The Role of Deep Learning in Enhancing Educational Processes: Opportunities and Applications

Authors

  • Alpino Susanto
  • Peri Yudianto Universitas Riau Kepulauan
  • Faridah Rahmah Universitas Riau Kepulauan
  • Pusvariauwaty Pusvariauwaty
  • Amanda Handya Putri Universitas Riau Kepulauan
  • Suyito Suyito STISIPOL Bunda Tanah Melayu

DOI:

https://doi.org/10.37296/esci.v5i2.238

Keywords:

Deep learning, Artificial Intelligence, Educational Institutions

Abstract

This inquiry endeavors to scrutinize contemporary breakthroughs in the realm of deep learning and their pragmatic utilizations within the educational sphere. To navigate prevailing  impediments, the investigation is executed via a bibliographic examination. The deductions unveil that in recent epochs, artificial intelligence (AI) has undergone an expeditious proliferation. Endeavors formerly deemed exceedingly intricate and formidable for human cognition to unravel are now deftly managed with AI’s intervention. This extraordinary innovation has garnered substantial acclaim owing to its capacity to emulate the cognitive assimilation of the human intellect through neural architectures. Comprehensively, AI is presently categorized into two principal subdivisions: Deep Learning and Machine Learning. Both of these technological paradigms have been instrumental in engendering transformative shifts across multifarious sectors, with particular emphasis on pedagogy. AI-driven mechanisms are increasingly assimilated into scholastic establishments to bolster operational efficacy, curtail expenditures, and cultivate fiscal lucidity by furnishing a perspicuous delineation of monetary inflows and outflows. Furthermore, AI empowers institutions to address exigencies with heightened alacrity and precision, thereby augmenting the overarching caliber of didactic and administrative undertakings. Owing to its extensive promise, AI remains an indispensable domain of inquiry and implementation, with deep learning spearheading its relentless progression.

References

Arifudin, O., Mayasari, A., & Ulfah, U. (2021). Implementasi Balanced Scorecard dalam Mewujudkan Pendidikan Tinggi World Class. Edumaspul: Jurnal Pendidikan, 5(2). https://doi.org/10.33487/edumaspul.v5i2.2333

Chen, L., Chen, P., & Lin, Z. (2020). Artificial Intelligence in Education: A Review. IEEE Access, 8. https://doi.org/10.1109/ACCESS.2020.2988510

Chiu, T. K. F., Xia, Q., Zhou, X., Chai, C. S., & Cheng, M. (2023). Systematic literature review on opportunities, challenges, and future research recommendations of artificial intelligence in education. In Computers and Education: Artificial Intelligence (Vol. 4). https://doi.org/10.1016/j.caeai.2022.100118

Dimitriadou, E., & Lanitis, A. (2023). A critical evaluation, challenges, and future perspectives of using artificial intelligence and emerging technologies in smart classrooms. In Smart Learning Environments (Vol. 10, Issue 1). https://doi.org/10.1186/s40561-023-00231-3

Dunk-West, P., & Saxton, K. (2024). Qualitative Social Research. In Qualitative Social Research. https://doi.org/10.4324/9781003316732

Elhanashi, A., Dini, P., Saponara, S., & Zheng, Q. (2023). Integration of Deep Learning into the IoT: A Survey of Techniques and Challenges for Real-World Applications. In Electronics (Switzerland) (Vol. 12, Issue 24). https://doi.org/10.3390/electronics12244925

Fazal, F. A., & Chakravarty, R. (2021). Researcher development models and library research support. In Library Hi Tech News (Vol. 38, Issue 4). https://doi.org/10.1108/LHTN-04-2021-0015

H. Al-Janabi, D. A. S., & Al-Mado, D. A. A. G. (2023). Knowledge Management in Integration with Business Intelligence Systems: A Descriptive Analytical Research. INTERNATIONAL JOURNAL OF RESEARCH IN SOCIAL SCIENCES & HUMANITIES, 13(01). https://doi.org/10.37648/ijrssh.v13i01.002

Harry, A. (2023). Role of AI in Education. Interdiciplinary Journal and Hummanity (INJURITY), 2(3). https://doi.org/10.58631/injurity.v2i3.52

Iku-Silan, A., Hwang, G. J., & Chen, C. H. (2023). Decision-guided chatbots and cognitive styles in interdisciplinary learning. Computers and Education, 201. https://doi.org/10.1016/j.compedu.2023.104812

Janiesch, C., Zschech, P., & Heinrich, K. (2021). Machine learning and deep learning. Electronic Markets, 31(3). https://doi.org/10.1007/s12525-021-00475-2

Lee, D., & Yeo, S. (2022). Developing an AI-based chatbot for practicing responsive teaching in mathematics. Computers and Education, 191. https://doi.org/10.1016/j.compedu.2022.104646

Liu, C. C., Liao, M. G., Chang, C. H., & Lin, H. M. (2022). An analysis of children’ interaction with an AI chatbot and its impact on their interest in reading. Computers and Education, 189. https://doi.org/10.1016/j.compedu.2022.104576

Mardiyyah, N. H. (2023). Peran Kepemimpinan Kepala Sekolah Di Era 5.0. Jurnal Pendidikan Agama Islam, 2(2). https://doi.org/10.52434/jpai.v2i2.3164

Mizumoto, A., & Eguchi, M. (2023). Exploring the potential of using an AI language model for automated essay scoring. Research Methods in Applied Linguistics, 2(2). https://doi.org/10.1016/j.rmal.2023.100050

Mollick, E. R., & Mollick, L. (2023). Using AI to Implement Effective Teaching Strategies in Classrooms: Five Strategies, Including Prompts. SSRN Electronic Journal. https://doi.org/10.2139/ssrn.4391243

Pawar, N. (2020). Social Research Methodology (An Overview). Social Research Methodology, December 2020.

Putra, J, W, G, et al. (2020). Pengenalan Konsep Pembelajaran Mesin dan Deep Learning. Computational Linguistics and Natural Language Processing Laboratory, 4.

Rahmadi, I. F. (2020). Whatsapp group for teaching and learning in indonesian higher education what’s up? International Journal of Interactive Mobile Technologies, 14(13). https://doi.org/10.3991/ijim.v14i13.14121

Richerson, P. J., & Boyd, R. (2020). The human life history is adapted to exploit the adaptive advantages of culture. In Philosophical Transactions of the Royal Society B: Biological Sciences (Vol. 375, Issue 1803). https://doi.org/10.1098/rstb.2019.0498

Saputri, P. K. N. (2021). 21ST CENTURY TEACHING AND LEARNING: IMPLEMENTATION OF LEARNING MANAGEMENT SYSTEM (LMS) IN EDUCATION. ISLLAC : Journal of Intensive Studies on Language, Literature, Art, and Culture, 5(1). https://doi.org/10.17977/um006v5i12021p112-120

Schreier, M. (2024). Qualitative Content Analysis in Practice. In Qualitative Content Analysis in Practice. https://doi.org/10.4135/9781529682571

Su, J., & Yang, W. (2023). A systematic review of integrating computational thinking in early childhood education. Computers and Education Open, 4. https://doi.org/10.1016/j.caeo.2023.100122

Supriani, Y., Tanjung, R., Mayasari, A., & Arifudin, O. (2022). Peran Manajemen Kepemimpinan dalam Pengelolaan Lembaga Pendidikan Islam. JIIP - Jurnal Ilmiah Ilmu Pendidikan, 5(1). https://doi.org/10.54371/jiip.v5i1.417

Susanto, A., Khairiyah, K. Y., Dzirrusydi, Z., & Sugiharti, S. (2022). Online English language learning among tertiary students. Journal of Education and Learning (EduLearn), 16(2), 273–283. https://doi.org/10.11591/edulearn.v16i2.20457

Susanto, A., Kumalasari, T., Oktavia, Y., & Silitonga, F. (2024). Basic psychological needs, motivation, and foreign language vocabulary learning strategies and mastery of Indonesia university students. International Journal of Education, 17(1). https://doi.org/https://doi.org/10.17509/ije.v17i1.60103

Susanto, A., Nuwrun, S., Tegor, T., Azhari, W., Megah, M., & Yuliani, S. (2022). Busuu as Online Learning Platform on Vocabulary Learning Motivation and Vocabulary Achievement among Students. AL-ISHLAH: Jurnal Pendidikan, 14(1), 249–260. https://doi.org/10.35445/alishlah.v14i1.1295

Susanto, A., Ratnasari, S, L., Susanti, E, N., Megah, S, I., Wilany, E., & Yuliani, S. (2024). Beliefs of English Language Instruction by Indonesian Elementary School Teachers: Exploring the Influence of Environment and Educational Background. Al-Islah Junal Pendidikan, 6(1), 1–13. https://doi.org/https://doi.org/10.35445/alishlah.v16i1.4434

Ulfah, U., Supriani, Y., & Arifudin, O. (2022). Kepemimpinan Pendidikan di Era Disrupsi. JIIP - Jurnal Ilmiah Ilmu Pendidikan, 5(1). https://doi.org/10.54371/jiip.v5i1.392

Wang, T., Lund, B. D., Marengo, A., Pagano, A., Mannuru, N. R., Teel, Z. A., & Pange, J. (2023). Exploring the Potential Impact of Artificial Intelligence (AI) on International Students in Higher Education: Generative AI, Chatbots, Analytics, and International Student Success. Applied Sciences (Switzerland), 13(11). https://doi.org/10.3390/app13116716

Wang, X., Li, L., Tan, S. C., Yang, L., & Lei, J. (2023). Preparing for AI-enhanced education: Conceptualizing and empirically examining teachers’ AI readiness. Computers in Human Behavior, 146. https://doi.org/10.1016/j.chb.2023.107798

Zhang, K., & Aslan, A. B. (2021). AI technologies for education: Recent research & future directions. In Computers and Education: Artificial Intelligence (Vol. 2). https://doi.org/10.1016/j.caeai.2021.100025

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Published

2025-05-28

How to Cite

Susanto, A., Yudianto, P. ., Rahmah, F. ., Pusvariauwaty, P., Handya Putri, A., & Suyito, S. (2025). The Role of Deep Learning in Enhancing Educational Processes: Opportunities and Applications. EScience Humanity Journal, 5(2), 462-473. https://doi.org/10.37296/esci.v5i2.238

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Section

eSience Humanity Journal Volume 5 Number 2 May 2025