NVIDIA-Certified Associate AI Infrastructure and Operations - NCA-AIIO 模擬練習

A. It provides air-gapped solution for secure environments.

B. It provides a curated set of GPU-optimized software.

C. It provides licensing for GPU-optimized software.

A. 3

B. 4

C. 5

D. 2

A. Standardization and automation for managing GPU clusters.

B. The need for more granular server configuration.

C. Preference for single-GPU deployments.

D. Simplification of AI stack configuration and monitoring.

A. Increase cluster node count automatically.

B. Deploy and monitor containers to boost GPU memory.

C. Resource reservation and usage monitoring in the workload manager.

A. GPUs have very low bandwidth main memory while CPUs have very high bandwidth main memory.

B. GPUs are optimized for parallel tasks, while CPUs are optimized for serial tasks.

C. GPUs and CPUs have the same number of cores, but GPUs have higher clock speeds.

D. GPUs and CPUs have identical architectures and can be used interchangeably.

A. GPUs have thousands of smaller cores for parallel tasks.

B. CPUs have more cores than GPUs.

C. GPUs prioritize single-threaded performance.

D. CPUs lack memory bandwidth.

A. Incorrect labels

B. Feature normalization errors

C. Random measurement noise

D. Changing user behavior over time

A. Slurm provides a robust job scheduling system that optimizes the allocation of computational resources.

B. Slurm provides an orchestration tool to compile drivers and libraries in an HPC environment.

C. Slurm automatically writes and optimizes code for HPC applications to ensure the best performance.

D. Slurm increases the clock speed of CPUs in HPC clusters to improve computational performance.

A. 4

B. 1

C. 2

A. Using the CPU to copy data.

B. Storage fabric bandwidth.

C. Low network bandwidth.