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NVIDIA NCP-AII Exam Syllabus Topics:
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Reference: https://www.nvidia.com/en-us/learn/certification/ai-infrastructure-professional/
NVIDIA AI Infrastructure Sample Questions:
An infrastructure engineer in an AI factory has successfully replaced a power supply unit on an NVIDIA DGX H100. After installation, both the IN and OUT LEDs on the new power supply illuminate solid green. Which NVSM CLI command should the engineer use to quickly verify the overall system status and ensure it is operating as expected?
- A. nvsm show powermode
- B. nvsm show health
- C. nvsm show power
- D. nvsm show alerts
Correct Answer: B 🗳️
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Which software library provides GPU acceleration for pandas-like DataFrame operations?
- A. R tidyverse
- B. Intel oneAPI Data Analytics Library
- C. TensorFlow Data API
- D. RAPIDS cuDF
Correct Answer: D 🗳️
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What is the primary purpose of running a NCCL burn-in test on a new GPU cluster?
- A. To maximize the GPU utilization for machine learning workloads and to automatically tune deep learning frameworks.
- B. To detect and resolve hardware or interconnect issues before production, by stressing GPU communication links.
- C. To test if GPUs are properly detected by the operating system and have the right drivers installed.
- D. To benchmark the application-specific runtime performance of AI models using real user data and production training scripts.
Correct Answer: B 🗳️
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An enterprise is designing a new AI training environment expected to expand from 32 GPUs to more than 1,000 GPUs within two years. Management wants to minimize future architectural changes while maintaining high throughput for distributed training. Which infrastructure design strategy best supports these long-term objectives?
- A. Maximize the number of GPUs in a single server to eliminate networking requirements.
- B. Deploy standard office Ethernet switches because bandwidth can be increased later through software updates.
- C. Build the environment around a scalable high-speed fabric with modular expansion capabilities.
- D. Connect every server directly to every other server using dedicated cables.
Correct Answer: C 🗳️
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A single-node stress test fails during the PCle bandwidth validation phase. Which troubleshooting step is recommended first?
- A. Reseat the GPU, then rerun the test.
- B. Reduce PCle Gen4 to Gen3 speed in BIOS settings.
- C. Reinstall NVIDIA drivers using apt-get install nvidia-driver-550
- D. Disable NVLink in BIOS to isolate PCle performance
Correct Answer: A 🗳️
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