Set theory, Logic, and Proof: these are the building blocks of modern mathematics.

Measure Theory: Thanks to Kolmogorov (1933), the mathematical theory of probability is defined in terms of measure theory and Lebesgue theory of integration. Here are some notes on measure theory.