{"id":5646,"date":"2026-10-23T22:49:06","date_gmt":"2026-10-23T22:49:06","guid":{"rendered":"https:\/\/uzbekistanobserver.com\/uz\/yandex-replaces-dozens-of-recommendation-algorithms-with-a-single-ai-model-called-sona\/"},"modified":"2026-10-23T22:49:06","modified_gmt":"2026-10-23T22:49:06","slug":"yandex-replaces-dozens-of-recommendation-algorithms-with-a-single-ai-model-called-sona","status":"publish","type":"post","link":"https:\/\/uzbekistanobserver.com\/uz\/yandex-replaces-dozens-of-recommendation-algorithms-with-a-single-ai-model-called-sona\/","title":{"rendered":"Yandex o’nlab tavsiya algoritmlarini Sona deb nomlangan yagona sun’iy intellekt modeli bilan almashtirdi"},"content":{"rendered":"

Yandex Sona nomli generativ sun'iy intellekt modelini taqdim etdi. Ushbu model ilgari o'nlab alohida algoritmni talab qilgan vazifalarni yagona tizimga jamlagan holda kontent tavsiyalarini boshqarish uchun mo'ljallangan. Kompaniya modelni 2026-yil 3-oktabrda e'lon qildi.<\/p>\n

An'anaviy tavsiya arxitekturalarida alohida algoritmlar ishni taqsimlaydi: bir qismi millionlab nomzodlar orasidan tegisli variantlarni saralab oladi, boshqalari ushbu nomzodlarni baholaydi, yana boshqalari esa ularni foydalanuvchiga qaysi tartibda ko'rsatishni belgilaydi. Sona nomzodlarni tanlash va reytinglashni yagona birlashtirilgan model doirasida amalga oshiradi, bu esa alohida komponentlar o'rtasida muvofiqlashtirish zaruratini bartaraf etadi.<\/p>\n

Model Yandex'ning o'z ma'lumotlari asosida noldan o'qitildi. Alice, Yandex Music muhandislari hamda kompaniyaning tadqiqot va ishlanmalar bo'limi xodimlari uning yaratilishi va sinovida ishtirok etdi.<\/p>\n

Yandex'ning ta'kidlashicha, yagona model yondashuvining amaliy afzalliklaridan biri shundaki, u tizim tavsiyalar shakllantirishda tayanadigan xususiyatlarni qo'lda tanlash zaruratini yo'q qiladi. Sona foydalanuvchi ilgari nima tanlaganini va qaysi kontentga qaytib kelganini tahlil qiladi, so'ngra ushbu ma'lumotdan foydalanib shaxsiy tavsiyalar yaratadi.<\/p>\n

Alice karnaylarida bir haftalik sinov<\/h2>\n

Muhandislar Sonani Alice-qo'llab-quvvatlaydigan aqlli karnaylarda musiqa tavsiyalari uchun maxsus sinab ko'rdi: sinov guruhida standart ko'p algoritmli tizim yangi model bilan bir hafta davomida almashtirildi. Yandex xabar berishicha, sinov davomida tavsiya etilgan treklarni tinglash vaqti 6,3 foizga oshdi, qo'shiqlarni qayta ijro etish so'rovlari esa deyarli 18 foizga ko'paydi.<\/p>\n

Kompaniya shuningdek, tavsiya mantiqini yagona modelga birlashtirish kelajakdagi yangilanishlarni soddalashtirishi ta'kidladi. An'anaviy yondashuvda alohida algoritmlarni qayta o'qitish, so'ngra ularni bir-biri bilan qayta sinxronlashtirish talab etiladi; Sona esa bu vazifalarni bir tomga jamlaydi.<\/p>\n","protected":false},"excerpt":{"rendered":"

Rossiyalik texnologiya giganti yangi generativ modelini \u2014 Yandex ma’lumotlari asosida noldan o’qitilgan ushbu tizimni \u2014 Alice aqlli karnaylarida bir haftalik sinov davomida musiqa tinglash vaqtini 6,3 foizga oshirganini ma’lum qildi.<\/p>\n","protected":false},"author":5,"featured_media":5647,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[362],"tags":[],"ucw_region":[],"ucw_sector":[],"ucw_issue":[],"ucw_institution":[],"ucw_case_status":[],"ehb_region":[],"class_list":["post-5646","post","type-post","status-publish","format-standard","has-post-thumbnail","category-technology"],"_links":{"self":[{"href":"https:\/\/uzbekistanobserver.com\/uz\/wp-json\/wp\/v2\/posts\/5646","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/uzbekistanobserver.com\/uz\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/uzbekistanobserver.com\/uz\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/uzbekistanobserver.com\/uz\/wp-json\/wp\/v2\/users\/5"}],"replies":[{"embeddable":true,"href":"https:\/\/uzbekistanobserver.com\/uz\/wp-json\/wp\/v2\/comments?post=5646"}],"version-history":[{"count":0,"href":"https:\/\/uzbekistanobserver.com\/uz\/wp-json\/wp\/v2\/posts\/5646\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/uzbekistanobserver.com\/uz\/wp-json\/wp\/v2\/media\/5647"}],"wp:attachment":[{"href":"https:\/\/uzbekistanobserver.com\/uz\/wp-json\/wp\/v2\/media?parent=5646"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/uzbekistanobserver.com\/uz\/wp-json\/wp\/v2\/categories?post=5646"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/uzbekistanobserver.com\/uz\/wp-json\/wp\/v2\/tags?post=5646"},{"taxonomy":"ucw_region","embeddable":true,"href":"https:\/\/uzbekistanobserver.com\/uz\/wp-json\/wp\/v2\/ucw_region?post=5646"},{"taxonomy":"ucw_sector","embeddable":true,"href":"https:\/\/uzbekistanobserver.com\/uz\/wp-json\/wp\/v2\/ucw_sector?post=5646"},{"taxonomy":"ucw_issue","embeddable":true,"href":"https:\/\/uzbekistanobserver.com\/uz\/wp-json\/wp\/v2\/ucw_issue?post=5646"},{"taxonomy":"ucw_institution","embeddable":true,"href":"https:\/\/uzbekistanobserver.com\/uz\/wp-json\/wp\/v2\/ucw_institution?post=5646"},{"taxonomy":"ucw_case_status","embeddable":true,"href":"https:\/\/uzbekistanobserver.com\/uz\/wp-json\/wp\/v2\/ucw_case_status?post=5646"},{"taxonomy":"ehb_region","embeddable":true,"href":"https:\/\/uzbekistanobserver.com\/uz\/wp-json\/wp\/v2\/ehb_region?post=5646"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}