SMILES-X is an autonomous pipeline that finds the best neural architectures to predict a physicochemical property from molecular SMILES only (see OpenSMILES). No human-engineered descriptors are needed. The SMILES-X has been specially designed for small datasets (from a few hundred to a few thousands of samples).