Exam Code: NCA-AIIO
Exam Questions: 350
NVIDIA AI Infrastructure and Operations Associate
Updated: 25 Aug, 2026
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Practicing : 1 - 5 of 350 Questions
Question 1

You are working on deploying a deep learning model that requires significant GPU resources across multiple nodes. You need to ensure that the model training is scalable, with efficient data transfer between the nodes to minimize latency. Which of the following networking technologies is most suitable for this scenario?

Options :
Answer: C

Question 2

You are designing a data center platform for a large-scale AI deployment that must handle unpredictable spikes in demand for both training and inference workloads. The goal is to ensure that the platform can scale efficiently without significant downtime or performance degradation. Which strategy would best achieve this goal?

Options :
Answer: D

Question 3

You have completed an analysis of resource utilization during the training of a deep learning model on an NVIDIA GPU cluster. The senior engineer requests that you create a visualization that clearly conveys the relationship between GPU memory usage and model training time across different training sessions. Which visualization would be most effective in conveying the relationship between GPU memory usage and model training time?

Options :
Answer: D

Question 4

Your company is running a distributed AI application that involves real-time data ingestion from IoT devices spread across multiple locations. The AI model processing this data requires high throughput and low latency to deliver actionable insights in near real-time. Recently, the application has been experiencing intermittent delays and data loss, leading to decreased accuracy in the AI model's predictions. Which action would BEST improve the performance and reliability of the AI application in this scenario?

Options :
Answer: A

Question 5

You have completed a data mining project and have discovered several key insights from a large and complex dataset. You now need to present these insights to stakeholders in a way that clearly communicates the findings and supports data-driven decision-making. Which of the following approaches would be most effective for visualizing insights from large datasets to support decision-making in AI projects? (Select two)

Options :
Answer: B,D

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