YouTube PCA - Principal Component Analysis A FRIENDLY INTRODUCTION TO PRINCIPAL COMPONENT ANALYSIS EIGENVALUES AND EIGENVECTORS PROVING THE SPECTRAL THEOREM THE SINGULAR VALUE DECOMPOSITION