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All you need is an AI platform: a proposal for a complete reference architecture

  • Companies increasingly integrate Artificial Intelligence (AI) into their applications to stay competitive. However, the efficient and successful development and deployment of AI applications requires complex setups. Providing developers with all the required resources, applications, and services for developing and deploying AI applications without reinventing the wheel remains challenging. Therefore, we propose a domain and workflow-agnostic reference architecture (RA) for an on-premises AI Platform that supports teams throughout the entire AI lifecycle and is reusable across multiple projects. Additionally, we present an evaluation strategy to validate the RA.

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Metadaten
Author:Benjamin WeigellORCiDGND, Fabian StielerORCiDGND, Bernhard BauerORCiDGND
Frontdoor URLhttps://opus.bibliothek.uni-augsburg.de/opus4/121339
URL:https://conf.researchr.org/details/cain-2025/cain-2025-call-for-posters/6/All-You-Need-is-an-AI-Platform-A-Proposal-for-a-Complete-Reference-Architecture
Parent Title (English):CAIN 2025 — 4th International Conference on AI Engineering – Software Engineering for AI, April 27-28th, 2025, Ottawa, Canada
Publisher:IEEE & ACM
Type:Conference Proceeding
Language:English
Date of Publication (online):2025/04/09
Year of first Publication:2025
Publishing Institution:Universität Augsburg
Release Date:2025/04/10
Tag:AI Platform; MLOps; Software Architecture
Institutes:Fakultät für Angewandte Informatik
Fakultät für Angewandte Informatik / Institut für Informatik
Fakultät für Angewandte Informatik / Institut für Software & Systems Engineering
Fakultät für Angewandte Informatik / Institut für Informatik / Lehrstuhl für Softwaretechnik
Fakultät für Angewandte Informatik / Institut für Informatik / Lehrstuhl für Softwaretechnik / Professur Softwaremethodik für verteilte Systeme
Dewey Decimal Classification:0 Informatik, Informationswissenschaft, allgemeine Werke / 00 Informatik, Wissen, Systeme / 004 Datenverarbeitung; Informatik
Latest Publications (not yet published in print):Aktuelle Publikationen (noch nicht gedruckt erschienen)
Licence (German):License LogoDeutsches Urheberrecht