Statistical-Rethinking-with-Python-and-PyMC3
Python/PyMC3 port of the examples in " Statistical Rethinking A Bayesian Course with Examples in R and Stan" by Richard McElreath (by aloctavodia)
cookiecutter-pystan
By dbonattoj
Statistical-Rethinking-with-Python-and-PyMC3 | cookiecutter-pystan | |
---|---|---|
2 | 1 | |
827 | 0 | |
- | - | |
10.0 | 4.0 | |
almost 4 years ago | 5 months ago | |
Jupyter Notebook | Python | |
- | - |
The number of mentions indicates the total number of mentions that we've tracked plus the number of user suggested alternatives.
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
Activity is a relative number indicating how actively a project is being developed. Recent commits have higher weight than older ones.
For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
Activity is a relative number indicating how actively a project is being developed. Recent commits have higher weight than older ones.
For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.
Statistical-Rethinking-with-Python-and-PyMC3
Posts with mentions or reviews of Statistical-Rethinking-with-Python-and-PyMC3.
We have used some of these posts to build our list of alternatives
and similar projects. The last one was on 2024-02-10.
-
Bayesian Analysis with Python
As it happens, there's a PyMC implementation of the 1st and 2nd editions of Statistical Rethinking here:
https://github.com/pymc-devs/pymc-resources
(I think the author of the book discussed above, Osvaldo Martin, is the primary or sole contributor for the Rethinking implementations, in fact -- he had a full implementation in his own repo [here](https://github.com/aloctavodia/Statistical-Rethinking-with-P...) before deprecating it in favor of the above-linked one.)
-
Best Book for statistical inference with python?
It's not a frequentist stats book but a Bayesian one, however, I highly recommend it: Statistical Rethinking by Richard McElreath. It's in R but there are python implementations of the code in pymc.
cookiecutter-pystan
Posts with mentions or reviews of cookiecutter-pystan.
We have used some of these posts to build our list of alternatives
and similar projects. The last one was on 2024-02-10.
-
Bayesian Analysis with Python
Self plug for stan on windows in a docker dev environment:
https://github.com/dbonattoj/cookiecutter-pystan
What are some alternatives?
When comparing Statistical-Rethinking-with-Python-and-PyMC3 and cookiecutter-pystan you can also consider the following projects:
pymc-resources - PyMC educational resources
numpyro - Probabilistic programming with NumPy powered by JAX for autograd and JIT compilation to GPU/TPU/CPU.
Statistical-Rethinking-with-P