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NCA-AIIO Practice Exam Questions and Answers

NVIDIA-Certified Associate AI Infrastructure and Operations

Last Update 2 days ago
Total Questions : 50

NVIDIA-Certified Associate is stable now with all latest exam questions are added 2 days ago. Incorporating NCA-AIIO practice exam questions into your study plan is more than just a preparation strategy.

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Question # 1

How is the architecture different in a GPU versus a CPU?

Options:

A.  

A GPU acts as a PCIe controller to maximize bandwidth.

B.  

A GPU is architected to support massively parallel execution of simple instructions.

C.  

A GPU is a single large and complex core to support massive compute operations.

Discussion 0
Question # 2

In an AI cluster, what is the purpose of job scheduling?

Options:

A.  

To gather and analyze cluster data on a regular schedule.

B.  

To monitor and troubleshoot cluster performance.

C.  

To assign workloads to available compute resources.

D.  

To install, update, and configure cluster software.

Discussion 0
Question # 3

An IT professional is considering whether to implement an on-prem or cloud infrastructure. Which of the following is a key advantage of on-prem infrastructure?

Options:

A.  

Lower upfront costs and capital expenditure.

B.  

Scalability and flexibility.

C.  

Ensure data security and sovereignty.

D.  

Easy remote management.

Discussion 0
Question # 4

For which workloads is NVIDIA Merlin typically used?

Options:

A.  

Recommender systems

B.  

Natural language processing

C.  

Data analytics

Discussion 0
Question # 5

How is out-of-band management utilized by network operators in an AI environment?

Options:

A.  

It is used to remotely manage and troubleshoot network devices independently of the production network.

B.  

It is used to directly manage the AI model’s learning rate during training sessions.

C.  

It is used to increase the computational power of AI models by adapting additional processing resources.

D.  

It is used to manage the data throughput of AI applications by prioritizing network traffic.

Discussion 0
Question # 6

What is the maximum number of MIG instances that an H100 GPU provides?

Options:

A.  

7

B.  

8

C.  

4

Discussion 0
Question # 7

When monitoring a GPU-based workload, what is GPU utilization?

Options:

A.  

The maximum amount of time a GPU will be used for a workload.

B.  

The GPU memory in use compared to available GPU memory.

C.  

The percentage of time the GPU is actively processing data.

D.  

The number of GPU cores available to the workload.

Discussion 0
Question # 8

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

Options:

A.  

NVLink

B.  

GPUDirect P2P

C.  

InfiniBand

D.  

GPUDirect Storage

Discussion 0
Question # 9

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

Options:

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.

Discussion 0
Question # 10

How many distinct network fabrics are in an AI cluster?

Options:

A.  

3

B.  

2

C.  

4

D.  

5

Discussion 0
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