The Tifinagh alphabet in order ("Lybico-berber") has been utilized by Amazigh talking individuals in North Africa and the Canary Islands in any event from the third century B.C. up to the third century A. In the present paper, artificial neural network is used to the to recognize the Tifinagh alphabet which used for writing Amazigh language. In this paper the alphabet image is reshaped to be suitable as input for networks, wherefore, image processing resizing technique is used. The proposed method is based on the use of feed forward back propagation method In the proposed system, alphabet's image is represented by binary numbers that are used as input, then they are fed to the neural networks. Neural network followed by the Back Propagation Algorithm which compromises Training. The recognition rate for Back Propagation neural network BPNN was 79% in testing phase.