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D3.1 State of the art landscaping and initial platform requirements specification

Authors: Moltó, Germán; Calatrava, Amanda; Nguyen, Giang; Díaz, Judith Sáinz-Pardo; Berberi, Lisana; Kozlov, Valentin; Cruz, Mario Santa;

D3.1 State of the art landscaping and initial platform requirements specification

Abstract

This document provides an overview of the vast landscape of AI/ML frameworks. It identifies the most relevant open-source developments in the area of ML model training and inference and, in particular, those that cover the lifecycle of AI model management. The focus is set on MLOps frameworks, which provides an extension of the DevOps methodology to develop, train, and deploy ML models via automated procedures that encompass both software, data, security and infrastructure. The document also introduces the platform requirements specification, together with the methodology designed for requirements gathering, inspired by the Dynamic System Development Method (DSDM) Agile Project Framework, which is based on use cases definition and the identification of Personas, Epics, User Stories and Requirements. 

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Germany
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Keywords

ddc:004, DATA processing & computer science, deliverable, info:eu-repo/classification/ddc/004, 004

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
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