Statistical models -- Linear regression models -- Linear regression models : diagnostics and model building -- Beyond linear regression : the method of maximum likelihood -- Generalized linear models : structure -- Generalized linear models : estimation -- Generalized linear models : inference -- Generalized linear models : diagnostics -- Models for proportions : binomial GLMs -- Models for counts : poisson and negative binomial GLMs -- Positive continous data : gamma and inverse Gaussian GLMs -- Positive and continuous data : gamma and inverse Gaussian GLMs -- Tweedie GLMs -- Extra problems
