Binary Classification Python Packages

lightautoml

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

iguanas

Lightning-fast Python library for generating, evaluating, selecting, and optimizing interpretable rules.

binclass-tools

The binclass-tools package contains a set of Python wrappers and interactive plots that facilitate the analysis of binary classification problems.

cutpointpy

ROC analysis and calculation of 'optimal' cut-points for binary classification tasks

dualpredictor

A Python package for simultaneous regression and binary classification for educational analytics.

fasttrees

A fast and frugal tree classifier for sklearn

bokbokbok

Custom Loss Functions and Evaluation Metrics for XGBoost and LightGBM

pat2vec

A comprehensive Python package for healthcare data engineering, designed to extract, transform, and feature engineer patient data from CogStack-based electronic health record (EHR) datalakes. It provides tools for cohort building, batch data processing, clinical note analysis, and creating machine learning-ready datasets.

fast-dataset-cleaner

A simple tool for cleaning image datasets at a glance.

interactive-classification-metrics

Get an intuitive sense for the ROC curve and other binary classification metrics with interactive visualization.

traval

:chart_with_upwards_trend: Tools for applying automatic error detection schemes to timeseries

m3gp

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

py-mcc-f1

MCC-F1 Curve

artificial-detection

Python framework for artificial text detection: NLP approaches to compare natural text against generated by neural networks.

imlightgbm

LightGBM for label-imbalanced data with focal and weighted loss function

binsel

Feature selection for hard voting classifier and NN sparse weight initialization.

dutchdraw

Determine (optimal) baselines for binary classification

oll

Online binary classification algorithms library (wrapper for OLL C++ library)

maxjoshua

Feature selection for hard voting classifier and NN sparse weight initialization.

litemort

Fastest gradient boosting library with higher accuracy

fca-lazy-clf

Lazy binary classifier based on Formal Concept Analysis