ISSN: 2520-4750 (Online), 2521-3040 (Print)

Impact of Deep Learning on Transfer Learning : A Review

Author (s)

Mohammed Jameel Barwary & Adnan Mohsin Abdulazeez




Transfer learning and deep learning approaches have been utilised in several real-world applications and hierarchical systems for pattern recognition and classification tasks. However, in few of the real-world machine learning situations, this presumption does not sustain since there are instances where training data is costly or tough to gather and there is continually a necessity to produce high-performance learners competent with more easily attained data from diverse fields. The objective of this review is to determine more abstract qualities at the greater levels of the representation, by utilising deep learning to detach the variables in the outcomes, formally outline transfer learning, provide information on present solutions, and appraise applications employed in diverse facets of transfer learning and deep learning. This can be attained by rigorous literature exploration and discussion on all presently accessible techniques and prospective research studies on transfer learning solutions of independent as well as big data scale. The conclusions of this study could be an effectual platform directed at prospective directions for devising new deep learning patterns for different applications and dealing with the challenges concerned.

 Keywords: Machine Learning, Transfer Learning, Deep Learning, classifications, Supervised Learning techniques.


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Title:Impact of Deep Learning on Transfer Learning : A Review
Author:Mohammed Jameel Barwary & Adnan Mohsin Abdulazeez
Journal Name:International Journal of Science and Business
ISSN:ISSN 2520-4750 (Online), ISSN 2521-3040 (Print)
Acceptance Date:6/02/2021
Date of Publication:24/02/2021
Free download:Available
First Page:204
Last Page:216
Paper Type:Literature Review
Current Status:Published


Cite This Article:

Barwary, M. J. & Abdulazeez, A. M. (2021). Impact of Deep Learning on Transfer Learning : A Review. International Journal of Science and Business, 5(3), 204-216. doi: 10.5281/zenodo.4559668

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About Author (s)

Mohammed Jameel Barwary (corresponding author), Duhok Polytechnic University, Duhok, Kurdistan Region, Iraq. Email:

Professor Adnan Mohsin Abdulazeez, Duhok Polytechnic University, Duhok, Kurdistan Region, Iraq.


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