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Principal Machine Learning Engineer Reconstruction Quantitative Imaging

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Description

You will build machine-learning components that improve reconstruction quality, speed, robustness, and quantitative accuracy. You will define training and evaluation pipelines, datasets, and metrics; productionize models with monitoring and safe fallbacks; develop hybrid physics-informed algorithms; and create tools for experimentation and algorithm verification.

Responsibilities

  • Build ML components for medical image reconstruction
  • Define training and evaluation pipelines, datasets, and metrics
  • Productionize models with performant inference, reproducibility, monitoring, and safe fallbacks
  • Develop hybrid algorithms using physics and learned priors
  • Build tools for rapid experimentation and rigorous algorithm verification

Requirements

  • Applied machine learning
  • Signal processing, imaging, or an adjacent domain
  • Research prototyping and production-quality system development
  • Model evaluation, ablation, data leakage avoidance, and reproducibility
  • Machine learning for physics-based or inverse problems

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