Epidemiologists study a variety of diseases, including infectious diseases like influenza and HIV/AIDS, non-communicable diseases like cardiovascular diseases and diabetes, and emerging diseases such as COVID-19. Each type of disease presents unique challenges and requires tailored approaches for study and intervention.