Probabilistic machine learning (probml)

Probabilistic machine learning

probml

Geek Repo

Material to accompany my book series "Probabilistic Machine Learning" (Software, Data, Exercises, Figures, etc)

Home Page:probml.ai

Twitter:@sirbayes

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Probabilistic machine learning's repositories

pyprobml

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

Language:Jupyter NotebookLicense:MITStargazers:6251Issues:188Issues:453

pml-book

"Probabilistic Machine Learning" - a book series by Kevin Murphy

Language:Jupyter NotebookLicense:MITStargazers:4694Issues:84Issues:633

pmtk3

Probabilistic Modeling Toolkit for Matlab/Octave.

Language:HTMLLicense:MITStargazers:1547Issues:190Issues:110

pml2-book

Probabilistic Machine Learning: Advanced Topics

dynamax

State Space Models library in JAX

Language:Jupyter NotebookLicense:MITStargazers:615Issues:23Issues:176

probml-notebooks

Notebooks for "Probabilistic Machine Learning" book

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sts-jax

Structural Time Series in JAX

Language:Jupyter NotebookLicense:MITStargazers:175Issues:18Issues:1

ssm-book

Interactive textbook on state-space models

Language:Jupyter NotebookLicense:MITStargazers:160Issues:15Issues:2

bandits

Bayesian Bandits

Language:Jupyter NotebookLicense:MITStargazers:62Issues:9Issues:6

pmtkdata

A collection of MATLAB data sets used by PMTK.

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pmtksupport

Various packages used by PMTK.

JSL

Jax SSM Library

Language:PythonLicense:MITStargazers:51Issues:8Issues:43

rebayes

Recursive Bayesian Estimation (Sequential / Online Inference)

Language:Jupyter NotebookLicense:MITStargazers:51Issues:10Issues:57

jprobml

Julia code for Probabilistic Machine Learning

Language:JuliaStargazers:37Issues:9Issues:0

probml-utils

Utilities for probabilistic ML

Language:PythonLicense:MITStargazers:29Issues:11Issues:4

probml-data

Datasets associated with pyprobml

Language:Jupyter NotebookLicense:MITStargazers:19Issues:11Issues:0

pgm-jax

Probabilistic Graphical Models in JAX

Language:Jupyter NotebookLicense:MITStargazers:13Issues:6Issues:0

shift-happens

Research code for ML with distribution shift

Language:Jupyter NotebookLicense:MITStargazers:8Issues:9Issues:0

sequential-neural-testbed

Sequential neural testbed

Language:Jupyter NotebookLicense:MITStargazers:7Issues:5Issues:5

superimport

Simple package to lookup missing packages and autoinstall them.

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shifty

Distribution Shift

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colab_powertoys

A set of python functions that enhances your experience with Google's Colab (Not a Google Project)

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covid19

Covid19 modeling experiments

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pmtk2

A probabilistic modeling toolkit for Matlab/Octave. (Deprecated/old version.)

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Language:HTMLLicense:MITStargazers:4Issues:6Issues:0

chest_xray_kaggle

derived from https://www.kaggle.com/datasets/paultimothymooney/chest-xray-pneumonia

License:CC0-1.0Stargazers:3Issues:6Issues:0

SGMCMCJax

Lightweight library of stochastic gradient MCMC algorithms written in JAX.

Language:PythonLicense:Apache-2.0Stargazers:3Issues:2Issues:0
Language:PythonLicense:MITStargazers:1Issues:5Issues:0

Rstuff

Repo for random R code

License:MITStargazers:0Issues:5Issues:0