3 дня назад
Computer Vision Engineer (AI)
220 000 - 250 000$
Мэтч & Сопровод
Для мэтча с этой вакансией нужен Plus
Описание вакансии
Текст:
TL;DR
Computer Vision Engineer (AI) (Computer Vision, PyTorch, MLOps): Building computer vision and agentic systems that identify and quantify food scraps for commercial kitchen operations with an accent on segmentation, classification, mass estimation, and edge model optimization. Focus on designing evaluation harnesses, creating ground-truth workflows, curating customer-specific datasets, and analyzing failure cases across challenging food and kitchen environments.
Location: San Bruno, California, United States
Salary: $220,000–$250,000 per year, excluding benefits and potential equity.
Company
develops waste prevention technology and smart systems that transform food scraps into valuable resources for homes, businesses, and municipalities.
What you will do
- Train and evaluate segmentation, classification, detection, tracking, and mass-estimation models for the commercial food-waste camera pipeline.
- Fine-tune ConvNets and VLMs, prompt foundation models, and optimize models for edge production performance.
- Build cloud-side evaluation harnesses, MLOps pipelines, model lineage tracking, and deployment workflows.
- Create and curate datasets for different customers, food types, kitchen environments, and deployment configurations.
- Analyze failures caused by unfamiliar food classes, lighting, clutter, and novel environments, then drive modeling and data improvements.
- Develop annotation tooling and foundation-model-assisted ground-truth generation workflows while collaborating with MLOps and edge engineers.
Requirements
- Strong computer vision and deep learning fundamentals, including segmentation, detection, classification, and tracking.
- Practical experience with VLMs, LLMs, foundation models, agentic systems, and classical deep learning.
- Experience designing rigorous evaluation metrics and harnesses and using results to guide product decisions.
- Experience taking ML models to production, including managing drift, edge cases, and latency budgets.
- Strong software skills in Python, PyTorch, and OpenCV, plus experience with LLM or agent frameworks.
- Clear technical communication and experience making evidence-based build-versus-buy or tooling decisions.
Nice to have
- Video understanding experience, including temporal consistency, tracking, and video segmentation.
- Experience with MLOps tools such as Weights & Biases, MLflow, SageMaker, or ClearML.
- Hardware or IoT product experience, especially computer vision and cameras for embedded systems.
Culture & Benefits
- Work on a mission-driven product focused on food waste reduction and sustainability.
- Join a small team in a hands-on individual contributor role with ownership of modeling and training infrastructure.
- Benefits and a potential equity grant are provided in addition to the base salary.
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