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Nowdays Hyperspectral data are more widely used for crop classification, we are trying to use Deep Learning to for the task of segmentation of Hyperspectral Satellite images to segment different Categories of crops. Data contains 128x128 pixels images having 7 channels or spectrums for input. We used a modified version of U-net for the purpose of Classification.