Discover how SageMaker Clarify simplifies generating explanations for automated loan approvals. Ace the AWS Certified Machine Learning – Specialty exam with expert insights.
Table of Contents
Question
A financial services company wants to automate its loan approval process by building a machine learning (ML) model. Each loan data point contains credit history from a third-party data source and demographic information about the customer. Each loan approval prediction must come with a report that contains an explanation for why the customer was approved for a loan or was denied for a loan. The company will use Amazon SageMaker to build the model.
Which solution will meet these requirements with the LEAST development effort?
A. Use SageMaker Model Debugger to automatically debug the predictions, generate the explanation, and attach the explanation report.
B. Use AWS Lambda to provide feature importance and partial dependence plots. Use the plots to generate and attach the explanation report.
C. Use SageMaker Clarify to generate the explanation report. Attach the report to the predicted results.
D. Use custom Amazon CloudWatch metrics to generate the explanation report. Attach the report to the predicted results.
Answer
C. Use SageMaker Clarify to generate the explanation report. Attach the report to the predicted results.
Explanation
SageMaker Clarify helps explain model predictions by identifying influential features, detecting potential bias, and providing feature attribution. It integrates seamlessly with SageMaker and generates detailed explanations with minimal development effort. Clarify’s explanations can be attached to the loan approval predictions, fulfilling the requirement of providing a report explaining the reasons for each decision.
Amazon AWS Certified Machine Learning – Specialty (MLS-C01) certification exam practice question and answer (Q&A) dump with detail explanation and reference available free, helpful to pass the Amazon AWS Certified Machine Learning – Specialty (MLS-C01) exam and earn Amazon AWS Certified Machine Learning – Specialty (MLS-C01) certification.