Comprehensive Review on Machine Learning Applications in Cloud Computing

Sampada Zende, Tanisha Singh, Dr. Mahendra Suryavanshi
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Abstract

Cloud computing provides on-demand access to a variety of processing, storage, and network resources. Over the past few years, cloud computing has become a widely accepted computing paradigm and one of the fastest-growing model in the IT industry. It turns out to be a new computing evolution after the evolution of mainframe computing, client-server computing and mobile computing. Cloud computing model faces various challenges such as security, resource allocation, load balancing, incast, interoperability. Machine learning is the study of computer algorithms that get better on their own via experience. Algorithms for machine learning are strong analytical techniques that let computers see patterns and help people learn. In this review paper, we present an analysis of various cloud computing issues and machine learning algorithms. Furthermore, we have comprehensively analyzed applications of numerous machine learning algorithms that are used to mitigate a variety of cloud computing issues.
云计算中的机器学习应用综述
云计算提供对各种处理、存储和网络资源的按需访问。在过去几年里,云计算已成为一种广为接受的计算模式,也是 IT 行业发展最快的模式之一。它是继大型机计算、客户服务器计算和移动计算之后的又一次新的计算进化。云计算模式面临着各种挑战,如安全性、资源分配、负载平衡、不同步、互操作性等。机器学习是一门研究计算机算法的学科,计算机算法会通过经验自我完善。机器学习算法是一种强大的分析技术,能让计算机看到模式并帮助人们学习。在这篇综述论文中,我们分析了各种云计算问题和机器学习算法。此外,我们还全面分析了众多机器学习算法的应用,这些算法用于缓解各种云计算问题。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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