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This article is the condensed version of my bachelor’s thesis, which I completed in 2025 as part of my studies. In it, I examined which AI approaches/algorithms are best suited to proactively scale cloud resources. As indicated in the title, this article approaches the topic from a theoretical and scientific perspective.…