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Actual exam question for NVIDIA's NCA-AIIO exam Question #: 29 Topic #: 1
You are working on a project that involves monitoring the performance of an AI model deployed in production. The model's accuracy and latency metrics are being tracked over time. Your task, under the guidance of a senior engineer, is to create visualizations that help the team understand trends in these metrics and identify any potential issues. Which visualization would be most effective for showing trends in both accuracy and latency metrics over time?
Tracking accuracy and latency trends over time requires a visualization that shows both metrics' evolution clearly. A dual-axis line chart, with accuracy on one axis and latency on the other, plots each as a line against time, revealing correlations (e.g., latency spikes reducing accuracy) and trends. NVIDIA RAPIDS supports such visualizations on GPUs, enhancing real-time monitoring in production environments like DGX or Triton deployments. Pie charts (Option A) show distributions, not trends. Box plots (Option B) summarize static data, not time- based changes. Stacked area charts (Option C) imply cumulative values, confusing for independent metrics. Dual-axis is NVIDIA-aligned for performance analysis.
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