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What kinds of machine learning tool is used to classify a vector of data which are not spatially correlated?

I have a 158*158 image*15000 samples which I tried to model but the algorithm takes too much RAM, so I converted that 158*158 image into a vector of it's Eigen values. Can I pass this sorted vector of Eigen values to a cnn or is there a tool which is better suited to classify such data?

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