Best Mathematics book for complete noobie?
springcoil: I second the OCW reference.
  Some of the Calculus for Dummies, type books are good.
Its good to remember that Calculus and Linear Algebra don't have to be that complicated. 
I also recommend scan the books before you buy them, I wasted far too much money at college on txtbooks that I ended up despising