Outline: Bernoulli trials, weak convergence of rescaled random walk to Brownian Motion; Brownian motion and its simplest properties; Construction of Itô integral, Itô formula; Solution of simple SDEs, Black-Scholes SDE, Ornstein-Uhlenbeck process; Connection of stochastic calculus and partial differential equations, Feynman-Kac formula.