Hybrid
Sunnyvale, California, United States of America
Full time
JR-202619949
Job Description
T he Role
You will be part of a team that drives systematic and data-driven improvements to the Autonomous Vehicle software by designing, implementing, and maintaining robust processes for evaluation and validation of our AVs. To achieve this objective, we are looking for a highly motivated individual with excellent analytical skills to own end to end execution, methodology improvements and insight articulation/communication to ensure high-quality evaluation and release of our End-to-End ML Stack.
In this position, you will work closely with AI/ML Engineers, Simulation Engineers, Systems Engineers, Product Managers to identify, analyze, monitor and prioritize the most important signals to assess performance of our ML based stack leveraging simulation and on-road data and building scalable processes to evaluate compliance to our KPIs.
If you're interested in having a major impact on accelerating AV Behavioral Evaluation assessment on ML-driven autonomy through creative problem solving, let's chat!
What you’ll be doing:
- DefineanAV evaluation process that spans frominitialconception through implementation, ensuring it is applied to the release ofourend-to-end(E2E)MLstack.
- Provide hands-onimplementationofinfrastructuresolutionstoassessAVperformancefrom ELTtooling at GM from simulation andon-roaddata.
- Proactivelyscope andidentifymetrics needed to improve our evaluationworkflowsand devise paths for implementation if notavailable.
- Contribute toautomatedtriage strategiesforAVdeficienciesinan End-to-Endstackarchitectureand presentfindingstorelevantstakeholders.
- Articulate insights,summariesand recommendations toAV developersand executivesbased on continuous analysis of AV performance.
- Define andmaintainscalable processes toidentify,monitorandimproveevaluationKPIs as definition of success ofevaluation initiatives.
- Mapandarticulatelinkbetween continuous improvement processes withtheproductsafetycaseandcompliance with safety standards.
What you must have:
- StrongPython andSQLprogramming
- Strong skills inhigh qualitySW Developmentusing AI tools
- Priorknowledge and implementation of ELT pipelinesfor product quality analysis
- Experience with GitHub and Jira or equivalent tools
- Strongproblem-solvingskills - End to End ownership from problem definition to deriving the desired outcome
- Proventrack recordof analytical and systems engineering skills while dealing with complex systems and ambiguous AI functions
- Proventrack recordof root cause analysis in complex SW/HW systems
- Familiarity with analytical methods fordrivingbehavioral analysis
- Ability to creatively problem solve with limited supervision
- Motivated by a fast paced, challenging environment withhigh expectationsand quick turnarounds
- Ability to learn quickly, starting with little information and quickly becoming an expert in your domain
- Strong cross functional communication and collaboration skills
- Proven experience at communicating data driven decisions to leadership
- Passionate about robotics/AI complexities
- BS ,MS orPhD inEngineering or related discipline or equivalent combination education and experience
Bonus Points!
- Experiencewith AVs and/or Production grade robotics developmentsand AV/ADASsystems
- Experience with statistical methods forproduct evaluation and risk assessment
- Experience with developing data driven metrics
Compensation: The compensation information is a good faith estimate only. It is based on what a successful applicant might be paid in accordance with applicable state laws. The compensation may not be representative for positions located outside of New York, Colorado, California, or Washington.
- The salary range for this role: is $153,200 to $234,100. The actual base salary a successful candidate will be offered within this range will vary based on factors relevant to the position.
- Bonus Potential: An incentive pay program offers payouts based on company performance, job level, and individual performance.
- Benefits: GM offers a variety of health and wellbeing benefit programs. Benefit options include medical, dental, vision, Health Savings Account, Flexible Spending Accounts, retirement savings plan, sickness and accident benefits, life insurance, paid vacation & holidays, tuition assistance programs, employee assistance program, GM vehicle discounts and more
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