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Practice multiple choice certification questions for AWS Certified Machine Learning Engineer - Associate and review the explanation after each answer.

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Review the keyed rationale after answering so the correct AWS service choice and each distractor stay connected.

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Flashcard Practice AWS Certified Machine Learning Engineer - Associate Multiple Choice

A company has a model training service that directly calls five systems after training completes. Failures in one system slow the training service and complicate releases. What migration best reduces coupling?

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Move the direct calls into the training container so network failures are hidden from the service API Keep direct calls but increase timeout values so every downstream system has more time to respond Publish a training-completed event to SNS and let each downstream system subscribe through its own filtered and monitored path Replace every downstream system with a single shared database table that the training service updates

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