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MoleculeKit: Machine Learning Methods for Molecular Property Prediction and Drug Discovery MoleculeKit is a new framework that deals with molecule predictions. It represents molecules as both graphs and sequences and then apply GNN or kernel together with BERT for downstream molecular tasks (predicting properties of nodes or graphs).