probml/pml2-book

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probml/pml2-book

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Probabilistic Machine Learning: Advanced Topics

"Probabilistic Machine Learning: Advanced Topics" by Kevin Murphy.

This repo is used to store the pdf for book 2 (see "releases" tab on RHS). This lets me keep track of downloads and issues in a way which can be tracked separately from book 1.

pyprobml

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

Jupyter Notebook

pml-book

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

Jupyter Notebook

pmtk3

Probabilistic Modeling Toolkit for Matlab/Octave.

dynamax

State Space Models library in JAX

probml-notebooks

Notebooks for "Probabilistic Machine Learning" book

Jupyter Notebook

sts-jax

Structural Time Series in JAX

Jupyter Notebook

ssm-book

Interactive textbook on state-space models

Jupyter Notebook

bandits

Bayesian Bandits

Jupyter Notebook

rebayes

Recursive Bayesian Estimation (Sequential / Online Inference)

Jupyter Notebook

pmtkdata

A collection of MATLAB data sets used by PMTK.

pmtksupport

Various packages used by PMTK.

JSL

Jax SSM Library

jprobml

Julia code for Probabilistic Machine Learning

probml-utils

Utilities for probabilistic ML

probml-data

Datasets associated with pyprobml

Jupyter Notebook

pgm-jax

Probabilistic Graphical Models in JAX

Jupyter Notebook

pmtk1

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

shift-happens

Research code for ML with distribution shift

Jupyter Notebook

superimport

Simple package to lookup missing packages and autoinstall them.

sequential-neural-testbed

Sequential neural testbed

Jupyter Notebook

shifty

Distribution Shift

Jupyter Notebook

covid19

Covid19 modeling experiments

Jupyter Notebook

pmtk2

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

deimport

colab_powertoys

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

probml.github.io

chest_xray_kaggle

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

gan-zoo

Generative Adversarial Networks for images

bic

vae-zoo

Variational Autoencoders for images