Serambi Madina: Journal of Islamic Studies
Vol. 1 No. 1 (2026): Serambi Madina: Journal of Islamic Studies

The Implementation of Deep Learning Approach in Enhancing the Quality of Learning in Elementary Schools: A Literature Review

Asmiranda Helena (Sekolah Tinggi Agama Islam Mandailing Natal, Indonesia)
Syafri Martabe Rizka Nasution (STAIN Mandailing Natal, Sumatera Utara, Indonesia)
Maimunah Maimunah (Universitas Islam Negeri Syekh Ali Hasan Ahmad Addary Padangsidimpuan)



Article Info

Publish Date
02 Apr 2026

Abstract

This study aims to analyze the development, trends, and quality of scientific publications related to the Implementation of Deep Learning in Elementary Schools based on article searches on Google Scholar. This research employs a qualitative method using a library research model, in which data were obtained through searches of scientific articles using the keyword “Implementation of Deep Learning in Elementary Schools,” followed by filtering, classification, content analysis, and data presentation in the form of tables, graphs, and narrative descriptions. The results of the study show that there are 20 related articles, with a significant increase in publications in 2025. Affiliation analysis reveals that these articles originate from various regions in Indonesia, particularly West Java, Central Java, West Sumatra, and Central Sulawesi, indicating that the application of deep learning has gained national attention. Meanwhile, the journal accreditation classification indicates that 85% of the articles were published in non-accredited journals, while only a small portion were indexed in Sinta 4 and Sinta 5. Overall, this study concludes that the implementation of deep learning in elementary school learning is increasingly developing and has been proven to contribute positively to literacy, numeracy, critical thinking, discipline, and teachers’ pedagogical competence, although the quality of scientific publications still needs improvement to achieve stronger academic impact.

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Journal Info

Abbrev

serambimadina

Publisher

Subject

Description

Serambi Madina: Journal of Islamic Studies is committed to advancing comprehensive and in-depth scholarly discussions on various aspects of Islamic studies. The journal serves as an academic platform for researchers, lecturers, and practitioners to disseminate their ideas and research findings ...