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Professional

Team delivery & technical communication

Ship as a team, keep an AI-use log, write runbooks and defend decisions orally.

Target proficiency: Applied

Course outcomes

  • AIN 401 CO6

    Collaborate in a team to ship, operate and present an AI-native product with runbook, AI-use log and individual oral defence.

  • AI 101 CO6

    Collaborate in a team to plan, build, test and present an AI app and reflect on individual learning.

  • MST 502 CO6

    Demonstrate Advanced, Autonomous & Mastery competence: complete the Day 76–90 builds, explain the underlying theory, and defend the phase artefact under live questioning.

  • MST 503 CO4

    Demonstrate Mastery & Scale competence: complete the Day 22–30 builds, explain the underlying theory, and defend the phase artefact under live questioning.

  • MST 505 CO6

    Demonstrate Production, Security, Governance & Mastery competence: complete the Day 76–90 builds, explain the underlying theory, and defend the phase artefact under live questioning.

  • MST 506 CO2

    Demonstrate Vector Databases & Retrieval Engineering competence: complete the Day 16–30 builds, explain the underlying theory, and defend the phase artefact under live questioning.

  • MST 506 CO3

    Demonstrate Knowledge Graphs, Ontologies & GraphRAG competence: complete the Day 31–45 builds, explain the underlying theory, and defend the phase artefact under live questioning.

  • MST 506 CO6

    Demonstrate Agentic Retrieval, Scale & Mastery competence: complete the Day 76–90 builds, explain the underlying theory, and defend the phase artefact under live questioning.

  • MST 507 CO6

    Demonstrate Autonomous Loops, Optimization & Mastery competence: complete the Day 76–90 builds, explain the underlying theory, and defend the phase artefact under live questioning.

  • MST 508 CO1

    Demonstrate Foundations & Theory competence: complete the Day 1–15 builds, explain the underlying theory, and defend the phase artefact under live questioning.

  • MST 508 CO2

    Demonstrate Core LLM Engineering competence: complete the Day 16–30 builds, explain the underlying theory, and defend the phase artefact under live questioning.

  • MST 508 CO3

    Demonstrate Retrieval, RAG & Agents competence: complete the Day 31–45 builds, explain the underlying theory, and defend the phase artefact under live questioning.

  • MST 508 CO4

    Demonstrate Evaluation & Observability competence: complete the Day 46–60 builds, explain the underlying theory, and defend the phase artefact under live questioning.

  • MST 508 CO5

    Demonstrate Serving, Fine-tuning & Performance competence: complete the Day 61–75 builds, explain the underlying theory, and defend the phase artefact under live questioning.

  • MST 508 CO6

    Demonstrate Production LLMOps, Security & Mastery competence: complete the Day 76–90 builds, explain the underlying theory, and defend the phase artefact under live questioning.

Taught in weeks & phases

Textbook chapters