I took an LP class early in my undergrad, and we used this textbook. We covered the whole book excluding chapter 5 in a single term, and the pace was manageable. At the time, the only math I knew was sophomore level stuff, and that was perfectly appropriate. If you know linear algebra, that is really the only background that you need for LP.