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AI-510 AI & Data

AI & GenAI Engineering — Flagship Capstone Program

Our flagship end-to-end journey: pandas to production in 31 days, with the trainer building a real AI helpdesk live — one increment every day — while learners watch accuracy climb from classical baseline to fine-tuned transformer on the same data split. Certified via 15 rotating capstone briefs on a fixed rubric with fresh datasets every cohort.

B5Advanced
6modules
42skill atoms
4role journeys
Curriculum

What this course covers.

6 modules, 42 named skill atoms. Expand any module to see them.

1Weeks 1: Data & GenAI Core7 skill atoms
pandas masteryFastAPI+Azure OpenAIcognitive APIsLangChainSQL feature extractionprompt engineering drillsseeded helpdesk corpus
2Week 2: Agents, RAG & MCP7 skill atoms
multi-agent labsRAG+citationsMCP chainsGPU engineeringchunking comparisontool permissioninggrounding % gate
3Weeks 3–4: ML → Deep Learning7 skill atoms
sklearnbackpropPyTorch MLPCNN/RNNmetrics disciplineleakage huntingtemporal CV
4Week 5: Transformers & Fine-Tuning7 skill atoms
transformer internalsHF fine-tuningquantizationQLoRAattention by handbeat-the-API duelcost-per-request verdict
5Week 6: Assistants & ModelOps7 skill atoms
chat-assistant capstoneeval harnessregistry+rollbackdeploymentFastAPI serviceobservability tracesload test to a p95 target
6Golden Thread Throughout7 skill atoms
daily live buildaccuracy laddergit-tag recoverywow demosone increment per dayreproducible seedsrotating capstone briefs
Where it fits

AI-510 in the role journeys.

This course appears in 4 of our 45 role journeys. Here is what a learner takes immediately before and after it in each.

AI / ML Engineer

Capstone stage
AI-218AI-510AI-213

GenAI / LLM Engineer

Capstone stage
AI-312AI-510AI-213

Agentic AI Engineer

Capstone stage
SEC-502AI-510AI-313

Data Scientist

Capstone stage
AI-311AI-510journey 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-510 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