Sklearn Compatible Python Packages

arm-mango

Parallel Hyperparameter Tuning in Python

polyfit

Scikit learn compatible constrained and robust polynomial regression in Python

pyoperon

Python bindings and scikit-learn interface for the Operon library for symbolic regression.

onehot

One-Hot encoder with sklearn-ish API interface that process mixed string and numeric labels directly.

xaisuite

XAISuite: Train machine learning models, generate explanations, and compare different explanation systems with just a simple line of code.

panelsplit

A tool for performing cross-validation with panel data

lightgbm-callbacks

A collection of LightGBM callbacks. (DART early stopping, tqdm progress bar)

philanthropy

scikit-learn–native predictive analytics for nonprofit & academic-medical-center fundraising: donor propensity, lapse, planned giving, wealth screening, and revenue forecasting.

boost-loss

Utilities for easy use of custom losses in CatBoost, LightGBM, XGBoost.

constrainedlr

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

sklearn-utilities

Utilities for scikit-learn. Append prediction to x, append prediction to x single, append x prediction to x, compose var estimator, data frame wrapper, drop by noise prediction, drop missing rows y, dummy regressor var, estimator wrapper base, excluded column transformer pandas, feature union pandas, id transformer, included column transformer pand

dbgsom

A scikit-learn compatible Python implementation of the Directed Batch Growing Self-Organizing Map

bleedml

Bleeding Edge machine learning algorithms

optiml

Optimizers for/and sklearn compatible Machine Learning models

scikit-stan

A sklearn style interface to Stan regression models

inne

A scikit-learn-compatible module for Isolation-based anomaly detection using nearest-neighbor ensembles

pipelinetweak

additional wrapper and classes for sklearn's pipeline API

palladio

ParALleL frAmework for moDel selectIOn

ecf

Python package providing an anomaly (outlier and novelty) detector based on the empirical Christoffel function.

datefeatures

Feature engineering sklearn transformer for dates

pctl-scale

Scale a variable into an open interval (0,1) whereas values within a given lower and upper percentile maintain a linear relation, and outlier saturate towards the interval limits.

thermoencoder

thermometer encoding with sklearn interface