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This paper presents the design and analysis of Micro strip Band pass Filter at 8 GHz. An artificial neural network model to determine the Magnitude and Phase variations of scattering parameters (S-parameters) of these filters is also proposed for various frequencies. Performance of the proposed model is evaluated in terms of average and maximum estimated errors. Comparison of the EM simulated Results with neural models is also presented.