This research aims to predict the types of school buses in Jakarta using machine learning methods. Data from 2017 to 2019 includes the number of passengers, the number of schools, and bus types. Exploratory data analysis identified patterns and trends, with feature engineering generating three main variables. We tested seven machine learning models, including SVM, Logistic Regression, KNN, Gaus…