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AIF-C01 Practice Question: Security, Compliance, and Governance for AI Solutions

A machine learning team wants to detect bias in a deployed model's predictions on new data. They use Amazon SageMaker. Which service should they use to generate bias reports after deployment?

Answer choices

Why each option matters

Answer the question above first, then reveal the full breakdown to understand why each option is right or wrong.

Correct answer & explanation

Amazon SageMaker Clarify

Amazon SageMaker Clarify provides bias detection and explainability for ML models, both during training and after deployment. SageMaker Model Monitor detects data drift but not bias. SageMaker Debugger is for training debugging. SageMaker Role Manager is for managing IAM roles.

Answer analysis

Option-by-option breakdown

For each option: why learners choose it and why it is or isn't the right answer here.

  • Amazon SageMaker Clarify

    Why this is correct

    Clarify can run bias metrics on predictions after deployment.

  • Amazon SageMaker Debugger

    Why it's wrong here

    Debugger monitors training jobs, not inference.

  • Amazon SageMaker Model Monitor

    Why it's wrong here

    Model Monitor detects drift in input data over time, not bias in predictions.

  • Amazon SageMaker Role Manager

    Why it's wrong here

    Role Manager helps create IAM roles for SageMaker, not bias detection.

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JA

Written by Johnson Ajibi, MSc IT Security

Senior Network & Security Engineer · founder of Courseiva

This AIF-C01 practice question is part of Courseiva's free Amazon Web Services certification practice question bank. Courseiva provides original exam-style practice questions with explanations, topic-based practice, mock exams, readiness tracking, and study analytics to help learners prepare for the AIF-C01 exam.