Crucial Exams

AWS Certified AI Practitioner AIF-C01 Practice Question

A team finds its sentiment analysis training set contains 90% positive and 10% negative labels. Which risk does this class imbalance most likely create if they train the model without corrections?

  • AWS services will block training when class ratios exceed a predefined threshold such as 4:1.

  • The algorithm will automatically balance the classes during training, so no additional action is needed.

  • Training will take significantly longer because the optimizer must process more epochs to converge.

  • The model may appear accurate overall but will likely misclassify many negative examples.

AWS Certified AI Practitioner AIF-C01
Guidelines for Responsible AI
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