The aim of the autoPLSR is to provide a software tool with automatic feature and latent variable selection for the Partial Least Squares Regression (PLSR: Wold et al. (2001)), a multivariate regression method that is widely used in chemometrics, hyperspectral remote sensing, bioinformatics and other fields.