云计算对机器学习和数据科学时代的服务、增强和挑战的调查

Wajid Hassan, T. Chou, Omar Tamer, John Pickard, Patrick Appiah-Kubi, L. Pagliari
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引用次数: 15

摘要

云计算对人类的生产力产生了广泛的影响。今天,它被用于计算、存储、预测和智能决策等。使用机器学习的智能决策推动了云服务更加快速、强大和准确。安全仍然是影响云计算发展的主要问题之一,然而在云计算的采用中存在着各种各样的研究挑战,例如缺乏良好管理的服务水平协议(SLA)、频繁的断开连接、资源稀缺、互操作性、隐私性和可靠性。由于使用容器进行云部署的广泛使用而产生的安全挑战,仍然需要做大量的工作。我们还讨论了云计算和云标准的影响。因此,本文对云计算、概念、架构原则、关键服务以及云计算的实现、设计和部署挑战进行了详细的讨论,并确定了机器学习和数据科学时代未来重要的研究方向。
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Cloud computing survey on services, enhancements and challenges in the era of machine learning and data science
Cloud computing has sweeping impact on the human productivity. Today it’s used for Computing, Storage, Predictions and Intelligent Decision Making, among others. Intelligent Decision Making using Machine Learning has pushed for the Cloud Services to be even more fast, robust and accurate. Security remains one of the major concerns which affect the cloud computing growth however there exist various research challenges in cloud computing adoption such as lack of well managed service level agreement (SLA), frequent disconnections, resource scarcity, interoperability, privacy, and reliability. Tremendous amount of work still needs to be done to explore the security challenges arising due to widespread usage of cloud deployment using Containers. We also discuss Impact of Cloud Computing and Cloud Standards. Hence in this research paper, a detailed survey of cloud computing, concepts, architectural principles, key services, and implementation, design and deployment challenges of cloud computing are discussed in detail and important future research directions in the era of Machine Learning and Data Science have been identified.
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