Preliminaries -- Definition of the Stochastic Integral -- Extension of the Predictable Integrands -- Quadratic Variation Process -- The Ito Formula -- Applications of the Ito Formula -- Local Time and Tanaka's Formula -- Reflected Brownian Motions -- Generalization Ito Formula, Change of Time and Measure -- Stochastic Differential Equations