Statistical-Rethinking-with-Python-and-PyMC3 Alternatives
Similar projects and alternatives to Statistical-Rethinking-with-Python-and-PyMC3
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numpyro
Probabilistic programming with NumPy powered by JAX for autograd and JIT compilation to GPU/TPU/CPU.
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Power Real-Time Data Analytics at Scale. Get real-time insights from all types of time series data with InfluxDB. Ingest, query, and analyze billions of data points in real-time with unbounded cardinality.
Statistical-Rethinking-with-Python-and-PyMC3 reviews and mentions
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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.)
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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.
Stats
The primary programming language of Statistical-Rethinking-with-Python-and-PyMC3 is Jupyter Notebook.
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