This study discusses the classification of asthma disease using Machine Learning algorithms to address three research questions: the application of Machine Learning in asthma classification, the effect of different dataset conditions, and the algorithm that produces the best performance. The asthma dataset obtained from Kaggle was processed under three scenarios: original, undersampling, and Sy…