Multiclass Classification Python Packages

pycm

Multi-class confusion matrix library in Python

lightautoml

Fast and customizable framework for automatic ML model creation (AutoML)

multiclean

Python library for morphological cleaning of multiclass 2D numpy arrays (edge smoothing and island removal

treeig

Exact Integrated Gradients for tree ensembles, including XGBoost, LightGBM, Random Forests, and Gradient Boosting. Computes fast, exact feature attributions for tree models without numerical gradients, numerical integration, Monte Carlo sampling, or path approximations.

libmultilabel

This library has been moved to https://github.com/ntumlgroup/LibMultiLabel

imlightgbm

LightGBM for handling label-imbalanced data with focal and weighted loss functions in binary and multiclass classification

gensvm

Python package for the GenSVM classifier

m3gp

An easy-to-use scikit-learn inspired implementation of the Multidimensional Multiclass Genetic Programming with Multidimensional Populations (M3GP) algorithm

rank-preserving-calibration

Rank preserving calibration of multiclass prob.

vaganboostktf

hybrid model combining VAE, GAN, and LightGBM for boosting performance in high-energy physics or data analysis tasks.

vaganboost

hybrid model combining VAE, GAN, and LightGBM for boosting performance in high-energy physics or data analysis tasks.