Linear Algebra and Its Applications by Strang (2005, paperback),International ED
Renowned professor and author Gilbert Strang demonstrates that linear algebra is a fascinating subject by showing both its beauty and value. While the mathematics is there, the effort is not all concentrated on proofs.