In this paper. we propose a lossless compression algorithm for hyper-spectral images with the help of the K-Means clustering and parallel prediction. We use K-Means clustering algorithm to classify hyper-spectral images. and we obtain a number of two dimensional sub images. https://cosmeticssquadets.shop/product-category/scopes/