The brnn Package (Pérez-Rodríguez et al, 2013) implements Bayesian Regularized Neural Networks with a single hidden layer for continuous response. The software is also able to deal ordinal responses (Pérez-Rodríguez et al, 2020). This repository is a copy of the stable version which can be downloaded from CRAN.