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Production Engineering Track

LLMOps: Evaluation, Observability and Production Reliability

Turn probabilistic AI behavior into release evidence with representative datasets, calibrated graders, privacy-aware traces, semantic SLOs, controlled canaries, rollback, and incident operations.

Beginner Engineer to Architect
About 120 min · 3 labs
45 authored sections

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A useful preview, not a teaser

Read these complete sections to judge the technical depth, teaching style, and architecture standard before buying.

Preview 1

Course Contract: What You Will Be Able to Operate

A prototype demonstrates possibility. LLMOps creates repeatable evidence that a changing system remains fit for production.

Preview 2

Understand LLMOps as a Closed Evidence Loop

The job is not to monitor a model. It is to control a product whose behavior depends on several changing systems.

Preview 3

Design an Evaluation Platform With Reproducible Boundaries

Separate case management, execution, grading, decision policy, and evidence storage so each can evolve without erasing lineage.

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Complete curriculum

45 sections · 4 parts + reliability studio

Course orientation

  1. Course ContractFree

Part 1 · Define the Discipline

  1. LLMOps Mental ModelFree
  2. LifecycleCourse Pass
  3. Behavior VersioningCourse Pass

Part 2 · Build Evaluation

  1. Evaluation ContractCourse Pass
  2. Evaluation DatasetCourse Pass
  3. Sampling StrategyCourse Pass
  4. Annotation and RubricsCourse Pass
  5. Metric PortfolioCourse Pass
  6. RAG EvaluationCourse Pass
  7. Agent EvaluationCourse Pass
  8. Judge CalibrationCourse Pass
  9. Statistical ConfidenceCourse Pass
  10. Slice AnalysisCourse Pass
  11. Evaluation ArchitectureFree
  12. Test LayersCourse Pass
  13. Evaluation Data LifecycleCourse Pass
  14. Evaluation EconomicsCourse Pass

Part 3 · Observe Production

  1. Observability ModelCourse Pass
  2. Telemetry ArchitectureCourse Pass
  3. Trace SchemaCourse Pass
  4. Privacy and RedactionCourse Pass
  5. Trace SamplingCourse Pass
  6. Semantic SLOsCourse Pass
  7. Drift and DecayCourse Pass
  8. Dashboards and AlertsCourse Pass
  9. Cost and CapacityCourse Pass
  10. Continuous EvaluationCourse Pass

Part 4 · Release and Recover

  1. Promotion PipelineCourse Pass
  2. Shadow TestingCourse Pass
  3. Canary and ExperimentsCourse Pass
  4. Rollback DesignCourse Pass
  5. Semantic IncidentsCourse Pass
  6. Provider ChangeCourse Pass
  7. GovernanceCourse Pass
  8. Build or BuyCourse Pass
  9. Multi-tenant OperationsCourse Pass
  10. Regional OperationsCourse Pass
  11. Worked CaseCourse Pass
  12. Architect CapstoneCourse Pass

Reliability Studio

  1. Release Evaluator LabCourse Pass
  2. Trace Policy LabCourse Pass
  3. Canary Controller LabCourse Pass
  4. Assessment and InterviewCourse Pass
  5. ReferencesCourse Pass