AINS graduate course

AINS6100 · AI in Medical Imaging

Specialization pilot · 2026–27

Description

Imaging modalities, annotation quality, and model evaluation under clinical constraints—without offering medical advice.

Course shells on the Castalia LMS are provisioned per license; this link opens the LMS to explore the guest demo or landing experience.

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Syllabus outline

  1. Modules 1–2 · Imaging stack

    • DICOM basics
    • Preprocessing and augmentation
    • Reader studies

  2. Modules 3–4 · Models

    • Segmentation/detection framing
    • Uncertainty and calibration
    • External validation

  3. Modules 5–6 · Translation

    • Workflow fit
    • Regulatory touchpoints (survey)
    • Deployment guardrails