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 |