Multiple Choice Flashcards on 02 Chartered AI Engineering Professional - CAiE...

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Flashcard Practice Chartered AI Engineering Professional - CAiEP Multiple Choice

A production training job fails with out-of-memory errors after loading a 400 GB CSV file into a single dataframe to compute summary features. What is the most appropriate engineering response?

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Process data in partitions or distributed jobs, then validate aggregate results before training. Increase retry attempts so the job eventually finds a worker with enough free memory. Reduce model regularization so training needs fewer passes over the prepared dataset. Continue with rows loaded before failure and mark the run as partially complete for monitoring later.

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