Counting 3,146 Big Data & Machine Learning Frameworks, Toolsets, and Examples...
Suggestion? Feedback? Tweet @stkim1

Statistical Modeling Examples

All we need is just

GitHub license


Case Studies

Examples

PyStan examples includes these methods:

R examples includes these methods:

Useful Resources

General

  • Glossary of statistical terms Link.
  • Statistical tests with Python Link.
  • Michael Betancourt: “A Conceptual Introduction to Hamiltonian Monte Carlo”, 2017; arXiv:1701.02434.
  • Hamiltonian Monte Carlo explained, Link.

Stan

  • Stan Reference Manual Link.
  • PyStan Getting Started Link.
  • Stan example models Link.
  • Prior choices Link.

R

Datasets

  • R datasets Link.
  • Datasets for teaching Link.

Books

  • Korner-Nievergelt, F., Korner-Nievergelt, P., Roth, T., Almasi, B., Felten, S. V., & Guélat, J. (2016). Bayesian data analysis in ecology using linear models with R, BUGS and Stan. Amsterdam: Elsevier/Academic Press.