Exam NCA-AIIO Topic 1 Question 38 Discussion

Actual exam question for NVIDIA's NCA-AIIO exam
Question #: 38
Topic #: 1

You are managing an AI infrastructure that supports a healthcare application requiring high availability and low latency. The system handles multiple workloads, including real-time diagnostics, patient data analysis, and predictive modeling for treatment outcomes. To ensure optimal performance, which strategy should you adopt for workload distribution and resource management?

A. Prioritize real-time diagnostics by allocating the majority of resources to these tasks anddeprioritize others. B. Manually allocate resources based on estimated task durations. C. Implement an auto-scaling strategy that dynamically adjusts resources based on workload demands. D. Allocate equal resources to all tasks to ensure uniform performance.

Suggested Answer: C Vote an answer

In a healthcare application requiring high availability and low latency, such as one handling real-time diagnostics, patient data analysis, and predictive modeling, an auto-scaling strategy is critical. NVIDIA's AI infrastructure solutions, like those offered with NVIDIA DGX systems and NVIDIA AI Enterprise software, emphasize dynamic resource management to adapt to fluctuating workloads. Auto-scaling ensures that resources (e.g., GPU compute power, memory, and network bandwidth) are allocated based on real-time demand, which is essential for time-sensitive tasks like diagnostics that cannot tolerate delays. Option A (prioritizing diagnostics) might compromise other workloads like predictive modeling, leading to inefficiencies. Option B (manual allocation) is impractical for dynamic, unpredictable workloads, as it lacks adaptability and increases administrative overhead. Option D (equal allocation) fails to account for varying resource needs, potentially causing latency spikes in critical tasks. NVIDIA's documentation on AI Infrastructure for Enterprise highlights auto-scaling as a key feature for optimizing performance in hybrid and multi-workload environments, ensuring both high availability and low latency.

by Jared at Mar 30, 2026, 12:53 PM

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