This talk introduces principal component analysis as a variant of Gaussian processes. It then shows how that interpretation can be extended to give a non linear extension of principal component analysis known as the GP-LVM. From the 2014 Gaussian process Winter School at the University of Sheffield. Full details of the school are available here: http://ml.dcs.shef.ac.uk/gpss/gpws14/