mklie-brain Matt's second brain.
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Beyond Least Squares Using Likelihoods

Book: Beyond Multiple Linear Regression Chapter 2 Want to move beyond independent, identically distributed normal responses. This chapter focuses on likelihood focus on way sot fit models, determine estimates and compare models for a range of responses.

Beyond Multiple Linear Regression

Book about Generalised Linear Models and Multilevel Models Link: https://bookdown.org/roback/bookdown-BeyondMLR/ch-MLRreview.html

Distribution Theory

Book: Beyond Multiple Linear Regression Chapter 3

Review Of Multiple Linear Regression

Book: Beyond Multiple Linear Regression Chapter 1 Counts and binary responses are non-normal, so can more modelled in a more natural way by fitting generalised linear models as opposed to linear least squares regression models.