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OpenML: An R Package to Connect to the Machine Learning Platform OpenML

Authors :
Casalicchio, Giuseppe
Bossek, Jakob
Lang, Michel
Kirchhoff, Dominik
Kerschke, Pascal
Hofner, Benjamin
Seibold, Heidi
Vanschoren, Joaquin
Bischl, Bernd
Source :
Computational Statistics, 2019, 34. Jg., Nr. 3, S. 977-991
Publication Year :
2017

Abstract

OpenML is an online machine learning platform where researchers can easily share data, machine learning tasks and experiments as well as organize them online to work and collaborate more efficiently. In this paper, we present an R package to interface with the OpenML platform and illustrate its usage in combination with the machine learning R package mlr. We show how the OpenML package allows R users to easily search, download and upload data sets and machine learning tasks. Furthermore, we also show how to upload results of experiments, share them with others and download results from other users. Beyond ensuring reproducibility of results, the OpenML platform automates much of the drudge work, speeds up research, facilitates collaboration and increases the users' visibility online.

Details

Database :
arXiv
Journal :
Computational Statistics, 2019, 34. Jg., Nr. 3, S. 977-991
Publication Type :
Report
Accession number :
edsarx.1701.01293
Document Type :
Working Paper
Full Text :
https://doi.org/10.1007/s00180-017-0742-2