Span and Basis
Span defined by all vectors that can be represented as a linear combination of the given vectors.
Basis of a space linearly independent vectors that span the entire given space.
Dot product duality of a linear transformation (use for projections).
Change of Basis
Eigenvectors and Eigenvalues