MASHINALI O‘RGANISH VA TEXNIK JARAYONLARNI TAHLIL QILISH
Keywords:
mashinali o‘rganish, texnik jarayonlar, sun’iy intellekt, algoritm, ma’lumotlar tahlili, texnik diagnostika, prognozlash, avtomatlashtirish, sensor ma’lumotlari, raqamli transformatsiya.Abstract
Ushbu maqolada mashinali o‘rganish texnologiyalarining texnik jarayonlarni tahlil qilishdagi o‘rni, imkoniyatlari va amaliy ahamiyati yoritiladi. Bugungi kunda sanoat, energetika, transport, ishlab chiqarish va axborot-kommunikatsiya tizimlarida texnik jarayonlar murakkablashib, ulardan olinadigan ma’lumotlar hajmi keskin ortmoqda. Bunday sharoitda jarayonlarni faqat an’anaviy kuzatish yoki oddiy statistik hisob-kitoblar asosida boshqarish yetarli bo‘lmay qoladi. Mashinali o‘rganish esa katta hajmdagi ma’lumotlarni qayta ishlash, texnik tizimlardagi yashirin bog‘liqliklarni aniqlash, nosozliklarni oldindan bashorat qilish va jarayon samaradorligini oshirish imkonini beradi.
References
1. Suyarov A.M. Ways and models of providing integration of information technology science with mathematical sciences. E3S Web of Conferences, 402, 03016, 2023.
2. Suyarov A., Raximov S., Abduraxmanov M. Methodology of using information technology software tools in teaching mathematics. The Eurasia Proceedings of Educational and Social Sciences, 45, 106–115, 2025.
3. Suyarov A.M. Formation of information and communication competence of the teacher as one of the main tasks of modern education. Web of Scientist: International Scientific Research Journal, Vol. 4, Issue 4, 2023. – pp. 243–257.
4. Suyarov A.M. Ekspert tizimlarning mohiyati va ularning asosiy turlari. Iqtisodiyot va zamonaviy texnologiya jurnali. Jild: 04, Nashr: 10, 2025. – B. 199–203.
5. Suyarov A.M. The Role of Information and Communication Technologies (ICT) in the Development of the Digital Economy. American Journal of Technology Advancement, Vol. 2, No. 10, 2025. – B. 105–109.
6. Suyarov A.M. Intellektual tizimlarda bilimlarni ifodalashning asosiy usullari va ulardan foydalanish. Ilm fan xabarnomasi / Science Bulletin, Volume 11, Issue 1, 2025. – B. 734–737.
7. Suyarov A.M. Ijtimoiy tarmoq xavfsizligi va ularda ishlash texnologiyasi. Tamaddun nuri jurnali, 2025-yil, 12-son, 1-qism. – B. 244–248.
8. Russell S., Norvig P. Artificial Intelligence: A Modern Approach. 4th ed. Pearson, 2021.
9. Bishop C.M. Pattern Recognition and Machine Learning. New York: Springer, 2006.
10. Goodfellow I., Bengio Y., Courville A. Deep Learning. Cambridge: MIT Press, 2016.