• Built data mining methods of CART, bagging and random forest to evaluate the quality of Portuguese "Vinho Verde" red wine; • Found out test error rate decreased by 7% by using random forest over CART methods and the red wine quality were mainly determined by the physicochemical factors, alcohol and sulphates.