Scientific estimate of highway freight volume via large data contributes to regional intelligent transport management. Data over a decade was collected from the official website of Zhejiang Statistic Bureau. Ridge regression algorithm, Naive Bayes Algorithm and KNN algorithm among supervised machine learning algorithm were applied to obtain the error curve after cleaning and preprocessing. Accuracy and error under the same test data condition were compared. Result shows that ridge regression algorithm has g...