The course deals with topics relevant for the study of complex systems. In particular, starting from stochastic and nonlinear processes, with relative formalism (for example, stochastic differential equations), we will arrive to the treatment of chaos in conservative and dissipative systems. The interdisciplinary aspects and applications will be underlined, with particular emphasis on non equilibrium thermodynamics.