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 Sep 17, 2026
Total Questions : 71

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Questions 2

Which technology partitions a single GPU into isolated instances for parallel workloads?

Options:

vGPU

MIG

NVLink

NCCL

Discussion 0

Questions 3

When using an InfiniBand network for an AI infrastructure, which software component is necessary for the fabric to function?

Options:

Verbs

MPI

OpenSM

Discussion 0

Questions 4

What is a common tool for container orchestration in AI clusters?

Options:

Kubernetes

MLOps

Slurm

Apptainer

Discussion 0

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Questions 5

Which architecture, training or inference, requires more data storage?

Options:

Inference architecture requires more data storage.

Training architecture requires more data storage.

Training and inference architecture require the same amount of data storage.

Discussion 0

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