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Exam NCA-GENM Topic 1 Question 20 Discussion

Actual exam question for NVIDIA's NCA-GENM exam
Question #: 20
Topic #: 1
You are deploying a multimodal Generative A1 model on a cloud platform. The model takes video and text as input to generate video descriptions. The model's performance needs to be monitored to ensure it meets certain performance SLAs. Which of the following metrics are MOST crucial to monitor in a production environment to ensure both computational efficiency and output quality? (Select TWO)

Suggested Answer: B,D Vote an answer

Inference latency directly impacts the user experience and resource utilization. A high latency indicates potential bottlenecks. The BLEU score (or similar metric) measures the quality of the generated text, ensuring that the model is producing accurate and relevant descriptions. GPU utilization is important but secondary compared to latency and quality. Model size and lines of code are not direct indicators of runtime performance or output quality.

by Brook at Sep 16, 2025, 11:54 PM

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