1300 Math Formulas by Alex Svirin is a reference book that gathers a large set of mathematical formulas in one place, organised by area. Books of this kind are useful for students preparing for competitive exams and for working through advanced problems where remembering every formula is impossible.
A useful desk reference rather than a textbook.