Artificial intelligence-based recommendation system using cloud technologies
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Дата
2024
Автори
Науковий керівник
Назва журналу
Номер ISSN
Назва тому
Видавець
Igor Sikorsky Kyiv Polytechnic Institute
Анотація
Bachelor thesis: 85 p., 20 figures, 6 tables, 40 references, 1 appendix.
The object of research is development of architecture on top of the cloud that
uses recommendation mechanisms.
The subject of research are a methods and technologies that are used in cloud
architection and recommender systems.
The aim of the work is to build a system (architecture) using cloud technologies,
in the center of which will be a recommendation system.
The relevance of this work is associated with possibility of great impact on
products revenue with help of personalized recommendations.
The research keeps attention on the challenge of developing a recommendation
system and predicting user preferences, with a specific focus on utilizing the Cloud
technologies. This involves justifying the use of particular methods, tools, and the
Cloud development environments, preparing and analyzing the initial dataset,
preprocessing raw data, and developing mathematical models tailored to the
recommendation problem. The final solution is implemented on AWS using
Personalize and then the results are analyzed.
Experiments and comparisons with existing approaches are conducted to
evaluate the effectiveness of the recommendation system developed on AWS. The
experimental results demonstrate the advantages of the Cloud deployment and
Recommender systems in general.
Опис
Ключові слова
recommender system, cloud technologies, aws, personalize, colaborative filtering, service architecture, рекомендаційна система, хмарні технології, колаборативна фільтрація, сервісна архітектура
Бібліографічний опис
Sulima, I. V. Artificial intelligence-based recommendation system using cloud technologies : diploma work ... bachelor's degree : 122 «Computer sciences» / Sulima Ivan. - Kyiv, 2024. - 85 p.