NCP-AIO exam prep, how technical does the AI Operations side get?

Hi all,

I have plans to give the NVIDIA AI Operations certification (NCP-AIO) test in the coming days and would like to get opinions from those who took it before.

It would help me gain insights into the test and the areas where I need to focus my studies.

Points that intrigue me are:

✓ Is the test predominantly infrastructure-oriented or is it based on AI deployments?

✓ Is knowledge on how to work in GPU-based environments and Triton Inference Server a significant component?

✓ Does the test include troubleshooting and monitoring?

✓ What kind of study materials should I refer to in order to solve NCP-AIO sample questions similar to the actual test?

I have begun exploring the Study4Exam practice questions after reading about them in multiple certification forums. Has anyone here used practice questions for NCP-AIO preparations? Can I consider them equivalent to the exam?

Looking forward to responses from experienced candidates.