Here we report the application of transformation DIADS reflected the greatest diversity due to scaffold phenyl-modifications, while INDDS and PYRDS displayed lower diversity. The preservation of molecular shape was confirmed by PMI, and the expansion of structural diversity was featured with t-SNE visualization. SVR, RR, and RFR models exhibited the best performance in reducing overfitting and were employed to calculate ppIC50 values for the designed libraries.