ModelOriented/dime: Interactive Studio for Explanatory Model Analysis

Automate the explanatory analysis of machine learning predictive models. Generate advanced interactive model explanations in the form of a serverless HTML site with only one line of code. This tool is model-agnostic, therefore compatible with most of the black-box predictive models and frameworks. The main function computes various (instance and model-level) explanations and produces a customisable dashboard, which consists of multiple panels for plots with their short descriptions. Easily save the dashboard and share it with others. Tools for Explanatory Model Analysis unite with tools for Exploratory Data Analysis to give a broad overview of the model behavior.

Getting started

Package details

Maintainer
LicenseGPL-3
Version2.1.2.9000
URL https://modelstudio.drwhy.ai https://github.com/ModelOriented/modelStudio
Package repositoryView on GitHub
Installation Install the latest version of this package by entering the following in R:
install.packages("remotes")
remotes::install_github("ModelOriented/dime")
ModelOriented/dime documentation built on April 25, 2021, 4:16 p.m.