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Machine Learning Operations — What is it and Why Do We Need It?

Kühl, Niklas ORCID iD icon 1,2
1 Karlsruhe Service Research Institute (KSRI), Karlsruher Institut für Technologie (KIT)
2 Institut für Wirtschaftsinformatik und Marketing (IISM), Karlsruher Institut für Technologie (KIT)

Abstract (englisch):

The final goal of all industrial machine learning (ML) projects is to develop ML products and rapidly bring them into production.

However, it is highly challenging to automate and operationalize ML products and thus many ML endeavors fail to deliver on their expectations. The paradigm of Machine Learning Operations (MLOps) addresses this issue.


Zugehörige Institution(en) am KIT Institut für Wirtschaftsinformatik und Marketing (IISM)
Karlsruhe Service Research Institute (KSRI)
Publikationstyp Audio & Video
Publikationsdatum 20.12.2022
Erstellungsdatum 08.11.2022
Sprache Englisch
Identifikator KITopen-ID: 1000154297
URL https://www.youtube.com/watch?v=FgaKl5XsuMc
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