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NCA-AIIO Exam Dumps - NVIDIA-Certified Associate AI Infrastructure and Operations

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Question # 17

In a large enterprise cluster, frequent out-of-memory errors occur mid-experiment. What operational feature resolves this?

A.

Deploy and monitor containers to boost GPU memory.

B.

Resource reservation and usage monitoring in the workload manager.

C.

Increase cluster node count automatically.

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Question # 18

Which of the following NVIDIA tools is primarily used for monitoring and managing AI infrastructure in the enterprise?

A.

NVIDIA NeMo System Manager

B.

NVIDIA Data Center GPU Manager

C.

NVIDIA DGX Manager

D.

NVIDIA Base Command Manager

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Question # 19

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.

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Question # 20

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.

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Question # 21

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.

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