SMOTE

Why Your SMOTE-Oversampled Data Is Leaking Into Your Validation Set

SMOTE can dramatically improve class imbalance problems, but applying it incorrectly can leak synthetic information into validation data and create misleadingly high performance metrics. Learn how to detect and prevent this common machine learning mistake.