NALB

No AutoML Left Behind

The NALB package was designed to provide an R interface to the Python autoML libraries. NALB runs on top of the reticulate package bridging Python and R. A Dockerfile was provided to use autoML libraries in production.

Installation

You can install the development version of NALB using:

devtools::install_github("geneseng/NALB")

Available autoML libraries

library(NALB)
available_automl()
#> Install conda using 'reticulate::install_miniconda()'
#>       Library          Installation
#> 1   AutoGluon   install_autogluon()
#> 2        TPOT        install_tpot()
#> 3       Flaml       install_flaml()
#> 4 Autosklearn install_autosklearn()
#>                                                                                Conda
#> 1   reticulate::use_condaenv('r-autogluon', conda = conda_binary(), required = TRUE)
#> 2        reticulate::use_condaenv('r-tpot', conda = conda_binary(), required = TRUE)
#> 3       reticulate::use_condaenv('r-flaml', conda = conda_binary(), required = TRUE)
#> 4 reticulate::use_condaenv('r-autosklearn', conda = conda_binary(), required = TRUE)

Requirements

The package was configured to:

• linux systems Ubuntu 20.4 / Debian 10
• R version 4.1.0
• Python version 3.8.13