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AIF-C01 practice question: Responsible AI and guardrails (3 of 5)

Guidelines for Responsible AI A free question from our original AIF-C01 practice exam. Try it, then open the answer to see why each option is right or wrong.

A company with a net zero commitment is choosing a model for a high-volume document classification task. Which TWO choices will BEST reduce the environmental impact? (Choose two.)

Choose two answers.

  1. A. Choose the smallest model that meets the accuracy target
  2. B. Always choose the largest model available, just in case
  3. C. Use distillation to create a smaller model for the task
  4. D. Retrain the model from scratch every week
  5. E. Generate several answers per request and keep one
Show the answer and explanation

Answers: A, C

  • A. Right: Correct. Smaller models need less compute per request, which reduces energy use.
  • B. Wrong: A model larger than needed uses more compute and energy for no benefit.
  • C. Right: Correct. A distilled model keeps task performance with fewer resources.
  • D. Wrong: Frequent full training uses a great deal of compute and is rarely needed.
  • E. Wrong: Generating extra answers multiplies compute use for each request.

Explanation

Sustainability is part of model selection. The AWS Generative AI Lens recommends smaller or task-specific models, distillation, and optimisation techniques such as quantisation and pruning to cut resource use while meeting performance goals.

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