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.

skpro

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

tensorly

TensorLy: Tensor Learning in Python.

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.

orange3

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

pyfixest

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

gmr

Gaussian Mixture Regression

scikit-fda

Functional Data Analysis Python package

orbit-ml

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

lazypredict

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

crepes

Python package for conformal prediction

sortedl1

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

mlpack

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

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

pgml

Postgres with GPUs for ML/AI apps.

odrpack

Python bindings for the modernized version of odrpack95.

coincidence

Helper functions for pytest.

mlr

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

permetrics

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

pytest-playwright-visual-snapshot

Easy pytest visual regression testing using playwright