Abstract Two approaches are presented to improve the capabilities of machine learning models in multiscale modeling for microstructure homogenization (graphical abstract in Fig. 1). The first approach features a Bayesian data mining scheme with a human in the loop. halving the prediction error compared to [1] using four novel and efficient to evaluate feature descriptors. https://fitnessgravesyardes.shop/product-category/overlay/