NOTE: website format taken from Alec Robitaille
Third round of Statistical Rethinking colearning, this time with 2024 lectures and homework.
The first round of Statistical Rethinking colearning (2022) is available here.
The second round of Statistical Rethinking colearning (2023) is available here.
| Meeting date | Reading | Lectures |
|---|---|---|
| 25 January | Chapters 1, 2 and 3 | [1] <Science Before Statistics> <Slides> [2] <Garden of Forking Data> <Slides> |
| 08 February | Chapter 4 | [3] <Geocentric Models> <Slides> [4] <Categories and Curves> <Slides> |
| 22 February | Chapters 5 and 6 | [5] <Elemental Confounds> <Slides> [6] <Good and Bad Controls> <Slides> |
| 07 March | Chapters 7 and 8 | [7] <Overfitting> <Slides> [8] <MCMC> <Slides> |
| 21 March | Chapters 9, 10 and 11 | [9] <Modeling Events> <Slides> [10] <Counts and Confounds> <Slides> |
| 04 April | Chapters 11 and 12 | [11] <Ordered Categories> <Slides> [12] <Multilevel Models> <Slides> |
| 18 April | Chapter 13 | [13] <Multilevel Adventures> <Slides> [14] <Correlated Features> <Slides> |
| 2 May | Chapter 14 | [15] <Social Networks> <Slides> [16] <Gaussian Processes> <Slides> |
| 16 May | Chapter 15 | [17] Measurement Error [18] Missing Data |
| 30 May | Chapters 16 and 17 | [19] Beyond GLMs: State-space Models, ODEs [20] Horoscopes |
| Meeting date | Homework | Solutions |
|---|---|---|
| 1 February | Homework 1 | Solutions |
| 15 February | Homework 2 | Solutions |
| 29 February | Homework 3 | Solutions |
| 14 March | Homework 4 | Solutions |
| 28 March | Homework 5 | Solutions |
| 11 April | Homework 6 | Solutions |
| 25 April | Homework 7 | Solutions |
| 9 May | Homework 8 | Solutions |
| 23 May | Homework 9 | Solutions |
| 30 May | Homework 10 | Solutions |
Additional material using other packages or languages
- Original R: https://github.com/rmcelreath/rethinking/
- R + Tidyverse + ggplot2 + brms: https://bookdown.org/content/4857/
- Python and PyMC3: Python/PyMC3
- Julia and Turing: https://github.com/StatisticalRethinkingJulia and https://github.com/StatisticalRethinkingJulia/TuringModels.jl
See Richard's comments about these here: https://github.com/rmcelreath/stat_rethinking_2023#coding
2022 colearning:
- Lectures: https://github.com/rmcelreath/stat_rethinking_2022#calendar--topical-outline
- Homework: https://github.com/rmcelreath/stat_rethinking_2022/tree/main/homework
Also, Alec's notes and solutions of the 2019 material: https://github.com/robitalec/statistical-rethinking and https://www.statistical-rethinking.robitalec.ca/
Package specific install directions. We'll update these as we go!
Rethinking
Stan
Targets
V8, needed for the dagitty package
Please note that this project is released with a Code of Conduct. By participating in this project you agree to abide by its terms.