaluation and release decisions with an accent on statistical experimentation, performance metrics, and test coverage. Focus on investigating model behavior, identifying gaps between offline and on-road results, and building durable measurement workflows for weekly model releases.
Location: Sunnyvale, California, USA; hybrid working model with in-person collaboration in offices and remote work.
Salary: $209.7K–$240K annually.
Company
is building an AI platform for autonomous driving that enables vehicles to learn from real-world experience and adapt across vehicle platforms and operating environments.
What you will do
- Lead analysis of model and autonomous-vehicle performance data from simulations, offline evaluations, and on-road testing.
- Investigate release-test findings and determine whether offline tests should have identified the issues.
- Improve driving-performance metrics, test coverage, scoring logic, and evaluation workflows.
- Apply statistical methods to experiments and provide data-driven recommendations for promoting new driving models.
- Partner with Data Science, Validation, Product, and OEM stakeholders on evaluation methods, ground truth, and quality investigations.
- Document findings and implement durable improvements within a weekly model-release cadence.
Requirements
- Strong analytical and investigative skills, with the ability to produce evidence-backed conclusions from ambiguous problems.
- Hands-on experience with ML evaluation data, driving-performance metrics, or complex test results at scale.
- Experience with A/B testing and experimentation, including confidence intervals, distributions, and sampling.
- Proficiency in Python or SQL and experience querying and analyzing large datasets.
- Ability to work autonomously, prioritize investigations, and communicate actionable recommendations to technical and non-technical audiences.
- Experience in autonomous driving, robotics, safety-critical ML systems, simulation-based testing, or evaluation methodology is beneficial.
Culture & Benefits
- Hybrid work with core hours and opportunities to work hands-on in vehicle workshops and labs.
- Market-benchmarked salaries, meaningful equity, and learning and development budgets.
- Comprehensive health, dental, retirement or pension, wellbeing, and family-leave benefits where applicable.
- Relocation support and visa sponsorship are available where applicable.
- Fast-moving environment with significant ownership in shaping processes and workflows.
Hiring process
- Initial recruiter call lasting approximately 30 minutes.
- Competency interviews, including a hiring-manager interview and SQL or Python programming interview.
- Quantitative-domain and metrics-design technical interviews, followed by a final leadership interview.
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