Amazon SageMaker Clarify Bias Detection and Model Explainability - Amazon SageMaker

Amazon SageMaker Clarify Bias Detection and Model Explainability

This topic describes how to configure an Amazon SageMaker Clarify processing job which can compute bias metrics and feature attributions for explainability. Clarify processing jobs are implemented using a specialized SageMaker Clarify container image. The following Topics list contains instructions on how to configure, run and troubleshoot a Clarify processing job and how to configure an analysis.

For additional information about bias metrics, explainability and how to interpret them, see Learn How Amazon SageMaker Clarify Helps Detect Bias, Fairness Measures for Machine Learning in Finance, and the Amazon AI Fairness and Explainability Whitepaper.