Uncertainty quantification of the DNN ensemble in Table of Supporting Information reveals that the ensemble of models performs better than the sum of its parts, as the average test R 2 for each individual model is only ~0.70. Overall, there is also around 10% average normalized variance in the predicted permeabilities across the 16 DNN models, which is quite high.