https://github.com/robitalec/statistical-rethinking-colearning-2023
Statistical Rethinking colearning 2023
https://github.com/robitalec/statistical-rethinking-colearning-2023
r stan statistical-rethinking
Last synced: 6 months ago
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Statistical Rethinking colearning 2023
- Host: GitHub
- URL: https://github.com/robitalec/statistical-rethinking-colearning-2023
- Owner: robitalec
- License: gpl-3.0
- Created: 2023-01-09T21:11:19.000Z (over 3 years ago)
- Default Branch: main
- Last Pushed: 2024-01-19T15:35:17.000Z (over 2 years ago)
- Last Synced: 2025-02-20T22:18:19.399Z (over 1 year ago)
- Topics: r, stan, statistical-rethinking
- Language: R
- Homepage: https://robitalec.github.io/statistical-rethinking-colearning-2023/
- Size: 16.9 MB
- Stars: 2
- Watchers: 1
- Forks: 1
- Open Issues: 0
-
Metadata Files:
- Readme: README.md
- License: LICENSE.md
- Code of conduct: CODE_OF_CONDUCT.md
Awesome Lists containing this project
README
# Statistical Rethinking colearning 2023
Second round of [Statistical Rethinking](https://github.com/rmcelreath/stat_rethinking_2023) colearning,
this time with 2023 [lectures](https://www.youtube.com/playlist?list=PLDcUM9US4XdPz-KxHM4XHt7uUVGWWVSus) and
[homework](https://github.com/rmcelreath/stat_rethinking_2023/tree/main/homework).
The first round of Statistical Rethinking colearning (2022) is available [here](https://github.com/robitalec/statistical-rethinking-colearning-2022).
## Schedule
### Lectures
| Meeting date | Reading | Lectures |
| :----------- | :------- | :-------- |
| 26 January | Chapters 1, 2 and 3 | [1] <[Science Before Statistics](https://www.youtube.com/watch?v=FdnMWdICdRs&list=PLDcUM9US4XdPz-KxHM4XHt7uUVGWWVSus&index=1)> <[Slides](https://speakerdeck.com/rmcelreath/statistical-rethinking-2023-lecture-01)>
[2] <[Garden of Forking Data](https://www.youtube.com/watch?v=R1vcdhPBlXA&list=PLDcUM9US4XdPz-KxHM4XHt7uUVGWWVSus&index=2)> <[Slides](https://speakerdeck.com/rmcelreath/statistical-rethinking-2023-lecture-02)>
| 09 February | Chapter 4 | [3] <[Geocentric Models](https://www.youtube.com/watch?v=tNOu-SEacNU&list=PLDcUM9US4XdPz-KxHM4XHt7uUVGWWVSus&index=3)> <[Slides](https://speakerdeck.com/rmcelreath/statistical-rethinking-2023-lecture-03)>
[4] <[Categories and Curves](https://www.youtube.com/watch?v=F0N4b7K_iYQ&list=PLDcUM9US4XdPz-KxHM4XHt7uUVGWWVSus&index=4)> <[Slides](https://speakerdeck.com/rmcelreath/statistical-rethinking-2023-lecture-04)> |
| 23 February | Chapters 5 and 6 | [5] <[Elemental Confounds](https://www.youtube.com/watch?v=mBEA7PKDmiY&list=PLDcUM9US4XdPz-KxHM4XHt7uUVGWWVSus&index=5)> <[Slides](https://speakerdeck.com/rmcelreath/statistical-rethinking-2023-lecture-05)>
[6] <[Good and Bad Controls](https://www.youtube.com/watch?v=uanZZLlzKHw&list=PLDcUM9US4XdPz-KxHM4XHt7uUVGWWVSus&index=6)> <[Slides](https://speakerdeck.com/rmcelreath/statistical-rethinking-2023-lecture-06)>
| 09 March | Chapters 7 and 8 | [7] <[Overfitting](https://www.youtube.com/watch?v=1VgYIsANQck&list=PLDcUM9US4XdPz-KxHM4XHt7uUVGWWVSus&index=7)> <[Slides](https://speakerdeck.com/rmcelreath/statistical-rethinking-2023-lecture-07)>
[8] <[MCMC](https://www.youtube.com/watch?v=rZk2FqX2XnY&list=PLDcUM9US4XdPz-KxHM4XHt7uUVGWWVSus&index=8)> <[Slides](https://speakerdeck.com/rmcelreath/statistical-rethinking-2023-lecture-08)> |
| 23 March | Chapters 9, 10 and 11 | [9] <[Modeling Events](https://www.youtube.com/watch?v=Zi6N3GLUJmw&list=PLDcUM9US4XdPz-KxHM4XHt7uUVGWWVSus&index=9)> <[Slides](https://speakerdeck.com/rmcelreath/statistical-rethinking-2023-lecture-09)>
[10] <[Counts and Confounds](https://www.youtube.com/watch?v=jokxu18egu0&list=PLDcUM9US4XdPz-KxHM4XHt7uUVGWWVSus&index=10)> <[Slides](https://speakerdeck.com/rmcelreath/statistical-rethinking-2023-lecture-10)> |
| 06 April | Chapters 11 and 12 | [11] <[Ordered Categories](https://www.youtube.com/watch?v=VVQaIkom5D0&list=PLDcUM9US4XdPz-KxHM4XHt7uUVGWWVSus&index=11)> <[Slides](https://speakerdeck.com/rmcelreath/statistical-rethinking-2023-lecture-11)>
[12] <[Multilevel Models](https://www.youtube.com/watch?v=iwVqiiXYeC4&list=PLDcUM9US4XdPz-KxHM4XHt7uUVGWWVSus&index=12)> <[Slides](https://speakerdeck.com/rmcelreath/statistical-rethinking-2023-lecture-12)> |
| 20 April | Chapter 13 | [13] <[Multilevel Adventures](https://www.youtube.com/watch?v=sgqMkZeslxA&list=PLDcUM9US4XdPz-KxHM4XHt7uUVGWWVSus&index=13)> <[Slides](https://speakerdeck.com/rmcelreath/statistical-rethinking-2023-lecture-13)>
[14] <[Correlated Features](https://www.youtube.com/watch?v=Es44-Bp1aKo&list=PLDcUM9US4XdPz-KxHM4XHt7uUVGWWVSus&index=14)> <[Slides](https://speakerdeck.com/rmcelreath/statistical-rethinking-2023-lecture-14)> |
| 04 May | Chapter 15 | [17] <[Measurement](https://www.youtube.com/watch?v=mt9WKbQJrI4&list=PLDcUM9US4XdPz-KxHM4XHt7uUVGWWVSus&index=17)> <[Slides](https://github.com/rmcelreath/stat_rethinking_2023/raw/main/slides/Lecture_17-measurement.pdf)>
[18] <[Missing Data](https://www.youtube.com/watch?v=Oeq6GChHOzc&list=PLDcUM9US4XdPz-KxHM4XHt7uUVGWWVSus&index=18)> <[Slides](https://github.com/rmcelreath/stat_rethinking_2023/raw/main/slides/Lecture_18-missing_data.pdf)> |
| 18 May | Chapters 16 and 17 | [19] <[Generalized Linear Madness](https://www.youtube.com/watch?v=zffwg0xDOgE&list=PLDcUM9US4XdPz-KxHM4XHt7uUVGWWVSus&index=19)> <[Slides](https://github.com/rmcelreath/stat_rethinking_2023/raw/main/slides/Lecture_19-GenLinearMadness.pdf)>
[20] <[Horoscopes](https://www.youtube.com/watch?v=qwF-st2NGTU&list=PLDcUM9US4XdPz-KxHM4XHt7uUVGWWVSus&index=20&pp=sAQB)> <[Slides](https://github.com/rmcelreath/stat_rethinking_2023/raw/main/slides/Lecture_20-horoscopes.pdf)> |
### Homework
| Meeting date | Homework | Solutions |
| :----------- | :---------- | :-------- |
| 2 February | [Homework 1](https://github.com/rmcelreath/stat_rethinking_2023/blob/main/homework/week01.pdf) | [Solutions](https://github.com/rmcelreath/stat_rethinking_2023/blob/main/homework/week01_solutions.pdf) |
| 16 February | [Homework 2](https://github.com/rmcelreath/stat_rethinking_2023/blob/main/homework/week02.pdf) | [Solutions](https://github.com/rmcelreath/stat_rethinking_2023/blob/main/homework/week02_solutions.pdf) |
| 2 March | [Homework 3](https://github.com/rmcelreath/stat_rethinking_2023/blob/main/homework/week03.pdf) | [Solutions](https://github.com/rmcelreath/stat_rethinking_2023/blob/main/homework/week03_solutions.pdf) |
| 16 March | [Homework 4](https://github.com/rmcelreath/stat_rethinking_2023/blob/main/homework/week04.pdf) | [Solutions](https://github.com/rmcelreath/stat_rethinking_2023/blob/main/homework/week04_solutions.pdf) |
| 30 March | [Homework 5](https://github.com/rmcelreath/stat_rethinking_2023/blob/main/homework/week05.pdf) | [Solutions](https://github.com/rmcelreath/stat_rethinking_2023/blob/main/homework/week05_solutions.pdf) |
| 13 April | [Homework 6](https://github.com/rmcelreath/stat_rethinking_2023/blob/main/homework/week06.pdf) | [Solutions](https://github.com/rmcelreath/stat_rethinking_2023/blob/main/homework/week06_solutions.pdf) |
| 27 April | Catch up week | |
## Participant notes and homework solutions
- [Alec](https://github.com/robitalec/statistical-rethinking-colearning-2023) (this repo)
- [Bella](https://github.com/icrichmond/statistical-rethinking-colearning)
- [Christina](https://github.com/CMProkopenko/statistical-rethinking-colearning-2023)
- [Jack](https://github.com/jghendrix/rethinking-2023)
## 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
* [`rethinking`](https://github.com/rmcelreath/rethinking#installation)
Stan
* [`cmdstanr`](https://mc-stan.org/cmdstanr/articles/cmdstanr.html)
* [`RStan`](https://github.com/stan-dev/rstan/wiki/RStan-Getting-Started)
* [`brms`](r/brms/#how-do-i-install-brms)
Targets
* [`targets`](https://github.com/ropensci/targets/#installation)
* [`stantargets`](https://github.com/ropensci/stantargets/#installation)
V8, needed for the `dagitty` package
* [`V8`](https://github.com/jeroen/v8#installation)
## Code of Conduct
Please note that this project is released with a [Code of
Conduct](CODE_OF_CONDUCT.md). By participating in this project you agree to abide by its terms.