Deep Learning Architectures in Emerging Cloud Computing Architectures: Recent Development, Challenges and Next Research Trend
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Date
2020
Journal Title
Journal ISSN
Volume Title
Publisher
Applied Soft Computing, Elsevier
Abstract
The challenges of the conventional cloud computing paradigms motivated the
emergence of the next generation cloud computing architectures. The emerging cloud
computing architectures generate voluminous amount of data that are beyond the capability of
the shallow intelligent algorithms to process. Deep learning algorithms, with their ability to
process large-scale datasets, have recently started gaining tremendous attentions in the
emerging cloud computing literatures. However, no comprehensive literature review exists on
the applications of deep learning approaches to solve complex problems in emerging cloud
computing architectures. To fill this gap, we conducted a comprehensive literature survey on
deep learning in emerging cloud computing architectures. The survey shows that deep learning
algorithms in emerging cloud computing architectures are increasingly becoming an interesting
research area for solving complex problems. We introduce a new taxonomy of deep learning
techniques for emerging cloud computing architectures and provide deep insights into the
current state-of-the-art active research works on deep learning to solve complex problems in
emerging cloud computing architectures. The synthesis and analysis of the articles as well as
their limitation are presented. A lot of challenges were identified in the literature and new future
research directions to solve the identified challenges are presented. We believed that this article
can serve as a reference guide to new researchers and an update for expert researchers to
explore and develop more deep learning applications in the emerging cloud computing
architectures
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Keywords
Convolutional Neural Network, Deep Learning, Deep Reinforcement Learning, Edge Computing, Fog Computing, Emerging Cloud Computing, Serverless Computing, Mubarak Almutairi, ACE: Technology Enhanced Learning, ACETEL, National open university of Nigeria (NOUN), Nigeria, Digital Development