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Exam NCP-AIO Topic 1 Question 36 Discussion

Actual exam question for NVIDIA's NCP-AIO exam
Question #: 36
Topic #: 1
You are deploying a containerized AI application from NGC on a cluster with multiple GPU nodes. You want to ensure that the application is distributed across multiple GPUs and nodes for maximum performance. What strategies can you employ to achieve this?

Suggested Answer: B,C,E Vote an answer

B, C, and E are correct. Deploying multiple container replicas allows for distribution across nodes. Distributed training frameworks manage workload distribution. A message queue facilitates data distribution to different nodes. A is incorrect as it relies on a single container handling all GPUs. D is used for resource management, not distribution.

by Berg at Sep 03, 2025, 11:39 PM

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