Qnns, or Quantum Neural Networks, are a type of artificial neural network that leverage the principles of quantum computing. They have attracted attention for their potential to solve complex problems more efficiently than classical computers. In the context of epidemiology, qnns can be particularly useful for modeling and predicting the spread of diseases, especially when dealing with large and complex datasets.