Source code for fast training of multilayer perceptron for approximation. Example training and validation data files included. Source code for applying the trained network. Resulting networks can be pruned by NuMap7.06. The training algorithm can be modified to be substantially better than BP. A readme file is provided. The classification version of this software, called MLP-Class, is also available. MLP-Map was developed by the Image Processing and Neural Networks Lab of Univ. of Texas at Arlington, and by Neural Decision Lab LLC. For winzip password, go to: http://www-ee.uta.edu/eeweb/ip/Software/Software.htm. MLP-Map is licensed as freeware, full size of the download is KB. You can download a free version of MLP-Map by following download link at Free Downloads section of this page. MLP-Map is developed or distributed by Neural Decision Lab LLC and is listed under business math & scientific tools.