This study reviewed the history of several classical and machine learning(ML)potential functions and focused on the recent developments and applications of these po-tential functions in metal and covalent-bond materials.A comprehensive analysis of the advantages and disadvantages of ML and traditional potential functions was provided and a perspective on the development of more effective interatomic potentials was offered.