Data Accessibility: The Alchemy data set is available at . 3.11 QM1B QM1B, introduced by Mathiasen et al. , is a colossal data set comprising one billion training examples tailored for ML applications in quantum chemistry. It encompasses molecules featuring 9-11 heavy atoms and includes properties such as energy and HOMO-LUMO gap.