AINS graduate course

AINS6008 · AI Project Management & Deployment

Core sequence · catalog 2026–27

Description

Delivery practices for AI initiatives: scoping, milestones, MLOps handoffs, and operating models across academic and industry partners.

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Syllabus outline

  1. Modules 1–2 · Scoping

    • Problem framing and success metrics
    • Data readiness assessments
    • Stakeholder maps

  2. Modules 3–4 · Delivery

    • Roadmaps and milestone gates
    • Model risk tiers
    • Documentation packages

  3. Modules 5–6 · Operations

    • Release and rollback
    • Monitoring and SLAs
    • Team rituals and retrospectives