Regression Python Packages

flaml

A fast library for AutoML and tuning. Join our Discord: https://discord.gg/Cppx2vSPVP.

pycaret

Open-source, low-code AutoML platform for Python. PyCaret 4.0: sklearn-native engine + React control plane.

linearmodels

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

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.

mapie

A scikit-learn-compatible library for estimating prediction intervals and controlling risks, based on conformal 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.

tensorly

TensorLy: Tensor Learning in Python.

gmr

Gaussian Mixture Regression

pyfixest

Fast High-Dimensional Fixed Effects Regression in Python following fixest-syntax

skpro

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

orange3

🍊 :bar_chart: :bulb: Orange: Interactive data analysis

mlr

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

odrpack

Python bindings for the modernized version of odrpack95.

scikit-fda

Functional Data Analysis Python package

tsai

Time series Timeseries Deep Learning Machine Learning Python Pytorch fastai | State-of-the-art Deep Learning library for Time Series and Sequences in Pytorch / fastai

lazypredict

Lazy Predict help build a lot of basic models without much code and helps understand which models works better without any parameter tuning

permetrics

Artificial intelligence (AI, ML, DL) performance metrics implemented in Python

crepes

Python package for conformal prediction

autogluon-cloud

Train and deploy ML models in the cloud

pytest-playwright-visual-snapshot

Easy pytest visual regression testing using playwright

sortedl1

Python package for Sorted L-One Penalized Estimation (SLOPE)

orbit-ml

A Python package for Bayesian forecasting with object-oriented design and probabilistic models under the hood.

mlpack

mlpack: a fast, header-only C++ machine learning library

pyabsa

Sentiment Analysis, Text Classification, Text Augmentation, Text Adversarial defense, etc.;