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Fruition Executive Search

Fruition Executive Search

Founding ML Engineer — Computer Vision (Object Detection)

San Francisco, US现场永久制全职

发布于 2026年10月20日

市场基准: 中位数 US$140,000

基于 San Francisco 的 8 个职位

此职位以 EN 发布

This is a remote position.

Founding ML Engineer — Computer Vision (Object Detection)
On behalf of an AI commerce tech startup · Remote in North America · Full-time

The build: Our client is an early-stage commerce tech company building production computer vision for precise item identification and pricing. As founding ML engineer, you'll own the identification architecture, data strategy, evaluation standards, and production serving path — end to end, from foundation models fine-tuned toward a specific catalog.

The problem is fine-grained: brand, model, edition, variant. "Close" isn't good enough.

What you'll do

  • Design and own the CV architecture for fine-grained item identification — starting from foundation vision models, fine-tuning toward the company's catalog.
  • Define what "accurate enough" means per category; build calibrated confidence scoring so the product says "we're not sure" instead of guessing.
  • Build the feedback loop between model errors and what gets labeled next, with the labeling lead.
  • Decide where to invest: broader category coverage vs. deeper accuracy on today's categories.
  • Own the serving path from research to production — latency, cost, reliability at scale.
  • Represent the model's capabilities and limits company-wide — including with investors and customers.


Requirements

What we're looking for

  • 5+ years applied CV, with at least one system shipped to production at meaningful scale.
  • Hands-on fine-grained / instance-level classification — a problem where "close" isn't good enough.
  • Fluency in PyTorch or TensorFlow; fine-tuning and deploying vision transformers or CNNs in production.
  • Evaluation frameworks for vision models — you know when a model is actually getting better.
  • Comfortable being the most senior technical voice on an open-ended problem with no playbook.
  • Strong communication — you explain trade-offs to non-technical stakeholders.

Nice to have: resale/marketplace (StockX, GOAT, Vinted, Rebag, The RealReal) or visual search (Pinterest Lens, Google Lens, Syte); active learning / human-in-the-loop pipelines; low-latency API serving at scale; first-ML-hire startup experience.



职位概览

工作类型

全职

所需技能

Applied Computer VisionFine-Grained and Instance-Level ClassificationComputer Vision Architecture DesignFine-Tuning Foundation Vision ModelsPyTorch or TensorFlowProduction Deployment of Vision ModelsVision Model Evaluation FrameworksCalibrated Confidence Scoring and Uncertainty EstimationData Strategy and Active LearningLow-Latency, Reliable Model Serving at ScaleTechnical Leadership on Open-Ended ProblemsCommunicating Technical Trade-Offs to Non-Technical Stakeholders

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Founding ML Engineer — Computer Vision (Object Detection) @ Fruition Executive Search,San Francisco | Scovai | Scovai