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NVIDIA-Certified Associate - Generative AI Multimodal (NCA-GENM)

Exam Overview

Entry-level certification for developers contributing to multimodal generative AI (text, image and audio): model development, programming and quality assurance. NVIDIA's code for this exam is NCA-GENM; this guide called it "NCA-MMGA" until 2026-10-22.

Exam code: NCA-GENM
Duration: 1 hour
Questions: 50-60 multiple choice
Cost: $125 USD
Level: Associate
Validity: 2 years from issuance; recertify by retaking the exam
Delivery: Online, remotely proctored; needs a Certiverse account
Prerequisites: A basic understanding of generative AI
Passing score: Not published

Exam Blueprint

Topic Weight Where in this guide
Core Machine Learning and AI Knowledge 20% 01 Multimodal fundamentals
Data Analysis 10% Not covered in the notes yet
Experimentation 25% 02 Image and video generation, 03 Text and speech
Multimodal Data 15% 01 Multimodal fundamentals
Performance Optimization 10% 04 NVIDIA tools
Software Development 15% 04 NVIDIA tools
Trustworthy AI 5% 04 NVIDIA tools (best practices)

Blueprint updated 2026-10-22 from NVIDIA's exam page (checked 2026-10-22). The notes below were written in May 2026 against an earlier domain list that NVIDIA no longer publishes, so they do not yet map one-to-one onto these topics; topics marked "not covered" need outside study.

Career Benefits

Job Opportunities

  • Multimodal AI Developer
  • AI Application Engineer
  • Computer Vision Engineer
  • Speech AI Developer
  • AI Solutions Architect