The notes are based on lectures on stochastic processes given at Scuola Normale Superiore in 1999 and 2000. We did not include several applications to statistical mechanics and mathematical finance, covered in the lectures, as we hope to write part two of the notes devoted to applications of stochastic processes in modelling.