Linear Regression Python Packages

aplr

APLR builds predictive, interpretable regression and classification models using Automatic Piecewise Linear Regression. It often rivals tree-based methods in predictive accuracy while offering smoother and interpretable predictions.

piecewise-regression

piecewise-regression (aka segmented regression) in python. For fitting straight line models to data with one or more breakpoints where the gradient changes.

mlr

Multiple linear regression with statistical inference, residual analysis, direct CSV loading, and other features

abess

Fast Best-Subset Selection Library

mcpower

Simple Monte Carlo statistical power analysis for complex models. Find the sample size you need or check if your study has enough power - even with complex models that traditional power analysis can't handle. (pip install mcpower)

constrainedlr

Drop-in replacement of sklearn's Linear Regression with coefficients constraints

autofeat

Linear Prediction Model with Automated Feature Engineering and Selection Capabilities

fukuml

Simple machine learning library

wildboottest

python module for wild cluster bootstrapping

linreg-core

Cross-target linear regression library in Rust with WebAssembly, Python, VBA, DLL, and Excel XLL support.

ikpls

Fast CPU and GPU Python implementations of Improved Kernel Partial Least Squares (PLS) by Dayal and MacGregor (1997) and Fast Partition-Based Cross-Validation With Centering and Scaling for XTX and XTY by Engstrøm and Jensen (2025). This package also includes options to use sample weights for PLS modeling.

numbaml

Regression modelling implemented in Numba

stattools

Statistical learning and inference algorithms implemented in Python 3

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).

customintents

No description available

hlr

HLR - Hierarchical Linear Regression in Python

gskpy

Gaining-sharing knowledge algorithm GSK continuous optimization framework

sparsereg

a collection of modern sparse (regularized) linear regression algorithms.

ml-python

The easiest way to do machine learning

solar-power-prediction-using-tensorflow-dense-model

A package for solar power prediction using Dense in TensorFlow

solar-power-prediction-tensorflow-lstm-model

A package for solar power prediction using LSTM in TensorFlow

estyp

ESTYP: Extended Statistical Toolkit Library for Python

boston-housing-prediction

Predict housing prices in boston.

mlektic

A simple machine learning python library.