Multiple Choice Flashcards on 02 AWS Certified Machine Learning Engineer - As...

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Flashcard Practice AWS Certified Machine Learning Engineer - Associate Multiple Choice

A company has lab instruments that can write only to an on-premises SMB share, but ML pipelines must validate the images in S3. Which design is strongest?

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Require scientists to manually copy images to laptops and upload them when model training is scheduled. Use Tape Gateway because image ingestion and backup tapes use the same access pattern. Expose the S3 bucket publicly so instruments can write objects without local gateway infrastructure. Use File Gateway with an SMB share backed by S3, scoped permissions, monitoring, validation workflows, and a clear object-prefix design.

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