Top three beginner investing books ranked by amount of math (futureadvisor.com)

If you want something more 'top shelf', Active Portfolio [1] Management by Grinold & Kahn is considered the bible, though you'll need an understanding of undergrad maths.

[1] http://www.amazon.com/Active-Portfolio-Management-Quantitati...