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Exam Code: NCA-GENL
Exam Name: NVIDIA Generative AI LLMs
Updated: Nov 13, 2026
Q & A: 97 Questions and Answers
NCA-GENL Free Demo download
Exam fees are high enough that fear of wasting them keeps many candidates from even registering. PassTorrent removes that hesitation with 97 verified practice questions for the NCA-GENL exam, so you can walk into the test center knowing exactly what to expect.
| Certification Vendor: | NVIDIA |
|---|---|
| Exam Name: | NVIDIA Certified Associate: Generative AI LLMs |
| Exam Number: | NCA-GENL |
| Exam Format: | Multiple-choice |
| Certificate Validity Period: | 2 years |
| Exam Price: | $125 USD |
| Available Languages: | English |
| Related Certifications: | NVIDIA Certified Associate: Generative AI Multimodal (NCA-GENM) NVIDIA Certified Professional: Generative AI LLMs (NCP-GENL) |
| Real Exam Qty: | 50-60 |
| Exam Duration: | 60 minutes |
| Recommended Training: | Generative AI with LLMs Certification Page NVIDIA Deep Learning Institute (DLI) |
| Exam Registration: | Official NVIDIA Certification Page |
| Sample Questions: | ![]() |
| Exam Way: | Online proctored remote exam |
| Pre Condition: | Basic understanding of generative AI and large language models is recommended |
| Official Syllabus URL: | https://www.nvidia.com/en-us/learn/certification/generative-ai-llm-associate/ |
| Section | Objectives |
|---|---|
| Topic 1: Data Analysis and Visualization | - Feature engineering and augmentation - Data preprocessing |
| Topic 2: Trustworthy AI | - Bias and hallucination awareness - AI safety and responsible AI principles |
| Topic 3: Experimentation | - Model evaluation and iteration - Experiment design |
| Topic 4: Software Development | - Python for AI/LLMs - LLM integration and deployment basics |
| Topic 5: Core Machine Learning and AI Knowledge | - Neural networks fundamentals - Prompt engineering basics - Transformer architecture and LLM basics |
After each practice session, the online test engine records which questions you answered incorrectly and reminds you to revisit them in your next round. Reviewing your own mistakes daily shows you clearly where your weaknesses and strengths lie, so every session builds on the last instead of starting from scratch.
The NVIDIA Generative AI LLMs exam contains 50-60 questions, and you will have 60 minutes minutes to complete them. Practicing the full volume under a timer is the closest thing to rehearsing the real exam.
Many candidates combine practice questions with official training. Recommended options include:
Yes. The online test engine lets you set a time limit for each practice session, so you can train yourself to allocate minutes per question the way you will need to in the real NCA-GENL exam. Working under a clock at home makes time pressure on exam day feel routine rather than alarming.
Basic understanding of generative AI and large language models is recommended
You can confirm the current eligibility requirements on the official NCA-GENL exam page before you register.
The NVIDIA Generative AI LLMs practice questions are organized around the official exam objectives. Key topics include:
Daily practice mapped to these topics keeps your preparation balanced across the whole syllabus.
You can register for the NVIDIA Generative AI LLMs exam through the official channels:
This package includes 97 practice questions for the NVIDIA Generative AI LLMs exam. Every answer is verified by an experienced team of experts, so you can trust what you study.
When designing an experiment to compare the performance of two LLMs on a question-answering task, which statistical test is most appropriate to determine if the difference in their accuracy is significant, assuming the data follows a normal distribution?
Correct Answer: D 🗳️
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What are some methods to overcome limited throughput between CPU and GPU? (Pick the 2 correct responses)
Correct Answer: A,C 🗳️
Explanation: Only visible for PassTorrent members. You can sign-up / login (it's free).
Which of the following optimizations are provided by TensorRT? (Choose two.)
Correct Answer: B,D 🗳️
Explanation: Only visible for PassTorrent members. You can sign-up / login (it's free).
Which technology will allow you to deploy an LLM for production application?
Correct Answer: D 🗳️
Explanation: Only visible for PassTorrent members. You can sign-up / login (it's free).
What is a foundation model in the context of Large Language Models (LLMs)?
Correct Answer: D 🗳️
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