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https://github.com/bob-carpenter/prob-stats
Probability and Statistics: a simulation-based introduction. An open-access book.
https://github.com/bob-carpenter/prob-stats
Last synced: 30 days ago
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Probability and Statistics: a simulation-based introduction. An open-access book.
- Host: GitHub
- URL: https://github.com/bob-carpenter/prob-stats
- Owner: bob-carpenter
- License: bsd-3-clause
- Created: 2018-12-07T17:18:22.000Z (almost 6 years ago)
- Default Branch: master
- Last Pushed: 2023-07-25T19:06:30.000Z (over 1 year ago)
- Last Synced: 2024-07-31T19:29:31.844Z (4 months ago)
- Language: TeX
- Homepage:
- Size: 11.3 MB
- Stars: 303
- Watchers: 23
- Forks: 52
- Open Issues: 6
-
Metadata Files:
- Readme: README.md
- License: LICENSE
Awesome Lists containing this project
README
# *Probability and Statistics: a simulation-based approach*
This is the source repo for the following open-access book.
* Bob Carpenter and Brian Ward. 2022 Draft. *Probability and Statistics: a simulation-based approach*. Publisher TBD.
The code is released under the BSD-3 license and the text under the CC BY-ND 4.0 license.
## Building the book
From the shell in the directory containing this repo.
```
> cd prob-stats
> quarto preview quarto-book/
```The following tools are required.
* [Quarto](https://quarto.org): compile markdown to HTML, pdf
* [Python 3](https://www.python.org/): scripting and integrationThe following Python packages are also required.
* cmdstanpy: interface to Stan
* numpy: matrices, arrays, and special functions
* pandas: data frames
* plotnine: plotting
#### The original book
This current draft supersedes the
[original draft](original/README.md), which includes a pre-built pdf.