We present a neural networks simulator that we have called NeuSim, designed to work in Beowulf clusters. We have been using
this simulator during the last years over several architectures and soon we want to distribute it under GPL license. In this
work we offer a detailed description of the simulator, as well as the performance results obtained with a Beowulf cluster
of 24 nodes.