Define an AV evaluation process that spans from initial conception through implementation, ensuring it is applied to the release of our end-to-end (E2E) ML stack.
Provide hands-on implementation of infrastructure solutions to assess AV performance from ELT tooling at GM from simulation and on-road data.
Proactively scope and identify metrics needed to improve our evaluation workflows and devise paths for implementation if not available.
Contribute to automated triage strategies for AV deficiencies in an End-to-End stack architecture and present findings to relevant stakeholders.
Articulate insights, summaries and recommendations to AV developers and executives based on continuous analysis of AV performance.
Define and maintain scalable processes to identify, monitor and improve evaluation KPIs as definition of success of evaluation initiatives.
Map and articulate link between continuous improvement processes with the product safety case and compliance with safety standards.
Requirements
Strong Python and SQL programming
Prior knowledge and implementation of ELT pipelines for product quality analysis
Strong problem-solving skills - End to End ownership from problem definition to deriving the desired outcome
Passionate about robotics/AI complexities
Proven track record of analytical and systems engineering skills while dealing with complex systems and ambiguous AI functions
Proven track record of root cause analysis in complex SW/HW systems
Familiarity with analytical methods for driving behavioral analysis
Ability to creatively problem solve with limited supervision
Motivated by a fast paced, challenging environment with high expectations and quick turnarounds
Strong cross functional communication and collaboration skills
Ability to learn quickly, starting with little information and quickly becoming an expert in your domain
Proven experience at communicating data driven decisions to leadership
BS, MS or PhD in Engineering or related discipline or equivalent combination education and experience.
Benefits
Health insurance
401(k) matching
Flexible working hours
Paid time off
Remote work options
Relocation benefits
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