Given the success in predicting the interlayer distances for hybrid 2D materials using our combined DFT/ML approach, we also conducted a brief proof-of-concept experiment on whether we could predict properties more relevant to electrical or optical applications of 2D materials. We used DFT methods to calculate a relatively small number of band gaps for hybrid 2D materials. For the band gap prediction, we applied the BR1 bilayer representation.