Probabilistic Machine Learning, Kevin Murphy (2nd edition, 2021)

• pyprobml

  3 6,257 6.2 Jupyter Notebook

  Python code for "Probabilistic Machine learning" book by Kevin Murphy

  

was omitted from the first book due to lack of space.

Another major change is that nearly all of the software now uses Python instead of Matlab."

[1] https://github.com/probml/pyprobml

[2] https://probml.github.io/pml-book/book2.html

• PRML

  1 11,250 0.0 Jupyter Notebook

  PRML algorithms implemented in Python

It's a regression as far as code readability goes for fairly straightforward reasons: almost everything in Matlab is a matrix. Matrices are not first class citizens in Python, and it matters. I use Python a hell of a lot more than Matlab, but for examining how an algorithm works, Matlab wins. Go look at these PRML collections in Python and Matlab and see if you disagree:

https://github.com/ctgk/PRML

https://github.com/PRML/PRMLT

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