Statistical Rethinking colearning 2023
Second round of Statistical Rethinking colearning, this time with 2023 lectures and homework.
The first round of Statistical Rethinking colearning (2022) is available here.
Schedule
Lectures
| Meeting date | Reading | Lectures |
|---|---|---|
| 26 January | Chapters 1, 2 and 3 | [1] <Science Before Statistics> <Slides> [2] <Garden of Forking Data> <Slides> |
| 09 February | Chapter 4 | [3] <Geocentric Models> <Slides> [4] <Categories and Curves> <Slides> |
| 23 February | Chapters 5 and 6 | [5] <Elemental Confounds> <Slides> [6] <Good and Bad Controls> <Slides> |
| 09 March | Chapters 7 and 8 | [7] <Overfitting> <Slides> [8] <MCMC> <Slides> |
| 23 March | Chapters 9, 10 and 11 | [9] <Modeling Events> <Slides> [10] <Counts and Confounds> <Slides> |
| 06 April | Chapters 11 and 12 | [11] <Ordered Categories> <Slides> [12] <Multilevel Models> <Slides> |
| 20 April | Chapter 13 | [13] <Multilevel Adventures> <Slides> [14] <Correlated Features> <Slides> |
| 04 May | Chapter 15 | [17] <Measurement> <Slides> [18] <Missing Data> <Slides> |
| 18 May | Chapters 16 and 17 | [19] <Generalized Linear Madness> <Slides> [20] <Horoscopes> <Slides> |
Homework
| Meeting date | Homework | Solutions |
|---|---|---|
| 2 February | Homework 1 | Solutions |
| 16 February | Homework 2 | Solutions |
| 2 March | Homework 3 | Solutions |
| 16 March | Homework 4 | Solutions |
| 30 March | Homework 5 | Solutions |
| 13 April | Homework 6 | Solutions |
| 27 April | Catch up week |
Participant notes and homework solutions
Resources
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/
Installation
Package specific install directions. We’ll update these as we go!
Rethinking
Stan
Targets
V8, needed for the dagitty package
Code of Conduct
Please note that this project is released with a Code of Conduct. By participating in this project you agree to abide by its terms.