In mathematics and engineering, a manifold is topological space that locally resembles Euclidean near each point. Defining the best metric for these manifolds have several engineering science implications from controls to optimization generalized inner product applications of Gram Matrices appear in applications. These smooth geometric can be formalized by Lie Groups their Algebras on its infin...