Probability Python Packages

pyprobables

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

81K 123 12

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].

65K 331 37

zuko

Normalizing flows in PyTorch

53K 463 36

stochastic

Generate realizations of stochastic processes in python.

43K 509 90

conjugate-prior

Implementation of the conjugate prior table for Bayesian Statistics

25K 52 7

aeppl

Tools for an Aesara-based PPL.

19K 67 20

aeppl-nightly

PPL tools for Aesara

15K 67 20

cognitive-discovery-platform

Cognitive Discovery System — pure Python scientific computing. 18 modules: quantum, ML, NLP, graph theory, Monte Carlo, ODE solvers, FFT & signal filters, optimization, probability, statistics & time-series, symbolic math, numerical integration (1-D/2-D), knowledge graph. 1438 tests, 100% coverage, v1.2.3.

12K 12 1

icepool

Python dice probability package.

8K 77 5

bayesian-testing

Bayesian A/B testing

7K 83 10

pydtmc

A library for discrete-time Markov chains analysis.

6K 96 19

compiled-knowledge

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

5K 0 0

lossmodels

Actuarial loss modeling in Python: severity, frequency, aggregate loss, fitted distributions, and insurance loss analytics.

4K 1 0

cognitive-discovery-system

4K 12 1

aggregate

Tools for creating and working with aggregate probability distributions.

4K 63 13

uqpy

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

2K 360 98

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

2K 142 15