From this extensive collection, we applied predictive ML models to generate seven focused libraries, each generalization and provides a categorical measure of the prediction confidence. Compounds within the top confidence predictions from the seven newly designed antiviral focused libraries represent strong candidates for further screening, including biological testing. All seven antiviral focused libraries developed in this study are freely available at . To facilitate the use of these databases, each compound is annotated with confidence predictions and ADMET property profiles.