scikit-learn-contrib's Repositories

boruta_py

Python implementations of the Boruta all-relevant feature selection method.

⭐ 1608 🌐 Public

category_encoders

A library of sklearn compatible categorical variable encoders

⭐ 2472 🌐 Public

denmune-clustering-algorithm

DenMune a clustering algorithm that can find clusters of arbitrary size, shapes and densities in two-dimensions. Higher dimensions are first reduced to 2-D using the t-sne. The algorithm relies on a single parameter K (the number of nearest neighbors). The results show the superiority of DenMune. Enjoy the simplicty but the power of DenMune.

⭐ 31 🌐 Public

denmune-skl

SKlearn API consistent (and more performant) implementation of DenMune, by Abbas et al.

⭐ 0 🌐 Public

DESlib

A Python library for dynamic classifier and ensemble selection

⭐ 495 🌐 Public

fastcan

A fast canonical-correlation-based search algorithm for feature selection, system identification, data pruning, etc.

⭐ 15 🌐 Public

forest-confidence-interval

Confidence intervals for scikit-learn forest algorithms

⭐ 290 🌐 Public

hdbscan

A high performance implementation of HDBSCAN clustering.

⭐ 3042 🌐 Public

hiclass

A python library for hierarchical classification compatible with scikit-learn

⭐ 136 🌐 Public

imbalanced-learn

A Python Package to Tackle the Curse of Imbalanced Datasets in Machine Learning

⭐ 7070 🌐 Public

lightning

Large-scale linear classification, regression and ranking in Python

⭐ 1766 🌐 Public 📦 Archived

MAPIE

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

⭐ 1499 🌐 Public

metric-learn

Metric learning algorithms in Python

⭐ 1427 🌐 Public

mimic

mimic calibration

⭐ 21 🌐 Public 📦 Archived

mloptimizer

mloptimizer is an optimizing library designed to be used with sklearn interface machine learning algorithms. It uses deap library for genetic algorithm optimization of hyperparameters.

⭐ 13 🌐 Public

polylearn

A library for factorization machines and polynomial networks for classification and regression in Python.

⭐ 245 🌐 Public 📦 Archived

project-template

A template for scikit-learn extensions

⭐ 339 🌐 Public

py-earth

A Python implementation of Jerome Friedman's Multivariate Adaptive Regression Splines

⭐ 469 🌐 Public 📦 Archived

qolmat

A scikit-learn-compatible module for comparing imputation methods.

⭐ 138 🌐 Public

radius_clustering

Source code repository of the Radius clustering python package.

⭐ 7 🌐 Public

scikit-dimension

A Python package for intrinsic dimension estimation

⭐ 95 🌐 Public

scikit-learn-contrib

scikit-learn compatible projects

⭐ 408 🌐 Public

scikit-learn-contrib.github.io

Project webpage

⭐ 4 🌐 Public

scikit-learn-extra

scikit-learn contrib estimators

⭐ 199 🌐 Public

scikit-matter

A collection of scikit-learn compatible utilities that implement methods born out of the materials science and chemistry communities

⭐ 89 🌐 Public

skdag

A more flexible alternative to scikit-learn Pipelines

⭐ 37 🌐 Public

skglm

Fast and modular sklearn replacement for generalized linear models

⭐ 187 🌐 Public

sklearn-ann

Integration with (approximate) nearest neighbors libraries for scikit-learn + clustering based on with kNN-graphs.

⭐ 22 🌐 Public

sklearn-pandas

Pandas integration with sklearn

⭐ 2847 🌐 Public

skope-rules

machine learning with logical rules in Python

⭐ 652 🌐 Public

stability-selection

scikit-learn compatible implementation of stability selection.

⭐ 214 🌐 Public 📦 Archived