This paper sums up the main contributions of the PhD Dissertation with an homonymous name to the current article. Specifically. three contributions to train feed-forward neural network models based on evolutionary computation for a classification task are described. The new methodologies have been evaluated in three-layered neural models. https://www.campicon.com/