ASSOCIATED CONTENT Supporting Information. The Supporting Information is available free of charge at Structures of layered intercalation compounds, comparison of total energy in different energy convergence thresholds, results of regression in other models, prediction of Eint by machine learning machine, comparison of the vdW correction methods, the values of and of intercalant, the conditions of random forest regression, and information about the .xlsx file of Supporting Information. (PDF)