khalib

khalib is a classifier probability calibration package powered by the Khiops AutoML suite.

Features

• KhalibClassifier: A scikit-learn estimator to calibrate classifiers with a similar interface as CalibratedClassifierCV.
• calibration_error : A function to estimate the Estimated Calibration Error (ECE).
• build_reliability_diagram : A function to build a reliability diagram.

These features are based on Khiops's non-parametric supervised histograms, so there is no need to specify the number and width of the bins, as they are automatically estimated from data.

See the documentation for more information.

Installation

• Install Khiops
• Install the khalib python library:

pip install khalib

Documentation

See https://khiopslab.github.io/khalib/