Distributions Python Packages

skpro

A unified framework for tabular probabilistic regression, time-to-event prediction, and probability distributions in python

mean-conc-beta

Beta distribution with mean / concentration parameterization, for bounded continuous action spaces in RL

binned-cdf

A PyTorch-based distribution parametrized by the logits of CDF bins

phasedist

Fit phase-type distributions in Python

nlptoolkit-math

Math library

distparams

Single source of truth for statistical distribution parameterizations. Convert between PyMC, scipy, Stan, R, jStat, TFP, NumPyro, and stdlib random

statanim

A Manim extension for animated statistical visualisations — distributions, regression, probability, inference and more.

nlptoolkit-math-cy

Math library

synloc

A Python Package to Create Synthetic Tabular Data

probabilistic-functions

A comprehensive Python library for working with probability distributions and statistical functions. This library provides tools for symbolic and numeric manipulation of probability distributions, along with visualization capabilities.

aleam

True randomness for AI and machine learning. Non-recursive, stateless, cryptographically secure random number generator.

probs

Intuitive Probability API in Python

promethium

Library for calculating statistical distributions, written in pure Python with zero dependencies.

fitpdf

Bayesian distribution fitting for pulsar and FRB data.

overloaded-iterables

Overloaded version of the built-in python classes: list and set to include some extra functionalities.

tspydistributions

Location Scale Family Statistical Distributions

distl

Simplified and Condensed Distributions

autolik

Provide the automatic differentiation for Likelihood maximization routine

distimate

Distributions visualized