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NVIDIA NCA-AIIO dumps

NVIDIA NCA-AIIO Exam Dumps

NVIDIA-Certified Associate AI Infrastructure and Operations
860 Reviews

Exam Code NCA-AIIO
Exam Name NVIDIA-Certified Associate AI Infrastructure and Operations
Questions 71 Questions Answers With Explanation
Update Date 06, 04, 2026
Price Was : $81 Today : $45 Was : $99 Today : $55 Was : $117 Today : $65

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NVIDIA NCA-AIIO Sample Question Answers

Question # 1

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? 

A. Training architecture and inference architecture have the same requirements and considerations. 
B. Training architecture is only concerned with hardware requirements, while inference architecture is only concerned with software requirements. 
C. Training architecture is focused on optimizing performance while inference architecture is focused on reducing latency. 
D. Training architecture and inference architecture cannot be the same. 



Question # 2

Which two components are included in GPU Operator? (Choose two.) 

A. Drivers 
B. PyTorch 
C. DCGM 
D. TensorFlow 



Question # 3

Which of the following statements is true about Kubernetes orchestration? 

A. It is bare-metal based but it supports containers.
 B. It has advanced scheduling capabilities to assign jobs to available resources. 
C. It has no inferencing capabilities.
 D. It does load balancing to distribute traffic across containers. 



Question # 4

Which NVIDIA tool aids data center monitoring and management? 

A. NVIDIA Mellanox Insight 
B. NVIDIA Clara 
C. NVIDIA TensorRT 
D. NVIDIA DCGM 



Question # 5

The foundation of the NVIDIA software stack is the DGX OS. Which of the following Linux distributions is DGX OS built upon? 

A. Ubuntu 
B. Red Hat 
C. CentOS



Question # 6

What NVIDIA tool should a data center administrator use to monitor NVIDIA GPUs? 

A. NVIDIA System Monitor 
B. NetQ
 C. DCGM 



Question # 7

When deploying high-density workloads in a data center, what are the three main resource constraints that need to be considered? 

A. Processing speed, storage capacity, and network connectivity. 
B. Power, cooling, and physical space. 
C. Bandwidth, security, and redundancy.



Question # 8

Which NVIDIA software provides the capability to virtualize a GPU? 

A. Horizon 
B. vGPU 
C. virtGPU 



Question # 9

What is the name of NVIDIA’s SDK that accelerates machine learning? 

A. Clara 
B. RAPIDS 
C. cuDNN 



Question # 10

Which are three key features of InfiniBand networking technology? 

A. High reliability, high latency, and CPU offloads. 
B. High latency, high reliability, and high bandwidth. 
C. GPU offloads, low latency, high reliability. 
D. Low latency, high bandwidth, and CPU offloads. 



Question # 11

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

A. Training requires real-time processing, while inference requires large amounts of data.
 B. Training requires large amounts of data, while inference requires real-time processing. 
C. Training and inference both require large amounts of data. 
D. Training and inference both require real-time processing. 



Question # 12

When should RoCE be considered to enhance network performance in a multi-node AI computing environment? 

A. A network that experiences a high packet loss rate (PLR). 
B. A network with large amounts of storage traffic. 
C. A network that cannot utilize the full available bandwidth due to high CPU utilization. 



Question # 13

What is an advantage of InfiniBand over Ethernet? 

A. InfiniBand always provides higher bandwidth than Ethernet. 
B. InfiniBand supports RDMA while Ethernet does not. 
C. InfiniBand offers lower latency than Ethernet. 



Question # 14

Which solution should be recommended to support real-time collaboration and rendering among a team? 

A. A cluster of servers with NVIDIA T4 GPUs in each server.
 B. A DGX SuperPOD. 
C. An NVIDIA Certified Server with RTX-based GPUs. 



Question # 15

Which is the best PUE value for a data center? 

A. PUE of 1.2 
B. PUE of 3.5 
C. PUE of 5.0 
D. PUE of 2.0 



Question # 16

Which GPUs should be used when training a neural network for self-driving cars? 

A. NVIDIA H100 GPUs 
B. NVIDIA L4 GPUs 
C. NVIDIA DRIVE Orin 



Question # 17

Which type of GPU core was specifically designed to realistically simulate the lighting of a scene?

A. Tensor Cores 
B. CUDA Cores 
C. Ray Tracing Cores 



Question # 18

What is the primary command for checking the GPU utilization on a single DGX H100 system? 

A. nvidia-smi 
B. ctop 
C. nvml 



Question # 19

What enables moving data between GPU memory and local or remote storage without using the CPU? 

A. NVLink 
B. GPUDirect P2P 
C. InfiniBand 
D. GPUDirect Storage 



Question # 20

How many distinct network fabrics are in an AI cluster? 

A. 3 
B. 2 
C. 4 
D. 5 



Feedback That Matters: Reviews of Our NVIDIA NCA-AIIO Dumps

    Daniel Murphy         Jun 09, 2026

I recently passed the NCA-AIIO exam, and the practice dumps from MyCertsHub were exactly what I needed. The questions covered real-world AI and IoT scenarios, which made the actual test much simpler to handle.

    Theodore Reid         Jun 08, 2026

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