The International Journal of Informatics, Media and Communication Technology (Jun 2024)

The Significance of Machine Learning and its Applicability in The research Field

  • Sultan bin Saad Saud Al-Harbi

DOI
https://doi.org/10.21608/ijimct.2024.80261.1020
Journal volume & issue
Vol. 6, no. 1
pp. 19 – 26

Abstract

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The last decade has seen a significant number of remarkable expansions in machine ‎learning research. The field has achieved unprecedented popularity by developing new areas and ‎increased momentum on the existing sites. Whereas the symbolic methods have been exceedingly ‎active, the sub-symbolic approaches, especially the neural networks, have had tremendous ‎growth. Unlike the efforts whose main concentrations were on the single learning strategies, the ‎new trends have been to integrate various methods and for the development of cognitive learning ‎architectures. Besides, there is an increased interest in the experimental comparisons of several ‎methods and learning algorithms' theoretical analysis. The same data sets have often been shared ‎amongst the researchers who have led to applying the same techniques in dealing with the same ‎problems to understand the relative merits of various methods. There are new insights that have ‎been brought into the complexity of the learning process through theoretical investigations. This ‎research paper seeks to transmit the knowledge of machine learning, which has become very ‎popular and the researchers' applications of the experience. ‎KEYWORDS: Algorithm, Machine Learning, Supervised learning, unsupervised learning, ‎

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