Online Access Free NCA-AIIO Exam Questions

An IT professional is considering whether to implement an on-prem or cloud infrastructure. Which of the following is a key advantage of on-prem infrastructure?

• A.Ensure data security and sovereignty.
• B.Scalability and flexibility.
• C.Easy remote management.
• D.Lower upfront costs and capital expenditure.

What is a key benefit of using NVIDIA GPUDirect RDMA in an AI environment?

• A.It reduces the latency and bandwidth overhead of remote memory access between GPUs.
• B.It increases the power efficiency and thermal management of GPUs.
• C.It enables faster data transfers between GPUs and CPUs without involving the operating system.
• D.It allows multiple GPUs to share the same memory space without any synchronization.

In an AI cluster, what is the purpose of job scheduling?

• A.To install, update, and configure cluster software.
• B.To gather and analyze cluster data on a regular schedule.
• C.To assign workloads to available compute resources.
• D.To monitor and troubleshoot cluster performance.

When should RoCE be considered to enhance network performance in a multi-node AI computing environment?

• A.A network with large amounts of storage traffic.
• B.A network that cannot utilize the full available bandwidth due to high CPU utilization.
• C.A network that experiences a high packet loss rate (PLR).

Which NVIDIA parallel computing platform and programming model allows developers to program in popular languages and express parallelism through extensions?

• A.CUGRAPH
• B.CUDA
• C.CUML