MathLinear AlgebraOn this pageLinear AlgebraPCA - Principal Component AnalysisA FRIENDLY INTRODUCTION TO PRINCIPAL COMPONENT ANALYSISEIGENVALUES AND EIGENVECTORSPROVING THE SPECTRAL THEOREMTHE SINGULAR VALUE DECOMPOSITION