With continued accumulation of training data, this success paves the way for automated materials discovery in other vacancy defect dependent applications and lays the groundwork for more complicated machine learning tasks such as correlated vacancy formation enthalpy or vacancy mobility predictions. All data, code, and scripts needed to reproduce this study are provided open source. 2 Results and Discussion 115