alexzwanenburg/familiar

Repository for the familiar R-package. Familiar implements an end-to-end pipeline for interpretable machine learning of tabular data.

Familiar

Overview

Familiar is an R-package that allows for end-to-end machine learning of tabular data, with subsequent evaluation and explanation of models.

Installing familiar

Stable versions of familiar can be installed from CRAN. dependencies=TRUE prevents being prompted to install packages when using familiar.

install.packages("familiar", dependencies=TRUE)

Familiar can also be installed directly from the GitHub repository:

require(devtools)
devtools::install_github("https://github.com/alexzwanenburg/familiar", dependencies=TRUE)

More information

The package vignettes contain additional information concerning familiar:

• Introducing familiar

• Feature selection methods

• Learners and hyperparameter optimisation

• Model performance metrics

• Using familiar to evaluate and explain models

• Using familiar prospectively