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@probml Probabilistic machine learning

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    31 repositories

    • pml2-book

      Public
      Probabilistic Machine Learning: Advanced Topics
      MIT License
      •120•1.4k•1•0•Updated Nov 26, 2024Nov 26, 2024

    • pml-book

      Public
      "Probabilistic Machine Learning" - a book series by Kevin Murphy
      Jupyter Notebook
      •
      MIT License
      •597•5k•2•0•Updated Nov 26, 2024Nov 26, 2024

    • pyprobml

      Public
      Python code for "Probabilistic Machine learning" book by Kevin Murphy
      pytorchcolabpmlprobabilistic-programmingflaxjupyter-notebookspymc3pyrojaxnumpyro
      Jupyter Notebook
      •
      MIT License
      •1.5k•6.6k•33•0•Updated Nov 26, 2024Nov 26, 2024

    • dynamax

      Public
      State Space Models library in JAX
      kalman-filterhidden-markov-modelsstate-space-modelsjaxpython
      Python
      •
      MIT License
      •81•702•48•14•Updated Nov 8, 2024Nov 8, 2024

    • sts-jax

      Public
      Structural Time Series in JAX
      Jupyter Notebook
      •
      MIT License
      •10•185•0•3•Updated May 8, 2024May 8, 2024

    • rebayes

      Public
      Recursive Bayesian Estimation (Sequential / Online Inference)
      Jupyter Notebook
      •
      MIT License
      •5•58•21•0•Updated Apr 17, 2024Apr 17, 2024

    • ssm-book

      Public
      Interactive textbook on state-space models
      Jupyter Notebook
      •
      MIT License
      •14•177•2•1•Updated Jan 24, 2024Jan 24, 2024

    • probml-utils

      Public
      Utilities for probabilistic ML
      Python
      •
      MIT License
      •18•32•1•0•Updated Sep 11, 2023Sep 11, 2023

    • bandits

      Public
      Bayesian Bandits
      Jupyter Notebook
      •
      MIT License
      •5•67•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
      •
      MIT License
      •15•19•0•0•Updated Jun 6, 2023Jun 6, 2023

    • probml.github.io

      Public
      HTML
      •
      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
      •
      MIT License
      •13•49•10•0•Updated Nov 24, 2022Nov 24, 2022

    • sequential-neural-testbed

      Public
      Sequential neural testbed
      Jupyter Notebook
      •
      MIT License
      •0•7•1•0•Updated Oct 27, 2022Oct 27, 2022

    • pgm-jax

      Public
      Probabilistic Graphical Models in JAX
      Jupyter Notebook
      •
      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
      •
      MIT License
      •4•8•0•0•Updated Sep 26, 2022Sep 26, 2022

    • probml-notebooks

      Public archive
      Notebooks for "Probabilistic Machine Learning" book
      Jupyter Notebook
      •
      MIT License
      •59•202•0•0•Updated May 4, 2022May 4, 2022

    • bic

      Public
      Python
      •
      MIT License
      •1•1•0•0•Updated Apr 8, 2022Apr 8, 2022

    • SGMCMCJax

      Public
      Lightweight library of stochastic gradient MCMC algorithms written in JAX.
      Python
      •
      Apache License 2.0
      •8•3•0•0•Updated Oct 5, 2021Oct 5, 2021

    • superimport

      Public
      Simple package to lookup missing packages and autoinstall them.
      Python
      •
      MIT License
      •4•7•2•0•Updated Sep 12, 2021Sep 12, 2021

    • deimport

      Public
      Python
      •
      MIT License
      •1•4•0•0•Updated Aug 26, 2021Aug 26, 2021

    • pmtk3

      Public
      Probabilistic Modeling Toolkit for Matlab/Octave.
      HTML
      •
      MIT License
      •794•1.5k•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
      •
      MIT License
      •3•4•0•0•Updated Mar 25, 2021Mar 25, 2021

    • covid19

      Public
      Covid19 modeling experiments
      Jupyter Notebook
      •
      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•57•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