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Finding a standard dataset format for machine learning


Exploring new dataset format options for OpenML.org
Mar 23, 2020

Pieter Gijsbers, Mitar Milutinovic, Prabhant Singh, Joaquin Vanschoren

10 min read
Machine learning data is commonly shared in whatever form it comes in (e.g. images, logs, tables) without being able to make strict assumptions on what it contains or how it is formatted. This makes machine learning hard because you need to spend a lot of time figuring out how to parse and deal with it. Some datasets are accompanied with loading scripts, which are language-specific and may break, and some come with their own server to query the dataset. These do help, but are often not available, and still require us to handle every dataset individually. ....

Prabhant Singh , Marcel Wever , Pieter Gijsbers , Nick Poorman , Joaquin Vanschoren , Marcus Weimer , Andreas Mueller , Jan Van Rijn , Mitar Milutinovic , Matthias Feurer , மார்செல் நெசவு , நிக் பூர்மகன் , மார்கஸ் வீமர் , ஆண்ட்ரியாஸ் முல்லர் ,