Browsing by Author "Shafique, Muhammad"
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Building Robust Machine Learning Systems: Current Progress, Research Challenges, and Opportunities
Zhang, Jeff Jun; Liu, Kang; Khalid, Faiq; Hanif, Muhammad Abdullah; Rehman, Semeen; Theocharides, Theocharis; Artussi, Alessandro; Shafique, Muhammad; Garg, Siddharth (ACM, 2019)Machine learning, in particular deep learning, is being used in almost all the aspects of life to facilitate humans, specifically in mobile and Internet of Things (IoT)-based applications. Due to its state-of-the-art ...
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Deep Learning for Edge Computing: Current Trends, Cross-Layer Optimizations, and Open Research Challenges
Marchisio, Alberto; Hanif, Muhammad Abdullah; Khalid, Faiq; Plastiras, George; Kyrkou, Christos; Theocharides, Theocharis; Shafique, Muhammad (2019)In the Machine Learning era, Deep Neural Networks (DNNs) have taken the spotlight, due to their unmatchable performance in several applications, such as image processing, computer vision, and natural language processing. ...
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An overview of next-generation architectures for machine learning: Roadmap, opportunities and challenges in the IoT era
Shafique, Muhammad; Theocharides, Theocharis; Bouganis, Christos-Savvas; Hanif, Muhammad Abdullah; Khalid, Faiq; Hafız, Rehan; Rehman, Semeen (2018)The number of connected Internet of Things (IoT) devices are expected to reach over 20 billion by 2020. These range from basic sensor nodes that log and report the data to the ones that are capable of processing the incoming ...