Linear Models Python Packages

linearmodels

Additional linear models including instrumental variable and panel data models that are missing from statsmodels.

linear-tree

A python library to build Model Trees with Linear Models at the leaves.

linearboost

LinearBoost Classifier is a rapid and accurate classification algorithm that builds upon a very fast, linear classifier.

cvmatrix

Computation of training set (X^T * W * X) and (X^T * W * Y) or (X^T * X) and (X^T * Y) in a cross-validation setting using the fast algorithms by Engstrøm and Jensen (2025).

dualpredictor

Package offers simultaneous regression and binary classification especially for educational data

augmented-pca

Python implementations of supervised and adversarial linear factor models.

trust-free

TRUST - Decision Trees with Sparse Elastic Net leaves, Random Forest accuracy and automated explanations

iohmm

A python library for Input Output Hidden Markov Models

interpret-text

A library that incorporates state-of-the-art explainers for text-based machine learning models and visualizes the result with a built-in dashboard.

dysregnet

Inferring patient-specific regulatory alterations

slimp

Linear models with Stan and Pandas

priceprop

Calibrate and simulate linear propagator models for the price impact of an extrinsic order flow.

py-lingo

Utilities for helping you deploy Scikit-Learn models in Go (with lingo!)

elastic-st

A python data science library to build and analyze biological networks from spatial transcriptomics data. Allows inclusion of spatial information into the networks, going a step beyond graphs derived from scRNA-seq techniques.