APPLICATION OF MACHINE LEARNING METHODS IN THE MODERN EDUCATION SYSTEM

Автор(и)

DOI:

https://doi.org/10.30888/2663-5712.2024-25-00-046

Ключові слова:

Machine learning, educational technologies, adaptive learning, classification algorithms, neural networks, data analysis in education

Анотація

In the modern world, the educational system is facing a number of challenges, including the need to personalize learning, increase its effectiveness and optimize management processes. Machine learning provides unique tools capable of addressing these cha

Metrics

Metrics Loading ...

Посилання

Aivazyan, S.A., Enyukov, I.S. & Meshalkin, L.D., 1983. Applied Statistics: fundamentals of modeling and Primary Data Processing. Moscow: Finance and statistics.

Cherkassky, V. & Ma, Y., 2003. 'Comparison of Model Selection for Regression', Neural Computation, vol. 15, no. 7, pp. 1691-1714.

Cherkassky Vladimir, Yunqian Ma. Practical selection of SVM parameters and noise estimation for SVM regression // Neural Networks, 2004. № 17. P. 113-126.

Flah, P., 2015. Machine learning. Moscow: DMK Press.

Hastie, T., Tibshirani, R. & Friedman, J., 2001. *The elements of statistical learning: Data mining, inference and prediction*. New York: Springer-Verlag.

Horata, P., Chiewchanwattana, S. & Sunat, K., 2013. 'Robust extreme learning machine', Neurocomputing, no. 102, pp. 31-44.

Liu, X., Gao, C. & Li, P., 2012. 'A comparative analysis of support vector machines and extreme learning machines', *Neural Networks*, no. 33, pp. 58–66.

Platt, J.C., 1998. 'Sequential Minimal Optimization: A Fast Algorithm for Training Support Vector Machines'. [online] Available at: <http://research.microsoft.com/apps/pubs/default.aspx?id=69644> [Accessed 20 August 2014].

Scheinberg, K., 2006. 'An Efficient Implementation of an Active Set Method for SVMs', *he Journal of Machine Learning Research, no. 7, pp. 2237-2257.

Shao, X., Cherkassky, V. & Li, W., 2000. 'Measuring the VC-Dimension Using Optimized Experimental Design', Neural Computation, vol. 12, no. 8, pp. 1969-1986

Vapnik, V.N., Levin, E. & Le Cun, Y., 1994. 'Measuring the VC-dimension of a learning machine', Neural Computation, vol. 6, no. 5, pp. 851-876.

Опубліковано

2024-05-30

Як цитувати

Аскерова, Т. (2024). APPLICATION OF MACHINE LEARNING METHODS IN THE MODERN EDUCATION SYSTEM. SWorldJournal, 1(25-01), 102–105. https://doi.org/10.30888/2663-5712.2024-25-00-046

Номер

Розділ

Статті