Crucial Exams

AWS Certified AI Practitioner AIF-C01 Practice Question

A company subject to strict regulatory audits can choose between a logistic regression model and a large transformer model. The transformer is 5% more accurate on test data. Which trade-off should the team recognize when deciding on model safety versus transparency?

  • The transformer provides both the highest accuracy and the highest transparency, so it is the safest choice.

  • The transformer achieves interpretability without extra tools, so post-hoc explanations are not required.

  • The logistic regression offers greater interpretability, whereas the transformer delivers higher accuracy at the cost of reduced transparency.

  • Using a transparent model like logistic regression eliminates all model safety concerns, making further governance unnecessary.

AWS Certified AI Practitioner AIF-C01
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