AWS Certified AI Practitioner AIF-C01 Practice Question
A team must choose between two generative models for text summarization. Model A is 1% more accurate than Model B but consumes twice as many GPU hours per request. Which decision best follows responsible AI practices for sustainability?
Run both models in an ensemble to maximize accuracy, accepting the added GPU hours.
Postpone selection until newer, more efficient GPUs are released, keeping both models on hold.
Adopt Model A because the highest possible accuracy should be the only selection criterion.
Adopt Model B because its slightly lower accuracy avoids doubling energy use and cost.
Responsible AI encourages balancing model performance with environmental impact. A 1% accuracy gain rarely outweighs a 100% rise in energy use. Choosing the less resource-intensive model maintains nearly the same quality while reducing compute cost, carbon emissions, and overall resource consumption. Prioritizing maximum accuracy regardless of energy, running both models in an ensemble, or deferring the choice does not address the immediate sustainability concern.
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AWS Certified AI Practitioner AIF-C01
Guidelines for Responsible AI
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