This texbook is devoted to questions related to forecasting time series models, a topic which has now a growing importance in various domains like signal and image processing, agro-industry, econometrics, geophysics and all socio-economics areas where good forecasts can greatly improve the gains and limit the wasting.Kernel methods are old and popular methods used in all areas where the statistician has to estimate a functional parameter.