The machine learning method is used to excavate the influence and effect of meteorological factors on the occurrence of influenza, and the influenza prediction and early warning model is built. The paper expounds the methods and steps of model building in detail, including data collection and preprocessing, feature construction and selection and concrete building, analyzes the prediction and early warning effect of the model, so as to provide technical support and references for influenza prevention and control.