PENINGKATAN KOMPETENSI GURU SMA MELALUI SOSIALISASI PEMBELAJARAN DEEP LEARNING DI KABUPATEN KUBU RAYA
DOI:
https://doi.org/10.55681/devote.v4i4.4643Keywords:
deep learning, socialization, teacher competence, community serviceAbstract
The socialization of deep learning pedagogy represents an essential strategy in responding to the demands of 21st-century educational innovation, particularly for teachers who remain accustomed to conventional methods. This community service program was conducted in Kubu Raya Regency, engaging 50 teachers from various schools and subject areas. The implementation employed lectures, group discussions, question-and-answer sessions, and hands-on practice, structured into three core sessions: understanding the fundamental concepts of deep learning, applying the approach in classroom instruction, and introducing assessment strategies along with a standardized lesson plan template. The results indicated an improvement in teachers’ conceptual understanding, with the majority reporting greater awareness of the characteristics and applications of deep learning. The assessment and lesson plan template sessions were highlighted as the most impactful, as they provided practical tools readily applicable in school settings. The evaluation further revealed teachers’ need for extended practice time, localized case studies, and continuity in the form of advanced training and mentoring. Accordingly, this program can be concluded to have successfully laid the foundation for enhancing teacher competence in Kubu Raya, while also fostering awareness that sustainable follow-up is essential for achieving genuine educational transformation.
Downloads
References
Agyeman, N. Y. B. (2024). Deep learning in high schools: exploring pedagogical approaches for transformative education. Humanika: Kajian Ilmiah Mata Kuliah Umum, 24(2), 111–126. https://doi.org/10.21831/hum.v24i2.71350
Baharuddin, B. (2025). INOVASI PEMBELAJARAN ABAD 21: SOSIALISASI PEMBELAJARAN MENDALAM (DEEP LEARNING) UNTUK MENINGKATKAN KOMPETENSI GURU. An-Nizam, 4(2), 93–101. https://doi.org/10.33558/an-nizam.v4i2.11486
BPS Provinsi Kalimantan Barat. (2024). Jumlah Guru Sekolah Menengah Atas Menurut Kabupaten/Kota. BPS Provinsi Kalimantan Barat. https://kalbar.bps.go.id/id/statistics-table/2/MTgwIzI=/jumlah-guru-sekolah-menengah-umum-menurut-kabupaten-kota.html
Cao, Y., & Sun, Y. (2024). The Research on the Application of Deep Learning in Education. IETI Transactions on Data Analysis and Forecasting, 2(3), 4–11. https://doi.org/10.3991/itdaf.v2i3.51413
Dapodik - Kemendikdasmen. (2024). Data Guru Prov. Kalimantan Barat . Direktorat Jenderal Pendidikan Anak Usia Dini, Pendidikan Dasar Dan Pendidikan Menengah Kementerian Pendidikan Dasar Dan Menengah. https://dapo.kemendikdasmen.go.id/guru/1/130000
Deviv, S., Akhmad, N. F., Munir, N. S., Arifuddin, M. S., Nooviar, M. S., Mustamin, Asri, & Astutik, W. (2025). Workshop Pembelajaran “Deep Learning” bagi Guru SMKN 5 Pangkep untuk Peningkatan Proses Pembelajaran. AI: Jurnal Abdimas Indonesia, 5(1).
Dewi, N. D. L., & Prasetyo, Z. K. (2016). Pengembangan instrumen penilaian IPA untuk memetakan critical thinking dan practical skill peserta didik SMP. Jurnal Inovasi Pendidikan IPA, 2(2), 213. https://doi.org/10.21831/jipi.v2i2.11963
Fullan, M., & Langworthy, M. (2016). A Rich Seam: How New Pedagogies Find Deep Learning. Leadership and Policy in Schools, 15(2), 231–233. https://doi.org/10.1080/15700763.2015.1073331
Hafizi, M. Z. (2024). Kiat Tembus Scopus Dengan Artikel “Book Review” Untuk Mahasiswa Pendidikan IPS FKIP Universitas Tanjungpura. Journal Of Human And Education (JAHE), 4(3), 332–337.
Haryanti, Y. D., Yuliati, Y., Indani Damayanti, Mahpudin, M., Devi Afriyuni Yonanda, Rafa Diak Intifada, & Arie Rahman. (2025). PELATIHAN PEMBUATAN MODUL AJAR BERBASIS DEEP LEARNING BAGI GURU SDIT AL-AZHAR MADANI CENTER. Jurnal Pengabdian Kolaborasi Dan Inovasi IPTEKS, 3(3), 557–568. https://doi.org/10.59407/jpki2.v3i3.2130
Jumadi, J., Mu’in, F., Kamal, S., Mubarak, H., Yahya, A. M., Ngalimun, N., Alfianti, D., & Fitriana, A. (2025). PENINGKATAN KAPASITAS GURU BAHASA INDONESIA SD, SMP, DAN SMA DALAM PEMBELAJARAN BERBASIS DEEP LEARNING DI KABUPATEN KOTABARU. AL-IKHLAS JURNAL PENGABDIAN, 11(2). https://doi.org/10.31602/jpaiuniska.v11i2.19971
Li, Z. (2024). Applications of deep learning in mathematics education: A review. Applied and Computational Engineering. https://doi.org/10.54254/2755-2721/71/20241644
Mulyani, M., Widaningsih, S., Wiyati, R., Novianti, A., & Darmana, F. (2025). Sosialisasi Proses Implementasi Deep Learning dalam Pembelajaran Bahasa: Mewujudkan Pengalaman belajar yang Bermakna, Reflektif, dan Menyenangkan. KOMUNITA: Jurnal Pengabdian Dan Pemberdayaan Masyarakat, 4(3), 699–708. https://doi.org/10.60004/komunita.v4i3.246
Muttaqin, Z., Hadi, E., Hapipi, & Jayadi, U. (2025). Analisis penerapan deep learning dalam pembelajaran di sekolah dasar. SIBATIK Journal, 4(6).
Ngaini, M. S. N., Arifai, M. A., Karomah, M., Rivaldi, M. F., Averosy, M. A., Asyrof, M. U. A. N., & Malikah, N. (2024). Analisis Kompetensi Guru Pada Pelaksanaan Pembelajaran Abad 21 Di SDN 2 Brotonegaran. JURNAL JENDELA PENDIDIKAN, 4(02), 133–142. https://doi.org/10.57008/jjp.v4i02.740
Sadikin, I. S., Fatonah, K., Santosa, I., Fadli, M. R., Ulum, M. B., & Sari, Y. (2025). PELATIHAN PEMBUATAN BAHAN AJAR ADAPTIF BERBASIS ARTIFICIAL INTELLIGENCE (AI) UNTUK MENINGKATKAN KOMPETENSI DIGITAL GURU DI SD PENGGILINGAN 01 JAKARTA. Jurnal Abdimas Ilmiah Citra Bakti, 6(2), 377–394. https://doi.org/10.38048/jailcb.v6i2.5056
Situmorang, R., Muslim, S., Sukardjo, M., Marsofiyati, M., Kandriasari, A., Pamungkas, A. S., Sumarni, R. A., & Saputra, N. N. (2025). PENINGKATAN KOMPETENSI GURU MELALUI PELATIHAN E-MODUL AJAR TERINTEGRASI DEEP LEARNING. JMM (Jurnal Masyarakat Mandiri), 9(4), 4304. https://doi.org/10.31764/jmm.v9i4.33191
Sugandi, A. I., Bernard, M., & Hendriana, H. (2025). Pelatihan penerapan deep learning terhadap pembelajaran matematika pada guru-guru SMA di Kota Cimahi. Abdimas Siliwangi, 8(2), 326–338. https://doi.org/10.22460/as.v8i2.27377
Trilling, B., & Fadel, C. (2009). 21st Century Skills: Learning for Life in Our Times. Wiley. https://books.google.co.id/books?id=VUrAvc8OB1YC
Venty, V., Partono, P., Ismanto, H. S., Prasetyo, A., & Luthfy, P. A. (2025). Strategi Inovatif Penguatan Profesionalisme Guru BK di Kota Tegal: Sosialisasi dan Pendampingan Kurikulum Berbasis Karakter dan Deep Learning. Jurnal Abdi Masyarakat Indonesia, 5(4), 1453–1468. https://doi.org/10.54082/jamsi.2002
Yu, P. (2024). The future prospects of deep learning and neural networks: Artificial intelligence’s impact on education. Applied and Computational Engineering. https://doi.org/10.54254/2755-2721/33/20230239
Downloads
Published
How to Cite
Issue
Section
License
Copyright (c) 2025 M. Zainul Hafizi, Yohanes Bahari, Aminuyati Aminuyati, Amrazi Zakso, Jumardi Budiman, Astrini Eka Putri, M. Rikaz Prabowo, Rachmad Agung Prayogi

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









