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I'm developing a program to recognize a character from a image using OCR techniques. Up till now I have used a method that scanned the image, but now I have to use neural networks. Please explain what is a single layer perceptron and how to use it to train the network.

+1  A: 

I typed a portion of your question into Google: http://en.wikipedia.org/wiki/Feedforward_neural_network

You might also use this CodeProject article, Creating Optical Character Recognition (OCR) applications using Neural Networks, as a starting point.

Mitch Wheat