Which AWS service can generate automated pre-training reports that measure bias across demographic subgroups in a machine learning dataset?
Amazon Augmented AI (Amazon A2I)
Amazon SageMaker Clarify
Amazon Comprehend
Amazon SageMaker Model Monitor
Amazon SageMaker Clarify includes built-in bias detection that analyzes datasets and model predictions. It calculates metrics such as disparate impact and accuracy parity for specified demographic subgroups and produces detailed reports. Amazon SageMaker Model Monitor tracks data and model drift but does not compute subgroup bias metrics. Amazon Augmented AI provides configurable human review workflows, and Amazon Comprehend performs natural-language processing tasks; neither service offers automated subgroup bias analysis.
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