The correct choice is Use Amazon SageMaker Clarify with Amazon SageMaker Model Monitor to detect bias and continuously track model behavior.

Amazon SageMaker Clarify provides tools to detect bias and generate explainability reports during data preparation and model evaluation, and Amazon SageMaker Model Monitor continuously inspects inputs and predictions in production to surface drift and quality issues. Together these services enable fairness and transparency and they support continuous safety checks which match the responsible AI needs of SkyWay Tours.

Customers are solely responsible for bias and safety monitoring without any AWS tools is incorrect because AWS supplies services to help detect bias and monitor models in production. Customers retain responsibility for governance and decision making, but they can use Amazon SageMaker Clarify and Amazon SageMaker Model Monitor to automate detection and reporting.

AWS infrastructure has no involvement in ethical aspects of AI deployments is incorrect because AWS offers specific features and services that address responsible AI considerations. AWS provides tooling for explainability and monitoring while customers remain accountable for policies and use of models.

AWS guarantees that any model hosted on AWS is unbiased by default is incorrect because no provider can guarantee a model is bias free without evaluation and mitigation. Customers must assess datasets and models and use tools such as Amazon SageMaker Clarify and Amazon SageMaker Model Monitor to identify and reduce bias.

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