https://github.com/jgoerner/distribution-cheatsheet

📈📄👀A lookup repo for a variety of discrete and continuous distributions (incl. Beta, Binomial, Cauchy, Chi-squared, Geometric, Hypergeometric, Normal & Poisson)
https://github.com/jgoerner/distribution-cheatsheet

bayes cauchy characteristics chi-square distribution distribution-cheatsheet geometric lookup normal poisson pymc3 python random-variables statistics

Last synced: 3 months ago
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📈📄👀A lookup repo for a variety of discrete and continuous distributions (incl. Beta, Binomial, Cauchy, Chi-squared, Geometric, Hypergeometric, Normal & Poisson)

• Host: GitHub
• URL: https://github.com/jgoerner/distribution-cheatsheet
• Owner: jgoerner
• License: mit
• Created: 2018-01-01T17:46:10.000Z (about 7 years ago)
• Default Branch: master
• Last Pushed: 2018-01-23T20:20:57.000Z (about 7 years ago)
• Last Synced: 2024-08-01T22:52:13.482Z (6 months ago)
• Topics: bayes, cauchy, characteristics, chi-square, distribution, distribution-cheatsheet, geometric, lookup, normal, poisson, pymc3, python, random-variables, statistics
• Language: Jupyter Notebook
• Homepage:
• Size: 5.48 MB
• Stars: 61
• Watchers: 1
• Forks: 19
• Open Issues: 0
• Metadata Files:
  • Readme: README.md
  • License: LICENSE

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README

        
# Distribution-cheatsheet

A lookup repo for a variety of distributions (implemented in Python).

***

## Distribution Characteristics

The characteristics of each distribution are seperated into the following paragraphs:

1. Definition & Formula

2. Parameter

3. Implementation in Python

4. Inference of Parameter

## Overview

The following distributions are (or will be) implemented in this repository:

- [Beta Distribution](https://github.com/jgoerner/distribution-cheatsheet/blob/master/notebooks/Beta%20Distribution.ipynb)

- [Binomial Distribution](https://github.com/jgoerner/distribution-cheatsheet/blob/master/notebooks/Binomial%20Distribution.ipynb)

- [Cauchy Distribution](https://github.com/jgoerner/distribution-cheatsheet/blob/master/notebooks/Cauchy%20Distribution.ipynb)

- [Chi-Squared Distribution](https://github.com/jgoerner/distribution-cheatsheet/blob/master/notebooks/Chi-Squared%20Distribution.ipynb)

- F Distribtution

- Gamma Distribution

- [Geometric Distribution](https://github.com/jgoerner/distribution-cheatsheet/blob/master/notebooks/Geometric%20Distribution.ipynb)

- [Hypergeometric Distribution](https://github.com/jgoerner/distribution-cheatsheet/blob/master/notebooks/Hypergeometric%20Distribution.ipynb)

- [Normal Distribution](https://github.com/jgoerner/distribution-cheatsheet/blob/master/notebooks/Normal%20Distribution.ipynb)

- [Poisson Distribution](https://github.com/jgoerner/distribution-cheatsheet/blob/master/notebooks/Poisson%20Distribution.ipynb)

- T Distribution