Operations
LLMOps observability & SLOs
Trace, monitor and deploy AI systems safely against cost and latency SLOs.
Target proficiency: Applied
Course outcomes
- AIN 401 CO4
Evaluate AI systems with golden sets, calibrated LLM-as-judge, cost/latency metrics and CI regression gates, and justify engineering decisions with evidence.
- 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.
- MST 501 CO5
Demonstrate Evaluation, Observability & Security competence: complete the Day 61–75 builds, explain the underlying theory, and defend the phase artefact under live questioning.
- MST 502 CO4
Demonstrate Evaluation & Observability competence: complete the Day 46–60 builds, explain the underlying theory, and defend the phase artefact under live questioning.
- MST 505 CO5
Demonstrate Evaluation, Caching, Multimodal & Observability competence: complete the Day 61–75 builds, explain the underlying theory, and defend the phase artefact under live questioning.
- MST 506 CO4
Demonstrate Evaluation, Observability & Retrieval Quality competence: complete the Day 46–60 builds, explain the underlying theory, and defend the phase artefact under live questioning.
- MST 507 CO4
Demonstrate Evaluation, Observability & the Verifier competence: complete the Day 46–60 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.
Taught in weeks & phases
- AIN 401 · Week 12 — LLMOps: Observability, Cost & Latency SLOs, Deployment
- MST 501 · Phase 5 — Evaluation, Observability & Security
- MST 502 · Phase 4 — Evaluation & Observability
- MST 505 · Phase 5 — Evaluation, Caching, Multimodal & Observability
- MST 506 · Phase 4 — Evaluation, Observability & Retrieval Quality
- MST 507 · Phase 4 — Evaluation, Observability & the Verifier
- MST 508 · Phase 4 — Evaluation & Observability