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Exam Code:NCA-AIIO
Exam Name:NVIDIA-Certified Associate AI Infrastructure and Operations
Certification Provider:NVIDIA
Free Question Number:28
Version:v2026-05-04
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Exam Question List
Question 1: Which architecture is the core concept behind large language...
Question 2: Which are three key features of InfiniBand networking techno...
Question 3: Which situation MOST strongly indicates data leakage?...
Question 4: What is an advantage of InfiniBand over Ethernet?...
Question 5: Which of the following NVIDIA tools is primarily used for mo...
Question 6: For which workloads is NVIDIA Merlin typically used?...
Question 7: In gradient-based optimization, feature scaling is crucial b...
Question 8: What is a significant benefit of using containers in an AI d...
Question 9: What is the maximum number of MIG instances that an H100 GPU...
Question 10: Which of the following statements correctly differentiates b...
Question 11: What is the importance of a job scheduler in an AI resource-...
Question 12: In an AI cluster, what is the importance of using Slurm?...
Question 13: Which GPUs should be used when training a neural network for...
Question 14: In a data center, what is the purpose and benefit of a DPU?...
Question 15: A model generalizes poorly even with abundant training data....
Question 16: How many Mellanox ConnectX-6 Single Port VPI cards are in a ...
Question 17: Which of the following aspects have led to an increase in th...
Question 18: When monitoring a GPU-based workload, what is GPU utilizatio...
Question 19: In training and inference architecture requirements, what is...
Question 20: What is one key advantage that Cloud GPU Infrastructure has ...
Question 21: When should RoCE be considered to enhance network performanc...
Question 22: An IT professional is considering whether to implement an on...
Question 23: Which property MOST explains why deep networks can represent...
Question 24: Which feature of RDMA reduces CPU utilization and lowers lat...
Question 25: When deploying high-density workloads in a data center, what...
Question 26: Which metric is LEAST appropriate for evaluating recommendat...
Question 27: What is a key value of using NVIDIA NIMs?...
Question 28: A customer is evaluating an AI cluster for training and is q...