Senior ML Engineer (Model Compression)
Мэтч & Сопровод
Для мэтча с этой вакансией нужен Plus
Описание вакансии
TL;DR
Senior ML Engineer (Model Compression): Developing and iterating on quantization and compression strategies for AV models with an accent on numerical robustness, safety, and low-latency deployment. Focus on advancing numerical sensitivity analyses, building automated low-precision deployment flows, and bridging the gap between SOTA research and safety-constrained automotive hardware.
Location: Remote (US). Candidates living within a specific radius of GM hubs (Austin, Mountain View, Sunnyvale) are expected to report to the office three times a week.
Salary: $128,700 – $261,300
Company
is an automotive leader working towards a world with zero crashes, zero emissions, and zero congestion.
What you will do
- Develop quantization and compression strategies for AV models targeting NVIDIA-based hardware.
- Conduct numerical sensitivity analyses to define safe compression policies per operator, layer, or block.
- Build automated tooling and connected flows to make low-precision deployments repeatable and reliable.
- Bridge the gap between state-of-the-art model compression research and safety-constrained production deployment.
- Collaborate with deployment, compiler, and Embodied AI teams to support compression-aware modeling.
Requirements
- Bachelor's degree in CS, EE, Physics, Mathematics, Data Science/ML, or a related quantitative field.
- 3+ years of industry experience in model optimization, quantization, or efficient inference.
- Strong proficiency in PyTorch and experience with graph-level representations (PyTorch FX, ONNX).
- Solid background in numerical linear algebra and optimization (conditioning, Jacobians, Hessians).
- Must be based in the United States.
Nice to have
- Master's or PhD degree in related quantitative fields.
- Deep experience with PTQ, QAT, and frameworks like PT2E, ModelOpt, or torchao.
- Knowledge of advanced algorithms such as GPTQ, AWQ, SmoothQuant, QuIP, or SparseGPT.
- Experience with perception or transformer-based models (BEV backbones, detection/segmentation) in AV/ADAS.
- Experience with edge deployment on automotive SoCs or robotics platforms.
Culture & Benefits
- Comprehensive medical, dental, and vision insurance.
- Health Savings Account (HSA) and Flexible Spending Accounts (FSA).
- Retirement savings plan and life insurance.
- Paid vacation, holidays, and sickness benefits.
- Tuition assistance programs and employee assistance program.
- GM vehicle discounts.
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