The future of QML in epidemiology is promising but will depend on overcoming current challenges. Advances in quantum computing technology and increased collaboration among interdisciplinary teams will be crucial. As these barriers are addressed, QML could revolutionize epidemiological research by providing faster, more accurate analysis of complex health data. This could lead to more effective disease prevention and control strategies, ultimately improving public health outcomes.