Foundations of Quantitative Finance

In nine short books

Book 1: Measure Spaces and Measurable Functions

Book 2: Probability Spaces and Random Variables

Book 3: The Integrals of Lebesgue and
(Riemann-)Stieltjes

Book 4: Distribution Functions and
Expectations