Free NVIDIA NCA-AIIO Exam Dumps Questions & Answers

What is a key architectural difference between AI training and inference?

• A.Inference requires deployment on multiple GPUs; training requires fewer GPUs for operation.
• B.Training requires high compute power for parameter optimization; inference prioritizes low latency.
• C.Inference workloads cannot utilize GPU acceleration; training requires GPU acceleration for efficiency.
• D.Training uses dedicated DPU resources for optimization; inference uses CPU resources for predictions.

What is a key feature of the GPUDirect protocol for transfers between GPUs and other PCIe devices?

• A.It uses ROMA to eliminate CPU bottlenecks.
• B.It uses virtual IP addresses to create private communication channels.
• C.It uses the host's kernel.

For which workloads is NVIDIA Merlin typically used?

• A.Data analytics
• B.Recommender systems
• C.Natural language processing

Which network provides the optimal performance for multi-node AI training workloads?

• A.Software Defined Network (SDN)
• B.Fibre Channel
• C.InfiniBand

Which statement BEST characterizes Artificial General Intelligence (AGI)?

• A.Rule-based expert systems
• B.Human-level general reasoning across domains
• C.Task-specific automation
• D.Statistical pattern recognition