In epidemiology, CNNs can be utilized for a range of tasks such as disease outbreak prediction, pattern recognition in medical imaging, and the analysis of geographical data related to the spread of diseases. By leveraging vast amounts of data, CNNs help epidemiologists to identify trends and make more accurate predictions.