NVIDIA-Certified Associate Generative AI Multimodal Questions and Answers
200 questions organized by topic with detailed explanations
NVIDIA
NCA-GENM
200 questions
7 topics
Updated May 2026Core Machine Learning and AI Knowledge
40 questions12 easy20 medium8 hard~20% of exam
In a supervised implementation task on a generative AI project, a senior reviewer asks which action best matches the obj...In a deployment-readiness check for an AI service, a senior reviewer asks which action best matches the objective. Which...In a deployment-readiness check for an AI service, the associate must avoid a tempting neighboring-topic answer. Which r...
Data Analysis
20 questions4 easy12 medium4 hard~10% of exam
In a conversational AI task handoff, a senior reviewer asks which action best matches the objective. Which choice best m...In an associate developer planning a multimodal AI feature, the team must choose the best documented approach. Which cho...In a quality review for a multimodal model, a learner needs the clearest official-topic match. Which statement best matc...
Experimentation
50 questions12 easy26 medium12 hard~25% of exam
In a conversational AI task handoff, a senior reviewer asks which action best matches the objective. Which choice best m...In an associate developer planning a multimodal AI feature, the team must choose the best documented approach. Which cho...In a supervised implementation task on a generative AI project, the team is checking a basic study-guide fact. Which sta...
Multimodal Data
30 questions8 easy14 medium8 hard~15% of exam
In a quality review for a multimodal model, a practitioner wants the most direct documented statement. Which statement b...In a supervised implementation task on a generative AI project, a senior reviewer asks which action best matches the obj...In an associate developer planning a multimodal AI feature, several choices sound plausible and the associate wants the ...
Performance Optimization
20 questions4 easy8 medium8 hard~10% of exam
In an associate developer planning a multimodal AI feature, several choices sound plausible and the associate wants the ...In a deployment-readiness check for an AI service, the associate must avoid a tempting neighboring-topic answer. Which r...In a conversational AI task handoff, the team is troubleshooting a decision that crosses data, experimentation, and depl...
Software Development
30 questions8 easy16 medium6 hard~15% of exam
In a quality review for a multimodal model, a senior reviewer asks which action best matches the objective. Which choice...In a quality review for a multimodal model, the team is checking a basic study-guide fact. Which statement best matches ...In a model-selection discussion with senior staff, the team must choose the best documented approach. Which choice best ...
Trustworthy AI
10 questions4 easy4 medium2 hard~5% of exam
In a supervised implementation task on a generative AI project, several choices sound plausible and the associate wants ...In a conversational AI task handoff, a learner needs the clearest official-topic match. Which statement best matches eth...In a quality review for a multimodal model, a senior reviewer asks which action best matches the objective. Which choice...
All Questions
| # | Question | Topic | Difficulty |
|---|---|---|---|
| 1 | In a quality review for a multimodal model, a practitioner wants the most direct documented statemen... | Multimodal Data | easy |
| 2 | In a conversational AI task handoff, a senior reviewer asks which action best matches the objective.... | Experimentation | medium |
| 3 | In an associate developer planning a multimodal AI feature, the team must choose the best documented... | Experimentation | medium |
| 4 | In a supervised implementation task on a generative AI project, a senior reviewer asks which action ... | Multimodal Data | medium |
| 5 | In a supervised implementation task on a generative AI project, the team is checking a basic study-g... | Experimentation | easy |
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