Feature Importance Analysis Python Packages

robustmodelmaker

Coupling Bootstrap Stability Selection with Leakage-Safe Nested Cross-Validation for Scientific Machine Learning

unifiedig

Provides a unified approach to Integrated Gradients: a common API for many models, include tree-based models; and common baseline semantics with prediction-neutral baseline distributions as the default.

robustpixelmaker

Reproducible, leakage-safe feature selection that works directly on image pixels.

shapley-value-regression

A Python implementation of Shapley Value Regression to calculate the precise feature importance and marginal contributions of independent variables in regression models.