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Machine learning towards intelligent systems: applications, challenges, and opportunities

  • Mohammad Noor Injadat*
  • , Abdallah Moubayed
  • , Ali Bou Nassif
  • , Abdallah Shami
  • *Corresponding author for this work

Research output: Contribution to journalArticlepeer-review

168 Scopus citations

Abstract

The emergence and continued reliance on the Internet and related technologies has resulted in the generation of large amounts of data that can be made available for analyses. However, humans do not possess the cognitive capabilities to understand such large amounts of data. Machine learning (ML) provides a mechanism for humans to process large amounts of data, gain insights about the behavior of the data, and make more informed decision based on the resulting analysis. ML has applications in various fields. This review focuses on some of the fields and applications such as education, healthcare, network security, banking and finance, and social media. Within these fields, there are multiple unique challenges that exist. However, ML can provide solutions to these challenges, as well as create further research opportunities. Accordingly, this work surveys some of the challenges facing the aforementioned fields and presents some of the previous literature works that tackled them. Moreover, it suggests several research opportunities that benefit from the use of ML to address these challenges.

Original languageEnglish
Pages (from-to)3299-3348
Number of pages50
JournalArtificial Intelligence Review
Volume54
Issue number5
DOIs
StatePublished - Jun 2021
Externally publishedYes

Bibliographical note

Publisher Copyright:
© 2021, The Author(s), under exclusive licence to Springer Nature B.V. part of Springer Nature.

Keywords

  • Application fields
  • Data analytics
  • Machine learning
  • Research opportunities

ASJC Scopus subject areas

  • Language and Linguistics
  • Linguistics and Language
  • Artificial Intelligence

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