NEURAL NETWORK ALGORITHMS FOR INTELLIGENT PROCESSING OF STUDENTS’ REVIEWS
СТУДЕНТТЕРДІҢ ПІКІРЛЕРІН ЗИЯТКЕРЛІК ӨҢДЕУГЕ АРНАЛҒАН НЕЙРОЖЕЛІ АЛГОРИТМДЕРІ
НЕЙРОСЕТЕВЫЕ АЛГОРИТМЫ ДЛЯ ИНТЕЛЛЕКТУАЛЬНОЙ ОБРАБОТКИ ОТЗЫВОВ СТУДЕНТОВ
Artykbayeva A.A. Salykova O.S. Nurmagambetova L.I.
2025Kazakh-British Technical University
Herald of the Kazakh British Technical UNiversity
2025#22Issue 349 - 58 pp.
This article is devoted to the problem of using neural network algorithms for automated analysis of student reviews. In the modern conditions of multidisciplinary educational institutions and online learning platforms, student performance becomes an important indicator of the quality of the educational process and serves as a basis for further adjustments. Classical approaches, such as manual processing and descriptive statistics, are not always able to answer the question of how deeply students’ opinions can be understood and analyzed. Neural network algorithms, in comparison with traditional text processing methods, include Recurrent Neural Networks (RNN), BERT and transformers, which have a larger volume of text information and can use more effective logical approaches to the study of hidden patterns. The article considers approaches to processing and analyzing reviews, stages of developing neural network algorithms and their possible impact on education. The potential of more advanced neural network methods is discussed, including a method of learning on a large amount of data, contextual understanding, as well as a smaller number of data units. The study of the neural network approach also indicates that it is important to pay attention to ethics and explanation. The article, in subsequent parts, came to the conclusion that the use of neural network algorithms helps to optimize the management of educational courses and increase the level of their demand among students and raises the question of further research on this topic.
BERT models , educational platforms , feedback processing , model interpretability , neural network algorithms , recurrent neural networks (RNN)
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Kostanay Regional University named after Akhmet Baitursynov, Kostanay, Kazakhstan
Kostanay Engineering and Economics University named after M. Dulatov, Kostanay, Kazakhstan
Kostanay Regional University named after Akhmet Baitursynov
Kostanay Engineering and Economics University named after M. Dulatov
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