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NVIDIA NCP-AIO Exam Syllabus Topics:
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Reference: https://www.nvidia.com/en-us/learn/certification/ai-operations-professional/
NVIDIA AI Operations Sample Questions:
A GPU administrator needs to virtualize AI/ML training in an HGX environment.
How can the NVIDIA Fabric Manager be used to meet this demand?
- A. GPU memory upgrade
- B. Manage NVLink and NVSwitch resources
- C. Video encoding acceleration
- D. Enhance graphical rendering
Correct Answer: B 🗳️
Explanation: Only visible for ExamsLabs members. You can sign-up / login (it's free).
What is the main benefit of using Kubernetes in AI operations when deploying machine learning models at scale in distributed environments?
- A. Model training
- B. Workflow orchestration
- C. Container orchestration
- D. Data labeling
Correct Answer: C 🗳️
Explanation: Only visible for ExamsLabs members. You can sign-up / login (it's free).
A system administrator needs to lower latency for an AI application by utilizing GPUDirect Storage.
What two (2) bottlenecks are avoided with this approach? (Choose two.)
- A. PCIe
- B. System Memory
- C. NIC
- D. CPU
- E. DPU
Correct Answer: B,D 🗳️
Explanation: Only visible for ExamsLabs members. You can sign-up / login (it's free).
A system administrator of a high-performance computing (HPC) cluster that uses an InfiniBand fabric for high-speed interconnects between nodes received reports from researchers that they are experiencing unusually slow data transfer rates between two specific compute nodes. The system administrator needs to ensure the path between these two nodes is optimal.
What command should be used?
- A. ibnetdiscover
- B. ibtracert
- C. ibping
- D. ibstatus
Correct Answer: B 🗳️
Explanation: Only visible for ExamsLabs members. You can sign-up / login (it's free).
In AI operations, which tool or framework is typically used to package machine learning models along with their dependencies to ensure consistent execution across different computing environments?
- A. Docker
- B. Hadoop
- C. Spark
- D. Kubernetes
Correct Answer: A 🗳️
Explanation: Only visible for ExamsLabs members. You can sign-up / login (it's free).
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