Neural networks are a subset of Artificial Intelligence that consist of interconnected nodes or "neurons." These networks are trained using data to recognize patterns and make decisions. In epidemiology, they can process vast amounts of data from various sources, such as patient records, environmental factors, and social media, to predict disease trends.