NVIDIA-Certified Associate Generative AI LLMs Questions and Answers
200 questions organized by topic with detailed explanations
NVIDIA
NCA-GENL
200 questions
5 topics
Updated May 2026Core Machine Learning and AI Knowledge
60 questions16 easy28 medium16 hard~30% of exam
In an associate developer planning a generative AI feature, the team must choose the best documented approach. Which cho...In a quality review for a generative AI system, a senior reviewer asks which action best matches the objective. Which ch...In a natural language processing task handoff, a senior reviewer asks which action best matches the objective. Which cho...
Data Analysis
28 questions8 easy12 medium8 hard~14% of exam
In an associate developer planning a generative AI feature, the team must choose the best documented approach. Which cho...In an associate developer planning a generative AI feature, a practitioner wants the most direct documented statement. W...In a supervised implementation task on an AI project, a learner needs the clearest official-topic match. Which statement...
Experimentation
44 questions12 easy24 medium8 hard~22% of exam
In an associate developer planning a generative AI feature, a senior reviewer asks which action best matches the objecti...In a quality review for a generative AI system, the team is checking a basic study-guide fact. Which statement best matc...In a model-selection discussion with senior staff, a practitioner wants the most direct documented statement. Which stat...
Software Development
48 questions12 easy24 medium12 hard~24% of exam
In a natural language processing task handoff, a senior reviewer asks which action best matches the objective. Which cho...In a supervised implementation task on an AI project, the team is checking a basic study-guide fact. Which statement bes...In a quality review for a generative AI system, the best recommendation must stay aligned to the official objective bein...
Trustworthy AI
20 questions4 easy12 medium4 hard~10% of exam
In a quality review for a generative AI system, the team must choose the best documented approach. Which choice best app...In a model-selection discussion with senior staff, several choices sound plausible and the associate wants the NVIDIA-al...In an associate developer planning a generative AI feature, a practitioner wants the most direct documented statement. W...
All Questions
| # | Question | Topic | Difficulty |
|---|---|---|---|
| 1 | In an associate developer planning a generative AI feature, the team must choose the best documented... | Core Machine Learning and AI Knowledge | medium |
| 2 | In an associate developer planning a generative AI feature, a senior reviewer asks which action best... | Experimentation | medium |
| 3 | In a quality review for a generative AI system, a senior reviewer asks which action best matches the... | Core Machine Learning and AI Knowledge | medium |
| 4 | In a natural language processing task handoff, a senior reviewer asks which action best matches the ... | Core Machine Learning and AI Knowledge | medium |
| 5 | In a quality review for a generative AI system, the team is checking a basic study-guide fact. Which... | Experimentation | easy |
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