Gram-Schmidt matrix definition Inner product general form lemma Riesz Representation theorem theorem Adjoint linear transformation definition Existence and uniqueness of adjoint linear transformation theorem Representation matrix of adjoint linear transformation lemma Properties of adjoint linear transformation lemma Special linear operators definition Normal operator Unitary operator Hermitian (self-adjoint) operator Special matrices definition Normal matrix Unitary matrix Hermitian (self-adjoint) matrix