Regression Models Python Packages

statsmodels

Statsmodels: statistical modeling and econometrics in Python

bambi

BAyesian Model-Building Interface (Bambi) in Python.

orbit-ml

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

stargazer

Python implementation of the R stargazer multiple regression model creation tool

myfm

Yet another Bayesian factorization machines.

dominance-analysis

This package can be used for dominance analysis or Shapley Value Regression for finding relative importance of predictors on given dataset. This library can be used for key driver analysis or marginal resource allocation models.

pyprocessmacro

A Python library for moderation, mediation and conditional process analysis.

statstests

Statstests: a Python package that provides a complement of process and statistical tests for statsmodels statistical models.

galpynostatic

A Python/C++ package with physics-based and data-driven models to predict optimal conditions for fast-charging lithium-ion batteries.

bess

Best Subset Selection algorithm for Regression, Classification, Count, Survival analysis

sparsereg

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

peak-engines

Deterministic algorithms for objective Bayesian inference and hyperparameter optimization

hlr

HLR - Hierarchical Linear Regression in Python

greybox

Toolbox for model building and forecasting

appelpy

Applied Econometrics Library for Python

trust-free

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

midlearn

A scikit-learn compatible Python wrapper of the midr R package

py-math-ext

A powerful alternative to solve complex math questions with symbols. It does not give replacement to anything; we simply wish to contribute to new and powerful features. We hope these will constantly be retained with new support and implementations over the course of time, eventually branching into other math-indused systems.

intelelm

IntelELM: A Python Framework for Intelligent Metaheuristic-based Extreme Learning Machine

genetest

Python package for efficient genetic association analyses

metaperceptron

MetaPerceptron: A Standardized Framework for Metaheuristic-Trained Multi-Layer Perceptron

statsassume

Automating Assumption Checks for Regression Models

choquet-classifier-glenscalai

Implementation of the Choquet classifier using the scikit-learn API design.

flexcv

Easy and flexible nested cross validation for tabular data in python.