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://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