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Segment Care image labels; shape active-learning loops and QC. Productionize models with PyTorch, Docker/Kubernetes, and AWS/SageMaker Prepares manuscripts for publications. Ensure all members of the lab
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fairness and skin-tone–aware pipelines (Fitzpatrick spectrum robustness, augmentation, bias audits). Partner with annotation teams using Encord (video) and our Segment Care image labels; shape active
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