GENERATIVE AI IN EDUCATION: TECHNICAL FOUNDATIONS, APPLICATIONS, AND CHALLENGES

Authors

  • Murtozayev Jamshidxon Ibodulla o’gli 1Master of MScIT , 2Assoc. Professor & Dean- BTech IT Author
  • Dinakaran Sabapathy 2Assoc. Professor & Dean- BTech IT Sambhram University Jizzakh - Uzbekistan Author

Keywords:

Generative, human, AI, ML, language models ChatGPT generative AI in educationeducational technologies

Abstract

Generative Artificial Intelligence (AI) (GenAI) has emerged as a transformative force in various fields, and its potential impact on education is particularly profound. This chapter presents the development trends of “GenAI in Education” by exploring the technical background, diverse applications, and multifaceted challenges associated with its adoption in education. The chapter briefly introduces the technical background of GenAI, particularly the development of large language models (LLMs) such as ChatGPT & Co. It provides key concepts, models, and recent technological advances. The chapter then navigates through the various applications of GenAI or LLMs in education, examining their impact on different levels of education, including school, university, and vocational training. The chapter will highlight how GenAI is reshaping the educational landscape through real-world examples and case studies, from personalized learning experiences to content creation and assessment. It also discusses various technical, ethical, and organizational/educational challenges to using technology in education.

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References

Farrelly T, Baker N. Generative artificial intelligence: Implications and considerations for higher education practice. Education Sciences. 2023;13(11):1-14. [Online]. Available from: https://www.mdpi.com/2227-7102/13/11/1109

Lo CK. What is the impact of ChatGPT on education? A rapid review of the literature. Education Sciences. 2023;13(4):1-15. [Online]. Available from: https://www.mdpi.com/2227-7102/13/4/410

Pinkwart N, Paaßen B, Burchardt A. Chancen, Potenziale und Grenzen von ChatGPT in der Bildung – Stellungnahme des DFKI Labor Berlin. 2023. Available from: https://www.dfki.de/web/news/chancen-potenziale-und-grenzen-von-chatgpt-in-der-bildung-stellungnahme-des-dfki-labor-berlin [Accessed: Feb 01, 2024]

Department of Education UK. Policy paper - Generative artificial intelligence (AI) in education. 2023. Available from: https://www.gov.uk/government/publications/generative-artificial-intelligence-in-education/generative-artificial-intelligence-ai-in-education#understanding-generative-ai [Accessed: Feb 10, 2024]

Cornell University. CU committee report: Generative artificial intelligence for education and pedagogy. 2023. Available from: https://www.teaching.cornell.edu/generative-artificial-intelligence/cu-committee-report-generative-artificial-intelligence-education [Accessed: Feb 10, 2024]

UNESCO. Guidance for Generative AI in Education and Research. France: United Nations Educational, Scientific and Cultural Organization; 2023

Cao Y, Li S, Liu Y, Yan Z, Dai Y, Yu PS, et al. A comprehensive survey of AI-generated content (AIGC): A history of generative AI from GAN to ChatGPT. arXiv preprint arXiv:2303.04226. 2023

Wu J, Gan W, Chen Z, Wan S, Yu PS. Multimodal large language models: A survey. arXiv preprint arXiv:2311.13165. 2023

Zhou K, Yang J, Loy CC, Liu Z. Learning to prompt for vision-language models. International Journal of Computer Vision. 2022;130(9):2337-2348

Sun Q , Cui Y, Zhang X, Zhang F, Yu Q , Luo Z, et al. Generative Multimodal Models Are in-Context Learners. arXiv preprint arXiv:2312.13286. [Online] 2023

Team G, Anil R, Borgeaud S, Wu Y, Alayrac J-B, Yu J, et al. Gemini: A family of highly capable multimodal models. arXiv preprint arXiv:2312.11805. 2023

DFKI, MMB. Schule und ki - lehren und lernen mit künstlicher intelligenz. 2023. Available from: https://www.dfki.de/web/news/telekom-stiftung-veroeffentlicht-leitfaden-schule-und-ki [Accessed: Feb 15, 2024]

Hübsch T, Vogel-Adham E, Vogt A, Wilhelm-Weidner A. Sprachgewandt in die zukunft: Large language models im dienst der beruflichen weiterbildung. In: ein beitrag der digitalbegleitung im rahmen des innovationswettbewerbs invite. Berlin: VDI/VDE Innovation + Technik GmbH; 2024. p. 46 S

Kasneci E, Sessler K, Küchemann S, Bannert M, Dementieva D, Fischer F, et al. ChatGPT for good? On opportunities and challenges of large language models for education. Learning and Individual Differences. 2023;103:1-12

Holmes W, Bialik M, Fadel C. Artificial Intelligence in Education: Promises and Implications for Teaching Learning. Boston, MA: The Center for Curriculum Redesign; 2019

Базарбаев, М. И., Эрметов, Э. Я., & Сайфуллаева, Д. И. (2022). Информационные технологии в образовании. Учебник, Ташкент, 453.

Nazikhovna, G. Y. (2022). Programming and robotics based in STEAM Learning. American Journal of Interdisciplinary Research and Development, 2, 58-87.

Yunusova, G. N. (2020). THE PROGRAM FRONT PAGE-PROGRAM OF MAKING WEB PAGE AND E-BOOK. Scientific Bulletin of Namangan State University, 2(3), 230-233.

Yunusova, G. N., Zakirova, N. S., & Abdullayeva, S. I. (2022). CREATION AND APPLICATION OF THREE EDUCATIONAL PLATFORMS IN THE PROCESS OF STRENGTHENING STEAM LEARNING. Confrencea, 4(4), 117-131.

Юнусова, Г. Н., & Кахаров, Р. Т. (2022). Три платформы для развития в непрерывном STEAM образовании. O'ZBEKISTONDA FANLARARO INNOVATSIYALAR VA ILMIY TADQIQOTLAR JURNALI, 1(11), 12-22.

Nazikhovna, G. Y. (2022). Strengthening the Integrated Steam of Technologies in the Environment of Information Technologies and Computer Programs. Texas Journal of Engineering and Technology, 7, 43-52.

Yunusova, G. N., & Abdullayeva, S. (2019). ARDUINO PLATPHORM PROCESSING THE MOVEMENT OF THE ROBOT. Scientific Bulletin of Namangan State University, 1(11), 79-83.

Юнусова, Г. Н. (2013). Компьютерно-интерактивное и индивидуально-групповое обучение предметов путём создания автоматизированной компьютерной программы. Молодой ученый, (12), 88-91.

Nazihovna, Y. G. (2022). CREATING A PLATFORM USING HTML, CSS AND JAVA SCRIPT METHODS AND STRENGTHENING EDUCATION WITH THIS STEAM. Confrencea, 5(5), 17-38.

Nazihovna, Y. G. Google AppsCloud Platformalari va ulardan Ta’limda foydalanish metodikasi. URL: Yunusova Gulshoda Nazihovna mybimm monografiya1-1-2. pdf.

Yunusova, G. Ota onalar, bolalaringizga Python dasturlashtirishdan murabbiy bo’ling. Python dasturlash., URL: http://library. ziyonet. uz/uz/book/121623.

Yunusova, G. Scratch dasturi orqali dasturlashtirishni usluksiz ta’lim bosqichlarida o’qitish metodikasi. URL: http://library. ziyonet. uz/uz/book/121624.

Nazihovna, Y. G. (2020). Maktabgacha yoshdagi bolalarni robotni terish EHM dasturi orqali STEAM texnologiyasi. In Mnemonika asosida til o’rganish bilimlarini rivojlantirish (Development of language)… TO URL: http://staviropk. ru/attachments/article/1023/CONFERENCE-Plenary% 20presentaions% 20and% 20Section% 20topics_Namangan. pdf., 10th June.

Юнусова, Г. Н. (2020). Методика подготовки в школу дошкольников новейшими технологиями и компьютерными программами. Интерактивная наука, (8 (54)), 7-15.

Nazihovna, Y. G., & Odiljon o’g’li, N. O. (2022). Organization of continuous learning and learning in programming and robotics using the concept of a person's whole life course. Galaxy International Interdisciplinary Research Journal, 10(11), 587-604.

Nazihovna, Y. G. (2022). STEAM TA’LIMINI ASOSI BO’LGAN INFORMATIKA VA AXBOROT TEXNOLOGIYALARNING YANGILIKLARI VA PLATFORMALARI YORDAMIDA RIVOJLANISHI. IJODKOR O'QITUVCHI, 2(23), 5-20.

Nazihovna, Y. G. (2022). MNEMONICS, INFORMATION TECHNOLOGIES AND SOFTWARE METHODOLOGY OF TEACHING “ENGLISH+ MATHEMATICS+ INFORMATICS”(STEAM EDUCATION). Conferencea, 444-450.

Туйчиев, А. Т. ПРОВЕДЕНИЕ ДЕБАТОВ ДЛЯ ПОВЫШЕНИЯ РАЗГОВОРНОЙ РЕЧИ СТУДЕНТОВ В ОБУЧЕНИИ ИНОСТРАННОМУ ЯЗЫКУ ПОСРЕДСТВОМ ВЕБИНАРОВ И ОНЛАЙН КОНФЕРЕНЦИЙ PhD, Юнусова Гулшода Назиховна. LBC, 94, 29.

Yunusova, G. Умумий о’рта ва олий таълим муассасаларида Стартап лойихалари ва тадбиркорлик фаолияти. Стартап-проекты и предпринимательская деятельность в системе общего среднего и высшего образования, 17.

Nazihovna, G. Y. (2022). ROBOTOTEXNIKA DASTURLASHTIRISH VA ALGORITMIZATSIYAGA O’QITISH VOSITASI YORDAMIDA FAN VA TEXNIKANING RAQAMLASHTIRISH MUAMMOLARINI YECHISH. Scientific Impulse, 1(4), 1-12.

Nazikhovna, G. Y. (2022). The Latest Digital Information Technologies and Computer Programs in Integration and in Improvement with the Method of Training and Education of Froebel and His" Gifts". Texas Journal of Engineering and Technology, 14, 38-55.

Гулшод, Ю. Н. (2022). ПРОГРАММИРОВАНИЕ И РОБОТОТЕХНИКА В ЦИФРОВЫХ ПЛАТФОРМАХ STEAM ОБРАЗОВАНИЯ. Finland International Scientific Journal of Education. Social Science & Humanities, 10(12), 109-125.

Юнусова, Г. Н. Cover article. Интерактивная наука, 7.

Nazihovna, G. Y. Scratch. URL: https://hemis. namdu. uz/static/uploads/21, 17.

Yunusova, G. (2023). O’ZBEKISTON RESPUBLIKASIDA AXBOROT TEXNOLOGIYALARI VA KOMPYUTER DASTURLARI YORDAMIDA STEAM UZLUKSIZ TA’LIMNI SHAKLLANTIRISH. Namangan davlat universiteti Ilmiy axborotnomasi, (7), 523-533.

Nazihovna, Y. G. (2023). MODELING PHYSYCAL PROCESSES WITH THE PROGRAM CROCODILE PHYSICS. Finland International Scientific Journal of Education. Social Science & Humanities, 11(1), 825-839.

Odiljon ogli, N. O., & Nazihovna, Y. G. (2024). MATEMATIKADAGI ORGANISH QIYIN BOLGAN MAVZULARGA VIZUAL-VIRTUAL OQITISHDA KOMPYUTER DASTURLARI MAJMUASINI TUZISH. INNOVATION IN THE MODERN EDUCATION SYSTEM, 5(40), 31-37.

Nazihovna, G. Y. (2023). Технологии Искусственного Интеллекта В Современном Образовании. Periodica Journal of Modern Philosophy, Social Sciences and Humanities, 20, 57-68.

Юнусова, Г. Н. (2023). РАЗВИТИЕ АЙТИ СФЕРЫ И ИНФОРМАТИКИ КАК ОДНА ИЗ СОСТАВЛЯЮЩИХ РАЗВИТИЯ СТИМ ОБРАЗОВАНИЯ. In АКТУАЛЬНЫЕ ИССЛЕДОВАНИЯ ВЫСШЕЙ ШКОЛЫ 2023 (pp. 214-224).

Xatamova, D. M. (2023). O’RIK MAHSULOTLARINING FOYDALARI VA ISHLATILISHI. Новости образования: исследование в XXI веке, 1(12), 498-501.

Xatamova, D. M. (2023). O’RIKNING DORIVORLIK HUSUSIYATI HAQIDA. IJODKOR O'QITUVCHI, 3(31), 223-225.

Xatamova, D. M., & Nosirov, Z. M. (2023). O’RIK-DORIVOR NE’MAT. O'ZBEKISTONDA FANLARARO INNOVATSIYALAR VA ILMIY TADQIQOTLAR JURNALI, 2(19), 812-817.

Xatamova, D. M. UDK: 577.116 O ‘RIK MEVASI VA MAHSULOTLARI TARKIBINI O ‘RGANISHGA OID ОТНОСИТЕЛЬНО ИЗУЧЕНИЯ СОСТАВА АБРИКОСОВЫХ ПЛОДОВ И ПРОДУКТОВ ON THE STUDY OF THE COMPOSITION OF APRICOT FRUITS AND PRODUCTS. ВЕСТНИК. ФерГУ, 1465.

Xatamova, D. M., Abdullayeva, M. Q., & Abduqodirova, N. (2022). URTICA DIOICA O’SIMLIGI HAQIDA. Oriental renaissance: Innovative, educational, natural and social sciences, 2(10-2), 650-658.

Xatamova, D. M., & Tolipova, D. R. (2023). OLXO’RI O’SIMLIGI HAQIDA. Scientific Impulse, 2(15), 1014-1016.

Marupova, M. A., Mamasaidov, J. T., Nazarova, Y. K., & Akhadjonov, M. M. (2023). Environmental aspects and problems in the classifications of new complex innovative insecticides and fungicides. In E3S Web of Conferences (Vol. 452, p. 01038). EDP Sciences.

Nazarova, Y. X., & Soyibjonova, M. (2023). BOLALARDA ASAB TIZIMINI RIVOJLANISHIDA GIPOTERIOZNI AHAMIYATI. GOLDEN BRAIN, 1(15), 382-384.

Nazarova, Y. X. (2023). RAXIT VA OSTEOPAROZ PATOGENEZI VA DAVOLASH USULLARI. GOLDEN BRAIN, 1(14), 212-216.

Nazarova, Y. X., & Samiyeva, S. (2023). ISHEMIK INSULTNING KELIB CHIQISH SABABLARI VA DAVOLASH CHORALARI. GOLDEN BRAIN, 1(9), 112-114.

Xalpajonovna, N. Y., & Surayyo, R. (2023). Organizmda Suv-Tuz Almashinuvining Boshqarilishi. JOURNAL OF SCIENCE, RESEARCH AND TEACHING, 2(3), 12-14.

Nazarova, Y. X., & Abbosjon, R. (2023). ATEROSKLEROZ KASALLIGINING BELGILARI, TURLARI VA DAVOLASH USULLARI. Journal of new century innovations, 22(2), 137-139.

Аскаров, И. Р., Марупова, М. А., & Назарова, Ё. Х. (2022). PIRETROIDLAR SINFIGA MANSUB INSEKTITSIDLARNING TOKSIKOLOGIK XUSUSIYATLARI VA TABIIY SOF EKOLOGIK PREPARATLAR HAQIDA. Журнал химии товаров и народной медицины, 1(2), 46-62.

Назарова, Ё. Х., & Марупова, М. А. (2022). К ВОПРОСУ ОБ ИСПОЛЬЗОВАНИИ ФЛАВОНОИДОВ ЛИСТЬЕВ ПЕРСИКА В КАЧЕСТВЕ ИНСЕКТИЦИДНЫХ ПРЕПАРАТОВ. Universum: химия и биология, (11-2 (101)), 64-69.

Марупова, М. А., Мамасаидов, Ж. Т., & Назарова, Ё. Х. (2022). ИЗМЕНЕНИЕ БЕЛКОВОГО ОБМЕНА БИОХИМИЧЕСКИХ ПОКАЗАТЕЛЕЙ КРОВИ ПОД ВЛИЯНИЕМ ИНСЕКТОАКАРИЦИДОВ. ББК 28.072 я43, 96.

Aminovna, M. M., & Xalpajonovna, N. Y. (2021). Problems Of Classification And Certification Of Certain Insecticides According To The Customs Code Of The Republic Of Uzbekistan. The American Journal of Agriculture and Biomedical Engineering, 3(05), 17-24.

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Published

2024-07-01