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Can you explain how you address the issue of imbalanced datasets, where one class is heavily overrepresented in binary classification?

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Interview question asked to Machine Learning Engineers interviewing at Square, Yelp, Asana and others: Can you explain how you address the issue of imbalanced datasets, where one class is heavily overrepresented in binary classification?.