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This research aims to design an E-learning system with machine learning implementation to assist the process of evaluating student learning outcomes for improving the learning process. The method used is the Cosine Similarity Matching which is a method to measure the comparability between documents or text. In this study, there were 15 students and 15 teachers who were used as samples in the implementation of E-Learning system and evaluation of the usability of E-Learning system using the SUS method. The system testing carried out obtained a fairly good performance, namely the precision test results had a performance of 86.67% and based on the usability test results obtained a value of 61.33 which was counted in the Marginal High category. Thus the E-Learning system that has been built can help facilitate the process of evaluating student learning. It is hoped that this implementation can help make online learning easier.
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https://ejournal.unsri.ac.id/index.php/jsi/article/view/15646
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Utilization of machine learning to improve usability of the feedback process on student learning evaluation results
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Agus Hermanto Mochamad Sidqon Nurul Fadilah |
| CIT PUBLISHED
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2021-11-01
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JSI: Jurnal Sistem Informasi (E-Journal)
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2
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13
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In Text Citation(Hermanto, 2021) Bibliography CitationHermanto, A. ., Sidqon, M. ., Fadilah, N. ., (2021). Utilization of machine learning to improve usability of the feedback process on student learning evaluation results. JSI: Jurnal Sistem Informasi (E-Journal), 2(13), . https://ejournal.unsri.ac.id/index.php/jsi/article/view/15646 In Text Citation1 Bibliography Citation1. Hermanto, A. ., Sidqon, M. ., Fadilah, N. ., Utilization of machine learning to improve usability of the feedback process on student learning evaluation results. JSI: Jurnal Sistem Informasi (E-Journal). 2021;2(13):. https://ejournal.unsri.ac.id/index.php/jsi/article/view/15646 In Text Citation(Hermanto 2021) Bibliography CitationHermanto, A. ., Sidqon, M. ., Fadilah, N. ., 2021. "Utilization of machine learning to improve usability of the feedback process on student learning evaluation results". JSI: Jurnal Sistem Informasi (E-Journal) 2(13), . https://ejournal.unsri.ac.id/index.php/jsi/article/view/15646 In Text Citation(Hermanto, 2021) Bibliography CitationHermanto, A. ., Sidqon, M. ., Fadilah, N. ., 2021. Utilization of machine learning to improve usability of the feedback process on student learning evaluation results. JSI: Jurnal Sistem Informasi (E-Journal) [online] 2(13), pp.. Available at: <https://ejournal.unsri.ac.id/index.php/jsi/article/view/15646> [Accessed 26 January 2025]. In Text Citation[1] Bibliography Citation[1]Hermanto, A. ., Sidqon, M. ., Fadilah, N. ., Utilization of machine learning to improve usability of the feedback process on student learning evaluation results. JSI: Jurnal Sistem Informasi (E-Journal), vol. 2, no. 13, pp., 2021. Available: https://ejournal.unsri.ac.id/index.php/jsi/article/view/15646. [Accessed 26 January 2025]. |