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  • About
  • The Global ETD Search service is a free service for researchers to find electronic theses and dissertations. This service is provided by the Networked Digital Library of Theses and Dissertations.
    Our metadata is collected from universities around the world. If you manage a university/consortium/country archive and want to be added, details can be found on the NDLTD website.
1

MLOps paradigm - a game changer in Machine Learning Engineering?

Francois Regis, Dusengimana January 2023 (has links)
In the last 5+ years, researchers and the industry have been working hard to adopt MLOps (Machine Learning Operations) to maximize production. The current literature on MLOps is still mostly disconnected and sporadic (Testi et al., 2022). This study conducts mixed-method research, including a literature review, survey questionnaires, and expert interviews to address this gap. The researcher provides an aggregated overview of the necessary principles, components, roles, and the associated architecture and workflows resulting from these investigations. Furthermore, this research furnishes a definition of MLOps and addresses open challenges in the field. Finally, this work proposes a MLOps pipeline to implement product recommendations on the e-commerce platform to guide ML researchers and practitioners who want to automate and operate their ML products.

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