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ottenbreit-data-science
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.

215K 23 5
chasmani
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.

141K 127 26
abess-team
abess

Fast Best-Subset Selection Library

21K 494 43
tirthajyoti
mlr

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

17K 34 11
pawlenartowicz
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)

8K 5 1
cod3licious
autofeat

Linear Prediction Model with Automated Feature Engineering and Selection Capabilities

4K 536 65
tsitsimis
constrainedlr

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

4K 7 0
s3alfisc
wildboottest

python module for wild cluster bootstrapping

3K 12 0
fukuball
fukuml

Simple machine learning library / 簡單易用的機器學習套件

2K 284 71
sm00thix
ikpls

Improved Kernel PLS and Fast Cross-Validation.

2K 33 5
grqphical
simple-regression-grqphical

A basic implementation of LinearRegression and PolynomialRegression in Python

2K 0 0
jesse-anderson
linreg-core

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

2K 3 0
jcatankard
numbaml

Regression modelling implemented in Numba

1K 4 1
Sm00thix
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).

1K 21 2
artemmavrin
stattools

Statistical learning and inference algorithms implemented in Python 3

1K 2 2
ohjeah
sparsereg

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

992 65 22
iparsw
customintents

create chatbots, image classification and linear regression models with three lines of code you can install it by running pip install CustomIntents

970 8 2
vivek3141
ml-python

Easy to use high level python library for popular machine learning algorithms. Has in-built support for graphing and optimizers based in C++.

841 17 3
teanijarv
hlr

HLR - Hierarchical Linear Regression in Python

765 8 3
ha2emnomer
gskpy

GSK algorithm

715 4 0
DanielDialektico
mlektic

A Python ML library to use and visualize gradient descent for linear and logistic regression optimization.

637 0 0
LuposX
boston-housing-prediction

A programm that predicts house prices with different models

599 1 1
estebanrucan
estyp

Extended Statistical Toolkit Yet Practical

557 5 0
aeiwz
lingress

Metabolomics data analysis with univariate (linear regression) and visualization tools.

494 2 0
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