Download NCA - AI Infrastructure and Operations.NCA-AIIO.ExamTopics.2026-10-12.27q.vcex

Vendor: Nvidia
Exam Code: NCA-AIIO
Exam Name: NCA - AI Infrastructure and Operations
Date: Oct 12, 2026
File Size: 94 KB
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Demo Questions

Question 1
What is one of the primary benefits of using the NVIDIA GPU Operator in Kubernetes environments?
  1. It increases the processing power of CPUs within the Kubernetes cluster.
  2. It automatically updates the Kubernetes version across all nodes.
  3. It provides automatic scaling of NVIDIA GPU resources based on application demand.
  4. It simplifies the management and deployment of NVIDIA GPU software components.
Correct answer: D
Question 2
The Bluefield 3 DPU mission is best defined by what three features?
  1. offload, accelerate, converge
  2. offload, accelerate, isolate
  3. offload, isolate, virtualize
Correct answer: B
Question 3
What is a key feature of the GPUDirect protocol for transfers between GPUs and other PCIe devices?
  1. It uses ROMA to eliminate CPU bottlenecks.
  2. It uses virtual IP addresses to create private communication channels.
  3. It uses the host's kernel.
Correct answer: A
Question 4
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?
  1. Lower upfront costs and capital expenditure
  2. Scalability and flexibility
  3. Ensure data security and sovereignty
  4. Easy remote management.
Correct answer: C
Question 5
What is the maximum number of MIG instances that an H100 GPU provides?
  1. 7
  2. 8
  3. 4
Correct answer: A
Question 6
Which GPUs should be used when training a neural network for self-driving cars?
  1. NVIDIA H100 GPUs
  2. NVIDIA L4 GPUs
  3. NVIDIA DRIVE Orin
Correct answer: A
Question 7
A customer is evaluating an AI cluster for training and is questioning why they should use a large number of nodes. Why would multi-node training be advantageous?
  1. The model is too large to fit into GPU memory
  2. The model is being used by a large number of users
  3. The model is being used for large scale inference workloads
Correct answer: A
Question 8
Which solution should be recommended to support real-time collaboration and rendering among a team?
  1. A cluster of servers with NVIDIA T4 GPUs in each server.
  2. A DGX SuperPOD.
  3. An NVIDIA Certified Server with RTX based GPUs.
Correct answer: C
Question 9
Which is the best PUE value for a data center?
  1. PUE of 1.2
  2. PUE of 3.5
  3. PUE of 5.0
  4. PUE of 2.0
Correct answer: A
Question 10
What is a key value of using NVIDIA NIMs?
  1. They provide fast and simple deployment of AI models.
  2. They have community support.
  3. They allow the deployment of NVIDIA SDKs.
Correct answer: A
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