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 needs an NLP model for intent detection, but messages include secrets and customer identifiers. Which design is strongest?

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Train on raw messages and mask inference responses after the model is deployed. Keep secrets in the text until accuracy is proven, then mask data used by future models. Detect sensitive spans, replace them with typed placeholders, restrict raw access, and evaluate model quality. Strip punctuation and whitespace because identifiers usually contain formatting characters.

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