Penerapan Metode Deep Learning Dalam Mengoptimalkan Mutu Pendidikan Berbasis Kecerdasan Buatan
DOI:
https://doi.org/10.61456/tjiec.v6i2.389Kata Kunci:
Artificial Intelligence, Deep Learning, Quality of EducationAbstrak
The development of artificial intelligence and the demands of 21st-century competencies have encouraged learning that is more meaningful, adaptive, and student-centered. This study aims to analyze the implementation of AI-based Deep Learning in optimizing the quality of education. This research used a qualitative method with a literature study approach. The findings show that AI-based Deep Learning can improve learning personalization, student engagement, conceptual understanding, learning performance analysis, and the effectiveness of assessment. The strengths of this approach lie in its ability to make learning more adaptive, interactive, and measurable. However, its implementation still faces several challenges, including limited infrastructure, teacher competence, data quality, institutional readiness, and ethical and privacy issues related to student data. This study concludes that AI-based Deep Learning has the potential to improve the quality of education when supported by the overall readiness of the education system.
Referensi
Aldyandra, Indra Ari Irvan, & Saipul Annur. (2024). Enhancing Personalized Learning Through Artificial Intelligence (AI) in Education 5.0: A Framework for Adaptive Learning Environments. Proceeding of International Conference on Education and Sharia, 1, 670–680. https://doi.org/10.62097/ices.v124.104
Alhamuddin, A., & Bukhori, B. (2016). The Effect of Multiple Intelligence-Based Instruction on Critical Thinking of Full Day Islamic Elementary Schools Students. Ta’dib. https://doi.org/10.19109/td.v21i1.590
Amaliyah, I. N. F., & Saepul Hamdani, A. (2026a). Pembelajaran PAI Berbasis Masalah dengan Pendekatan Deep Learning untuk Melatihkan Metakognitif. Jurnal Ilmiah Profesi Pendidikan, 11(1), 335–345. https://doi.org/10.29303/jipp.v11i1.4395
Amaliyah, I. N. F., & Saepul Hamdani, A. (2026b). Pembelajaran PAI Berbasis Masalah dengan Pendekatan Deep Learning untuk Melatihkan Metakognitif. Jurnal Ilmiah Profesi Pendidikan, 11(1), 335–345. https://doi.org/10.29303/jipp.v11i1.4395
Ardiansyah, Risnita, & Jailani, M. S. (2023). Teknik Pengumpulan Data Dan Instrumen Penelitian Ilmiah Pendidikan Pada Pendekatan Kualitatif dan Kuantitatif. IHSAN : Jurnal Pendidikan Islam, 1(2), Article 2. https://doi.org/10.61104/ihsan.v1i2.57
Aziz, A., Widianto, F., & Purwanto, A. (2024). Analisis Pengunaan Learning Management System Sebagai Media Pembelajaran Pada Mahasiswa Tahun Pertama. Jurnal Studi Guru dan Pembelajaran, 7(1), 13–27. https://doi.org/10.30605/jsgp.7.1.2024.3354
Chen, X., Xie, H., & Hwang, G.-J. (2020). A multi-perspective study on Artificial Intelligence in Education: Grants, conferences, journals, software tools, institutions, and researchers. Computers and Education: Artificial Intelligence, 1, 100005. https://doi.org/10.1016/j.caeai.2020.100005
Crompton, H., & Burke, D. (2023). Artificial intelligence in higher education: The state of the field. International Journal of Educational Technology in Higher Education, 20(1), 22. https://doi.org/10.1186/s41239-023-00392-8
Dalimunte, T., Hasibuan, A. T., Harahap, S. R. Y., & Siti Fitri Hasibuan. (2025). Transformasi Pendekatan Pembelajaran IPS di era Revolusi Industri 4.0. TADRIBUNA Journal of Islamic Education Management, 5(2), 114–122. https://doi.org/10.61456/tjiec.v5i2.270
Diponegoro, M. H., Kusumawardani, S. S., & Hidayah, I. (2021a). Tinjauan Pustaka Sistematis: Implementasi Metode Deep Learning pada Prediksi Kinerja Murid. 10(2), 131–138.
Diponegoro, M. H., Kusumawardani, S. S., & Hidayah, I. (2021b). Tinjauan Pustaka Sistematis: Implementasi Metode Deep Learning pada Prediksi Kinerja Murid ( Implementation of Deep Learning Methods in Predicting Student Performance: A Systematic Literature Review ). 10(2), 131–138.
Gusvira Safitri, Sumariana, Wahyuni, & Nurhasanah. (2025). Strategi Pembelajaran Deep Learning. Prosiding Seminar Nasional Fakultas Tarbiyah dan Ilmu Keguruan IAIM Sinjai, 4, 28–35. https://doi.org/10.47435/sentikjar.v4i0.4111
Halim, A. (2025). Kurikulum Deep Learning sebagai Sarana Meningkatkan Kesiapan Kerja di Era Industri 4.0. JIMU:Jurnal Ilmiah Multidisipliner, 3(04), 2326–2338. https://doi.org/10.70294/jimu.v3i04.1025
Hasibuan, A. T., Sianipar, M. R., Ramdhani, A. D., Putri, F. W., & Ritonga, N. Z. (2022). Konsep dan Karakteristik Penelitian Kualitatif serta Perbedaannya dengan Penelitian Kuantitatif. Jurnal Pendidikan Tambusai, 6(2), 8686–8692. https://doi.org/10.31004/jptam.v6i2.3730
Holmes, W., Bialik, M., & Fadel, C. (2019). Artificial Intelligence in Education: Promises and Implications for Teaching and Learning. Center for Curriculum Redesign. https://curriculumredesign.org/wp-content/uploads/AIED-Book-Excerpt-CCR.pdf
Hwang, G.-J., Xie, H., Wah, B. W., & Gašević, D. (2020). Vision, challenges, roles and research issues of Artificial Intelligence in Education. Computers and Education: Artificial Intelligence, 1, 100001. https://doi.org/10.1016/j.caeai.2020.100001
Ifenthaler, D., & Yau, J. Y.-K. (2020). Utilising learning analytics to support study success in higher education: A systematic review. Educational Technology Research and Development, 68(4), 1961–1990. https://doi.org/10.1007/s11423-020-09788-z
Joni, J. (2024). Efektivitas Teknologi Dalam Media Pembelajaran. TADRIBUNA: Journal of Islamic Education Management, 4(1), 8–17. https://doi.org/10.61456/tjiec.v4i1.133
Kasman, R. A., Burhan, & Abdul Munir Hb. (2025). Peran dan Tantangan Kecerdasan Buatan (AI) dalam Pendidikan Tinggi: Implementasi dan Implikasi Etis. Jurnal Pendidikan dan Pembelajaran, 5(1), 24–33. https://doi.org/10.62388/jpdp.v5i1.523
Kasman, R. A., Burhan, & Abdul Munir Hb. (2025). Peran dan Tantangan Kecerdasan Buatan (AI) dalam Pendidikan Tinggi: Implementasi dan Implikasi Etis. Jurnal Pendidikan dan Pembelajaran, 5(1), 24–33. https://doi.org/10.62388/jpdp.v5i1.523
Kim, H. (2022). Deep Learning. Dalam H. Kim, Artificial Intelligence for 6G (hlm. 247–303). Springer International Publishing. https://doi.org/10.1007/978-3-030-95041-5_6
Lavin, A., Gilligan-Lee, C. M., Visnjic, A., Ganju, S., Newman, D., Ganguly, S., Lange, D., Baydin, A. G., Sharma, A., Gibson, A., Zheng, S., Xing, E. P., Mattmann, C., Parr, J., & Gal, Y. (2022). Technology readiness levels for machine learning systems. Nature Communications, 13(1), 6039. https://doi.org/10.1038/s41467-022-33128-9
Megasari, I. I., Nurhidayah, D. D., & Dewantara, K. H. (2025a). Implementasi Deep Learning Sebagai Inovasi Pembelajaran PPKn Menurut Visi Pendidikan Ki Hadjar Dewantara. 11(2), 1–11.
Megasari, I. I., Nurhidayah, D. D., & Dewantara, K. H. (2025b). Implementasi Deep Learning Sebagai Inovasi Pembelajaran PPKn Menurut Visi Pendidikan Ki Hadjar Dewantara. 11(2), 1–11.
Muttakin, F., & Savra, D. T. (2026). Aspect-based Sentiment Analysis of Public Opinions on Integrated Islamic Schools using Lexicon based and Machine Learning Approaches. SISTEMASI, 15(3), 833. https://doi.org/10.32520/stmsi.v15i3.5848
Naquitasia, R., Fudholi, D. H., & Iswari, L. (2022). ANALISIS SENTIMEN BERBASIS ASPEK PADA WISATA HALAL DENGAN METODE DEEP LEARNING. 16, 156–164.
Ouyang, F., & Jiao, P. (2021). Artificial intelligence in education: The three paradigms. Computers and Education: Artificial Intelligence, 2, 100020. https://doi.org/10.1016/j.caeai.2021.100020
Pandra, V., & Fatahilah, A. (2025a). Transformasi Literasi Digital Guru SD Melalui Pendekatan Pelatihan Deep Learning Berbasis Praktik Edukatif. JURNAL CEMERLANG: Pengabdian pada Masyarakat, 8(1), 125–136. https://doi.org/10.31540/jpm.v8i1.3922
Pandra, V., & Fatahilah, A. (2025b). Transformasi Literasi Digital Guru SD Melalui Pendekatan Pelatihan Deep Learning Berbasis Praktik Edukatif. JURNAL CEMERLANG: Pengabdian pada Masyarakat, 8(1), 125–136. https://doi.org/10.31540/jpm.v8i1.3922
Pembelajaran, E., & Islam, P. A. (2025). Analisis Pendekatan Deep Learning untuk Meningkatkan Efektivitas Pembelajaran PAI di SMKN Pringkuku. 5, 866–879.
Putri, R., Ardhiansyah, S. S., Kurnia, H., Sari, M. I., Fierna, M., & Putri, J. L. (2022). Penerapan Deep Learning dalam Pendidikan di Indonesia.
Raup, A., Ridwan, W., Khoeriyah, Y., Supiana, S., & Zaqiah, Q. Y. (2022). Deep Learning dan Penerapannya dalam Pembelajaran. JIIP - Jurnal Ilmiah Ilmu Pendidikan, 5(9), 3258–3267. https://doi.org/10.54371/jiip.v5i9.805
Raup, A., Ridwan, W., Khoeriyah, Y., & Zaqiah, Q. Y. (2022). Deep Learning dan Penerapannya dalam Pembelajaran. 5(September), 3258–3267.
Razilu, Z. (2025). Inovasi pembelajaran integrasi artificial intelligence dalam teknologi pendidikan. Penerbit Widina.
Ridwan, R. (2024). Peran Teknologi Informasi Dalam Proses Pembelajaran Pada Dunia Pendidikan. Journal of Information System and Education Development, 2(4), 14–20. https://doi.org/10.62386/jised.v2i4.105
Roll, I., & Wylie, R. (2016). Evolution and Revolution in Artificial Intelligence in Education. International Journal of Artificial Intelligence in Education, 26(2), 582–599. https://doi.org/10.1007/s40593-016-0110-3
Sajidin, S., & Iswatiningsih, D. (2026a). Penerapan Deep Learnig dalam Pembelajaran Bahasa Indonesia di Kelas XI SMA Muhammadiyah Lamahala Jaya Kabupaten Flores timur. Istifkar: Media Transformasi Pendidikan, 6(1), 67–79. https://doi.org/10.62509/ji.v6i1.318
Sajidin, S., & Iswatiningsih, D. (2026b). Penerapan Deep Learning dalam Pembelajaran Bahasa Indonesia di Kelas XI SMA Muhammadiyah Lamahala Jaya Kabupaten Flores Timur. Istifkar: Media Transformasi Pendidikan, 6(1), 67–79. https://doi.org/10.62509/ji.v6i1.318
Suhendi, S. (2023). Digitalisasi Kurikulum Pendidikan Islam: Optimalisasi Teknologi Untuk Pembelajaran Berbasis Nilai Islam. Journal of Social and Economics Research, 5(2), 2274–2288. https://doi.org/10.54783/jser.v5i2.822
Suwandi, Putri, R., & Sulastri. (2024a). Inovasi Pendidikan dengan Menggunakan Model Deep Learning di Indonesia. Jurnal Pendidikan Kewarganegaraan dan Politik, 2(2), 69–77. https://doi.org/10.61476/186hvh28
Suwandi, Putri, R., & Sulastri. (2024b). Inovasi Pendidikan dengan Menggunakan Model Deep Learning di Indonesia. Jurnal Pendidikan Kewarganegaraan dan Politik, 2(2), 69–77. https://doi.org/10.61476/186hvh28
Syahrizal, H., & Jailani, M. S. (2023). Jenis-Jenis Penelitian Dalam Penelitian Kuantitatif dan Kualitatif. Jurnal QOSIM Jurnal Pendidikan Sosial & Humaniora, 1(1), 13–23. https://doi.org/10.61104/jq.v1i1.49
Viberg, O., Hatakka, M., Bälter, O., & Mavroudi, A. (2018). The current landscape of learning analytics in higher education. Computers in Human Behavior, 89, 98–110. https://doi.org/10.1016/j.chb.2018.07.027
Wafa, A., Syarifah, S., & Nadhif, Moh. (2025). Transformasi Pembelajaran Pendidikan Agama Islam Berbasis Deep Learning: Dari Pendekatan Hafalan Menuju Internalisasi Nilai. Academicus: Journal of Teaching and Learning, 4(2), 103–116. https://doi.org/10.59373/academicus.v4i2.95
Zawacki-Richter, O., Marín, V. I., Bond, M., & Gouverneur, F. (2019). Systematic review of research on artificial intelligence applications in higher education – where are the educators? International Journal of Educational Technology in Higher Education, 16(1), 39. https://doi.org/10.1186/s41239-019-0171-0
