{"id":6061,"date":"2025-11-16T20:50:28","date_gmt":"2025-11-16T15:50:28","guid":{"rendered":"https:\/\/cifrum.kz\/optikalyk-esepteuler-zhi-zharyk-zhyldamdygymen-zhumys-isteidi\/"},"modified":"2025-11-16T20:50:28","modified_gmt":"2025-11-16T15:50:28","slug":"optikalyk-esepteuler-zhi-zharyk-zhyldamdygymen-zhumys-isteidi","status":"publish","type":"post","link":"https:\/\/cifrum.kz\/kk\/optikalyk-esepteuler-zhi-zharyk-zhyldamdygymen-zhumys-isteidi\/","title":{"rendered":"\u041e\u043f\u0442\u0438\u043a\u0430\u043b\u044b\u049b \u0435\u0441\u0435\u043f\u0442\u0435\u0443\u043b\u0435\u0440: \u0416\u0418 \u0436\u0430\u0440\u044b\u049b \u0436\u044b\u043b\u0434\u0430\u043c\u0434\u044b\u0493\u044b\u043c\u0435\u043d \u0436\u04b1\u043c\u044b\u0441 \u0456\u0441\u0442\u0435\u0439\u0434\u0456"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\"><strong>2025.11.16<\/strong> | <em>\u0414\u0435\u0440\u0435\u043a\u043a\u04e9\u0437: Aalto University<\/em><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0416\u0418-\u0433\u0435 \u0430\u0440\u043d\u0430\u043b\u0493\u0430\u043d \u043e\u043f\u0442\u0438\u043a\u0430\u043b\u044b\u049b \u0435\u0441\u0435\u043f\u0442\u0435\u0443\u043b\u0435\u0440 \u043c\u0430\u04a3\u044b\u0437\u0434\u044b \u0441\u0435\u0440\u043f\u0456\u043b\u0456\u0441\u043a\u0435 \u0436\u0435\u0442\u0442\u0456: \u0410\u0430\u043b\u0442\u043e \u0443\u043d\u0438\u0432\u0435\u0440\u0441\u0438\u0442\u0435\u0442\u0456\u043d\u0456\u04a3 \u0437\u0435\u0440\u0442\u0442\u0435\u0443\u0448\u0456\u043b\u0435\u0440\u0456 \u0431\u0456\u0440 \u0436\u0430\u0440\u044b\u049b \u0441\u04d9\u0443\u043b\u0435\u0441\u0456\u043d\u0456\u04a3 \u043a\u04e9\u043c\u0435\u0433\u0456\u043c\u0435\u043d \u043a\u04af\u0440\u0434\u0435\u043b\u0456 \u0442\u0435\u043d\u0437\u043e\u0440\u043b\u044b\u049b \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f\u043b\u0430\u0440\u0434\u044b \u043e\u0440\u044b\u043d\u0434\u0430\u0443 \u04d9\u0434\u0456\u0441\u0456\u043d \u04d9\u0437\u0456\u0440\u043b\u0435\u0434\u0456. \u0411\u04b1\u043b \u0436\u0430\u0441\u0430\u043d\u0434\u044b \u0438\u043d\u0442\u0435\u043b\u043b\u0435\u043a\u0442 \u0434\u0435\u0440\u0435\u043a\u0442\u0435\u0440\u0456\u043d \u0430\u0441\u0430 \u0436\u044b\u043b\u0434\u0430\u043c \u04d9\u0440\u0456 \u044d\u043d\u0435\u0440\u0433\u0438\u044f\u043d\u044b \u04af\u043d\u0435\u043c\u0434\u0435\u0439 \u04e9\u04a3\u0434\u0435\u0443\u0434\u0456\u04a3 \u0436\u0430\u04a3\u0430 \u0434\u04d9\u0443\u0456\u0440\u0456\u043d\u0435 \u0436\u043e\u043b \u0430\u0448\u0430\u0434\u044b.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u0414\u0435\u0440\u0435\u043a\u0442\u0435\u0440\u0434\u0456 \u04e9\u04a3\u0434\u0435\u0443\u0434\u0435\u0433\u0456 \u0440\u0435\u0432\u043e\u043b\u044e\u0446\u0438\u044f\u043b\u044b\u049b \u0442\u04d9\u0441\u0456\u043b<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u0410\u0430\u043b\u0442\u043e \u0443\u043d\u0438\u0432\u0435\u0440\u0441\u0438\u0442\u0435\u0442\u0456\u043d\u0456\u04a3 \u042d\u043b\u0435\u043a\u0442\u0440\u043e\u043d\u0438\u043a\u0430 \u0436\u04d9\u043d\u0435 \u043d\u0430\u043d\u043e\u0438\u043d\u0436\u0435\u043d\u0435\u0440\u0438\u044f \u0434\u0435\u043f\u0430\u0440\u0442\u0430\u043c\u0435\u043d\u0442\u0456 \u0436\u0430\u043d\u044b\u043d\u0434\u0430\u0493\u044b \u0444\u043e\u0442\u043e\u043d\u0438\u043a\u0430 \u0442\u043e\u0431\u044b\u043d\u044b\u04a3 \u0434\u043e\u043a\u0442\u043e\u0440\u044b \u042e\u0444\u044d\u043d \u0427\u0436\u0430\u043d \u0436\u0435\u0442\u0435\u043a\u0448\u0456\u043b\u0456\u043a \u0435\u0442\u043a\u0435\u043d \u043a\u043e\u043c\u0430\u043d\u0434\u0430 \u0430\u049b\u043f\u0430\u0440\u0430\u0442\u0442\u044b \u04e9\u04a3\u0434\u0435\u0443\u0434\u0456\u04a3 \u0442\u04af\u0431\u0435\u0433\u0435\u0439\u043b\u0456 \u0436\u0430\u04a3\u0430 \u04d9\u0434\u0456\u0441\u0442\u0435\u043c\u0435\u0441\u0456\u043d \u0442\u0430\u043d\u044b\u0441\u0442\u044b\u0440\u0434\u044b. <strong>\u0416\u0418-\u0433\u0435 \u0430\u0440\u043d\u0430\u043b\u0493\u0430\u043d \u043e\u043f\u0442\u0438\u043a\u0430\u043b\u044b\u049b \u0435\u0441\u0435\u043f\u0442\u0435\u0443\u043b\u0435\u0440<\/strong> \u0435\u043d\u0434\u0456 \u0436\u0430\u0440\u044b\u049b \u043e\u043f\u0442\u0438\u043a\u0430\u043b\u044b\u049b \u0436\u04af\u0439\u0435\u0434\u0435\u043d \u0431\u0456\u0440 \u0440\u0435\u0442 \u04e9\u0442\u043a\u0435\u043d\u0434\u0435 \u043a\u04af\u0440\u0434\u0435\u043b\u0456 \u043c\u0430\u0442\u0435\u043c\u0430\u0442\u0438\u043a\u0430\u043b\u044b\u049b \u0435\u0441\u0435\u043f\u0442\u0435\u0443\u043b\u0435\u0440\u0434\u0456 \u043e\u0440\u044b\u043d\u0434\u0430\u0443\u0493\u0430 \u043c\u04af\u043c\u043a\u0456\u043d\u0434\u0456\u043a \u0431\u0435\u0440\u0435\u0434\u0456. \u00ab\u0411\u0456\u0440 \u0440\u0435\u0442\u0442\u0456\u043a \u0442\u0435\u043d\u0437\u043e\u0440\u043b\u044b\u049b \u0435\u0441\u0435\u043f\u0442\u0435\u0443\u043b\u0435\u0440\u00bb \u0434\u0435\u043f \u0430\u0442\u0430\u043b\u0493\u0430\u043d \u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u0436\u0430\u0440\u044b\u049b \u0436\u044b\u043b\u0434\u0430\u043c\u0434\u044b\u0493\u044b\u043c\u0435\u043d \u0436\u04b1\u043c\u044b\u0441 \u0456\u0441\u0442\u0435\u0439\u0434\u0456.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img fetchpriority=\"high\" decoding=\"async\" width=\"1024\" height=\"683\" src=\"https:\/\/cifrum.kz\/wp-content\/uploads\/2025\/11\/chatgpt-image-16-noyab.-2025-g.-20_17_00-1-1024x683.png\" alt=\"\u041e\u043f\u0442\u0438\u043a\u0430\u043b\u044b\u049b \u0435\u0441\u0435\u043f\u0442\u0435\u0443\u043b\u0435\u0440 \u2014 \u0441\u044b\u043c\u0434\u0430\u0440\u0434\u044b\u04a3 \u043e\u0440\u043d\u044b\u043d\u0430 \u0436\u0430\u0440\u044b\u049b \u0441\u04d9\u0443\u043b\u0435\u043b\u0435\u0440\u0456 \u0431\u0430\u0440 \u043a\u0432\u0430\u043d\u0442\u0442\u044b\u049b-\u0444\u043e\u0442\u043e\u043d\u0434\u044b\u049b \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0440\u043c\u0435\u043d \u0436\u04b1\u043c\u044b\u0441 \u0456\u0441\u0442\u0435\u0439\u0442\u0456\u043d \u0436\u0430\u0441\u0430\u043d\u0434\u044b \u0438\u043d\u0442\u0435\u043b\u043b\u0435\u043a\u0442 \u0440\u043e\u0431\u043e\u0442\u044b\u043d\u044b\u04a3 \u0432\u0438\u0437\u0443\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f\u0441\u044b. \u0421\u0443\u0440\u0435\u0442 ChatGPT \u0430\u0440\u049b\u044b\u043b\u044b \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f\u043b\u0430\u043d\u0434\u044b.\" class=\"wp-image-5362\" srcset=\"https:\/\/cifrum.kz\/wp-content\/uploads\/2025\/11\/chatgpt-image-16-noyab.-2025-g.-20_17_00-1-1024x683.png 1024w, https:\/\/cifrum.kz\/wp-content\/uploads\/2025\/11\/chatgpt-image-16-noyab.-2025-g.-20_17_00-1-300x200.png 300w, https:\/\/cifrum.kz\/wp-content\/uploads\/2025\/11\/chatgpt-image-16-noyab.-2025-g.-20_17_00-1-768x512.png 768w, https:\/\/cifrum.kz\/wp-content\/uploads\/2025\/11\/chatgpt-image-16-noyab.-2025-g.-20_17_00-1-360x240.png 360w, https:\/\/cifrum.kz\/wp-content\/uploads\/2025\/11\/chatgpt-image-16-noyab.-2025-g.-20_17_00-1-720x480.png 720w, https:\/\/cifrum.kz\/wp-content\/uploads\/2025\/11\/chatgpt-image-16-noyab.-2025-g.-20_17_00-1.png 1536w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u041e\u043f\u0442\u0438\u043a\u0430\u043b\u044b\u049b \u0435\u0441\u0435\u043f\u0442\u0435\u0443\u043b\u0435\u0440 \u043c\u0435\u043d \u043a\u0432\u0430\u043d\u0442\u0442\u044b\u049b-\u0444\u043e\u0442\u043e\u043d\u0434\u044b\u049b \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0440\u0434\u044b \u043f\u0430\u0439\u0434\u0430\u043b\u0430\u043d\u044b\u043f, \u0434\u0435\u0440\u0435\u043a\u0442\u0435\u0440\u0434\u0456 \u0443\u043b\u044c\u0442\u0440\u0430\u0436\u043e\u0493\u0430\u0440\u044b \u0436\u044b\u043b\u0434\u0430\u043c\u0434\u044b\u049b\u043f\u0435\u043d \u04e9\u04a3\u0434\u0435\u0439\u0442\u0456\u043d \u0436\u0430\u0441\u0430\u043d\u0434\u044b \u0438\u043d\u0442\u0435\u043b\u043b\u0435\u043a\u0442\u043a\u0435 \u043d\u0435\u0433\u0456\u0437\u0434\u0435\u043b\u0433\u0435\u043d \u0440\u043e\u0431\u043e\u0442\u0442\u0430\u043d\u0434\u044b\u0440\u044b\u043b\u0493\u0430\u043d \u0436\u04af\u0439\u0435\u043d\u0456\u04a3 \u0432\u0438\u0437\u0443\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f\u0441\u044b. \u0421\u0443\u0440\u0435\u0442 ChatGPT \u0430\u0440\u049b\u044b\u043b\u044b \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f\u043b\u0430\u043d\u0434\u044b.<\/figcaption><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"> \u0422\u0435\u043d\u0437\u043e\u0440\u043b\u044b\u049b \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f\u043b\u0430\u0440 \u049b\u0430\u0437\u0456\u0440\u0433\u0456 \u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u044f\u043b\u0430\u0440\u0434\u044b\u04a3 \u043a\u04e9\u043f\u0448\u0456\u043b\u0456\u0433\u0456\u043d, \u04d9\u0441\u0456\u0440\u0435\u0441\u0435 \u0436\u0430\u0441\u0430\u043d\u0434\u044b \u0438\u043d\u0442\u0435\u043b\u043b\u0435\u043a\u0442\u0442\u0456 \u049b\u043e\u043b\u0434\u0430\u0439\u0442\u044b\u043d \u043e\u0437\u044b\u049b \u043c\u0430\u0442\u0435\u043c\u0430\u0442\u0438\u043a\u0430\u043d\u044b\u04a3 \u0431\u0456\u0440 \u0442\u04af\u0440\u0456. \u0411\u04b1\u043b \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f\u043b\u0430\u0440 \u049b\u0430\u0440\u0430\u043f\u0430\u0439\u044b\u043c \u0435\u0441\u0435\u043f\u0442\u0435\u0443\u043b\u0435\u0440\u0434\u0435\u043d \u04d9\u043b\u0434\u0435\u049b\u0430\u0439\u0434\u0430 \u0430\u0441\u044b\u043f \u0442\u04af\u0441\u0435\u0434\u0456. \u0414\u04d9\u0441\u0442\u04af\u0440\u043b\u0456 \u043a\u043e\u043c\u043f\u044c\u044e\u0442\u0435\u0440\u043b\u0435\u0440 \u043c\u04b1\u043d\u0434\u0430\u0439 \u043c\u0456\u043d\u0434\u0435\u0442\u0442\u0435\u0440\u0434\u0456 \u0442\u0456\u0437\u0431\u0435\u043a\u0442\u0435\u0440\u0433\u0435 \u0431\u04e9\u043b\u0443\u0456 \u043a\u0435\u0440\u0435\u043a, \u0430\u043b \u0436\u0430\u0440\u044b\u049b \u043e\u043b\u0430\u0440\u0434\u044b\u04a3 \u0431\u04d9\u0440\u0456\u043d \u0431\u0456\u0440 \u043c\u0435\u0437\u0435\u0442\u0442\u0435 \u043e\u0440\u044b\u043d\u0434\u0430\u0439 \u0430\u043b\u0430\u0434\u044b.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u0416\u0430\u04a3\u0430 \u0431\u0443\u044b\u043d \u043e\u043f\u0442\u0438\u043a\u0430\u043b\u044b\u049b \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0440\u043b\u0430\u0440 \u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u044f\u0441\u044b<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u00ab\u0411\u0456\u0437\u0434\u0456\u04a3 \u04d9\u0434\u0456\u0441 \u049b\u0430\u0437\u0456\u0440\u0433\u0456 GPU \u04e9\u04a3\u0434\u0435\u0439\u0442\u0456\u043d \u043a\u043e\u043d\u0432\u043e\u043b\u044e\u0446\u0438\u044f\u043b\u0430\u0440 \u043c\u0435\u043d attention \u049b\u0430\u0431\u0430\u0442\u0442\u0430\u0440\u044b \u0441\u0438\u044f\u049b\u0442\u044b \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f\u043b\u0430\u0440\u0434\u044b \u043e\u0440\u044b\u043d\u0434\u0430\u0439\u0434\u044b, \u0431\u0456\u0440\u0430\u049b \u043c\u04b1\u043d\u044b \u0436\u0430\u0440\u044b\u049b \u0436\u044b\u043b\u0434\u0430\u043c\u0434\u044b\u0493\u044b\u043c\u0435\u043d \u0436\u0430\u0441\u0430\u0439\u0434\u044b\u00bb, \u2014 \u0434\u0435\u043f \u0442\u04af\u0441\u0456\u043d\u0434\u0456\u0440\u0435\u0434\u0456 \u0434\u043e\u043a\u0442\u043e\u0440 \u0427\u0436\u0430\u043d. \u2014 \u00ab\u042d\u043b\u0435\u043a\u0442\u0440\u043e\u043d\u0434\u044b\u049b \u0441\u0445\u0435\u043c\u0430\u043b\u0430\u0440\u0493\u0430 \u0441\u04af\u0439\u0435\u043d\u0443\u0434\u0456\u04a3 \u043e\u0440\u043d\u044b\u043d\u0430, \u0431\u0456\u0437 \u043a\u04e9\u043f\u0442\u0435\u0433\u0435\u043d \u0435\u0441\u0435\u043f\u0442\u0435\u0443\u0434\u0456 \u049b\u0430\u0442\u0430\u0440 \u043e\u0440\u044b\u043d\u0434\u0430\u0443 \u04af\u0448\u0456\u043d \u0436\u0430\u0440\u044b\u049b\u0442\u044b\u04a3 \u0444\u0438\u0437\u0438\u043a\u0430\u043b\u044b\u049b \u049b\u0430\u0441\u0438\u0435\u0442\u0442\u0435\u0440\u0456\u043d \u043f\u0430\u0439\u0434\u0430\u043b\u0430\u043d\u0430\u043c\u044b\u0437\u00bb.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u041a\u043e\u043c\u0430\u043d\u0434\u0430 \u0431\u04b1\u0493\u0430\u043d \u0446\u0438\u0444\u0440\u043b\u044b\u049b \u0430\u049b\u043f\u0430\u0440\u0430\u0442\u0442\u044b \u0436\u0430\u0440\u044b\u049b \u0442\u043e\u043b\u049b\u044b\u043d\u0434\u0430\u0440\u044b\u043d\u044b\u04a3 \u0430\u043c\u043f\u043b\u0438\u0442\u0443\u0434\u0430\u0441\u044b \u043c\u0435\u043d \u0444\u0430\u0437\u0430\u0441\u044b\u043d\u0430 \u0435\u043d\u0433\u0456\u0437\u0456\u043f, \u0441\u0430\u043d\u0434\u044b\u049b \u0434\u0435\u0440\u0435\u043a\u0442\u0435\u0440\u0434\u0456 \u043e\u043f\u0442\u0438\u043a\u0430\u043b\u044b\u049b \u04e9\u0440\u0456\u0441\u0442\u0456\u04a3 \u0444\u0438\u0437\u0438\u043a\u0430\u043b\u044b\u049b \u04e9\u0437\u0433\u0435\u0440\u0456\u0441\u0442\u0435\u0440\u0456\u043d\u0435 \u0430\u0439\u043d\u0430\u043b\u0434\u044b\u0440\u0443 \u0430\u0440\u049b\u044b\u043b\u044b \u049b\u043e\u043b \u0436\u0435\u0442\u043a\u0456\u0437\u0434\u0456. \u0411\u04b1\u043b \u0436\u0430\u0440\u044b\u049b \u0442\u043e\u043b\u049b\u044b\u043d\u0434\u0430\u0440\u044b \u04e9\u0437\u0430\u0440\u0430 \u04d9\u0440\u0435\u043a\u0435\u0442\u0442\u0435\u0441\u043a\u0435\u043d\u0434\u0435 \u0442\u0435\u0440\u0435\u04a3 \u043e\u049b\u044b\u0442\u0443\u0434\u044b\u04a3 \u043d\u0435\u0433\u0456\u0437\u0456\u043d \u049b\u04b1\u0440\u0430\u0439\u0442\u044b\u043d \u043c\u0430\u0442\u0440\u0438\u0446\u0430\u043b\u044b\u049b \u0436\u04d9\u043d\u0435 \u0442\u0435\u043d\u0437\u043e\u0440\u043b\u044b\u049b \u043a\u04e9\u0431\u0435\u0439\u0442\u0443 \u0441\u0435\u043a\u0456\u043b\u0434\u0456 \u043c\u0430\u0442\u0435\u043c\u0430\u0442\u0438\u043a\u0430\u043b\u044b\u049b \u043f\u0440\u043e\u0446\u0435\u0434\u0443\u0440\u0430\u043b\u0430\u0440\u0434\u044b \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0442\u044b \u0442\u04af\u0440\u0434\u0435 \u043e\u0440\u044b\u043d\u0434\u0430\u0439\u0434\u044b. \u0416\u0430\u0440\u044b\u049b\u0442\u044b\u04a3 \u0431\u0456\u0440\u043d\u0435\u0448\u0435 \u0442\u043e\u043b\u049b\u044b\u043d \u04b1\u0437\u044b\u043d\u0434\u044b\u0493\u044b\u043c\u0435\u043d \u0436\u04b1\u043c\u044b\u0441 \u0456\u0441\u0442\u0435\u0439 \u043e\u0442\u044b\u0440\u044b\u043f, \u0437\u0435\u0440\u0442\u0442\u0435\u0443\u0448\u0456\u043b\u0435\u0440 \u04e9\u0437 \u0442\u0435\u0445\u043d\u0438\u043a\u0430\u0441\u044b\u043d \u0436\u043e\u0493\u0430\u0440\u044b \u0440\u0435\u0442\u0442\u0456 \u043e\u0434\u0430\u043d \u0434\u0430 \u043a\u04af\u0440\u0434\u0435\u043b\u0456 <strong>\u0442\u0435\u043d\u0437\u043e\u0440\u043b\u044b\u049b \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f\u043b\u0430\u0440\u0434\u044b<\/strong> \u049b\u043e\u043b\u0434\u0430\u0439\u0442\u044b\u043d\u0434\u0430\u0439 \u043a\u0435\u04a3\u0435\u0439\u0442\u0442\u0456.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u0428\u0435\u0448\u0456\u043c\u043d\u0456\u04a3 \u044d\u043d\u0435\u0440\u0433\u0438\u044f \u0442\u0438\u0456\u043c\u0434\u0456\u043b\u0456\u0433\u0456 \u043c\u0435\u043d \u043c\u0430\u0441\u0448\u0442\u0430\u0431\u0442\u0430\u043b\u0443\u044b<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u0411\u04af\u0433\u0456\u043d\u0434\u0435 <strong>\u0442\u0435\u043d\u0437\u043e\u0440\u043b\u044b\u049b \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f\u043b\u0430\u0440<\/strong> \u0441\u0443\u0440\u0435\u0442\u0442\u0435\u0440\u0434\u0456 \u04e9\u04a3\u0434\u0435\u0443, \u0442\u0456\u043b\u0434\u0456 \u0442\u04af\u0441\u0456\u043d\u0443 \u0436\u04d9\u043d\u0435 \u0441\u0430\u043d\u0441\u044b\u0437 \u04e9\u0437\u0433\u0435 \u043c\u0456\u043d\u0434\u0435\u0442\u0442\u0435\u0440\u0433\u0435 \u049b\u0430\u0442\u044b\u0441\u0430\u0442\u044b\u043d \u0416\u0418 \u0436\u04af\u0439\u0435\u043b\u0435\u0440\u0456 \u04af\u0448\u0456\u043d \u049b\u0430\u0436\u0435\u0442. \u0414\u0435\u0440\u0435\u043a\u0442\u0435\u0440 \u043a\u04e9\u043b\u0435\u043c\u0456 \u04e9\u0441\u043a\u0435\u043d \u0441\u0430\u0439\u044b\u043d GPU \u0441\u0435\u043a\u0456\u043b\u0434\u0456 \u0434\u04d9\u0441\u0442\u04af\u0440\u043b\u0456 \u0446\u0438\u0444\u0440\u043b\u044b\u049b \u0436\u0430\u0431\u0434\u044b\u049b \u0436\u044b\u043b\u0434\u0430\u043c\u0434\u044b\u049b, \u044d\u043d\u0435\u0440\u0433\u0438\u044f \u0442\u04b1\u0442\u044b\u043d\u0443 \u0436\u04d9\u043d\u0435 \u043c\u0430\u0441\u0448\u0442\u0430\u0431\u0442\u0430\u043b\u0443 \u0442\u04b1\u0440\u0493\u044b\u0441\u044b\u043d\u0430\u043d \u04e9\u0441\u0456\u043f \u043a\u0435\u043b\u0435 \u0436\u0430\u0442\u049b\u0430\u043d \u0436\u04af\u043a\u0442\u0435\u043c\u0435\u0433\u0435 \u0442\u0430\u043f \u0431\u043e\u043b\u0430\u0434\u044b.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0411\u04b1\u043b \u04d9\u0434\u0456\u0441\u0442\u0456\u04a3 \u0435\u04a3 \u043c\u0430\u04a3\u044b\u0437\u0434\u044b \u0430\u0440\u0442\u044b\u049b\u0448\u044b\u043b\u044b\u049b\u0442\u0430\u0440\u044b\u043d\u044b\u04a3 \u0431\u0456\u0440\u0456 \u2014 \u0430\u0440\u0430\u043b\u0430\u0441\u0443\u0434\u044b\u04a3 \u04e9\u0442\u0435 \u0430\u0437 \u049b\u0430\u0436\u0435\u0442 \u0431\u043e\u043b\u0443\u044b. \u049a\u0430\u0436\u0435\u0442\u0442\u0456 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f\u043b\u0430\u0440 \u0436\u0430\u0440\u044b\u049b \u04e9\u0442\u043a\u0435\u043d \u0441\u0430\u0439\u044b\u043d \u04e9\u0437\u0434\u0456\u0433\u0456\u043d\u0435\u043d \u0436\u04af\u0440\u0435\u0434\u0456, \u0441\u043e\u043d\u0434\u044b\u049b\u0442\u0430\u043d \u0436\u04af\u0439\u0435\u0433\u0435 \u0435\u0441\u0435\u043f\u0442\u0435\u0443 \u043a\u0435\u0437\u0456\u043d\u0434\u0435 \u0431\u0435\u043b\u0441\u0435\u043d\u0434\u0456 \u0431\u0430\u049b\u044b\u043b\u0430\u0443 \u043d\u0435\u043c\u0435\u0441\u0435 \u044d\u043b\u0435\u043a\u0442\u0440\u043e\u043d\u0434\u044b\u049b \u0430\u0443\u044b\u0441\u0442\u044b\u0440\u044b\u043f \u049b\u043e\u0441\u0443 \u043a\u0435\u0440\u0435\u043a \u0435\u043c\u0435\u0441. <strong>\u0416\u0430\u0440\u044b\u049b\u043f\u0435\u043d \u0434\u0435\u0440\u0435\u043a \u04e9\u04a3\u0434\u0435\u0443<\/strong> \u044d\u043b\u0435\u043a\u0442\u0440\u043e\u043d\u0434\u044b\u049b \u043a\u043e\u043c\u043f\u043e\u043d\u0435\u043d\u0442\u0442\u0435\u0440\u0441\u0456\u0437 \u043f\u0430\u0441\u0441\u0438\u0432\u0442\u0456 \u0436\u04b1\u043c\u044b\u0441 \u0456\u0441\u0442\u0435\u0439\u0434\u0456.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u00ab\u0411\u04b1\u043b \u0442\u04d9\u0441\u0456\u043b\u0434\u0456 \u0456\u0441 \u0436\u04af\u0437\u0456\u043d\u0434\u0435 \u043a\u0435\u0437 \u043a\u0435\u043b\u0433\u0435\u043d \u043e\u043f\u0442\u0438\u043a\u0430\u043b\u044b\u049b \u043f\u043b\u0430\u0442\u0444\u043e\u0440\u043c\u0430\u0434\u0430 \u0456\u0441\u043a\u0435 \u0430\u0441\u044b\u0440\u0443\u0493\u0430 \u0431\u043e\u043b\u0430\u0434\u044b\u00bb, \u2014 \u0434\u0435\u0439\u0434\u0456 \u0410\u0430\u043b\u0442\u043e \u0443\u043d\u0438\u0432\u0435\u0440\u0441\u0438\u0442\u0435\u0442\u0456\u043d\u0456\u04a3 \u0444\u043e\u0442\u043e\u043d\u0438\u043a\u0430 \u0442\u043e\u0431\u044b\u043d\u044b\u04a3 \u0436\u0435\u0442\u0435\u043a\u0448\u0456\u0441\u0456, \u043f\u0440\u043e\u0444\u0435\u0441\u0441\u043e\u0440 \u0427\u0436\u0438\u043f\u044d\u0439 \u0421\u0443\u043d\u044c. \u2014 \u00ab\u0411\u043e\u043b\u0430\u0448\u0430\u049b\u0442\u0430 \u0431\u0456\u0437 \u043e\u0441\u044b \u0435\u0441\u0435\u043f\u0442\u0435\u0443 \u049b\u04b1\u0440\u044b\u043b\u044b\u043c\u044b\u043d \u0442\u0456\u043a\u0435\u043b\u0435\u0439 <strong>\u0444\u043e\u0442\u043e\u043d\u0434\u044b\u049b \u0447\u0438\u043f\u0442\u0435\u0440\u0433\u0435<\/strong> \u0431\u0456\u0440\u0456\u043a\u0442\u0456\u0440\u0443\u0434\u0456 \u0436\u043e\u0441\u043f\u0430\u0440\u043b\u0430\u043f \u043e\u0442\u044b\u0440\u043c\u044b\u0437. \u0411\u04b1\u043b \u0436\u0430\u0440\u044b\u049b \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0440\u043b\u0430\u0440\u044b\u043d\u0430 \u0416\u0418-\u0434\u0456\u04a3 \u043a\u04af\u0440\u0434\u0435\u043b\u0456 \u043c\u0456\u043d\u0434\u0435\u0442\u0442\u0435\u0440\u0456\u043d \u04e9\u0442\u0435 \u0442\u04e9\u043c\u0435\u043d \u044d\u043d\u0435\u0440\u0433\u0438\u044f \u0442\u04b1\u0442\u044b\u043d\u0443\u043c\u0435\u043d \u043e\u0440\u044b\u043d\u0434\u0430\u0443\u0493\u0430 \u043c\u04af\u043c\u043a\u0456\u043d\u0434\u0456\u043a \u0431\u0435\u0440\u0435\u0434\u0456\u00bb.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u041e\u043f\u0442\u0438\u043a\u0430\u043b\u044b\u049b \u0435\u0441\u0435\u043f\u0442\u0435\u0443\u043b\u0435\u0440\u0434\u0456 \u0435\u043d\u0433\u0456\u0437\u0443 \u043f\u0435\u0440\u0441\u043f\u0435\u043a\u0442\u0438\u0432\u0430\u043b\u0430\u0440\u044b<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u0427\u0436\u0430\u043d \u0442\u04af\u043f\u043a\u0456 \u043c\u0430\u049b\u0441\u0430\u0442 \u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u044f\u043d\u044b \u0456\u0440\u0456 \u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u044f\u043b\u044b\u049b \u043a\u043e\u043c\u043f\u0430\u043d\u0438\u044f\u043b\u0430\u0440 \u043f\u0430\u0439\u0434\u0430\u043b\u0430\u043d\u0430\u0442\u044b\u043d \u049b\u043e\u043b\u0434\u0430\u043d\u044b\u0441\u0442\u0430\u0493\u044b \u0436\u0430\u0431\u0434\u044b\u049b \u043f\u0435\u043d \u043f\u043b\u0430\u0442\u0444\u043e\u0440\u043c\u0430\u043b\u0430\u0440\u0493\u0430 \u0431\u0435\u0439\u0456\u043c\u0434\u0435\u0443 \u0435\u043a\u0435\u043d\u0456\u043d \u0430\u0439\u0442\u0430\u0434\u044b. \u041e\u043d\u044b\u04a3 \u0431\u0430\u0493\u0430\u043b\u0430\u0443\u044b\u043d\u0448\u0430, \u04d9\u0434\u0456\u0441 \u043c\u04b1\u043d\u0434\u0430\u0439 \u0436\u04af\u0439\u0435\u043b\u0435\u0440\u0433\u0435 3\u20135 \u0436\u044b\u043b \u0456\u0448\u0456\u043d\u0434\u0435 \u0435\u043d\u0433\u0456\u0437\u0456\u043b\u0443\u0456 \u043c\u04af\u043c\u043a\u0456\u043d.<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"1024\" height=\"1024\" src=\"https:\/\/cifrum.kz\/wp-content\/uploads\/2025\/11\/chatgpt-image-16-noyab.-2025-g.-20_45_51-1.png\" alt=\"\u0416\u0430\u0440\u044b\u049b\u049b\u0430 \u043d\u0435\u0433\u0456\u0437\u0434\u0435\u043b\u0433\u0435\u043d \u043e\u043f\u0442\u0438\u043a\u0430\u043b\u044b\u049b \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0440\u043b\u0430\u0440 \u0436\u0430\u0441\u0430\u043d\u0434\u044b \u0438\u043d\u0442\u0435\u043b\u043b\u0435\u043a\u0442 \u0438\u043d\u0434\u0443\u0441\u0442\u0440\u0438\u044f\u0441\u044b\u043d \u0442\u04af\u0431\u0435\u0433\u0435\u0439\u043b\u0456 \u04e9\u0437\u0433\u0435\u0440\u0442\u0443\u0456 \u043c\u04af\u043c\u043a\u0456\u043d.\" class=\"wp-image-5363\" srcset=\"https:\/\/cifrum.kz\/wp-content\/uploads\/2025\/11\/chatgpt-image-16-noyab.-2025-g.-20_45_51-1.png 1024w, https:\/\/cifrum.kz\/wp-content\/uploads\/2025\/11\/chatgpt-image-16-noyab.-2025-g.-20_45_51-1-300x300.png 300w, https:\/\/cifrum.kz\/wp-content\/uploads\/2025\/11\/chatgpt-image-16-noyab.-2025-g.-20_45_51-1-150x150.png 150w, https:\/\/cifrum.kz\/wp-content\/uploads\/2025\/11\/chatgpt-image-16-noyab.-2025-g.-20_45_51-1-768x768.png 768w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">\u0421\u0443\u0440\u0435\u0442 ChatGPT \u0430\u0440\u049b\u044b\u043b\u044b \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f\u043b\u0430\u043d\u0434\u044b.<\/figcaption><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u0416\u0430\u0440\u044b\u049b\u049b\u0430 \u043d\u0435\u0433\u0456\u0437\u0434\u0435\u043b\u0433\u0435\u043d <strong>\u043e\u043f\u0442\u0438\u043a\u0430\u043b\u044b\u049b \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0440\u043b\u0430\u0440<\/strong> \u0436\u0430\u0441\u0430\u043d\u0434\u044b \u0438\u043d\u0442\u0435\u043b\u043b\u0435\u043a\u0442 \u0438\u043d\u0434\u0443\u0441\u0442\u0440\u0438\u044f\u0441\u044b\u043d \u0442\u04af\u0431\u0435\u0433\u0435\u0439\u043b\u0456 \u04e9\u0437\u0433\u0435\u0440\u0442\u0443\u0456 \u043c\u04af\u043c\u043a\u0456\u043d. \u0414\u04d9\u0441\u0442\u04af\u0440\u043b\u0456 GPU-\u0434\u0456 \u04d9\u0440 \u0441\u04d9\u043b\u0435\u043c\u0434\u0435\u043c\u0435\u043d\u0456 \u0444\u0443\u043d\u043a\u0446\u0438\u044f\u043b\u0430\u0440\u044b \u04d9\u0440\u0442\u04af\u0440\u043b\u0456 \u0431\u0456\u0440\u043d\u0435\u0448\u0435 \u043c\u0430\u0448\u0438\u043d\u0430 \u0430\u0440\u049b\u044b\u043b\u044b \u0442\u0435\u043a\u0441\u0435\u0440\u0456\u043f, \u043a\u0435\u0439\u0456\u043d \u043e\u043b\u0430\u0440\u0434\u044b \u0442\u0438\u0456\u0441\u0442\u0456 \u043a\u043e\u043d\u0442\u0435\u0439\u043d\u0435\u0440\u043b\u0435\u0440\u0433\u0435 \u0431\u0456\u0440-\u0431\u0456\u0440\u0434\u0435\u043d \u0441\u04b1\u0440\u044b\u043f\u0442\u0430\u0439\u0442\u044b\u043d \u043a\u0435\u0434\u0435\u043d \u049b\u044b\u0437\u043c\u0435\u0442\u043a\u0435\u0440\u0456\u043c\u0435\u043d \u0441\u0430\u043b\u044b\u0441\u0442\u044b\u0440\u0441\u0430\u049b, \u0436\u0430\u04a3\u0430 \u04d9\u0434\u0456\u0441 \u0431\u0430\u0440\u043b\u044b\u049b \u0441\u04d9\u043b\u0435\u043c\u0434\u0435\u043c\u0435 \u043c\u0435\u043d \u0431\u0430\u0440\u043b\u044b\u049b \u043c\u0430\u0448\u0438\u043d\u0430\u043d\u044b \u0431\u0456\u0440 \u0430\u0440\u043d\u0430\u0493\u0430 \u0431\u0456\u0440\u0456\u043a\u0442\u0456\u0440\u0435\u0434\u0456. \u04d8\u0440 \u043a\u0456\u0440\u0456\u0441\u0442\u0456 \u0434\u04b1\u0440\u044b\u0441 \u0448\u044b\u0493\u044b\u0441\u043f\u0435\u043d \u0431\u0430\u0439\u043b\u0430\u043d\u044b\u0441\u0442\u044b\u0440\u0430\u0442\u044b\u043d \u043a\u04e9\u043f\u0442\u0435\u0433\u0435\u043d \u00ab\u043e\u043f\u0442\u0438\u043a\u0430\u043b\u044b\u049b \u0456\u043b\u043c\u0435\u043a\u0442\u0435\u0440\u00bb \u0436\u0430\u0441\u0430\u043b\u0430\u0434\u044b. \u0411\u0456\u0440 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f\u0434\u0430, \u0436\u0430\u0440\u044b\u049b \u0431\u0456\u0440 \u0440\u0435\u0442 \u04e9\u0442\u043a\u0435\u043d\u0434\u0435, \u0431\u0430\u0440\u043b\u044b\u049b \u0442\u0435\u043a\u0441\u0435\u0440\u0443 \u043c\u0435\u043d \u0441\u04b1\u0440\u044b\u043f\u0442\u0430\u0443 \u043b\u0435\u0437\u0434\u0435 \u04d9\u0440\u0456 \u043f\u0430\u0440\u0430\u043b\u043b\u0435\u043b\u044c \u043e\u0440\u044b\u043d\u0434\u0430\u043b\u0430\u0434\u044b.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u00ab\u0411\u04b1\u043b \u043a\u04e9\u043f\u0442\u0435\u0433\u0435\u043d \u0441\u0430\u043b\u0430\u0434\u0430\u0493\u044b \u0416\u0418-\u0434\u0456\u04a3 \u043a\u04af\u0440\u0434\u0435\u043b\u0456 \u043c\u0456\u043d\u0434\u0435\u0442\u0442\u0435\u0440\u0456\u043d \u0435\u0434\u04d9\u0443\u0456\u0440 \u0436\u0435\u0434\u0435\u043b\u0434\u0435\u0442\u0435\u0442\u0456\u043d \u043e\u043f\u0442\u0438\u043a\u0430\u043b\u044b\u049b \u0435\u0441\u0435\u043f\u0442\u0435\u0443 \u0436\u04af\u0439\u0435\u043b\u0435\u0440\u0456\u043d\u0456\u04a3 \u0436\u0430\u04a3\u0430 \u0431\u0443\u044b\u043d\u044b\u043d \u049b\u0430\u043b\u044b\u043f\u0442\u0430\u0441\u0442\u044b\u0440\u0430\u0434\u044b\u00bb, \u2014 \u0434\u0435\u043f \u0442\u04af\u0439\u0456\u043d\u0434\u0435\u0439\u0434\u0456 \u0427\u0436\u0430\u043d.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">2025 \u0436\u044b\u043b\u0493\u044b 14 \u049b\u0430\u0440\u0430\u0448\u0430\u0434\u0430 Nature Photonics \u0436\u0443\u0440\u043d\u0430\u043b\u044b\u043d\u0434\u0430 \u0436\u0430\u0440\u0438\u044f\u043b\u0430\u043d\u0493\u0430\u043d \u0437\u0435\u0440\u0442\u0442\u0435\u0443 \u0444\u043e\u0442\u043e\u043d\u0438\u043a\u0430\u0493\u0430 \u043d\u0435\u0433\u0456\u0437\u0434\u0435\u043b\u0433\u0435\u043d <strong>\u044d\u043d\u0435\u0440\u0433\u0438\u044f \u0442\u0438\u0456\u043c\u0434\u0456 \u0436\u0430\u0441\u0430\u043d\u0434\u044b \u0438\u043d\u0442\u0435\u043b\u043b\u0435\u043a\u0442\u0442\u0456\u04a3<\/strong> \u04d9\u043b\u0435\u0443\u0435\u0442\u0456\u043d \u043a\u04e9\u0440\u0441\u0435\u0442\u0435\u0434\u0456. <strong>\u0416\u0418-\u0433\u0435 \u0430\u0440\u043d\u0430\u043b\u0493\u0430\u043d \u043e\u043f\u0442\u0438\u043a\u0430\u043b\u044b\u049b \u0435\u0441\u0435\u043f\u0442\u0435\u0443\u043b\u0435\u0440<\/strong> \u04af\u043b\u043a\u0435\u043d \u0434\u0435\u0440\u0435\u043a\u0442\u0435\u0440\u0434\u0456 \u04e9\u04a3\u0434\u0435\u0443 \u0442\u04d9\u0441\u0456\u043b\u0456\u043d \u0442\u04af\u0431\u0435\u0433\u0435\u0439\u043b\u0456 \u04e9\u0437\u0433\u0435\u0440\u0442\u0456\u043f, \u0431\u04b1\u0440\u044b\u043d-\u0441\u043e\u04a3\u0434\u044b \u0431\u043e\u043b\u043c\u0430\u0493\u0430\u043d \u04e9\u043d\u0456\u043c\u0434\u0456\u043b\u0456\u043a \u043f\u0435\u043d \u043c\u0438\u043d\u0438\u043c\u0430\u043b\u0434\u044b \u044d\u043d\u0435\u0440\u0433\u0438\u044f \u0442\u04b1\u0442\u044b\u043d\u0443\u044b \u0431\u0430\u0440 \u043a\u0435\u043b\u0435\u0441\u0456 \u0431\u0443\u044b\u043d \u0435\u0441\u0435\u043f\u0442\u0435\u0443 \u0436\u04af\u0439\u0435\u043b\u0435\u0440\u0456\u043d \u0436\u0430\u0441\u0430\u0443\u0493\u0430 \u0436\u043e\u043b \u0430\u0448\u0430\u0434\u044b.<\/p>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<h2 class=\"wp-block-heading\">\u0421\u0456\u0437\u0433\u0435 \u043c\u044b\u043d\u0430 \u043c\u0430\u0442\u0435\u0440\u0438\u0430\u043b\u0434\u0430\u0440 \u0434\u0430 \u049b\u044b\u0437\u044b\u049b \u0431\u043e\u043b\u0443\u044b \u043c\u04af\u043c\u043a\u0456\u043d:<\/h2>\n\n\n\n<ol class=\"wp-block-list\">\n<li><a href=\"https:\/\/cifrum.kz\/huawei-i-deepseek-r1-safe-tehnologicheskij-vzglyad-na-bezopasnyj-iskusstvennyj-intellekt\/\">Huawei \u0436\u04d9\u043d\u0435 DeepSeek-R1-Safe: \u049b\u0430\u0443\u0456\u043f\u0441\u0456\u0437 \u0436\u0430\u0441\u0430\u043d\u0434\u044b \u0438\u043d\u0442\u0435\u043b\u043b\u0435\u043a\u0442\u043a\u0435 \u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u044f\u043b\u044b\u049b \u043a\u04e9\u0437\u049b\u0430\u0440\u0430\u0441<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/cifrum.kz\/solnechnaya-energiya-v-2025-godu-10-klyuchevyh-innovaczij-vozobnovlyaemoj-energetiki\/\">2025 \u0436\u044b\u043b\u0493\u044b \u043a\u04af\u043d \u044d\u043d\u0435\u0440\u0433\u0438\u044f\u0441\u044b: \u0436\u0430\u04a3\u0430\u0440\u0442\u044b\u043b\u0430\u0442\u044b\u043d \u044d\u043d\u0435\u0440\u0433\u0435\u0442\u0438\u043a\u0430\u043d\u044b\u04a3 10 \u043d\u0435\u0433\u0456\u0437\u0433\u0456 \u0438\u043d\u043d\u043e\u0432\u0430\u0446\u0438\u044f\u0441\u044b<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/cifrum.kz\/proekt-openai-sora-2-revolyucziya-v-korotkih-ai-video\/\">OpenAI Sora 2 \u0436\u043e\u0431\u0430\u0441\u044b: \u049b\u044b\u0441\u049b\u0430 AI-\u0431\u0435\u0439\u043d\u0435\u043b\u0435\u0440\u0434\u0435\u0433\u0456 \u0440\u0435\u0432\u043e\u043b\u044e\u0446\u0438\u044f<\/a><\/li>\n<\/ol>\n\n\n\n<h2 class=\"wp-block-heading\">\u0414\u0435\u0440\u0435\u043a\u043a\u04e9\u0437\u0434\u0435\u0440:<\/h2>\n\n\n\n<ol class=\"wp-block-list\">\n<li><a href=\"https:\/\/www.sciencedaily.com\/releases\/2025\/11\/251115095923.htm\" target=\"_blank\" rel=\"noopener\">Aalto University \u2014 A single beam of light runs AI with supercomputer power<\/a><\/li>\n\n\n\n<li><a href=\"http:\/\/dx.doi.org\/10.1038\/s41566-025-01799-7\" target=\"_blank\" rel=\"noopener\">Nature Photonics \u2014 Direct tensor processing with coherent light<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/www.sciencedaily.com\/\" target=\"_blank\" rel=\"noopener\">ScienceDaily \u2014 Light-based tensor computing<\/a><\/li>\n<\/ol>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity\"\/>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u0415\u0441\u043a\u0435\u0440\u0442\u043f\u0435:<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><em>\u041e\u0441\u044b \u043c\u0430\u0442\u0435\u0440\u0438\u0430\u043b \u0430\u0448\u044b\u049b \u0434\u0435\u0440\u0435\u043a\u043a\u04e9\u0437\u0434\u0435\u0440\u0434\u0435 \u0436\u0430\u0440\u0438\u044f\u043b\u0430\u043d\u0493\u0430\u043d \u0430\u049b\u043f\u0430\u0440\u0430\u0442 \u043d\u0435\u0433\u0456\u0437\u0456\u043d\u0434\u0435 \u0434\u0430\u0439\u044b\u043d\u0434\u0430\u043b\u0434\u044b \u0436\u04d9\u043d\u0435 \u0442\u0435\u043a \u0430\u049b\u043f\u0430\u0440\u0430\u0442\u0442\u044b\u049b-\u0430\u043d\u044b\u049b\u0442\u0430\u043c\u0430\u043b\u044b\u049b \u0441\u0438\u043f\u0430\u0442\u049b\u0430 \u0438\u0435. \u0411\u0435\u0440\u0456\u043b\u0433\u0435\u043d \u043c\u04d9\u043b\u0456\u043c\u0435\u0442\u0442\u0435\u0440 \u0440\u0435\u0441\u043c\u0438 \u049b\u043e\u0440\u044b\u0442\u044b\u043d\u0434\u044b \u0431\u043e\u043b\u044b\u043f \u0441\u0430\u043d\u0430\u043b\u043c\u0430\u0439\u0434\u044b \u04d9\u0440\u0456 \u0437\u0430\u04a3\u0434\u044b\u049b, \u049b\u0430\u0440\u0436\u044b\u043b\u044b\u049b \u043d\u0435\u043c\u0435\u0441\u0435 \u04e9\u0437\u0433\u0435 \u0434\u0435 \u043a\u04d9\u0441\u0456\u0431\u0438 \u043a\u0435\u04a3\u0435\u0441 \u0440\u0435\u0442\u0456\u043d\u0434\u0435 \u049b\u0430\u0440\u0430\u0441\u0442\u044b\u0440\u044b\u043b\u043c\u0430\u0439\u0434\u044b. \u0416\u0430\u0440\u0438\u044f\u043b\u0430\u043d\u044b\u043c \u0436\u0430\u0440\u043d\u0430\u043c\u0430\u043b\u044b\u049b \u0441\u0438\u043f\u0430\u0442\u0442\u0430 \u0435\u043c\u0435\u0441. \u0421\u0430\u0443\u0434\u0430 \u0431\u0435\u043b\u0433\u0456\u043b\u0435\u0440\u0456\u043d, \u0431\u0440\u0435\u043d\u0434\u0442\u0435\u0440\u0434\u0456 \u0436\u04d9\u043d\u0435 \u04b1\u0439\u044b\u043c \u0430\u0442\u0430\u0443\u043b\u0430\u0440\u044b\u043d \u0430\u0442\u0430\u0443 \u0442\u0435\u043a \u0430\u049b\u043f\u0430\u0440\u0430\u0442\u0442\u044b\u049b \u043c\u0430\u049b\u0441\u0430\u0442\u0442\u0430 \u0436\u0430\u0441\u0430\u043b\u0493\u0430\u043d \u0436\u04d9\u043d\u0435 \u043e\u043b\u0430\u0440\u0434\u044b \u0456\u043b\u0433\u0435\u0440\u0456\u043b\u0435\u0442\u0443\u0434\u0456 \u043d\u0435 \u043c\u0430\u049b\u04b1\u043b\u0434\u0430\u0443\u0434\u044b \u0431\u0456\u043b\u0434\u0456\u0440\u043c\u0435\u0439\u0434\u0456.<\/em><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n","protected":false},"excerpt":{"rendered":"<p>\u0410\u0430\u043b\u0442\u043e \u0443\u043d\u0438\u0432\u0435\u0440\u0441\u0438\u0442\u0435\u0442\u0456 \u0431\u0456\u0440 \u0436\u0430\u0440\u044b\u049b \u0441\u04d9\u0443\u043b\u0435\u0441\u0456\u043c\u0435\u043d \u043a\u04af\u0440\u0434\u0435\u043b\u0456 \u0442\u0435\u043d\u0437\u043e\u0440\u043b\u044b\u049b \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f\u043b\u0430\u0440\u0434\u044b \u043e\u0440\u044b\u043d\u0434\u0430\u0443 \u04d9\u0434\u0456\u0441\u0456\u043d \u04b1\u0441\u044b\u043d\u0434\u044b. \u0411\u04b1\u043b \u0416\u0418 \u0435\u0441\u0435\u043f\u0442\u0435\u0443\u043b\u0435\u0440\u0456\u043d \u0436\u044b\u043b\u0434\u0430\u043c \u04d9\u0440\u0456 \u044d\u043d\u0435\u0440\u0433\u0438\u044f \u0442\u0438\u0456\u043c\u0434\u0456 \u0435\u0442\u0443\u0456 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