swMATH ID: 30898
Software Authors: Hubert Baniecki; Przemyslaw Biecek
Description: R package modelStudio: Interactive Studio with Explanations for ML Predictive Models. Automate explanation of machine learning predictive models. This package generates advanced interactive and animated model explanations in the form of a serverless HTML site. It combines ’R’ with ’D3.js’ to produce plots and descriptions for various local and global explanations. Tools for model exploration unite with tools for EDA (Exploratory Data Analysis) to give a broad overview of the model behaviour. ’modelStudio’ is a fast and condensed way to get all the answers without much effort. Break down your model and look into its ingredients with only a few lines of code.
Homepage: https://cran.r-project.org/web/packages/modelStudio/index.html
Source Code:  https://github.com/cran/modelStudio
Dependencies: R
Keywords: Machine learning; ML predictive models; R; R package; Journal of Open Source Software; JOSS; Explanations
Related Software: DALEX; H2O; AI Explainability 360; InterpretML; iml; R; Scikit; TensorFlow; shap; XGBoost; NumPy; LightGBM; GitHub; Fairlearn; PDPbox; iNNvestigate; dalex; pdp; ingredients; shapper
Cited in: 2 Documents

Standard Articles

1 Publication describing the Software Year

Citations by Year