AWS Certified AI Practitioner AIF-C01 Practice Question
To check for unfair treatment, a project team randomly samples model predictions each month and has domain experts manually judge whether results are appropriate. Which bias-detection approach does this describe?
Synthetic data generation to rebalance the training set
Continuous drift monitoring with Amazon SageMaker Model Monitor
Pre-training bias analysis with Amazon SageMaker Clarify
The process relies on people, not automated algorithms, to evaluate a sample of model outputs for fairness problems. Such manual reviews by domain specialists are called human audits. The other options involve automated tooling: SageMaker Clarify runs statistical bias checks, SageMaker Model Monitor tracks data or concept drift in real time, and synthetic data generation rebalances a training set rather than auditing predictions.
Ask Bash
Bash is our AI bot, trained to help you pass your exam. AI Generated Content may display inaccurate information, always double-check anything important.
What are human audits in machine learning?
Open an interactive chat with Bash
How does Amazon SageMaker Clarify detect bias?
Open an interactive chat with Bash
What is the role of SageMaker Model Monitor?
Open an interactive chat with Bash
AWS Certified AI Practitioner AIF-C01
Guidelines for Responsible AI
Your Score:
Report Issue
Bash, the Crucial Exams Chat Bot
AI Bot
Loading...
Loading...
Loading...
Pass with Confidence.
IT & Cybersecurity Package
You have hit the limits of our free tier, become a Premium Member today for unlimited access.
Military, Healthcare worker, Gov. employee or Teacher? See if you qualify for a Community Discount.
Monthly
$19.99
$19.99/mo
Billed monthly, Cancel any time.
3 Month Pass
$44.99
$14.99/mo
One time purchase of $44.99, Does not auto-renew.
MOST POPULAR
Annual Pass
$119.99
$9.99/mo
One time purchase of $119.99, Does not auto-renew.
BEST DEAL
Lifetime Pass
$189.99
One time purchase, Good for life.
What You Get
All IT & Cybersecurity Package plans include the following perks and exams .