обновлено 6 дней назад
Senior ML Engineer (Embodied AI Scaling Foundations)
159 300 - 230 700$
Мэтч & Сопровод
Для мэтча с этой вакансией нужен Plus
Описание вакансии
Текст:
TL;DR
Senior ML Engineer (Embodied AI Scaling Foundations) (Embodied AI/autonomous driving): Developing data-centric AI solutions, training recipes, and evaluation systems that improve safe autonomous driving behavior using real and synthetic data with an accent on data curation, foundation-model training, and large-scale experimentation. Focus on discovering high-value driving scenarios, tracing model failures to their data causes, and scaling multi-GPU and multi-node training for deployment in onboard driving systems.
Location: Remote or hybrid, associated with Sunnyvale, California, United States
Salary: $159,300–$230,700 annually, plus bonus potential
Company
develops vehicles and autonomous driving systems focused on zero crashes, zero emissions, and zero congestion.
What you will do
- Design experiments connecting dataset composition, sampling strategies, curricula, and scaling laws to autonomous driving model behavior.
- Apply self-supervised pre-training, imitation learning, reinforcement learning, and foundation-model fine-tuning to driving behavior, trajectory generation, and perception.
- Build data curation and mining methods, including auto-labeling, deduplication, uncertainty estimation, and long-tail scenario discovery.
- Define offline metrics that predict on-road behavior and use evaluation evidence to guide model and data decisions.
- Train models across large multi-GPU and multi-node datasets and collaborate on the required pipelines and tooling.
- Bring models into onboard driving systems, investigate failures, and document technical learnings and best practices.
Requirements
- Master's or PhD in Computer Science, Robotics, Machine Learning, or a related field.
- Strong machine learning fundamentals and the ability to design experiments, select baselines, interpret ablations, and distinguish signal from noise.
- Proficiency in Python and PyTorch, with experience training models on large datasets.
- Hands-on experience with data-centric machine learning, including curation, sampling, labeling, or evaluation of large training sets.
- Working knowledge of foundation-model pre-training, fine-tuning, and alignment, plus strong data analysis skills with NumPy, Pandas, SQL, or Spark.
- Ability to deliver applied machine learning results under real-world constraints and communicate findings clearly to technical and non-technical audiences.
Nice to have
- PhD, publications, or open-source contributions in representation learning, multimodal or vision-language models, generative models, reinforcement learning, or data-centric machine learning.
- Experience with robotics, autonomous driving, embodied AI, synthetic or simulation data, sim-to-real transfer, or production machine learning deployment.
Culture & Benefits
- Work with large-scale real-world fleet data and synthetic simulation data for autonomous driving.
- Opportunity to investigate open research questions in embodied driving data and scaling laws, with support for publishing findings.
- Health, dental, vision, HSA, FSA, retirement savings, life insurance, paid vacation and holidays, tuition assistance, and employee assistance programs.
- GM vehicle discounts and potential relocation benefits.
Hiring process
- A role-related assessment and pre-employment screening may be required where applicable.
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