In the Rmd/Html the randomized Power Method that is used for the computation of the Singular Value decomposition (SVD) of matrices is implemented in R and then compared with the build in svd() method of R. Moreover there is a chapter about utilzing the SVD for the compression of grey scale images.
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[Rmd/HTML] Implementation of the Randomized Power Method to compute the SVD + Image compression with SVD