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Week 4 Scientific Paper Proposal (#2473)
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contributions/scientific-paper/week4/rohinib-cnra/README.md
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# Assignment Proposal | ||
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## Title | ||
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MLOps: A Taxonomy and a Methodology | ||
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## Names and KTH ID | ||
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- Rohini Bhardwaj([email protected]) | ||
- Chandni Rakhashiya([email protected]) | ||
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## Deadline | ||
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- Week 4 | ||
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## Category | ||
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- Scientific paper | ||
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## Description | ||
The purpose of this scientific paper presentation is to discuss about the paper "MLOps: A Taxonomy and a Methodology"(https://ieeexplore.ieee.org/abstract/document/9792270). | ||
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This paper explores the growing importance of MLOps (Machine Learning Operations) in transitioning ML models from research to real-world business applications. By reviewing existing literature and proposing a taxonomy and defined methodology. | ||
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Relevance | ||
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This paper presents methodologies and operations aimed at defining an ML pipeline to simplify the release of ML applications in the industry. And also by defining a structured, ten-step pipeline, the paper provides a framework for applying DevOps principles to ML workflows. |