Use of machine learning approaches for novel drug discovery- applied in several steps of the drug discovery methodology that includes ‘the prediction of target structure, prediction of biological activity of new ligands through model construction, discovery or optimization of hits, and construction of models that predict the pharmacokinetic and toxicological (ADMET) profile of compounds.’