Due to complexities from the interaction between steel tube and concrete filling of concrete-filled tubular (CFST) columns, their strengths are very complicated, which is a highly nonlinear relation with material geometry. Categorical gradient Boosting (CatBoost), advanced boosting machine, presented solve problems. A total 3103 tests, divided in four datasets, trained tested learners determine...