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 trains models from a shared EFS directory and epochs slow dramatically when many workers open millions of small image files. What should be evaluated?

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Moving the images to Secrets Manager because secret retrieval is optimized for millions of files. File layout, batching or packaging, client parallelism, EFS throughput mode, metadata behavior, and whether another storage pattern fits training better. Disabling all POSIX permissions because permissions are the only cause of small-file latency. Increasing API Gateway throttling because API request limits control NFS metadata operations.

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