Explore advanced statistical concepts in this comprehensive lecture on generalized linear models. Delve into geometric interpretations of statistical models, state-based approaches to modeling children's growth, and population dynamics using ordinary differential equations (ODEs). Learn through engaging examples, including the "square hole" problem and state-based children models. Gain insights into complex statistical rethinking techniques and their applications in various fields. Conclude with a summary and outlook on the future of statistical modeling.