Machine learning-guided inverse design of IL structures. (a) The inverse design process of ILs based on Morgan molecular fingerprints and SHAP analysis. (b) The top 20 most important features in the global SHAP summary plot. (c) Inverse design of cation and anion fragments based on molecular fingerprints and structure, with respective positive and negative influences on conductivity.