Even with a small data set, the predictive power of all four ML models, assessed by the MSE values for the test sets not used to generate the band gaps models, are similar to those predicting the interlayer distances (Tables and). For band gaps models, the RVM model was less accurate than the other three models, which showed similar accuracies to each other.