AINS graduate course

AINS6300 · AI in Threat Detection

Specialization pilot · 2026–27

Description

Supervised and unsupervised patterns for security telemetry, with emphasis on false positives and analyst workflows.

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 · Data

    • Log sources and featureization
    • Label challenges
    • Adversarial blind spots

  2. Modules 3–4 · Detection

    • Anomaly frameworks
    • Graph signals (intro)
    • Alert prioritization

  3. Modules 5–6 · Ops

    • Playbooks
    • Purple-team exercises
    • Privacy/compliance constraints