This is a summary of what was actually covered, and which parts of the lecture notes are needed. Most of the elcture notes were NOT covered! Wiener process, brownian motion:construction, definition notes_01 pages 1-7 Wiener process, Paul Levy construction notes_02 pages 10-11, 16-19 Wiener process, basic properties notes_03, pages 20-23, 25-26 Wiener process, quadratic variation notes_04, pages 27-28 Markov proceses, martingales, optional stopping, maximal inequality notes_05 Ito integral notes_06 pages 1-2, 4-15 Ito's formula, with sketch of proof notes_06 pages 16-22 Ito representation, martingale representation, without proof notes_06 pages 23-24 Strong solution of SDE-s, existence and uniqueness notes_07 Infinitesimal generator of diffusion processes, Dynkin's formula, applications notes_08