Online Access Free NCA-AIIO Exam Questions

What is the importance of a job scheduler in an AI resource-constrained cluster?

• A.It allocates resources based on which job requests came first.
• B.It allocates resources efficiently and optimizes job execution.
• C.It increases the number of resources available in the cluster.
• D.It ensures that all jobs in the cluster are executed simultaneously.

Which two components are included in GPU Operator? (Choose two.)

• A.PyTorch
• B.TensorFlow
• C.Drivers
• D.DCGM

What are the most common modes of communication in clusters?

• A.Linux and POSIX.
• B.CUDA and DOCA.
• C.MPI and PVM.

Which are three key features of InfiniBand networking technology?

• A.High latency, high reliability, and high bandwidth.
• B.High reliability, high latency, and CPU offloads.
• C.GPU offloads, low latency, high reliability.
• D.Low latency, high bandwidth, and CPU offloads.

Which phenomenon explains performance degradation when adding many irrelevant features?

• A.Bias increase
• B.Gradient vanishing
• C.Curse of dimensionality
• D.Underfitting