Explainable Artificial Intelligence Python Packages

dalex

moDel Agnostic Language for Exploration and eXplanation

edgaro

Explainable imbalanceD learninG compARatOr

pyss3

A Python library for Interpretable Machine Learning in Text Classification using the SS3 model, with easy-to-use visualization tools for Explainable AI :octocat:

gemex

GEMEX is a novel, model-agnostic Explainable AI (XAI) library grounded in Riemannian information geometry and differential geometry. It treats a trained model as defining a statistical manifold equipped with the Fisher Information Metric and derives all explanations from the intrinsic geometry of that manifold.

explainx

Explain and debug any black-box Machine Learning model.

dianna

Deep Insight And Neural Network Analysis

rshap

Symmetric Residual Decomposition — instance-level influence analysis via Shapley-style residual attribution

py-ciu

Explainable Artificial Intelligence through Contextual Importance and Utility

shapley-behaviors

Shapley value transformations for behavioral data analysis

lux-explainer

Universal Local Rule-based Explainer

datatypical

Scientific Data Significance Rankings with Shapley Explanations

survlimepy

Local interpretability for survival models

msda

Library for multi-dimensional, multi-sensor, uni/multivariate time series data analysis, unsupervised feature selection, unsupervised deep anomaly detection, and prototype of explainable AI for anomaly detector

ai-fairness-toolkit

AI Fairness and Explainability Toolkit (AFET) is an open-source project aimed at providing tools and frameworks to assess, visualize, and mitigate bias in machine learning models. It supports multiple ML frameworks and offers a comprehensive suite of metrics and visualization components to enhance model transparency and fairness.

atgfe

Automated Transparent Genetic Feature Engineering

xaiographs

XAIoGraphs (eXplainability Articicial Intelligence over Graphs) is an Explicability and Fairness Python library for classification problems with tabulated and discretized data.

codez-cli

CodeZ CLI is an interactive, offline first and AI-powered code assistant for your terminal. Features session memory, file reading with syntax highlighting, and a beautiful, customizable interface using Rich and prompt-toolkit. Perfect for developers who want smart code help right in the CLI without internet.

xrf

ExPLAINABLE rANDOM fORESTS (xrf)

ciu-py

Explainable Artificial Intelligence through Contextual Importance and Utility

slisemap-interactive

Interactive plots for Slisemap

nnplot

:tv: A Python library for pruning and visualizing Keras Neural Networks' structure and weights

karys-crazy-test

Explainable Artificial Intelligence through Contextual Importance and Utility