NVIDIA-Certified Professional Generative AI LLMs Questions and Answers
200 questions organized by topic with detailed explanations
NVIDIA
NCP-GENL
200 questions
10 topics
Updated May 2026LLM Architecture
12 questions4 easy4 medium4 hard~6% of exam
In a retrieval and prompting design review, the team must make a recommendation that cleanly matches the official guidan...In an enterprise LLM design review, the team is reviewing the exam blueprint basics. Which statement best matches transf...In a responsible AI review, the team wants the most defensible documented choice. Which choice best applies the document...
Prompt Engineering
26 questions7 easy13 medium6 hard~13% of exam
In an inference pipeline readiness meeting, a practitioner needs the best next step for the situation. Which recommendat...In a model-customization workshop, the discussion is comparing several plausible interpretations. Which choice best appl...In a generative AI platform planning session, the team wants the most defensible documented choice. Which choice best ap...
Data Preparation
18 questions4 easy10 medium4 hard~9% of exam
In an inference pipeline readiness meeting, an architect is mapping a need to the right NVIDIA-backed capability. Which ...In a retrieval and prompting design review, a learner wants the clearest documented statement. Which statement best matc...In an inference pipeline readiness meeting, a practitioner needs the best next step for the situation. Which recommendat...
Model Optimization
34 questions8 easy18 medium8 hard~17% of exam
In a retrieval and prompting design review, a learner wants the clearest documented statement. Which statement best matc...In an inference pipeline readiness meeting, the team wants the most defensible documented choice. Which choice best appl...In a responsible AI review, an architect is mapping a need to the right NVIDIA-backed capability. Which choice best appl...
Fine-Tuning
26 questions8 easy12 medium6 hard~13% of exam
In an enterprise LLM design review, the team wants the most defensible documented choice. Which choice best applies the ...In an enterprise LLM design review, several answers sound reasonable and only one follows the documented boundary. Which...In an inference pipeline readiness meeting, a learner wants the clearest documented statement. Which statement best matc...
Evaluation
14 questions4 easy6 medium4 hard~7% of exam
In an enterprise LLM design review, an architect is mapping a need to the right NVIDIA-backed capability. Which choice b...In an inference pipeline readiness meeting, the team wants the most defensible documented choice. Which choice best appl...In a benchmarking discussion, several answers sound reasonable and only one follows the documented boundary. Which recom...
GPU Acceleration and Optimization
28 questions8 easy12 medium8 hard~14% of exam
In an enterprise LLM design review, an architect is mapping a need to the right NVIDIA-backed capability. Which choice b...In an inference pipeline readiness meeting, a practitioner needs the most direct NVIDIA-backed fact. Which statement bes...In an inference pipeline readiness meeting, the team wants the most defensible documented choice. Which choice best appl...
Model Deployment
18 questions4 easy10 medium4 hard~9% of exam
In a retrieval and prompting design review, a practitioner needs the most direct NVIDIA-backed fact. Which statement bes...In a responsible AI review, an architect is mapping a need to the right NVIDIA-backed capability. Which choice best appl...In an inference pipeline readiness meeting, several answers sound reasonable and only one follows the documented boundar...
Production Monitoring and Reliability
14 questions4 easy8 medium2 hard~7% of exam
In an inference pipeline readiness meeting, an architect is mapping a need to the right NVIDIA-backed capability. Which ...In an enterprise LLM design review, the discussion is comparing several plausible interpretations. Which choice best app...In a benchmarking discussion, a practitioner needs the most direct NVIDIA-backed fact. Which statement best matches dash...
Safety, Ethics, and Compliance
10 questions1 easy7 medium2 hard~5% of exam
In a model-customization workshop, an architect is mapping a need to the right NVIDIA-backed capability. Which choice be...In a generative AI platform planning session, the discussion is comparing several plausible interpretations. Which choic...In a distributed training planning session, the discussion is comparing several plausible interpretations. Which choice ...
All Questions
| # | Question | Topic | Difficulty |
|---|---|---|---|
| 1 | In an inference pipeline readiness meeting, a practitioner needs the best next step for the situatio... | Prompt Engineering | hard |
| 2 | In an enterprise LLM design review, the team wants the most defensible documented choice. Which choi... | Fine-Tuning | medium |
| 3 | In a model-customization workshop, an architect is mapping a need to the right NVIDIA-backed capabil... | Safety, Ethics, and Compliance | medium |
| 4 | In a retrieval and prompting design review, a learner wants the clearest documented statement. Which... | Model Optimization | easy |
| 5 | In a model-customization workshop, the discussion is comparing several plausible interpretations. Wh... | Prompt Engineering | medium |
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