Statistical Rethinking

General schedule:

Week Topic Reading Videos
1 Bayesian inference Chapters 1, 2, 3 1, 2
2 Linear models & causal inference Chapter 4 3, 4
3 Causes, confounds, & colliders Chapters 5, 6 5, 6
4 Overfitting & interactions Chapters 7, 8 7, 8
5 MCMC & generalized linear models Chapters 9, 10, 11 9, 10
6 Integers & other monsters Chapters 11, 12 11, 12
7 Multilevel models I Chapter 13 13, 14
8 Multilevel models II Chapter 14 15, 16
9 Measurement & missingness Chapter 15 17, 18
10 Generalized linear madness Chapter 16 19, 20