The nnet package provides functions and datasets to support feed-forward neural networks with a single hidden layer, and multinomial log-linear models, as discussed in the book 'Modern Applied Statistics with S' (4th edition) by W.N. Venables and B.D. Ripley. The following URL provides more details about the book: URL: http://www.stats.ox.ac.uk/pub/MASS4