# camdavidsonpilon/probabilistic-programming-and-bayesian-methods-for-hackers

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28,162 stars · 7,924 forks · Jupyter Notebook · MIT

## Links

- GitHub: https://github.com/CamDavidsonPilon/Probabilistic-Programming-and-Bayesian-Methods-for-Hackers
- Homepage: http://camdavidsonpilon.github.io/Probabilistic-Programming-and-Bayesian-Methods-for-Hackers/
- awesome-repositories: https://awesome-repositories.com/repository/camdavidsonpilon-probabilistic-programming-and-bayesian-methods-for-hackers.md

## Topics

`bayesian-methods` `data-science` `jupyter-notebook` `mathematical-analysis` `pymc` `statistics`

## Description

aka "Bayesian Methods for Hackers": An introduction to Bayesian methods + probabilistic programming with a computation/understanding-first, mathematics-second point of view. All in pure Python ;)

## Tags

### Part of an Awesome List

- [Bayesian Machine Learning](https://awesome-repositories.com/f/awesome-lists/ai/bayesian-machine-learning.md) — Practical guide to probabilistic programming and Bayesian inference.
- [Data Science](https://awesome-repositories.com/f/awesome-lists/data/data-science.md) — Introduction to Bayesian methods using a computational, code-first approach.
- [Educational Books](https://awesome-repositories.com/f/awesome-lists/learning/educational-books.md) — Practical introduction to Bayesian methods and probabilistic programming techniques.
- [Mathematics and Statistics](https://awesome-repositories.com/f/awesome-lists/learning/mathematics-and-statistics.md) — Resource for Bayesian methods in Python.