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Machine Learning Engineer (Physics-based)

Root Access · New York City

Machine Learning Engineer (Physics-based) is open at Root Access in New York City. The posting gives no salary; similar roles in the United States advertise a median of $194K. Posted on Oct 12, 2026, and still on Root Access’s careers page when we last checked, on Nov 14, 2026.

About the role

Build and scale automated workflows for electrical, thermal, and electromagnetic simulations. - Develop surrogate models that approximate physics simulations with faster inference. - Create training datasets from simulations and hardware measurements. - Incorporate physical constraints and engineering knowledge into model architectures, training, and evaluation. - Validate model predictions against established…

The opening lines of the posting. The rest is on Root Access’s careers page.

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