The course proposes a study of generalized stochastic models, in a context of description, analysis and retrieval of information from data. The main models studied are associated with the so-called autoregressive and moving average families, stochastic differenced/integrated processes with integer and fractional orders, entropy functions, markovian properties, as well as interactions of processes and mixture models.