MASHINALI O’RGATISH USULLARI YORDAMIDA MATNLI HUJJATLARNI MAZMUNIGA KO’RA TASNIFLASH
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Matnlarni tasniflash, mashinali o‘rgatish, O‘rama neyron tarmoqlari (CNN), CNN texnikalari, konvolyutsiya, pooling, embedding, yangiliklar maqolalari, avtomatik tasniflash, algoritmlar taqqoslanishi, aniqlik, samaradorlik.##article.abstract##
Mazkur tadqiqot ishida matnli hujjatlarni mazmuniga ko‘ra avtomatik tasniflash uchun mashinali o‘rgatish usullaridan biri – O‘rama neyron tarmoqlari (CNN) tahlil qilindi. Tadqiqot jarayonida yangiliklar saytlaridan olingan turli mavzularga oid matnli maqolalardan tashkil topgan datasetdan foydalanildi. CNN algoritmi yordamida ushbu ma'lumotlar ustida amaliy tajribalar o‘tkazildi.
Olingan natijalar asosida CNN usulining samaradorligi klassik mashinali o‘rgatish algoritmlari bilan taqqoslanib, mazkur yondashuvning matnlarni avtomatik tasniflash vazifasida yuqori aniqlik va samaradorlik kabi afzalliklari mavjudligi ko‘rsatib
berildi. Natijalar CNN modelining matnli hujjatlarni tasniflash sohasidagi istiqbolli ekanligini isbotladi.
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