MLA-C01 Practice Question: ML Solution Monitoring, Maintenance, and Security
A machine learning team wants to monitor bias in a deployed model's predictions on an ongoing basis. Which AWS service should they use to schedule bias monitoring jobs and generate reports?
⚠ Common exam trap
Test-takers frequently confuse SageMaker Model Monitor (which handles data and model quality drift) with SageMaker Clarify (which handles bias and explainability drift), leading them to select Option C even though it does not support bias-specific monitoring.
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
✓
SageMaker Clarify with bias drift monitoring
SageMaker Clarify is the correct choice because it provides built-in bias drift monitoring capabilities that can be scheduled to run on a recurring basis. It evaluates predictions against pre-training and post-training bias metrics (e.g., DPL, DI, CDDL) and generates detailed reports, making it the only service designed specifically for ongoing bias monitoring in deployed models.
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 QuickSight with Athona queries
Why it's wrong here
QuickSight is for visualization, not bias monitoring.
- ✗
AWS CloudTrail for prediction logging
Why it's wrong here
CloudTrail logs API calls, not bias metrics.
- ✗
SageMaker Model Monitor with data quality monitoring
Why it's wrong here
Model Monitor does not monitor bias; it monitors data, model quality, and feature attribution.
- ✓
SageMaker Clarify with bias drift monitoring
Why this is correct
Clarify offers bias monitoring after deployment, detecting shifts in fairness metrics.
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JA
Written by Johnson Ajibi, MSc IT Security
Senior Network & Security Engineer · founder of Courseiva
This MLA-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 MLA-C01 exam.