NCA - AI Infrastructure and Operations

Here you have the best NVIDIA NCA-AIIO practice exam questions

You have 90 total questions to study from
Each page has 5 questions, making a total of 18 pages
You can navigate through the pages using the buttons at the bottom
This questions were last updated on December 29, 2025
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Question 1 of 90

A company is implementing a new network architecture and needs to consider the requirements and considerations for training and inference. Which of the following statements is true about training and inference architecture?

Training architecture and inference architecture have the same requirements and considerations.

Training architecture is only concerned with hardware requirements, while inference architecture is only concerned with software requirements.

Training architecture is focused on optimizing performance while inference architecture is focused on reducing latency.

Training architecture and inference architecture cannot be the same.

Correct Answer: C

Question 2 of 90

For which workloads is NVIDIA Merlin typically used?

Recommender systems

Natural language processing

Data analytics

Correct Answer: A

Question 3 of 90

Which NVIDIA parallel computing platform and programming model allows developers to program in popular languages and express parallelism through extensions?

CUDA

CUML

CUGRAPH

Correct Answer: A

Question 4 of 90

Which of the following aspects have led to an increase in the adoption of AI? (Choose two.)

Moore’s Law

Rule-based machine learning

High Powered GPUs

Large amounts of data

Correct Answer: C, D

Question 5 of 90

In training and inference architecture requirements, what is the main difference between training and inference?

Training requires real-time processing, while inference requires large amounts of data.

Training requires large amounts of data, while inference requires real-time processing.

Training and inference both require large amounts of data.

Training and inference both require real-time processing.

Correct Answer: B