SUN'IY INTELLEKTDA EHTIMOLLAR NAZARIYASINING ROLI VA UNING MASHINALARNI O'QITISHDAGI AHAMIYATI

Authors

  • Ro'ziyeva O'g'iloy Qarshi davlat unversiteti Matematika va kompyuter ilmlari fakulteti Matematika yunalishida 3 kurs talabasi

Keywords:

Sun‘iy intellekt, ehtimollar nazariyasi, mashina o‗qitish, statistik model, Bayes teoremasi, noaniqlik, klassifikatsiya, regressiya

Abstract

Ushbu maqolada sun‘iy intellekt (AI) tizimlarining rivojlanishida
ehtimollar nazariyasining o‗rni va uning mashina o‗qitish (machine learning) jarayonidagi
amaliy ahamiyati yoritiladi. Ehtimollik yondashuvlari yordamida mashinalar noaniqlik
sharoitida qaror qabul qilishni, ma‘lumotlar orasidagi yashirin bog‗liqliklarni aniqlashni
o‗rganadi. Maqolada ehtimollar nazariyasining asosiy tushunchalari, statistik modellar,
Bayes teoremasi va ehtimolli algoritmlarning mashina o‗qitishdagi qo‗llanilishi tahlil
qilinadi.

References

Bowen Qu, Bayes‘ Theorem in Machine Learning: A Literature Review, 2025.

David M. Blei, Alp Kucukelbir, Jon D. McAuliffe, Variational Inference: A Review for

Statisticians, 2016.

Roohallah Alizadehsani et al., Handling of uncertainty in medical data using machine learning

and probability theory techniques: A review of 30 years (1991-2020), 2020.

Marcus Hutter, Towards a Universal Theory of Artificial Intelligence Based on Algorithmic

Probability and Sequential Decisions, 2001.

Ray Solomonoff, Foundations of Probability Theory for AI - The Application of Algorithmic

Probability to Problems in Artificial Intelligence, 2013.

Ulrike von Luxburg, Bernhard Schoelkopf, Statistical Learning Theory: Models, Concepts, and

Results, 2008.

Michael I. Jordan, The Importance of Probabilistic Graphical Models in Machine Learning,

Downloads

Published

2025-05-31

How to Cite

Ro'ziyeva O'g'iloy. (2025). SUN’IY INTELLEKTDA EHTIMOLLAR NAZARIYASINING ROLI VA UNING MASHINALARNI O’QITISHDAGI AHAMIYATI. SAMARALI TA’LIM VA BARQAROR INNOVATSIYALAR JURNALI, 3(5), 1114–1121. Retrieved from https://innovativepublication.uz/index.php/jelsi/article/view/3348