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Exam Code: NCA-GENL Vendor: NVIDIA Name: NVIDIA Generative AI LLMs 95 Q&A with Explanation Last Update: May 20, 2026
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NVIDIA NCA-GENL Last Week Results!

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NCA-GENL Q&A's Detail

Exam Code:
NCA-GENL
Total Questions:
95 Q&A's
Single Choice Questions:
86 Q&A's
Multiple Choice Questions:
9 Q&A's

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NVIDIA NCA-GENL Exam Dumps FAQs

The NCA?GENL exam, officially titled NVIDIA Certified Associate Generative AI LLMs, validates foundational knowledge of generative AI, large language models (LLMs), and their applications.
The exam is designed for students, developers, data scientists, and IT professionals who want to demonstrate their understanding of generative AI concepts and NVIDIA’s AI ecosystem.

The exam covers:

  • Fundamentals of generative AI

  • Large language models (LLMs) concepts

  • Prompt engineering and fine?tuning

  • AI ethics and responsible use

  • NVIDIA tools and frameworks for AI

  • Real?world applications of generative AI

The NVIDIA NCA-GENL exam typically consists of 40 to 50 multiple?choice questions (MCQs), testing both theoretical knowledge and practical applications.
Candidates must achieve a minimum score of 70% to pass the exam.
The exam is delivered online through NVIDIAs certification platform, allowing candidates to take it remotely under secure proctoring.

The NCA-GENL – NVIDIA Generative AI LLMs exam focuses on large language models (LLMs), covering topics such as LLM architecture, training, optimization, deployment, and using NVIDIA tools to build generative AI applications. On the other hand, the NCA-GENM – NVIDIA Generative AI Multimodal exam focuses on multimodal generative AI, which involves AI models that process and generate multiple data types such as text, images, and audio.

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Passing this exam validates your expertise in generative AI and LLMs, enhances career prospects in AI development, and demonstrates proficiency with NVIDIA’s AI tools and platforms.

NVIDIA Generative AI LLMs Questions and Answers

Question 1

You have access to training data but no access to test data. What evaluation method can you use to assess the performance of your AI model?

Options:

A.

Cross-validation

B.

Randomized controlled trial

C.

Average entropy approximation

D.

Greedy decoding

Question 2

What is the Open Neural Network Exchange (ONNX) format used for?

Options:

A.

Representing deep learning models

B.

Reducing training time of neural networks

C.

Compressing deep learning models

D.

Sharing neural network literature

Question 3

What is a foundation model in the context of Large Language Models (LLMs)?

Options:

A.

A model that sets the state-of-the-art results for any of the tasks that compose the General Language Understanding Evaluation (GLUE) benchmark.

B.

Any model trained on vast quantities of data at scale whose goal is to serve as a starter that can be adapted to a variety of downstream tasks.

C.

Any model validated by the artificial intelligence safety institute as the foundation for building transformer-based applications.

D.

Any model based on the foundation paper " Attention is all you need, " that uses recurrent neural networks and convolution layers.

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