Deep Learning-Based Learning Strategies in Realizing Meaningful, Critical, and Enjoyable Learning
Keywords:
adaptive education, critical thinking, education quality improvement, inclusive learning, joyful learning, meaningful learningAbstract
This study aims to examine the form and scope of the application of Deep Learning in the Vocational High School (SMK), especially at SMK Mantingan, through a literature study approach. Deep Learning, as part of artificial intelligence, has great potential in the world of vocational education, especially in supporting technology-based learning and improving student competencies in the digital field. This study relies on various literature sources such as scientific journals, books, articles, and relevant documents to examine the concepts, applications, and challenges faced in the integration of Deep Learning in vocational schools. The results of the study show that although the application of Deep Learning in vocational schools, including at SMK Mantingan, is still relatively new and limited, there are great opportunities for development in project-based learning and improving students' digital literacy. The scope of implementation includes the introduction of basic concepts, the use of supporting software, and the use of simple models for educational purposes. This study recommends the need for teacher training, the provision of adequate infrastructure, and collaboration with higher education institutions or industry to expand the application of this technology in vocational schools.
Downloads
References
Akhyar, D. Al. (2024). Membentuk Karakter Peserta Didik dengan Pendekatan Deep Learning. GHIROH, Jurnal Ilmiah Pendidikan Agama Islam, 3(2), 173–179.
Andayanie, L. M., Adhantoro, M. S., Purnomo, E., & Kurniaji, G. T. (2025). Implementation of Deep Learning in Education: Towards Mindful, Meaningful, and Joyful Learning Experiences. Journal of Deep Learning, 1(1), 47–56.
Choldun, M. I., & Surendro, K. (2018). Klasifikasi Penelitian Dalam Deep Learning. Jurnal Ilmiah Manajemen Informatika, 10(1), 25.
Chosya, J. A., & Takiddin, T. (2025). Developing Deep Learning-Based Worksheets to Improve Higher-Order Thinking Skills in Elementary Social Studies. Journal of Deep Learning, 1(1), 37–46.
Herliani, Y. (2025). Penerapan Strategi Pembelajaran Kontekstual Berbasis Deep Learning untuk Meningkatkan Kemampuan Siswa SMK Profita Kota Bandung dalam Menganalisis Teks Negosiasi. SABER: Jurnal Teknik Informatika, Sains Dan Ilmu Komunikasi, 3(1), 273–282.
Hidayani, E. F., Prayitno, H. J., & Handayani, T. (2025). Deep Learning: Implementation and Impact in Islamic Junior High Schools. Journal of Deep Learning, 1(1), 47–56.
Khotimah, D. K., & Abdan, M. R. (2025). Analisis Pendekatan Deep Learning untuk Meningkatkan Efektivitas Pembelajaran PAI di SMKN Pringkuku. Jurnal Pendidikan Dan Pembelajaran Indonesia (JPPI), 5(2), 866–879.
Mahardhika, I. E. P., Prayitno, H. J., Indri, I., & Fitriyan, M. R. (2025). Visual and Contextual Learning for Deep Learning Education: A Unified Tool for Theory–Practice Integration. Journal of Deep Learning, 1(1), 69–80.
Muhlis, A. (2024). Deep Learning Dalam Pendidikan Dan Artificial.
Nugroho, M. S., Prayitno, H. J., Ratih, K., & Samsudin, M. (2025). Deep Learning vs Differentiated Learning: Learning Innovation in Islamic Boarding School-Based Middle Schools. Journal of Deep Learning, 1(1), 57–68.
Prihantoro, P., Prayitno, H. J., Indri, I., & Kusumaningtyas, D. A. (2025). Deep Learning: Policies, Concepts, and Implementation in Senior High Schools in Indonesia. Journal of Deep Learning, 1(1), 11–24.
Rahman, S. A., Widjaya, A., Nasrullah, N., Arrazaq, F., Teknik, F., & Langlangbuana, U. (2023). Pengembangan Model Pembelajaran Deep Learning Inovatif Sebagai Pengabdian Masyarakat Untuk Meningkatkan. Jurnal Pengabdian Tri Saksi, 5(2), 125–135.
Rusiana, R., Nuraeningsih, N., Sulistyowati, T., Syafei, M., Romadlon, F. N., Nurcahyo, A. D., Agulan, L. P., Thongmark, N., Anna, S., Kurt-Taşpınar, H., & Abdurrahman Ahmed Milad. (2024). Book Clubs as a Pedagogical Tool for Developing Critical Thinking: Evidence from an English Education Program in Indonesia. Indonesian Journal on Learning and Advanced Education (IJOLAE), 6(3), 350–364. https://doi.org/10.23917/ijolae.v6i3.23663
Sari, A. W., & Arta, D. J. (2025). Implementasi Deep Learning : Suatu Inovasi Pendidikan. Jurnal Wawasan Pengembangan Pendidikan, 13(01).
Sulistyanto, H., Anif, S., Sutama, S., Narimo, S., Sutopo, A., Haq, M. I., & Nasir, G. A. (2022). Education Application Testing Perspective to Empower Students’ Higher Order Thinking Skills Related to The Concept of Adaptive Learning Media. Indonesian Journal on Learning and Advanced Education (IJOLAE), 4(3), 257–271. https://doi.org/10.23917/ijolae.v4i3.19432
Downloads
Submitted
Accepted
Published
Issue
Section
License
Copyright (c) 2025 Rizwatul Hasanah, Harun Joko Prayitno, Suni Tuti, Sarilan Sarilan, Velandani Prakoso (Author)

This work is licensed under a Creative Commons Attribution 4.0 International License.



