AWS Certified AI Practitioner AIF-C01Demo

Question

A company plans to develop an AI model for its global customer base. The company wants to train the model using a dataset that represents user diversity.

Which action meets this requirement?

A Balance class representation in the dataset.
B Use a regional dataset with complete data.
C Oversample majority class data.
D Drop minority class data records.

Explanation

Balancing class representation helps ensure that no group is disproportionately underrepresented in the training data. Class imbalance can cause a model to fit larger groups at the expense of smaller groups, producing less accurate or biased outcomes for the underrepresented population.

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Class Imbalance (CI) – Amazon SageMaker AI

AWS Certified AI Practitioner AIF-C01Demo

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Notes

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