Recently, deep eutectic solvents (DES) have shown promising results for its application in the pretreatment of lignocellulosic biomass (LCB) to produce fermentable sugars. The optimal pretreatment conditions have been determined through predictive models developed from machine learning algorithms. These models, however, are black box models where the results cannot reveal the scientific reasons behind the identified relationsh...