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apply the algorithm on. Calculate the covariance matrix. Calculate the eigenvectors and their eigenvalues. Sort the eigenvectors according to their eigenvalues in descending order. Choose the first K eigenvectors (where k is the dimension we’d like to end up with). Build new reduced dataset. Time