A regression task was set with the above parameters as explanatory variables and the actual measured refractive index as the target variable (Fig. ). The database was evaluated with 5-fold cross-validation, and mean absolute error (MAE) and root mean squared error (RMSE) were calculated against the validation dataset. As regression models, we selected general algorithms such as Ridge, Lasso, Support