MoleculeNet represents a significant advance in accelerating material finding through the application of machine intelligence. This resource provides a large compilation of molecular attributes, organized for algorithmic learning. By allowing investigators to train projection algorithms, MoleculeNet aims to revolutionize how new drugs, substances,