16 open source projects by ModelOriented

A set of tools to understand what is happening inside a Random Forest

📍 Interactive Studio for Explanatory Model Analysis

modelDown generates a website with HTML summaries for predictive models

moDel Agnostic Language for Exploration and eXplanation

DrWhy is the collection of tools for eXplainable AI (XAI). It's based on shared principles and simple grammar for exploration, explanation and visualisation of predictive models.

R package EloML: Elo rating system for machine learning models

Model verification, validation, and error analysis

LIME-like explanations with interpretable features based on Ceteris Paribus curves. Now on CRAN.

Structure mining for xgboost model

Surrogate Assisted Feature Extraction

Evaluation of Methods for dealing with Missing data in Machine Learning algorithms

Set of tools to support results from post hoc testing

Data generator for Arena - interactive XAI dashboard

Explain your tree model with shap values efficiently

Effects and Importances of Model Ingredients

Python library for Ceteris Paribus Plots (What-if plots)