Deep Learning Methods to Help Predict Properties of Molecules from SMILES.

Machine learning methods have been proposed in lieu of simulations to predict chemical properties of molecules. The trade-off here is paying for the training time once, in exchange for instant predictions on the input data. However, many of these methods rely heavily on feature engineering to prepare the data for these models.