Probability Python Packages

pyprobables

Probabilistic data structures in python http://pyprobables.readthedocs.io/en/latest/index.html

pynomaly

Anomaly detection using LoOP: Local Outlier Probabilities, a local density based outlier detection method providing an outlier score in the range of [0,1].

aeppl-nightly

Tools for an Aesara-based PPL.

stochastic

Generate realizations of stochastic processes in python.

zuko

Normalizing flows in PyTorch

conjugate-prior

Implementation of the conjugate prior table for Bayesian Statistics

aeppl

Tools for an Aesara-based PPL.

pydtmc

A library for discrete-time Markov chains analysis.

bayesian-testing

Bayesian A/B testing

icepool

Python dice probability package.

compiled-knowledge

CompiledKnowledge is a Python package for compiling and querying discrete probabilistic graphical models.

aggregate

Tools for creating and working with aggregate probability distributions.

uqpy

UQpy (Uncertainty Quantification with python) is a general purpose Python toolbox for modeling uncertainty in physical and mathematical systems.

mchmm

Markov Chains and Hidden Markov Models in Python

pyimpetus

PyImpetus is a Markov Blanket based feature subset selection algorithm that considers features both separately and together as a group in order to provide not just the best set of features but also the best combination of features

tablespoon

🥄✨Time-series Benchmark methods that are Simple and Probabilistic

delimiterfinder

Python package for probabilistic delimiter detection.

copulax

JAX-based copula modelling

cappr

Completion After Prompt Probability. Make your LLM make a choice

lampe

Likelihood-free AMortized Posterior Estimation with PyTorch

lossmodels

lossmodels: actuarial loss models in Python

pertdist

SciPy-style Beta-PERT distribution for estimation and risk modeling.

aleatory

Stochastic Processes Simulation and Visualisation

quantum-correlations-visualized

Derivation, entirely by probability theory, of the correlation coefficient for a two-channel Bell test, with simulation in Ada and other languages. The Nobel Committee for Physics has banned this program. (Mirrored at https://eprb-signal-correlations.sf.net)