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Exam NCP-AIO Topic 3 Question 53 Discussion

Actual exam question for NVIDIA's NCP-AIO exam
Question #: 53
Topic #: 3
Your BCM data pipeline, orchestrating various data transformation steps before feeding it to a deep learning model for training, utilizes both CPU and GPU resources. After a recent upgrade, some of the stages running on the CPU are experiencing performance regression. You want to pinpoint the exact stage causing the slowdown and understand resource utilization. Considering it's an NVIDIA environment and you don't have access to advanced profiling tools, what lightweight approach can you take to gain visibility?

Suggested Answer: E Vote an answer

'nvidia-smi' is mainly useful for GPU monitoring. Basic system tools ('top', 'htop') reveal CPU and memory usage. 'timeit' accurately measures the duration of specific code snippets. Simple logging provides a clear timeline of execution.

by Magee at Jan 02, 2026, 10:26 AM

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