In this course, we mainly study the following subjects: Inner Products Space, Gram-Schmidt Process, QR-Decomposition, Eigenvalues and Eigenvectors, Orthogonal Diagonalization, General Linear Transformation, Similarity, Complex Inner Spaces, Unitary, Normal, and Hermitian Matrices.