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modelStudio (version 0.3.0)

Interactive Studio for Explanatory Model Analysis

Description

Automate the explanatory analysis of machine learning predictive models. This package generates advanced interactive and animated model explanations in the form of a serverless HTML site with only one line of code. The main function computes various (instance and dataset level) model explanations and produces an interactive, customisable dashboard made with 'D3.js'. It consists of multiple panels for plots with their short descriptions. Easily save and share the dashboard with others. Tools for model exploration unite with tools for EDA (Exploratory Data Analysis) to give a broad overview of the model behavior.

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Install

install.packages('modelStudio')

Monthly Downloads

359

Version

0.3.0

License

GPL-3

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Maintainer

Hubert Baniecki

Last Published

February 20th, 2020

Functions in modelStudio (0.3.0)

modelStudio

Generate Interactive Studio for Explanatory Model Analysis
modelStudioOptions

Modify default options and pass them to modelStudio