modelStudio (version 3.1.2)
Interactive Studio for Explanatory Model Analysis
Description
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. It is
possible to easily save the dashboard and share it with others. modelStudio
facilitates the process of Interactive Explanatory Model Analysis introduced
in Baniecki et al. (2023) .