I read that book as well, it is great for motivation, but mathematically a little sloppy (otherwise you wouldn't come away from it thinking you don't need linear algebra...). It doesn't say so, but it first introduces the linear algebra you need to know: vector spaces, inner products, etc., but without rigorous proofs for basics.