The manufacturing sector largely depends on machining operations, such as milling, which produces workpiece surfaces with a certain degree of roughness. Surface roughness is an important parameter for evaluating the quality of machining results. The purpose of this study is to classify the degree of steel surface roughness using the multinomial logistic regression method. The initial data in th…