This book summarizes the state of the art in generalized linear models GLMs and their various extensions GAMs mixed models and credibility and some nonlinear variants GNMs. Going beyond mean modeling it considers volatility modeling double GLMs and the general modeling of location scale and shape parameters GAMLSS.