Online Access Free NCA-AIIO Practice Test

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

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

Why use NVIDIA GPUDirect Storage in an AI cluster?

• A.Simplifies traditional CPU-centric storage input/output paths.
• B.Increases GPU clock rate by offloading storage read/write.
• C.Enables peer-to-peer memory transfers between GPUs and NVMe storage.
• D.Improves TCP/IP data transmission speeds between GPUs and CPUs.

What are some of the key benefits of investing in GPUs from a cloud service provider?

• A.Higher performance GPUs than on-premise.
• B.Full stack control of the environment and choice of networking.
• C.Low financial barrier to entry and ability to rapidly scale up or down.

When deploying high-density workloads in a data center, what are the three main resource constraints that need to be considered?

• A.Power, cooling, and physical space.
• B.Processing speed, storage capacity, and network connectivity.
• C.Bandwidth, security, and redundancy.

Which architecture, training or inference, requires more data storage?

• A.Training architecture requires more data storage.
• B.Training and inference architecture require the same amount of data storage.
• C.Inference architecture requires more data storage.