probml/pyprobml

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

Jupyter NotebookOthermachine-learningtensorflowpytorchcolabpmlprobabilistic-programmingflaxjupyter-notebookspymc3pyrojaxnumpyroblackjax
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pyprobml Python 3 code to reproduce the figures in the books Probabilistic Machine Learning: An Introduction (aka "book 1") and Probabilistic Machine Learning: Advanced Topics (aka "book 2"). The code uses the standard Python libraries, such as numpy, scipy, matplotlib, sklearn, etc. Some of the code (especially in book 2) also uses JAX, and in some parts of book 1, we also use Tensorflow 2 and a little bit of Torch. See also probml-utils for some utility code that is shared across multiple notebooks. For...
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