Expert Answers to NVIDIA Exam NCA-AIIO Questions

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NVIDIA-Certified Associate NVIDIA-Certified Associate AI Infrastructure and Operations

NVIDIA-Certified Associate AI Infrastructure and Operations

Last Update Dec 19, 2025
Total Questions : 50

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Questions 2

A customer is evaluating an AI cluster for training and is questioning why they should use a large number of nodes. Why would multi-node training be advantageous?

Options:

The model is too large to fit into GPU memory.

The model is being used by a large number of users.

The model is being used for large-scale inference workloads.

Discussion 0

Questions 3

For which workloads is NVIDIA Merlin typically used?

Options:

Recommender systems

Natural language processing

Data analytics

Discussion 0

Questions 4

What is a significant benefit of using containers in an AI development environment?

Options:

They increase the base accuracy of AI models by optimizing their algorithms.

They ensure that AI applications run consistently across different computing environments.

They can automatically generate AI datasets for machine learning model training.

They directly increase the processing speed of GPUs used in AI computations.

Discussion 0

Questions 5

Which of the following statements correctly differentiates between AI, Machine Learning, and Deep Learning?

Options:

Machine Learning is a subset of AI, and AI is a subset of Deep Learning.

AI and Deep Learning are the same, while Machine Learning is a separate concept.

AI is a subset of Machine Learning, and Machine Learning is a subset of Deep Learning.

Deep Learning is a subset of Machine Learning, and Machine Learning is a subset of AI.

Discussion 0

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