Comment by doppioandante

That is really a wonderful book which I perused when learning linear algebra, maybe a bit on the mathy side for OP expecially as he is asking a book for a "visual learner". Fortunately linear algebra can be grasped intuitively in dimensions above 3 even if it can't be visualized, but maybe I'm biased as it is bread and butter for me now.