Goals and motivation; past approaches; Iterative Closest Point (ICP) algorithm.Representations of surfaces: coordinate functions, gradient field, surface normal, 1nd fundamental form, 2nd fundamental form.Registration problem; elastic Riemannian metric; square-root normal fields (SRNFs); inversion problem; shape geodesics.Statistics of shapes: sample mean, shape PCA, shape models, clustering and classification; symmetric shapes.