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AIF-C01 Domain 4: Guidelines for Responsible AI

Operations reports a need to ensure training data represents diverse populations. What is the MOST operationally efficient solution? ensure training data represents diverse populations.

Multiple choice — select one answer

Answer choices

  1. a. Amazon SageMaker Lineage or MLflow on SageMaker
  2. b. Responsible AI governance processes on AWS
  3. c. Amazon SageMaker Clarify
  4. d. Inclusive dataset design and Clarify bias metrics

Architectural breakdown & explanation

Representative data reduces unfair outcomes across groups.

Correct answer(s): d. Inclusive dataset design and Clarify bias metrics

Exam domain: Domain 4: Guidelines for Responsible AI (14% weight on the official guide).

Official documentation & study links

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