The hypersphere is the simplest and most visually intuitive geometric structure for applying the knowledge of Riemannian manifolds gained from my previous article, Riemannian Manifolds: 1 Foundation.  Understand the fundamental concepts of data manifolds, including metrics, tangent spaces, geodesics, and intrinsic representations, using Python and the Geomstats library.