In the field of epidemiology, classification algorithms are computational procedures used to categorize individuals or events into different groups based on their characteristics. These algorithms help in diagnosing diseases, predicting outbreaks, and stratifying risk among populations. They are crucial for transforming raw data into actionable insights.