What is Class Imbalance?
Updated May 17, 2026
Short answer
Class imbalance occurs when one class dominates the dataset.
Deep explanation
Imbalanced datasets bias the classifier toward majority classes.
Real-world example
Fraud detection datasets often contain very few fraud cases.
Common mistakes
- Using accuracy as the only metric.
Follow-up questions
- How handle imbalance?
- Which metrics help?