Free NVIDIA NCP-AIO Actual Exam Questions - Question 7 Discussion

Question No. 7
A cloud engineer is looking to provision a virtual machine for machine learning using the NVIDIA
Virtual Machine Image (VMI) and Rapids.
What technology stack will be set up for the development team automatically when the VMI is
deployed?
Select one option, then reveal solution.
US
SP
Sami P.
2026-02-19

Option A makes sense since Rapids might need separate setup after deployment.

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SP
Sami P.
2026-02-16

Maybe A, since Rapids might not be installed automatically, just drivers and toolkits.

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NI
Naveed I.
2026-02-15

C imo, since the question links NVIDIA VMI with Rapids, it suggests Rapids is part of the default setup along with the drivers and toolkits needed for ML workflows.

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RZ
Ravi Z.
2026-02-10

Maybe C makes the most sense because the question mentions both the NVIDIA VMI and Rapids together, so it’s likely the image already includes Rapids along with the usual stack like Ubuntu, Docker, NVIDIA drivers, and toolkits. Options A and D seem incomplete since they don’t mention Rapids directly, which the question highlights as important. Without explicit version info, I’d go with the option that includes Rapids out of the box to match the scenario described.

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VE
Vikas E.
2026-01-30

C – Rapids comes pre-installed with the latest NVIDIA VMI for ML workloads.

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MB
Michael B.
2026-01-26

It’s A because the base stack includes the NVIDIA driver, which is essential for GPU functionality, but Rapids might need to be installed separately. C adds Rapids, but that’s not always automatic.

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MB
Michael B.
2026-01-24

C/D? C includes Rapids, but D might be the usual base stack without it.

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BT
Brian T.
2026-01-17

C imo – the question says “using NVIDIA VMI and Rapids,” which suggests Rapids is included out of the box. A and D don’t mention Rapids, so they can be ruled out. B uses Cent OS, but NV usually defaults to Ubuntu for these images. Plus, C lists the NVIDIA Driver too, which is essential for GPU acceleration. So C makes the most sense for a ready-to-go ML stack with Rapids.

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BT
Brian T.
2026-01-15

C looks right since it includes Rapids along with all the necessary tools and drivers for ML setup.

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