AWS Certified AI Practitioner AIF-C01 Practice Question
An organization hosts a real-time prediction endpoint on Amazon SageMaker and wants to be alerted if the statistical properties of incoming data change over time, indicating model drift. Which AWS feature will automatically monitor the endpoint and surface such issues?
Amazon SageMaker Model Monitor continuously captures a sample of a production endpoint's input data and predictions, compares them with a baseline, and automatically reports violations when the data or predictions drift beyond preset thresholds. SageMaker Clarify focuses on bias and explainability, not operational drift detection. Amazon Augmented AI provides human review workflows rather than automated statistical monitoring. AWS Config detects configuration drift of AWS resources, not machine-learning model drift.
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AWS Certified AI Practitioner AIF-C01
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