Chuqur o‘rganish (Deep Learning) tushunchasi
Keywords:
Deep Learning, neyron tarmoqlari, sun’iy intellekt, Big Data, Backpropagation, ko‘p qatlamli neyron tarmoqlar, mashina o‘rganishi.Abstract
Ushbu maqolada sun’iy intellektning eng jadal rivojlanayotgan yo‘nalishi — chuqur o‘rganish (Deep Learning) texnologiyasining nazariy asoslari va ishlash tamoyillari tadqiq etiladi. Maqolada ko‘p qatlamli neyron tarmoqlarining arxitekturasi, an’anaviy mashina o‘rganishidan farqli jihatlari va o‘qitish algoritmlari (Backpropagation, Gradient Descent) tahlil qilingan. Shuningdek, Deep Learning tizimlarining zamonaviy texnologiyalardagi amaliy ahamiyati yoritib berilgan.
References
1. Goodfellow I., Bengio Y., Courville A. — Deep Learning. MIT Press, 2016.
2. LeCun Y., Bengio Y., Hinton G. — Deep Learning. Nature, 2015.
3. François Chollet — Deep Learning with Python. Manning Publications, 2021.
4. Andrew Ng — Deep Learning Specialization Courses (Coursera).
5. Stanford University — CS231n: Convolutional Neural Networks for Visual Recognition.
