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Applied AI Systems Track

Multimodal AI Engineering

Engineer production systems across images, documents, audio, and video with evidence provenance, multimodal RAG, fusion, accessibility, evaluation, security, cost control, and incident-ready operations.

Beginner Engineer to AI Architect
About 125 min · 3 labs
44 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: Engineer Evidence, Not a Vision Demo

A model that accepts an image is not yet a multimodal product.

Preview 2

Begin With Evidence, Not Modality

The product question determines which signal matters.

Preview 3

Production Multimodal AI Architecture Around Trust Boundaries

Media crosses more boundaries than text, and every transformation can change what the system knows.

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Complete curriculum

44 sections · 4 parts + engineering studio

Course orientation

  1. Course ContractFree

Part 1 · Multimodal Foundations

  1. Evidence FirstFree
  2. Modality MapCourse Pass
  3. Representation and FusionCourse Pass
  4. Capability BoundaryCourse Pass
  5. ImagesCourse Pass
  6. DocumentsCourse Pass
  7. AudioCourse Pass
  8. VideoCourse Pass
  9. Generated MediaCourse Pass

Part 2 · Build the System

  1. Reference ArchitectureFree
  2. Media IntakeCourse Pass
  3. PreprocessingCourse Pass
  4. Resolution and SamplingCourse Pass
  5. Prompt CompositionCourse Pass
  6. Output ContractsCourse Pass
  7. Evidence and ProvenanceCourse Pass
  8. Multimodal RAGCourse Pass
  9. Cross-modal RetrievalCourse Pass
  10. Conflicting EvidenceCourse Pass
  11. Tools and WorkflowsCourse Pass
  12. Realtime SystemsCourse Pass
  13. AccessibilityCourse Pass

Part 3 · Production Engineering

  1. Evaluation StrategyCourse Pass
  2. Evaluation DataCourse Pass
  3. Metrics and SlicesCourse Pass
  4. SafetyCourse Pass
  5. Media InjectionCourse Pass
  6. PrivacyCourse Pass
  7. ObservabilityCourse Pass
  8. Capacity and CostCourse Pass
  9. CachingCourse Pass
  10. ResilienceCourse Pass
  11. Security and LifecycleCourse Pass
  12. DeploymentCourse Pass

Part 4 · Architect the Product

  1. Worked CaseCourse Pass
  2. Incident ReviewCourse Pass
  3. CapstoneCourse Pass

Engineering Studio

  1. Budget LabCourse Pass
  2. Evidence Policy LabCourse Pass
  3. Release Gate LabCourse Pass
  4. AssessmentCourse Pass
  5. Interview QuestionsCourse Pass
  6. ReferencesCourse Pass