Machine Learning Model Construction and Practice for Personalized Training Programs in Physical Education and Sport Teaching

[1] Yan, L., Liu, M., & Xiang, Z. (2020). Research on the reform of teaching mode to improve the effectiveness of physical education curriculum. International Journal of Social Sciences in Universities, 3(4). Yan L. Liu M. Xiang Z. ( 2020 ). Research on the reform of teaching mode to improve the effectiveness of physical education curriculum . International Journal of Social Sciences in Universities , 3 ( 4 ). Search in Google Scholar

[2] Druz, V. A., Iermakov, S. S., Nosko, M. O., Shesterova, L. Y., & Novitskaya, N. A. (2017). The problems of students’ physical training individualization. Pedagogics, psychology, medical-biological problems of physical training and sports, (2), 51-59. Druz V. A. Iermakov S. S. Nosko M. O. Shesterova L. Y. Novitskaya N. A. ( 2017 ). The problems of students’ physical training individualization . Pedagogics, psychology, medical-biological problems of physical training and sports, ( 2 ), 51 - 59 . Search in Google Scholar

[3] Shermamatovich, M. M., Tursunovna, H. U., Zayniddinovich, N. I., Boltayevich, A. S., & Yalgashevich, K. S. (2021). Physical education of student youth in modern conditions. Academicia: An International Multidisciplinary Research Journal, 11(2), 1589-1593. Shermamatovich M. M. Tursunovna H. U. Zayniddinovich N. I. Boltayevich A. S. Yalgashevich K. S. ( 2021 ). Physical education of student youth in modern conditions . Academicia: An International Multidisciplinary Research Journal , 11 ( 2 ), 1589 - 1593 . Search in Google Scholar

[4] Zhang, J. (2021). Reform and innovation of artificial intelligence technology for information service in university physical education. Journal of Intelligent & Fuzzy Systems, 40(2), 3325-3335. Zhang J. ( 2021 ). Reform and innovation of artificial intelligence technology for information service in university physical education . Journal of Intelligent & Fuzzy Systems , 40 ( 2 ), 3325 - 3335 . Search in Google Scholar

[5] Tariq, M. U., & Sergio, R. P. (2025). Innovative Assessment Techniques in Physical Education: Exploring Technology-Enhanced and Student-Centered Models for Holistic Student Development. In Global Innovations in Physical Education and Health (pp. 85-112). IGI Global. Tariq M. U. Sergio R. P. ( 2025 ). Innovative Assessment Techniques in Physical Education: Exploring Technology-Enhanced and Student-Centered Models for Holistic Student Development . In Global Innovations in Physical Education and Health (pp. 85 - 112 ). IGI Global . Search in Google Scholar

[6] Yang, J., & Lv, W. (2020). Optimization of sports training systems based on wireless sensor networks algorithms. IEEE sensors journal, 21(22), 25075-25082. Yang J. Lv W. ( 2020 ). Optimization of sports training systems based on wireless sensor networks algorithms . IEEE sensors journal , 21 ( 22 ), 25075 - 25082 . Search in Google Scholar

[7] Soltani, P., & Morice, A. H. (2020). Augmented reality tools for sports education and training. Computers & Education, 155, 103923. Soltani P. Morice A. H. ( 2020 ). Augmented reality tools for sports education and training . Computers & Education , 155 , 103923 . Search in Google Scholar

[8] Yuan, R., Zhang, Z., Song, P., Zhang, J., & Qin, L. (2020). Construction of virtual video scene and its visualization during sports training. IEEE Access, 8, 124999-125012. Yuan R. Zhang Z. Song P. Zhang J. Qin L. ( 2020 ). Construction of virtual video scene and its visualization during sports training . IEEE Access , 8 , 124999 - 125012 . Search in Google Scholar

[9] Gabbett, T. J., Nassis, G. P., Oetter, E., Pretorius, J., Johnston, N., Medina, D., … & Ryan, A. (2017). The athlete monitoring cycle: a practical guide to interpreting and applying training monitoring data. British journal of sports medicine, 51(20), 1451-1452. Gabbett T. J. Nassis G. P. Oetter E. Pretorius J. Johnston N. Medina D. Ryan A. ( 2017 ). The athlete monitoring cycle: a practical guide to interpreting and applying training monitoring data . British journal of sports medicine , 51 ( 20 ), 1451 - 1452 . Search in Google Scholar

[10] Houtmeyers, K. C., Jaspers, A., & Figueiredo, P. (2021). Managing the training process in elite sports: From descriptive to prescriptive data analytics. International Journal of Sports Physiology and Performance, 16(11), 1719-1723. Houtmeyers K. C. Jaspers A. Figueiredo P. ( 2021 ). Managing the training process in elite sports: From descriptive to prescriptive data analytics . International Journal of Sports Physiology and Performance , 16 ( 11 ), 1719 - 1723 . Search in Google Scholar

[11] Osipov, A. Y., Kudryavtsev, M. D., Iermakov, S. S., Yanova, M. G., Lepilina, T. V., Plotnikova, I. I., & Dorzhieva, O. S. (2017). Comparative analysis of effectiveness of some students’ physical culture training methodic. Physical education of students, 21(4), 176-181. Osipov A. Y. Kudryavtsev M. D. Iermakov S. S. Yanova M. G. Lepilina T. V. Plotnikova I. I. Dorzhieva O. S. ( 2017 ). Comparative analysis of effectiveness of some students’ physical culture training methodic . Physical education of students , 21 ( 4 ), 176 - 181 . Search in Google Scholar

[12] Kuzmin, V. A., Kopylov, Y. A., Kudryavtsev, M. D., Galimov, G. Y., & Iermakov, S. (2015). Substantiation of effectiveness of trainings on health related methodic for students with weakened motor fitness. Physical education of students, 6, 43-49. Kuzmin V. A. Kopylov Y. A. Kudryavtsev M. D. Galimov G. Y. Iermakov S. ( 2015 ). Substantiation of effectiveness of trainings on health related methodic for students with weakened motor fitness . Physical education of students , 6 , 43 - 49 . Search in Google Scholar

[13] YanRu, L. (2021). An artificial intelligence and machine vision based evaluation of physical education teaching. Journal of Intelligent & Fuzzy Systems, 40(2), 3559-3569. YanRu L. ( 2021 ). An artificial intelligence and machine vision based evaluation of physical education teaching . Journal of Intelligent & Fuzzy Systems , 40 ( 2 ), 3559 - 3569 . Search in Google Scholar

[14] Indahwati, N., Tuasikal, A. R. S., & Al Ardha, M. A. (2019, August). Developing project based learning (PBL) as a teaching strategy in physical education for preservice physical education teacher. In 1st International Conference on Education Social Sciences and Humanities (ICESSHum 2019) (pp. 490-497). Atlantis Press. Indahwati N. Tuasikal A. R. S. Al Ardha M. A. ( 2019 , August ). Developing project based learning (PBL) as a teaching strategy in physical education for preservice physical education teacher . In 1st International Conference on Education Social Sciences and Humanities (ICESSHum 2019) (pp. 490 - 497 ). Atlantis Press . Search in Google Scholar

[15] Rao, W. (2024). Design and implementation of college students’ physical education teaching information management system by data mining technology. Heliyon, 10(16). Rao W. ( 2024 ). Design and implementation of college students’ physical education teaching information management system by data mining technology . Heliyon , 10 ( 16 ). Search in Google Scholar

[16] Zhou, T., Wu, X., Wang, Y., Wang, Y., & Zhang, S. (2024). Application of artificial intelligence in physical education: a systematic review. Education and Information Technologies, 29(7), 8203-8220. Zhou T. Wu X. Wang Y. Wang Y. Zhang S. ( 2024 ). Application of artificial intelligence in physical education: a systematic review . Education and Information Technologies , 29 ( 7 ), 8203 - 8220 . Search in Google Scholar

[17] De-kun, J., & Memon, F. H. (2022). Design of mobile intelligent evaluation algorithm in physical education teaching. Mobile Networks and Applications, 1-8. De-kun J. Memon F. H. ( 2022 ). Design of mobile intelligent evaluation algorithm in physical education teaching . Mobile Networks and Applications , 1 - 8 . Search in Google Scholar