scikit-learn-contrib

All

28 repositories

MAPIE
Public
A scikit-learn-compatible module to estimate prediction intervals and control risks based on conformal predictions.
python data-science sklearn regression classification confidence-intervals conformal-prediction
Jupyter Notebook
•
BSD 3-Clause "New" or "Revised" License
•112•1.3k•31•7•Updated Jan 9, 2025Jan 9, 2025
hdbscan
Public
A high performance implementation of HDBSCAN clustering.
machine-learning clustering machine-learning-algorithms cluster-analysis clustering-algorithm clustering-evaluation
Jupyter Notebook
•
BSD 3-Clause "New" or "Revised" License
•508•2.8k•344•22•Updated Jan 9, 2025Jan 9, 2025
fastcan
Public
A Fast Canonical-Correlation-Based Feature Selection Algorithm
Python
•
MIT License
•1•5•1•0•Updated Jan 9, 2025Jan 9, 2025
category_encoders
Public
A library of sklearn compatible categorical variable encoders
Python
•
BSD 3-Clause "New" or "Revised" License
•396•2.4k•45•1•Updated Jan 7, 2025Jan 7, 2025
sklearn-ann
Public
Integration with (approximate) nearest neighbors libraries for scikit-learn + clustering based on with kNN-graphs.
clustering scikit-learn approximate-nearest-neighbor-search knn knn-graphs
Python
•
BSD 3-Clause "New" or "Revised" License
•6•15•9•1•Updated Jan 7, 2025Jan 7, 2025
denmune-clustering-algorithm
Public
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.
python machine-learning deep-learning clustering
Jupyter Notebook
•
BSD 3-Clause "New" or "Revised" License
•9•30•0•0•Updated Dec 31, 2024Dec 31, 2024
project-template
Public template
A template for scikit-learn extensions
Python
•
BSD 3-Clause "New" or "Revised" License
•92•326•1•1•Updated Dec 23, 2024Dec 23, 2024
imbalanced-learn
Public
A Python Package to Tackle the Curse of Imbalanced Datasets in Machine Learning
data-science machine-learning statistics data-analysis python
Python
•
MIT License
•1.3k•6.9k•35•17•Updated Dec 23, 2024Dec 23, 2024
hiclass
Public
A python library for hierarchical classification compatible with scikit-learn
Python
•
BSD 3-Clause "New" or "Revised" License
•22•115•16•7•Updated Dec 6, 2024Dec 6, 2024
scikit-matter
Public
A collection of scikit-learn compatible utilities that implement methods born out of the materials science and chemistry communities
Python
•
BSD 3-Clause "New" or "Revised" License
•19•77•14•3•Updated Dec 1, 2024Dec 1, 2024
skglm
Public
Fast and modular sklearn replacement for generalized linear models
Python
•
BSD 3-Clause "New" or "Revised" License
•34•165•36•9•Updated Nov 7, 2024Nov 7, 2024
qolmat
Public
A scikit-learn-compatible module for comparing imputation methods.
Python
•
BSD 3-Clause "New" or "Revised" License
•2•136•5•4•Updated Oct 23, 2024Oct 23, 2024
scikit-learn-extra
Public
scikit-learn contrib estimators
Python
•
BSD 3-Clause "New" or "Revised" License
•43•191•27•16•Updated Oct 8, 2024Oct 8, 2024
boruta_py
Public
Python implementations of the Boruta all-relevant feature selection method.
Python
•
BSD 3-Clause "New" or "Revised" License
•258•1.5k•42•6•Updated Aug 13, 2024Aug 13, 2024
metric-learn
Public
Metric learning algorithms in Python
machine-learning scikit-learn metric-learning python
Python
•
MIT License
•232•1.4k•42•9•Updated Aug 3, 2024Aug 3, 2024
scikit-dimension
Public
A Python package for intrinsic dimension estimation
Python
•
BSD 3-Clause "New" or "Revised" License
•16•84•7•0•Updated Aug 3, 2024Aug 3, 2024
forest-confidence-interval
Public
Confidence intervals for scikit-learn forest algorithms
HTML
•
MIT License
•48•286•3•1•Updated Jul 10, 2024Jul 10, 2024
skdag
Public
A more flexible alternative to scikit-learn Pipelines
Python
•
MIT License
•8•32•4•0•Updated Jun 15, 2024Jun 15, 2024
DESlib
Public
A Python library for dynamic classifier and ensemble selection
diversity ensemble-learning ensemble-prediction ensemble-selection diversity-measures dynamic-ensembles classifier-ensembles dynamic-selection
Python
•
BSD 3-Clause "New" or "Revised" License
•105•482•15•1•Updated Apr 15, 2024Apr 15, 2024
skope-rules
Public
machine learning with logical rules in Python
Jupyter Notebook
•
Other
•98•626•30•5•Updated Jan 31, 2024Jan 31, 2024
py-earth
Public archive
A Python implementation of Jerome Friedman's Multivariate Adaptive Regression Splines
Python
•
BSD 3-Clause "New" or "Revised" License
•123•460•46•6•Updated Aug 14, 2023Aug 14, 2023
lightning
Public archive
Large-scale linear classification, regression and ranking in Python
machine-learning
Python
•214•1.7k•49•7•Updated Jul 18, 2023Jul 18, 2023
sklearn-pandas
Public
Pandas integration with sklearn
Python
•
Other
•414•2.8k•28•11•Updated Jun 8, 2023Jun 8, 2023
stability-selection
Public archive
scikit-learn compatible implementation of stability selection.
machine-learning statistics feature-selection scikit-learn
Python
•
BSD 3-Clause "New" or "Revised" License
•60•210•15•4•Updated Jun 5, 2023Jun 5, 2023
scikit-learn-contrib
Public
scikit-learn compatible projects
50•410•18•1•Updated Nov 8, 2022Nov 8, 2022
polylearn
Public archive
A library for factorization machines and polynomial networks for classification and regression in Python.
machine-learning factorization-machines polynomial-regression polynomial-networks
Python
•
BSD 2-Clause "Simplified" License
•43•245•8•1•Updated Aug 7, 2020Aug 7, 2020
mimic
Public archive
mimic calibration
machine-learning calibration
Python
•
BSD 3-Clause "New" or "Revised" License
•6•21•0•0•Updated Oct 16, 2019Oct 16, 2019
scikit-learn-contrib.github.io
Public
Project webpage
HTML
•1•4•0•0•Updated Aug 8, 2016Aug 8, 2016