This graduate-level sequence explores the distinction between contravariant vectors and covariant co-vectors within the framework of dual spaces, metric tensors, and higher-rank tensor transformations. Students move from rigorous linear algebra definitions to applications in non-Euclidean geometry and physical systems like stress and strain.