Probabilistic machine learning

All

30 repositories

dynamax
Public
A Python package for probabilistic state space modeling with JAX
python kalman-filter hidden-markov-models state-space-models jax
Python
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MIT License
•93•792•46•9•Updated Apr 3, 2025Apr 3, 2025
pml2-book
Public
Probabilistic Machine Learning: Advanced Topics
MIT License
•122•1.5k•78•0•Updated Nov 26, 2024Nov 26, 2024
pml-book
Public
"Probabilistic Machine Learning" - a book series by Kevin Murphy
Jupyter Notebook
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MIT License
•609•5.2k•12•0•Updated Nov 26, 2024Nov 26, 2024
pyprobml
Public
Python code for "Probabilistic Machine learning" book by Kevin Murphy
pytorch colab pml probabilistic-programming flax jupyter-notebooks pymc3 pyro jax numpyro
Jupyter Notebook
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MIT License
•1.6k•6.7k•35•0•Updated Nov 26, 2024Nov 26, 2024
sts-jax
Public
Structural Time Series in JAX
Jupyter Notebook
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MIT License
•9•188•0•3•Updated May 8, 2024May 8, 2024
rebayes
Public
Recursive Bayesian Estimation (Sequential / Online Inference)
Jupyter Notebook
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MIT License
•5•58•21•0•Updated Apr 17, 2024Apr 17, 2024
ssm-book
Public
Interactive textbook on state-space models
Jupyter Notebook
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MIT License
•15•186•2•1•Updated Jan 24, 2024Jan 24, 2024
probml-utils
Public
Utilities for probabilistic ML
Python
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MIT License
•18•34•1•0•Updated Sep 11, 2023Sep 11, 2023
bandits
Public
Bayesian Bandits
Jupyter Notebook
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MIT License
•7•68•4•0•Updated Sep 3, 2023Sep 3, 2023
Rstuff
Public
Repo for random R code
MIT License
•0•0•0•0•Updated Jul 24, 2023Jul 24, 2023
probml-data
Public
Datasets associated with pyprobml
Jupyter Notebook
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MIT License
•15•19•0•0•Updated Jun 6, 2023Jun 6, 2023
probml.github.io
Public
HTML
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MIT License
•3•4•0•0•Updated Mar 7, 2023Mar 7, 2023
shifty
Public
Distribution Shift
Jupyter Notebook
•1•6•0•0•Updated Jan 7, 2023Jan 7, 2023
JSL
Public archive
Jax SSM Library
Python
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MIT License
•12•49•10•0•Updated Nov 24, 2022Nov 24, 2022
sequential-neural-testbed
Public
Sequential neural testbed
Jupyter Notebook
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MIT License
•0•7•1•0•Updated Oct 27, 2022Oct 27, 2022
pgm-jax
Public
Probabilistic Graphical Models in JAX
Jupyter Notebook
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MIT License
•2•14•0•0•Updated Oct 11, 2022Oct 11, 2022
chest_xray_kaggle
Public
derived from https://www.kaggle.com/datasets/paultimothymooney/chest-xray-pneumonia
Creative Commons Zero v1.0 Universal
•0•3•0•0•Updated Sep 30, 2022Sep 30, 2022
shift-happens
Public
Research code for ML with distribution shift
Jupyter Notebook
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MIT License
•4•8•0•0•Updated Sep 26, 2022Sep 26, 2022
probml-notebooks
Public archive
Notebooks for "Probabilistic Machine Learning" book
Jupyter Notebook
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MIT License
•58•202•0•0•Updated May 4, 2022May 4, 2022
bic
Public
Python
•
MIT License
•1•1•0•0•Updated Apr 8, 2022Apr 8, 2022
superimport
Public
Simple package to lookup missing packages and autoinstall them.
Python
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MIT License
•4•7•2•0•Updated Sep 12, 2021Sep 12, 2021
deimport
Public
Python
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MIT License
•1•4•0•0•Updated Aug 26, 2021Aug 26, 2021
pmtk3
Public
Probabilistic Modeling Toolkit for Matlab/Octave.
HTML
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MIT License
•793•1.6k•87•1•Updated Jun 23, 2021Jun 23, 2021
colab_powertoys
Public
A set of python functions that enhances your experience with Google's Colab (Not a Google Project)
Python
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MIT License
•3•5•0•0•Updated Mar 25, 2021Mar 25, 2021
covid19
Public
Covid19 modeling experiments
Jupyter Notebook
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MIT License
•1•5•0•0•Updated Nov 13, 2020Nov 13, 2020
jprobml
Public
Julia code for Probabilistic Machine Learning
Julia
•5•37•0•0•Updated Apr 16, 2020Apr 16, 2020
pmtksupport
Public
Various packages used by PMTK.
MATLAB
•57•54•1•0•Updated Aug 24, 2019Aug 24, 2019
pmtkdata
Public
A collection of MATLAB data sets used by PMTK.
MATLAB
•65•56•0•0•Updated Jan 7, 2014Jan 7, 2014
pmtk2
Public
A probabilistic modeling toolkit for Matlab/Octave. (Deprecated/old version.)
MATLAB
•7•4•0•0•Updated Jan 3, 2014Jan 3, 2014
pmtk1
Public
A probabilistic modeling toolkit for Matlab/Octave. (Deprecated/old version.)
MATLAB
•8•9•0•0•Updated Jan 3, 2014Jan 3, 2014