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AI-403 AI & Data

ModelOps Factory: Multi-Model Release Engineering

Run one release pipeline across heterogeneous model classes — classical, deep learning and LLM — with shared promotion gates, rollback, and load testing. Capstone recreates our ModelOps Factory brief: three model classes through one pipeline with a live rollback demo.

B5Advanced
5modules
31skill atoms
1role journey
Curriculum

What this course covers.

5 modules, 31 named skill atoms. Expand any module to see them.

1One Pipeline, Many Brains6 skill atoms
abstraction over model classescontractscommon predict interfaceartifact packaging standardmetadata schemaper-class eval plugin
2Promotion Gates6 skill atoms
eval thresholdssign-off workflowautomated quality floorfairness & safety checksperformance budgetapprover roles
3Rollback Engineering7 skill atoms
registry designinstant revertstate safetyimmutable versionstraffic pointer swapfeature-store compatibilityrollback rehearsal cadence
4Load Testing Releases6 skill atoms
k6 gatescapacity evidencebaseline vs candidate throughputp95 under target concurrencyresource saturationpass/fail gate wiring
5Factory Capstone6 skill atoms
3 model classes shippedrollback demonstratedsklearn, PyTorch & LLM endpointsone promotion pipelinetimed revert drillevidence pack
Where it fits

AI-403 in a role journey.

This course appears in 1 of our 45 role journeys. Here is what a learner takes immediately before and after it in each.

MLOps / LLMOps Engineer

Capstone stage
AI-220AI-403journey complete

Roles this course serves

The capability ladder

This course is authored to band B5.

Every course we run is written to one rung of the CASI ladder, so a plan can be assembled to take a team from where they are to where they need to be.

What do B1–B6 mean?The CASI Capability Ladder — click to expand

Every course targets a band on the CASI Capability Ladder — our six-band proficiency scale, anchored to open standards (O*NET, ESCO, NICE, NIST AI RMF, Bloom's). A band tells you how deep a course goes, and what evidence proves it.

What the learner can doTypical evidence
B1
AwareUnderstands concepts and vocabulary; uses tools with guidance
Knowledge checks
B2
FoundationPerforms standard tasks correctly in familiar contexts
Guided labs, autograded exercises
B3
PractitionerDelivers complete pieces of work independently
Scenario labs, proctored hands-on exams
B4
ProfessionalHandles production-grade complexity, trade-offs and failure modes
Break-fix drills, design defenses
B5
AdvancedEngineers systems end-to-end under constraints; leads others
Rubric-scored capstones, vivas
B6
ExpertSets direction; recognised authority across teams
Portfolio + panel evaluation

A note on B6. Courses in this catalog target B1–B5. B6 is not taught — it is recognised, through a portfolio and a panel, once someone is setting direction for others. Every journey here is built to land a learner at B5.

Next step

Run AI-403 for your team.

This course runs at several lengths depending on how deep you need to go and how much of it your people already have. Tell us who is being trained and we will scope it.

Add it to a training plan Talk to our team Check your team’s level free