In this paper a software realization of a Neural Network (NN), the present work describes the implementation of the Max -Net algorithm. The performance of a neural network is characterized by the neural network's structure, transfer function, and learning algorithm. The designed architecture is described using MAX -Net neural network classification based on single Layer. The neural network's structure depends on the complexity of the relationship between the input and the output. This no need

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... aining part of the neural network, the weight matrix is fixed based on absolute value. This paper discusses the issues involved in implementation of a multi-input neuron with linear excitation functions (poslin) using MATLAB program and MATLAB Simulink neural network tools software implementation is presented.