hardMultiple SelectObjective-mapped
MLA-C01 Practice Question: Monitor their machine learning model for bias…
A company wants to monitor their machine learning model for bias over time. Which THREE AWS services or features can they use to achieve this? (Choose THREE.)
⚠ Common exam trap
Many candidates confuse SageMaker Model Monitor (which tracks data drift and quality) with SageMaker Clarify (which specifically handles bias detection), or incorrectly assume that Experiments or CloudTrail can perform bias analysis when they are designed for different purposes.
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 is correct because it provides built-in capabilities to detect bias in machine learning models both before training (pre-training bias) and after deployment (post-training bias). It can generate bias reports for training data and predictions, making it a direct tool for monitoring bias over time.
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 Experiments
Why it's wrong here
Experiments is for organizing training runs, not for monitoring bias.
- ✗
AWS CloudTrail
Why it's wrong here
CloudTrail logs API calls, not bias metrics.
- ✓
Amazon SageMaker Clarify
Why this is correct
Clarify can detect bias and generate bias reports.
- ✓
Amazon SageMaker Model Monitor
Why this is correct
Model Monitor can track bias metrics as part of model quality monitoring.
- ✓
Amazon SageMaker Pipelines
Why this is correct
Pipelines can incorporate bias detection steps and run on a schedule.
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About these practice questions
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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.