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

greybox

Toolbox for model building and forecasting

myfm

A Python/C++ implementation of 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. Based on Andrew F. Hayes Process Macro.

statstests

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

bess

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

hlr

HLR - Hierarchical Linear Regression in Python

appelpy

Applied Econometrics Library for Python

sparsereg

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

choquet-classifier-glenscalai

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

midlearn

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

trust-free

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

galpynostatic

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

peak-engines

Deterministic algorithms for objective Bayesian inference and hyperparameter optimization

metaperceptron

MetaPerceptron: A Standardized Framework For Metaheuristic-Driven Multi-layer Perceptron Optimization

intelelm

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

genetest

Python package for efficient genetic association analyses

py-math-ext

A Hybrid Symbolic-Numeric Mathematics Engine

flexcv

Python package customizing nested cross validation for tabular data.

statsassume

Automating Assumption Checks for Regression Models (Work in Progress, Currently Paused)