4 дня назад
Senior Machine Learning Engineer - Perception
Мэтч & Сопровод
Для мэтча с этой вакансией нужен Plus
Описание вакансии
Текст:
TL;DR
Senior Machine Learning Engineer - Perception (Robotics/AI): Building the problem formulations, data engines, vision models, and evaluation systems that enable warehouse robots to grasp packages, with an accent on synthetic data generation, large vision models, and rigorous outcome-based evaluation. Focus on designing self-supervised and multi-task learning systems, closing perception edge cases through active learning, and producing reproducible models for production handoff.
Location: Charlestown, MA, United States; Workplace: Hybrid
Company
develops physical AI and warehouse robots that automate unloading and loading tasks across global supply chains.
What you will do
- Frame ambiguous robot picking goals as well-defined machine learning problems, including predictions, labels, rewards, losses, and success criteria.
- Own dataset strategy through synthetic scene generation, distributed cloud jobs, diversity filtering, self-supervised labeling, and active learning.
- Train and iterate on large vision backbones with task-specific heads and disciplined experimentation.
- Define offline and online evaluation metrics that predict on-robot outcomes and improve edge-case performance.
- Review code, mentor earlier-career engineers, and contribute to the perception and grasping roadmap.
- Prepare deployable models with latency budgets, exportable graphs, and reproducible artifacts for runtime integration partners.
Requirements
- 5+ years of experience in machine learning and computer vision, including ownership of models from problem statement to measured outcome.
- Experience translating product requirements into engineering tasks and explaining technical trade-offs to non-expert stakeholders.
- Hands-on experience building datasets at scale, including curation, automated quality assurance, coverage and bias analysis, and active learning.
- Strong evaluation practice with baselines, ablations, metric design, and result verification.
- Expert-level Python and PyTorch skills, plus experience with GCP or AWS, Docker, and experiment tracking tools.
- Professional experience developing and training multi-task, multi-modal, multi-view, self-supervised, outcome-based, or reward-driven models.
Culture & Benefits
- Hybrid work arrangement in Charlestown, Massachusetts.
- Work on physical AI for warehouse automation and logistics.
- Close collaboration with platform, robotics, runtime integration, and inference optimization engineers.
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