Focusing on understanding the structure of linear operators on vector spaces, this book discusses vector spaces, linear independence, span, basics, & dimension. It introduces students to inner-product spaces & the finite-dimensional spectral theorem. It features chapters on diagonal matrices, & on linear functionals & adjoints.