Discretization Python Packages

kditransform

Kernel density integral transformation: feature preprocessing and univariate clustering (TMLR, 2023)

autocarver

Automatic optimal discretization pipeline

odl

Operator Discretization Library https://odl.readthedocs.io/

gators

Lightning-fast data preprocessing and feature engineering for Python, built on Polars. 108 sklearn-style transformers for imputation, encoding, scaling, outlier clipping, discretization and feature selection, with Pipeline support and ONNX export for low-latency inference.

jaxdf

A JAX-based research framework for writing differentiable numerical simulators with arbitrary discretizations

simplebins

Simplebins makes it easy to bin numeric values into intervals.

usmerge

A tool package for one-dimensional data clustering.

pargeo

Generate complex two-dimensional geometries for simulations based on mesh discretizations.

vfi

Classification by Voting Feature Intervals in Python