Senior Data Scientist, Systems Performance
Pittsburgh, Pennsylvania, United States
R
USD 149K-198K Senior-level Full Time
Tasks
- Build self service model for developers to understand change impact
- Collaborate with Functional Safety and Systems Engineering teams on safety metric mapping
- Create scenario generation from disengagements and edge cases for simulation catalog
- Develop new metrics and investigate anomalies in simulation and on road data
- Develop statistical analysis methods for AV performance data
- Drive performance analysis using statistical methods for simulation and on road data
- Establish correlation between on-road and simulation data
- Identify edge cases and coverage gaps using fleet and evaluation data
- Introduce machine learning methods for performance evaluation
- Lead development of evaluation methodologies and metrics for autonomous systems
- Mentor collaborators and promote data aware decision making
- Monitor reliability of evaluation metrics and performance data over time
Perks/Benefits
- 401k match
- Dental insurance
- Health savings account
- Life insurance
- Medical insurance
- Pet insurance
- Vision insurance
Skills/Tech-stack
AWS | Adversarial Scenario Generation | Causal analysis | Data Analysis | Deep learning | Distributed Computing | Hypothesis Testing | Machine Learning | Probabilistic Machine Learning | Python | SQL | Scenario generation | Series modeling | Simulation | Statistical Analysis | Time Series | Time Series Modeling | Transformers | Uncertainty Quantification
Education
Roles
Regions
Countries
States
Cities
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