I like Serge Lang's books for clarity of explanations. He has an Introduction to Linear Algebra which concisely covers the basics (265 pages in the main text), and grounds the matrix computations in the geometric interpretation.

Be aware that Lang has another book, called just "Linear Algebra", which is more theoretical.