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

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Flashcard Practice Chartered AI Engineering Professional - CAiEP Multiple Choice

A company trains a neural network with features around 0.01 and others in the millions. Loss decreases slowly and gradients are unstable across batches. What should the team try early?

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Switch the validation metric from loss to accuracy before changing preprocessing or feature ranges. Scale or transform features so optimization sees comparable numeric ranges across inputs. Increase model depth first because deeper networks are less affected by input scale. Lower the batch size until large-scale features appear less often in each update.

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