First Course in Linear algebra books that start with basic algebra?
Gilbert Strang's excellent book "Introduction to Linear Algebra" and video lectures are all you need to teach yourself basic linear algebra from first principles.
If you can't get the book, the video lectures and other material available at MIT OCW is sufficient, but I would recommend the book.