Inhibitors targeting S. aureus FabI were retrieved from ChEMBL. Although 59 inhibitors had reported Ki values or inhibition percentages, these data types were deemed unsuitable to develop the ML models. Ki data were insufficient for building a robust dataset, whereas inhibition percentages reflected bacteria inhibition that add additional variables, decreasing the probability of inhibition against the biological target.