https://github.com/melling/probability

https://github.com/melling/probability

probability

Last synced: 18 days ago
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• Host: GitHub
• URL: https://github.com/melling/probability
• Owner: melling
• Created: 2020-05-29T17:40:10.000Z (over 4 years ago)
• Default Branch: master
• Last Pushed: 2020-10-07T11:37:52.000Z (over 4 years ago)
• Last Synced: 2024-11-09T10:44:16.257Z (2 months ago)
• Topics: probability
• Size: 3.91 KB
• Stars: 1
• Watchers: 2
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md

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README

        
# Probability

## Basics

### Flip Coin

### Permutations

### Combinations

## Conditional Probability

# Advanced Topics

## Bayesian A/B Testing

- https://www.evanmiller.org/bayesian-ab-testing.html

- https://towardsdatascience.com/bayesian-a-b-testing-with-python-the-easy-guide-d638f89e0b8a

## Gaussian Processes

[A Primer on Gaussian Processes for Regression Analysis](https://youtu.be/j7Ruu3Yu-70)

- https://github.com/fonnesbeck/gp_regression

## Variational Inference

https://alexioannides.com/2018/11/07/bayesian-regression-in-pymc3-using-mcmc-variational-inference/

# PyMC3

https://docs.pymc.io/notebooks/api_quickstart.html

https://docs.pymc.io/notebooks/getting_started

## RStan

## PyStan

## Julia Stan

## Book: Probabilistic programming and Bayesian Methods for Hackers

https://github.com/CamDavidsonPilon/Probabilistic-Programming-and-Bayesian-Methods-for-Hackers