Update README.md

README.md

@@ -13,22 +13,22 @@ license: apache-2.0
 
 # Uzbek Text Classification
 
-O'zbek tilidagi matnlarni (yangiliklar, maqolalar va xabarlarni) 11 ta asosiy mavzuviy toifaga avtomatik tasniflovchi mashina o'rganishi modeli.
+A machine learning model for automatic multi-class text classification of Uzbek news articles and documents across 11 thematic categories.
 
-## Mavzular to'plami (11 Classes)
-- **Avto**: Avtomobillar va transport
-- **Ayollar**: Ayollar va oila
-- **Foto**: Fotoreportajlar
-- **Iqtisodiyot**: Moliya, bank va iqtisodiy tahlil
-- **Jinoyat**: Huquqbuzarlik va tergov
-- **Madaniyat**: Teatr, kino, san'at va adabiyot
-- **Pazandachilik**: Taomlar va retseptlar
-- **Qonunchilik**: Qonunlar, farmonlar va huquq
-- **Salomatlik**: Tibbiyot va sog'liq
-- **Sport**: Sport musobaqalari va futbol
-- **Texnologiya**: IT, gadjetlar va innovatsiyalar
+## Categories (11 Classes)
+- **Sport**: Sports news, football, and athletic competitions
+- **Avto**: Automotive industry, vehicles, and transportation
+- **Iqtisodiyot**: Economics, banking, finance, and trade
+- **Texnologiya**: Information technology, AI, computing, and innovations
+- **Salomatlik**: Health, medicine, prevention, and wellness
+- **Qonunchilik**: Legislation, law, and regulatory decrees
+- **Jinoyat**: Crime, law enforcement, and court news
+- **Madaniyat**: Culture, arts, literature, and cinema
+- **Pazandachilik**: Culinary recipes and food
+- **Ayollar**: Women, family, and lifestyle
+- **Foto**: Photo reports and visual stories
 
-## Ilmiy tadqiqot
-- **Muallif:** Ulugbek Salaev (Urganch davlat universiteti)
-- **Tadqiqot maqolasi:** *A Morphology-Aware Neural Network Model for Uzbek Text Classification (IEEE APEIE 2025)*
-- **Loyiha portfeli:** [uzmorph.uz](https://uzmorph.uz)
+## Scientific Research
+- **Author:** Ulugbek Salaev (Urgench State University)
+- **Paper:** *A Morphology-Aware Neural Network Model for Uzbek Text Classification (IEEE APEIE 2025)*
+- **Research Portfolio:** [uzmorph.uz](https://uzmorph.uz)