rsokl/prob_links.md

Last active December 9, 2019 21:01

Star () You must be signed in to star a gist
Fork () You must be signed in to fork a gist

Learn more about clone URLs
Clone this repository at <script src="https://gist.github.com/rsokl/d5ba69ead8f2da2a85f116f46096af1d.js"></script>
Save rsokl/d5ba69ead8f2da2a85f116f46096af1d to your computer and use it in GitHub Desktop.

Download ZIP

Probabilistic Programming Resources

Raw

prob_links.md

Useful Links Regarding Probabilistic Programming

Tutorials

Bayesian Statistics Made Simple (Allen Downey)
- repo
- SciPy 2019 Tutorial
Bayesian Data Science: Probabilistic Programming (Eric Ma)
- repo
- SciPy 2019 Tutorial
Introduction to Bayesian Model Evaluation, Visualization, and Comparison Using Arviz
- repo
- SciPy 2019 Tutorial

Probability Stuff

Introduction to Probability Theory (For Scientists and Engineers)

MCMC Stuff

Basic MCMC sampling: https://twiecki.io/blog/2015/11/10/mcmc-sampling/
Illustrated review of different proposal methods for MCMC: http://elevanth.org/blog/2017/11/28/build-a-better-markov-chain/
A Conceptual Introduction to Hamiltonian Monte Carlo

Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment