Markov Model Python Packages

deeptime

Python library for analysis of time series data including dimensionality reduction, clustering, and Markov model estimation

channelattribution

Markov Model for Online Multi-Channel Attribution

pyemma

🚂 Python API for Emma's Markov Model Algorithms 🚂

msmtools

Tools for estimating and analyzing Markov state models

msmbuilder

:building_construction: Statistical models for biomolecular dynamics :building_construction:

mta

Multi-Touch Attribution

markify

Markify is an open source command line application written in python which scrapes data from your social media accounts and utilises markov chains to generate new sentences based on the scraped data

pycave

Traditional Machine Learning Models for Large-Scale Datasets in PyTorch.

chainopy

A Python Library for Discrete Time Markov Chain based stochastic analysis

runtimeverify

Statistical runtime security for autonomous AI agents. Observe, verify, and enforce agent behavior with deterministic policies, semantic classification, Markov modeling, SPRT, and human approvals.

mchmm

Markov Chains and Hidden Markov Models in Python

msm-we

History-augmented Markov analysis of weighted ensemble trajectories.

ia-markov

Train Markov models on Internet Archive text files.

adyant

A novel method for URL path discovery via intelligent bruteforcing - backed by Markov chains (under development)

cnnclustering

A Python package for common-nearest-neighbours clustering

memocell

Bayesian inference of stochastic cellular processes with and without memory in Python.

rainbowchain

A new way to create Markov Models in which you can seed sentences with a topic!

msmbuilder2022

:building_construction: Statistical models for biomolecular dynamics :building_construction:

testmsm

:building_construction: Statistical models for biomolecular dynamics :building_construction:

markovm

Python library for Markov Models.

mtdlearn

Package for training Generalized Mixture Transition Distribution (MTDg) models

markovjson

json meets markov chains

marchie

An Open Source Tool for Analyzing Discrete Markov Chains.