Stochastic calculus and process introduces a rigorous mathematical description based upon set theory to describe what is intuitively perceived as randomness.
Probability theory
Random variables
Probability densities
Conditional expectations
Stochastic processes
Brownian motion
Diffusion
Karhunen-Loève theorem, relation to singular value decomposition