NVIDIA NCA-AIIO Exam Dumps

NVIDIA-Certified Associate AI Infrastructure and Operations

71 Questions & Answers with Explanation

Update Date : July 16, 2026

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NVIDIA NCA-AIIO Sample Questions

Question # 1

How many Mellanox ConnectX-6 Single Port VPI cards are in a DGX A100 system?

A. 8
B. 16
C. 4

Question # 2

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

A. Kubernetes
B. MLOps
C. Slurm
D. Apptainer

Question # 3

What is one key advantage that Cloud GPU Infrastructure has over On-Prem GPU infrastructure?

A. Lower cost barrier to entry.
B. Reduced cost of I/O traffic.
C. Greater flexibility for hardware orchestration.

Question # 4

When training a neural network, what is the most common pattern of storage access?

A. Random write
B. Sequential read
C. Sequential write

Question # 5

What is the importance of a job scheduler in an AI resource-constrained cluster?

A. It allocates resources based on which job requests came first.
B. It ensures that all jobs in the cluster are executed simultaneously.
C. It increases the number of resources available in the cluster.
D. It allocates resources efficiently and optimizes job execution.

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