In the field of epidemiology, autoencoders can offer multiple benefits. They can aid in data cleaning and noise reduction, making it easier to analyze large volumes of epidemiological data. They can also be utilized for anomaly detection, identifying unusual patterns that might indicate outbreaks or other significant events.