Abstract
The objective of this study is to analyze how quantum algorithms can be used to enhance optimization and machine learning. We will explore how these algorithms operate in open quantum systems and how they can be combined with traditional machine learning methods to improve their outcomes. Furthermore, we will investigate how quantum algorithms can be applied in simpler scenarios of open q…