A more contemporary classic, "What is Mathematics? An Elementary Approach to Ideas and Methods" by Courant and Robbins provides an overview of the scope of the field presented with rigor, problems, and proofs.
"It is a work of high perfection, whether judged by aesthetic, pedagogical or...