Abstract This paper explores the ability of multivariate adaptive regression splines, decision trees, Gaussian processes, and multiple non-linear equation approaches to predict aeration efficiency at various weirs discusses their results. In total, 126 experimental observations were collected in laboratory, which 88 arbitrarily selected for model training, rest used validation. Various graphica...