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Which AWS service is a machine learning-based tool that analyzes metrics of historical utilization and makes recommendations of compute service(s) to be used for the workload?

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Answer: D.

Option A is INCORRECT because AWS Outpost is a fully managed service that provides a seamless hybrid experience by facilitating the running of AWS services and infrastructure on-premises.

AWS outpost does not provide recommendations for using the compute services after analyzing the past utilization metrics.

Option B is INCORRECT as AWS Well-Architected Tool is a tool that provides advice on architecting the workload in the cloud.

This tool also enables customers to review their architecture against the best practices.

Option C is INCORRECT because AWS Management Console is a web-based user interface that helps users to access and manage all the aspects of all the available AWS services.

This is a management and governance tool.

Option D is CORRECT.

AWS Compute Optimizer is a machine learning-based tool that analyzes metrics of historical utilization and makes recommendations of compute service(s) to be used for the workload.

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