Free NVIDIA NCA-AIIO Exam Dumps Questions & Answers

In a large enterprise cluster, frequent out-of-memory errors occur mid-experiment. What operational feature resolves this?

• A.  Increase cluster node count automatically.
• B.  Resource reservation and usage monitoring in the workload manager.
• C.  Deploy and monitor containers to boost GPU memory.

What is a common tool for container orchestration in AI clusters?

• A.  MLOps
• B.  Apptainer
• C.  Slurm
• D.  Kubernetes

In an AI cluster, what is the importance of using Slurm?

• A.  Slurm is used for data storage and retrieval in an AI cluster.
• B.  Slurm is responsible for AI model training and inference in an AI cluster.
• C.  Slurm is used for interconnecting nodes in an AI cluster.
• D.  Slurm helps with managing job scheduling and resource allocation in the cluster.

What is an important consideration to ensure that proper airflow is provided through a data center rack?

• A.  All systems should include dual-rotor fans and copper heatsinks.
• B.  Cabinet doors should be left open at all times.
• C.  Blanking panels are installed wherever possible.

The data center administrator is asked to deploy infrastructure to support training of a large natural language processing model with a billion parameters and they need the fastest method to train the model. What should the administrator recommend to support this?

• A.  NVIDIA DGX SuperPOD.
• B.  Two Node NVIDIA DGX Cluster.
• C.  Single server with 4-8 NVIDIA GPUs.