Advances in AI and ML for Cloud Computing: A Review of Algorithms, Challenges, and Innovations

Vijay Ramamoorthi

International Journal of Scientific Research in Science and Technology, 2025, vol. 12, issue 5, 60-73

Abstract: This review delves into the role of Artificial Intelligence (AI) and Machine Learning (ML) in revolutionizing cloud computing. It explores how AI/ML algorithms optimize resource management, enhance system scalability, strengthen security, and reduce operational costs. The paper categorizes AI/ML applications into domains such as dynamic resource allocation, anomaly detection, predictive analytics, and cost optimization. Key challenges, including scalability, data privacy, and interoperability, are discussed alongside emerging opportunities like federated learning for privacy-aware applications, explainable AI for transparent cloud management, and energy-efficient algorithms for sustainable cloud computing. This review underscores AI/ML's transformative potential while emphasizing the need for innovative solutions to overcome implementation challenges.

Keywords: Cloud computing; Artificial Intelligence; Machine Learning; Dynamic resource allocation; Predictive analytics; Sustainability; Federated learning; Explainable AI (search for similar items in EconPapers)
Date: 2025
References: Add references at CitEc
Citations:

Downloads: (external link)
https://ijsrst.com/home/article/view/IJSRST2513120 Abstract page (text/html)
https://ijsrst.com/home/article/download/IJSRST2513120/IJSRST2513120 Full text (application/pdf)

Related works:
This item may be available elsewhere in EconPapers: Search for items with the same title.

Export reference: BibTeX RIS (EndNote, ProCite, RefMan) HTML/Text

Persistent link: https://EconPapers.repec.org/RePEc:etm:ijsrst:v12:y2025:i5:id:1145

DOI: 10.32628/IJSRST2513120

Access Statistics for this article

More articles in International Journal of Scientific Research in Science and Technology from Technoscience Academy
Bibliographic data for series maintained by Pankaj Sharma ().