Implementation of Machine Learning as Interactive Media in Modern Computer Learning
Abstract
Background. This study explores the use of machine learning as an interactive medium in the context of modern computer learning, driven by increasingly dynamic educational demands that require adaptive and personalized learning approaches.
Purpose. This study aims to evaluate the effectiveness of machine learning algorithms in developing interactive learning media that can improve conceptual understanding, active student participation, and a more personalized learning experience.
Method. The methodology used is qualitative with a case study and experimental design, including observations, interviews with instructors and students, and quantitative and qualitative data analysis of system interactions.
Results. The research findings indicate that learning media integrated with machine learning can adapt material to students' abilities and learning styles, provide real-time feedback, and increase student motivation and engagement in the learning process. The discussion highlights that machine learning functions not only as a technological tool but also as a means of pedagogical transformation that delivers an adaptive and personalized learning experience.
Conclusion. Thus, the implementation of machine learning as an interactive medium has proven effective in improving the quality of the teaching-learning process, encouraging active participant engagement, and adapting materials to individual needs, making it an important strategy in modern, responsive computer education.
Full text article
References
Afifah, S., Pratama, A., Setyaningrum, A., & Mughni, R. (2023). Learning media innovation for science subjects. books.google.com. https://books.google.com/books?hl=en&lr=&id=n-3PEAAAQBAJ&oi=fnd&pg=PR8&dq=media+interaktif+komputer+modern&ots=p_il0E73CR&sig=3a9emHtWaAmGhvqdTiMMsE-xhmo
Akbar, M., Hanafi, S., Widayati, U., & ... (2024). The feasibility of interactive flashcard learning media in its use in learning that integrates local culture (Bima culinary lexicon). Journal of Education and ..., (Query date: 2026-02-27 23:49:50). https://jurnal.bimaberilmu.com/index.php/jppi/article/view/781
Ali, A., Maniboey, L., Megawati, R., Djarwo, C., & Listiani, H. (2024). Interactive learning media: Comprehensive theory and development of interactive learning media in elementary schools. books.google.com. https://books.google.com/books?hl=en&lr=&id=cXsZEQAAQBAJ&oi=fnd&pg=PA1&dq=media+interaktif+komputer+modern&ots=Ezf-PwhMSP&sig=L0DVn6_3feWejWlY96_ggsPPACg
Ali, A., Venica, S., Aini, W., & ... (2025). The effectiveness of interactive learning media in increasing elementary school students' interest and motivation to learn. Journal of …, (Query date: 2026-02-27 23:49:50). http://journal.mwsfoundation.or.id/index.php/jised/article/view/115
Blaži?, B., & Blaži?, A. (2020). Overcoming the digital divide with a modern approach to learning digital skills for the elderly adults. Education and Information Technologies, (Query date: 2026-02-27 23:49:50). https://doi.org/10.1007/s10639-019-09961-9
Damopolii, V., Bito, N., & Resmawan, R. (2023). The effectiveness of multimedia-based learning media on quadrilateral material. ALGORITMA: Journal of Mathematics Education, (Query date: 2026-02-27 23:49:50). https://www.academia.edu/download/98000389/6790.pdf
Febrian, M., & Nasution, M. (2024). The Effectiveness of Using Google Sites as a Collaborative Learning Medium: Theoretical and Practical Perspectives. Al-I'tibar: Journal of Islamic Education, (Query date: 2026-02-27 23:49:50). http://journal.unuha.ac.id/index.php/JPIA/article/view/3590
Fitra, J., & Maksum, H. (2021). The Effectiveness of Interactive Learning Media with the Powntoon Application in ICT Guidance Subjects. Journal of Pedagogy and Learning, (Query Date: 2026-02-27 23:49:50). https://ejournal.undiksha.ac.id/index.php/JP2/article/view/31524
Frolova, E., Rogach, O., & Ryabova, T. (2020). Digitalization of education in modern scientific discourse: New trends and risks analysis. European Journal of Contemporary …, (Query date: 2026-02-27 23:49:50). https://eric.ed.gov/?id=EJ1262557
Gadeng, A., Urfan, F., Himayah, S., & ... (2022). Geography Learning Innovation for Remote Sensing Material in High Schools. Geography Magazine …, (Query date: 2026-02-27 23:49:50). https://scholar.archive.org/work/iem6wx2z3ze6xcbekbheycp42u/access/wayback/https://jurnal.ugm.ac.id/mgi/article/download/64988/34703
Indahsari, L., & Sumirat, S. (2023). Implementation of augmented reality technology in interactive learning. … : Journal of Communication and Media …, (Query date: 2026-02-27 23:49:50). https://journals.ldpb.org/index.php/cognoscere/article/view/20
Isaeva, R., Karasartova, N., & ... (2025). Enhancing learning effectiveness through adaptive learning platforms and emerging computer technologies in education. Scientific Journal of Science..., (Query date: 2026-02-27 23:49:50). https://online-journal.unja.ac.id/jiituj/article/view/37967
Kounlaxay, K., Shim, Y., Kang, S., Kwak, H., & ... (2021). Learning media on mathematical education based on augmented reality. KSII Transactions on …, (Query date: 2026-02-27 23:49:50). https://koreascience.kr/article/JAKO202116739518290.page
Kushwaha, A., & Kar, A. (2024). MarkBot–a language model-driven chatbot for interactive marketing in post-modern world. Information Systems Frontiers, (Query date: 2026-02-27 23:49:50). https://doi.org/10.1007/s10796-021-10184-y
Kusum, J., Akbar, M., & Fitrah, M. (2023). Dimensions of Learning Media (Theory and Application of Learning Media in the Industrial Revolution 4.0 Era Towards the Society 5.0 Era). books.google.com. https://books.google.com/books?hl=en&lr=&id=9Lq0EAAAQBAJ&oi=fnd&pg=PP1&dq=media+interaktif+komputer+modern&ots=YftnOBZpkt&sig=XYUXuWSbNFk10i_KlRFUPka6lmk
Laksana, N., & Fadhilah, A. (2021). Computer-mediated communication and interpersonal communication in social media Twitter among adolescents. Journal of Social Studies (JSS), (Query date: 2026-02-27 23:49:50). https://pdfs.semanticscholar.org/c467/4a24191ac02cfd9139da425b417d5a6c7496.pdf
Mubaroq, H., Sriwijayanti, R., & ... (2025). Teacher training and mentoring in the use of interactive learning media based on PowerPoint, Wordwall, and Canva at SD Negeri Mentor 2. Bima Abdi: Jurnal …, (Query date: 2026-02-27 23:49:50). https://jurnal.bimaberilmu.com/index.php/ba-jpm/article/download/2511/982
Nasoba, N., Adrian, Q., & ... (2021). Implementation of Augmented Reality Technology as an Interactive Promotional Media at the Sunny Furniture Store in Metro City Based on Android. J. Inform. And …, (Query date: 2026-02-27 23:49:50). https://pdfs.semanticscholar.org/e9bf/610cc9befb84673c784d736eb1bef9387405.pdf
Noorikhsan, F., Ramdhani, H., Sirait, B., & ... (2023). Dynamics of the internet, social media, and politics in the contemporary era: A review of state-society relations. Journal of Political …, (Query date: 2026-02-27 23:49:50). https://jpi.ubb.ac.id/index.php/JPI/article/view/131
Nugroho, C., Sos, S., & Kom, M. (2020). Cyber society: Technology, new media, and information disruption. books.google.com. https://books.google.com/books?hl=en&lr=&id=OR0REAAAQBAJ&oi=fnd&pg=PR1&dq=media+interaktif+komputer+modern&ots=ktbUhFCelL&sig=4s433rzgoAoVvYFEaR57pMBsrqo
Pilendia, D. (2020). Utilizing Adobe Flash as a basis for developing physics teaching materials: A literature study. Tunas Pendidikan Journal, (Query date: 2026-02-27 23:49:50). https://ejournal.ummuba.ac.id/index.php/pgsd/article/view/255
Qadir, A., & Ramli, M. (2024). Social media (definition, history, and types). Al-Furqan: Journal of Religion, Social, and Culture, (Query date: 2026-02-27 23:49:50). https://publisherqu.com/index.php/Al-Furqan/article/view/1787
Rachmadtullah, R., Setiawan, B., & ... (2023). Elementary school teachers' perceptions of the potential of metaverse technology as a transformation of interactive learning media in Indonesia. International …, (Query date: 2026-02-27 23:49:50). https://pdfs.semanticscholar.org/8264/cdbcdd1dc66828099df16610d68bfd855003.pdf
Rahim, B. (2023). Educational media. books.google.com. https://books.google.com/books?hl=en&lr=&id=LOreEAAAQBAJ&oi=fnd&pg=PP1&dq=media+interactive+computer+modern&ots=TjyqP-lJQg&sig=oV0ZSbcrBRa0JXFPinHnazDcg2Y
Rahim, F., Sari, S., Sundari, P., Aulia, F., & ... (2022). Interactive design of physics learning media: The role of teachers and students in a teaching innovation. Journal of Physics …, (Query date: 2026-02-27 23:49:50). https://doi.org/10.1088/1742-6596/2309/1/012075
Sakti, R., Sukardi, S., Giatman, M., & ... (2020). Flipped Classroom-Computer Based Instruction for Learning in the Industrial Revolution 4.0: Design and Needs Analysis. Edumatic: Jurnal …, (Query date: 2026-02-27 23:49:50). https://e-journal.hamzanwadi.ac.id/index.php/edumatic/article/view/2074/0
Sartono, E., Sekarwangi, T., & Herwin, H. (2022). Interactive Multimedia Based on Cultural Diversity to Improve the Understanding of Civic Concepts and Learning Motivation. World Journal on Educational …, (Query date: 2026-02-27 23:49:50). https://eric.ed.gov/?id=EJ1345009
Syarifuddin, M., & Utari, E. (2022). Learning media (from conventional to digital era). books.google.com. https://books.google.com/books?hl=en&lr=&id=0biBEAAAQBAJ&oi=fnd&pg=PR1&dq=media+interaktif+komputer+modern&ots=IvhJLBIC9V&sig=BH35Y1NRAnJGOmghtEFkj7AGNd0
Utami, Y., & Dewi, P. (2020). Interactive learning model spldv with home learning application. Mathema: Journal of Mathematics Education, (Query date: 2026-02-27 23:49:50). https://www.academia.edu/download/98636338/354.pdf
Wangge, M. (2020). Implementation of ICT-based learning media in the mathematics learning process in secondary schools. Fractal: Journal of Mathematics and Education…, (Query date: 2026-02-27 23:49:50). https://ejurnal.undana.ac.id/fraktal/article/view/2793
Widyaningsih, S., Yusuf, I., & ... (2020). Online interactive multimedia oriented to HOTS through e-learning on physics material about electrical circuits. JPI (Jurnal…, (Query date: 2026-02-27 23:49:50). https://ejournal.undiksha.ac.id/index.php/JPI/article/view/17667
Zahwa, F., & Syafi'i, I. (2022). Selection of information technology-based learning media development. Equilibrium: Journal of Educational Research …, (Query date: 2026-02-27 23:49:50). https://journal.uniku.ac.id/index.php/Equilibrium/article/download/3963/2876