This artiele introduces the fundamental principles of the least squares method, Using thephotoelectrie effeet experiment and string standing wave experiment as examples ,it explains the application ofthe least squares method in both linear and nonlinear experimental seenarios,Through MATlAB programmingfor fitting experimental data and solving curve coefficients , the study aims to deepen students’ understanding olthe least squares method whilenhancing therr data proeessing capabilities.