Bridget Toomey is a Principal AI/ML Engineer with nine years of experience building production-ready machine learning systems across computer vision, generative modeling, language models, tabular data, and time series. Currently based in Boulder, she applies generative AI to architectural design at ICON and has led clinically focused ML work at Clairity and Piction Health, where her models improved cancer risk prediction and virtual dermatology workflows. Bridget blends rigorous mathematical training with practical engineering—automating data annotation, experiment tracking, and hyperparameter tuning to accelerate team productivity and model reliability. She has a track record of being the sole or one of very few ML engineers in startups, taking end-to-end ownership from model design to deployment and loss-to-followup modeling. Beyond technical depth, she emphasizes empathetic, user-centered AI that improves human health and flourishing. Her background in academia and industry gives her a knack for translating complex research ideas into pragmatic, auditable solutions.
10 years of coding experience
10 years of employment as a software developer
Bachelor’s Degree Mathematics, Bachelor’s Degree Mathematics at Grinnell College
Deep learning nanodegree Deep learning, Deep learning nanodegree Deep learning at Udacity
Master’s Degree Mathematics, Master’s Degree Mathematics at University of Miami
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