{"id":5899,"date":"2026-01-03T18:41:10","date_gmt":"2026-01-03T13:41:10","guid":{"rendered":"https:\/\/cifrum.kz\/besolshemdi-kenistik-kopolshendi-modelder-2026-zhyly-derekter-arkhitekturasy-men-zhi\/"},"modified":"2026-06-25T07:25:20","modified_gmt":"2026-06-25T07:25:20","slug":"besolshemdi-kenistik-kopolshendi-modelder-2026-zhyly-derekter-arkhitekturasy-men-zhi","status":"publish","type":"post","link":"https:\/\/cifrum.kz\/kk\/besolshemdi-kenistik-kopolshendi-modelder-2026-zhyly-derekter-arkhitekturasy-men-zhi\/","title":{"rendered":"\u0411\u0435\u0441\u04e9\u043b\u0448\u0435\u043c\u0434\u0456 \u043a\u0435\u04a3\u0456\u0441\u0442\u0456\u043a: \u0416\u0418 \u043c\u0435\u043d \u0434\u0435\u0440\u0435\u043a\u0442\u0435\u0440\u0434\u0456 \u0442\u04af\u0441\u0456\u043d\u0434\u0456\u0440\u0435\u0442\u0456\u043d \u049b\u0430\u0440\u0430\u043f\u0430\u0439\u044b\u043c \u043d\u04b1\u0441\u049b\u0430\u0443\u043b\u044b\u049b"},"content":{"rendered":"<p><strong>\u0411\u0435\u0441\u04e9\u043b\u0448\u0435\u043c\u0434\u0456 \u043a\u0435\u04a3\u0456\u0441\u0442\u0456\u043a<\/strong> \u0444\u0430\u043d\u0442\u0430\u0441\u0442\u0438\u043a\u0430 \u0441\u0438\u044f\u049b\u0442\u044b \u0435\u0441\u0442\u0456\u043b\u0435\u0434\u0456, \u0431\u0456\u0440\u0430\u049b \u0446\u0438\u0444\u0440\u043b\u044b\u049b \u0436\u04af\u0439\u0435\u043b\u0435\u0440\u0434\u0435 \u0431\u04b1\u043b \u04e9\u0442\u0435 \u043f\u0430\u0439\u0434\u0430\u043b\u044b \u0442\u04af\u0441\u0456\u043d\u0456\u043a. \u041d\u044b\u0441\u0430\u043d\u0434\u044b \u0431\u0456\u0440 \u0493\u0430\u043d\u0430 \u0441\u0430\u043d\u043c\u0435\u043d \u0435\u043c\u0435\u0441, \u0431\u0456\u0440\u043d\u0435\u0448\u0435 \u0442\u04d9\u0443\u0435\u043b\u0441\u0456\u0437 \u0431\u0435\u043b\u0433\u0456\u043c\u0435\u043d \u0441\u0438\u043f\u0430\u0442\u0442\u0430\u0441\u0430\u049b, \u0431\u0456\u0437 \u043a\u04e9\u043f\u04e9\u043b\u0448\u0435\u043c\u0434\u0456 \u043a\u0435\u04a3\u0456\u0441\u0442\u0456\u043a \u049b\u04b1\u0440\u0430\u043c\u044b\u0437. \u0411\u0435\u0441 \u04e9\u043b\u0448\u0435\u043c\u0434\u0456 \u043c\u044b\u0441\u0430\u043b \u0440\u0435\u0442\u0456\u043d\u0434\u0435 \u0430\u043b\u0443 \u044b\u04a3\u0493\u0430\u0439\u043b\u044b: \u043e\u043b \u0416\u0418 \u043b\u043e\u0433\u0438\u043a\u0430\u0441\u044b\u043d \u0442\u04af\u0441\u0456\u043d\u0434\u0456\u0440\u0443\u0433\u0435 \u0436\u0435\u0442\u043a\u0456\u043b\u0456\u043a\u0442\u0456 \u043a\u04af\u0440\u0434\u0435\u043b\u0456, \u0431\u0456\u0440\u0430\u049b \u0436\u04af\u0437\u0434\u0435\u0433\u0435\u043d \u043a\u043e\u043e\u0440\u0434\u0438\u043d\u0430\u0442\u0430\u0441\u044b \u0431\u0430\u0440 embeddings \u0441\u0438\u044f\u049b\u0442\u044b \u0442\u044b\u043c \u0430\u0443\u044b\u0440 \u0435\u043c\u0435\u0441.<\/p>\n<figure class=\"wp-block-image size-full\"><img fetchpriority=\"high\" decoding=\"async\" width=\"1200\" height=\"675\" src=\"https:\/\/cifrum.kz\/wp-content\/uploads\/2026\/01\/five-dimensional-space-hero.webp\" alt=\"\u0411\u0435\u0441\u04e9\u043b\u0448\u0435\u043c\u0434\u0456 \u043a\u0435\u04a3\u0456\u0441\u0442\u0456\u043a \u043f\u0435\u043d \u043a\u04e9\u043f\u04e9\u043b\u0448\u0435\u043c\u0434\u0456 \u0434\u0435\u0440\u0435\u043a\u0442\u0435\u0440\u0434\u0456\u04a3 \u0430\u0431\u0441\u0442\u0440\u0430\u043a\u0442\u0456\u043b\u0456 \u043a\u04e9\u0440\u0456\u043d\u0456\u0441\u0456\" class=\"wp-image-6712\" srcset=\"https:\/\/cifrum.kz\/wp-content\/uploads\/2026\/01\/five-dimensional-space-hero.webp 1200w, https:\/\/cifrum.kz\/wp-content\/uploads\/2026\/01\/five-dimensional-space-hero-300x169.webp 300w, https:\/\/cifrum.kz\/wp-content\/uploads\/2026\/01\/five-dimensional-space-hero-1024x576.webp 1024w, https:\/\/cifrum.kz\/wp-content\/uploads\/2026\/01\/five-dimensional-space-hero-768x432.webp 768w\" sizes=\"(max-width: 1200px) 100vw, 1200px\" \/><figcaption class=\"wp-element-caption\">\u0418\u043b\u043b\u044e\u0441\u0442\u0440\u0430\u0446\u0438\u044f Cifrum.kz \u04af\u0448\u0456\u043d \u0416\u0418 \u0430\u0440\u049b\u044b\u043b\u044b \u0436\u0430\u0441\u0430\u043b\u0493\u0430\u043d.<\/figcaption><\/figure>\n<p>\u041a\u0443\u0440\u044c\u0435\u0440\u0434\u0456\u04a3 \u044d\u043b\u0435\u043a\u0442\u0440 \u0432\u0435\u043b\u043e\u0441\u0438\u043f\u0435\u0434\u0456 \u0431\u0430\u0440 \u0434\u0435\u043f \u0435\u043b\u0435\u0441\u0442\u0435\u0442\u0456\u04a3\u0456\u0437. \u041e\u043d\u044b \u0442\u0435\u043a \u043a\u0430\u0440\u0442\u0430\u0434\u0430\u0493\u044b \u043d\u04af\u043a\u0442\u0435 \u0440\u0435\u0442\u0456\u043d\u0434\u0435 \u0435\u043c\u0435\u0441, X \u043a\u043e\u043e\u0440\u0434\u0438\u043d\u0430\u0442\u0430\u0441\u044b, Y \u043a\u043e\u043e\u0440\u0434\u0438\u043d\u0430\u0442\u0430\u0441\u044b, \u0443\u0430\u049b\u044b\u0442, \u0431\u0430\u0442\u0430\u0440\u0435\u044f \u0437\u0430\u0440\u044f\u0434\u044b \u0436\u04d9\u043d\u0435 \u043a\u0435\u0448\u0456\u0433\u0443 \u049b\u0430\u0443\u043f\u0456 \u0430\u0440\u049b\u044b\u043b\u044b \u0441\u0438\u043f\u0430\u0442\u0442\u0430\u0443\u0493\u0430 \u0431\u043e\u043b\u0430\u0434\u044b. \u041e\u0441\u044b\u043b\u0430\u0439\u0448\u0430 \u043d\u044b\u0441\u0430\u043d \u0431\u0435\u0441 \u043a\u043e\u043e\u0440\u0434\u0438\u043d\u0430\u0442\u0430\u0434\u0430\u043d \u0442\u04b1\u0440\u0430\u0434\u044b: <code>(x, y, time, battery, risk)<\/code>.<\/p>\n<h2>\u04e8\u043b\u0448\u0435\u043c \u0434\u0435\u0433\u0435\u043d \u043d\u0435?<\/h2>\n<p>\u04e8\u043b\u0448\u0435\u043c \u2014 \u043d\u044b\u0441\u0430\u043d\u0434\u044b \u0441\u0438\u043f\u0430\u0442\u0442\u0430\u0439\u0442\u044b\u043d \u0442\u04d9\u0443\u0435\u043b\u0441\u0456\u0437 \u043a\u043e\u043e\u0440\u0434\u0438\u043d\u0430\u0442\u0430. \u0421\u044b\u0437\u044b\u049b\u0442\u0430 \u0431\u0456\u0440 \u043a\u043e\u043e\u0440\u0434\u0438\u043d\u0430\u0442\u0430 \u0436\u0435\u0442\u043a\u0456\u043b\u0456\u043a\u0442\u0456. \u041a\u0430\u0440\u0442\u0430\u0434\u0430 \u0435\u043a\u0456 \u043a\u043e\u043e\u0440\u0434\u0438\u043d\u0430\u0442\u0430 \u043a\u0435\u0440\u0435\u043a. \u0411\u04e9\u043b\u043c\u0435\u0434\u0435 \u04af\u0448 \u043a\u043e\u043e\u0440\u0434\u0438\u043d\u0430\u0442\u0430 \u0431\u0430\u0440. \u0423\u0430\u049b\u044b\u0442\u0442\u044b \u049b\u043e\u0441\u0441\u0430\u049b, \u043e\u049b\u0438\u0493\u0430\u043d\u044b\u04a3 \u043c\u043e\u0434\u0435\u043b\u0456 \u043f\u0430\u0439\u0434\u0430 \u0431\u043e\u043b\u0430\u0434\u044b. \u0422\u0430\u0493\u044b \u0431\u0456\u0440 \u043f\u0430\u0440\u0430\u043c\u0435\u0442\u0440, \u043c\u044b\u0441\u0430\u043b\u044b \u0442\u0435\u043c\u043f\u0435\u0440\u0430\u0442\u0443\u0440\u0430, \u0436\u044b\u043b\u0434\u0430\u043c\u0434\u044b\u049b, \u0437\u0430\u0440\u044f\u0434, \u0431\u0430\u0493\u0430 \u043d\u0435\u043c\u0435\u0441\u0435 \u0441\u0435\u043d\u0456\u043c \u0434\u0435\u04a3\u0433\u0435\u0439\u0456 \u049b\u043e\u0441\u044b\u043b\u0441\u0430, \u043c\u043e\u0434\u0435\u043b\u044c \u0431\u0435\u0441\u04e9\u043b\u0448\u0435\u043c\u0434\u0456 \u0431\u043e\u043b\u0430\u0434\u044b.<\/p>\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"1200\" height=\"675\" src=\"https:\/\/cifrum.kz\/wp-content\/uploads\/2026\/01\/five-dimensional-dimensions-progression.webp\" alt=\"\u041d\u04af\u043a\u0442\u0435\u0434\u0435\u043d \u0441\u044b\u0437\u044b\u049b\u049b\u0430 \u0436\u0430\u0437\u044b\u049b\u0442\u044b\u049b\u049b\u0430 \u043a\u0443\u0431\u049b\u0430 \u0436\u04d9\u043d\u0435 \u043a\u04e9\u043f\u04e9\u043b\u0448\u0435\u043c\u0434\u0456 \u043c\u043e\u0434\u0435\u043b\u044c\u0433\u0435 \u04e9\u0442\u0443 \u0441\u0445\u0435\u043c\u0430\u0441\u044b\" class=\"wp-image-6713\" srcset=\"https:\/\/cifrum.kz\/wp-content\/uploads\/2026\/01\/five-dimensional-dimensions-progression.webp 1200w, https:\/\/cifrum.kz\/wp-content\/uploads\/2026\/01\/five-dimensional-dimensions-progression-300x169.webp 300w, https:\/\/cifrum.kz\/wp-content\/uploads\/2026\/01\/five-dimensional-dimensions-progression-1024x576.webp 1024w, https:\/\/cifrum.kz\/wp-content\/uploads\/2026\/01\/five-dimensional-dimensions-progression-768x432.webp 768w\" sizes=\"(max-width: 1200px) 100vw, 1200px\" \/><figcaption class=\"wp-element-caption\">\u0418\u043b\u043b\u044e\u0441\u0442\u0440\u0430\u0446\u0438\u044f Cifrum.kz \u04af\u0448\u0456\u043d \u0416\u0418 \u0430\u0440\u049b\u044b\u043b\u044b \u0436\u0430\u0441\u0430\u043b\u0493\u0430\u043d.<\/figcaption><\/figure>\n<figure class=\"wp-block-table\">\n<table>\n<thead>\n<tr>\n<th>\u04e8\u043b\u0448\u0435\u043c<\/th>\n<th>\u041c\u0430\u0493\u044b\u043d\u0430\u0441\u044b<\/th>\n<th>\u0426\u0438\u0444\u0440\u043b\u044b\u049b \u0436\u04af\u0439\u0435\u0434\u0435\u0433\u0456 \u043c\u044b\u0441\u0430\u043b<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>1<\/td>\n<td>\u0411\u0456\u0440 \u0448\u043a\u0430\u043b\u0430<\/td>\n<td>\u0422\u0430\u0443\u0430\u0440 \u0431\u0430\u0493\u0430\u0441\u044b<\/td>\n<\/tr>\n<tr>\n<td>2<\/td>\n<td>\u0416\u0430\u0437\u044b\u049b\u0442\u044b\u049b<\/td>\n<td>\u049a\u0430\u043b\u0430 \u043a\u0430\u0440\u0442\u0430\u0441\u044b<\/td>\n<\/tr>\n<tr>\n<td>3<\/td>\n<td>\u041a\u04e9\u043b\u0435\u043c<\/td>\n<td>\u049a\u043e\u0439\u043c\u0430, \u0434\u0440\u043e\u043d, 3D \u043c\u043e\u0434\u0435\u043b\u044c<\/td>\n<\/tr>\n<tr>\n<td>4<\/td>\n<td>\u041a\u04e9\u043b\u0435\u043c \u0436\u04d9\u043d\u0435 \u0443\u0430\u049b\u044b\u0442<\/td>\n<td>\u041d\u044b\u0441\u0430\u043d\u043d\u044b\u04a3 \u0443\u0430\u049b\u044b\u0442 \u0456\u0448\u0456\u043d\u0434\u0435\u0433\u0456 \u0431\u0430\u0493\u044b\u0442\u044b<\/td>\n<\/tr>\n<tr>\n<td>5<\/td>\n<td>\u049a\u043e\u0441\u044b\u043c\u0448\u0430 \u043c\u0430\u04a3\u044b\u0437\u0434\u044b \u0431\u0435\u043b\u0433\u0456<\/td>\n<td>\u049a\u0430\u0443\u0456\u043f, \u0437\u0430\u0440\u044f\u0434, \u0441\u04b1\u0440\u0430\u043d\u044b\u0441, \u0441\u0438\u0433\u043d\u0430\u043b \u0441\u0430\u043f\u0430\u0441\u044b<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/figure>\n<h2>\u0424\u0438\u0437\u0438\u043a\u0430\u0434\u0430\u0493\u044b \u0431\u0435\u0441\u0456\u043d\u0448\u0456 \u04e9\u043b\u0448\u0435\u043c \u043c\u0435\u043d \u0434\u0435\u0440\u0435\u043a \u04e9\u043b\u0448\u0435\u043c\u0434\u0435\u0440\u0456 \u0431\u04e9\u043b\u0435\u043a \u04b1\u0493\u044b\u043c<\/h2>\n<p>\u0411\u04b1\u043b \u0436\u0435\u0440\u0434\u0435 \u0435\u043a\u0456 \u0442\u0430\u049b\u044b\u0440\u044b\u043f\u0442\u044b \u0448\u0430\u0442\u0430\u0441\u0442\u044b\u0440\u043c\u0430\u0443 \u043a\u0435\u0440\u0435\u043a. \u0424\u0438\u0437\u0438\u043a\u0430\u0434\u0430 \u049b\u043e\u0441\u044b\u043c\u0448\u0430 \u04e9\u043b\u0448\u0435\u043c\u0434\u0435\u0440 \u0492\u0430\u043b\u0430\u043c\u043d\u044b\u04a3 \u049b\u04b1\u0440\u044b\u043b\u044b\u043c\u044b \u0442\u0443\u0440\u0430\u043b\u044b \u0442\u0435\u043e\u0440\u0438\u044f\u043b\u044b\u049b \u0433\u0438\u043f\u043e\u0442\u0435\u0437\u0430\u043b\u0430\u0440 \u0440\u0435\u0442\u0456\u043d\u0434\u0435 \u0442\u0430\u043b\u049b\u044b\u043b\u0430\u043d\u0430\u0434\u044b. CERN \u043a\u04af\u043d\u0434\u0435\u043b\u0456\u043a\u0442\u0456 \u0442\u04d9\u0436\u0456\u0440\u0438\u0431\u0435\u0434\u0435 \u04af\u0448 \u043a\u0435\u04a3\u0456\u0441\u0442\u0456\u043a \u04e9\u043b\u0448\u0435\u043c\u0456\u043d \u0436\u04d9\u043d\u0435 \u0443\u0430\u049b\u044b\u0442\u0442\u044b \u043a\u04e9\u0440\u0435\u0442\u0456\u043d\u0456\u043c\u0456\u0437\u0434\u0456, \u0430\u043b \u049b\u043e\u0441\u044b\u043c\u0448\u0430 \u04e9\u043b\u0448\u0435\u043c\u0434\u0435\u0440 \u0442\u0435\u043e\u0440\u0438\u044f\u043b\u044b\u049b \u043c\u043e\u0434\u0435\u043b\u044c\u0434\u0435\u0440\u0434\u0435 \u049b\u0430\u0440\u0430\u0441\u0442\u044b\u0440\u044b\u043b\u0430\u0442\u044b\u043d\u044b\u043d \u0442\u04af\u0441\u0456\u043d\u0434\u0456\u0440\u0435\u0434\u0456. \u0410\u043b \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430 \u043c\u0435\u043d \u0416\u0418-\u0434\u0435 \u00ab\u04e9\u043b\u0448\u0435\u043c\u00bb \u043a\u04e9\u0431\u0456\u043d\u0435 \u0434\u0435\u0440\u0435\u043a\u0442\u0456\u04a3 \u043a\u043e\u043e\u0440\u0434\u0438\u043d\u0430\u0442\u0430\u0441\u044b\u043d \u0431\u0456\u043b\u0434\u0456\u0440\u0435\u0434\u0456: \u0431\u0430\u0493\u0430, \u0443\u0430\u049b\u044b\u0442, \u0436\u044b\u043b\u0434\u0430\u043c\u0434\u044b\u049b, \u044b\u049b\u0442\u0438\u043c\u0430\u043b\u0434\u044b\u049b \u043d\u0435\u043c\u0435\u0441\u0435 \u0432\u0435\u043a\u0442\u043e\u0440\u043b\u044b\u049b \u0431\u0435\u043b\u0433\u0456.<\/p>\n<p>\u042f\u0493\u043d\u0438 \u0431\u04b1\u043b \u043c\u0430\u049b\u0430\u043b\u0430\u0434\u0430\u0493\u044b \u0431\u0435\u0441\u04e9\u043b\u0448\u0435\u043c\u0434\u0456 \u043c\u043e\u0434\u0435\u043b\u044c \u0430\u0434\u0430\u043c\u043d\u044b\u04a3 \u0444\u0438\u0437\u0438\u043a\u0430\u043b\u044b\u049b \u0442\u04af\u0440\u0434\u0435 \u0431\u0435\u0441\u0456\u043d\u0448\u0456 \u04e9\u043b\u0448\u0435\u043c\u0434\u0456 \u043a\u04e9\u0440\u0435\u0442\u0456\u043d\u0456\u043d \u0431\u0456\u043b\u0434\u0456\u0440\u043c\u0435\u0439\u0434\u0456. \u0411\u04b1\u043b \u043a\u04af\u0440\u0434\u0435\u043b\u0456 \u043d\u044b\u0441\u0430\u043d\u0434\u0430\u0440\u0434\u044b \u0430\u043b\u0433\u043e\u0440\u0438\u0442\u043c\u0434\u0435\u0440 \u0441\u0430\u043b\u044b\u0441\u0442\u044b\u0440\u0430 \u0430\u043b\u0430\u0442\u044b\u043d\u0434\u0430\u0439 \u0435\u0442\u0456\u043f \u0441\u0438\u043f\u0430\u0442\u0442\u0430\u0443 \u0442\u04d9\u0441\u0456\u043b\u0456.<\/p>\n<h2>\u041d\u044b\u0441\u0430\u043d \u049b\u0430\u043b\u0430\u0439 \u0434\u0435\u0440\u0435\u043a \u043d\u04af\u043a\u0442\u0435\u0441\u0456\u043d\u0435 \u0430\u0439\u043d\u0430\u043b\u0430\u0434\u044b?<\/h2>\n<p>\u041a\u0435\u0437 \u043a\u0435\u043b\u0433\u0435\u043d \u043d\u044b\u0441\u0430\u043d\u0434\u044b \u0441\u0430\u043d\u0434\u0430\u0440 \u0436\u0438\u044b\u043d\u044b\u043d\u0430 \u0430\u0439\u043d\u0430\u043b\u0434\u044b\u0440\u0443\u0493\u0430 \u0431\u043e\u043b\u0430\u0434\u044b. \u041a\u0443\u0440\u044c\u0435\u0440 \u0432\u0435\u043b\u043e\u0441\u0438\u043f\u0435\u0434\u0456 \u04af\u0448\u0456\u043d \u043c\u044b\u0441\u0430\u043b \u0431\u044b\u043b\u0430\u0439 \u043a\u04e9\u0440\u0456\u043d\u0443\u0456 \u043c\u04af\u043c\u043a\u0456\u043d:<\/p>\n<pre class=\"wp-block-preformatted\">bike_42 = (\n  latitude,\n  longitude,\n  minutes_from_start,\n  battery_percent,\n  delay_risk\n)<\/pre>\n<p>\u0415\u043a\u0456 \u043d\u04af\u043a\u0442\u0435 \u0436\u0430\u049b\u044b\u043d \u0431\u043e\u043b\u0441\u0430, \u0436\u0430\u0493\u0434\u0430\u0439\u043b\u0430\u0440 \u04b1\u049b\u0441\u0430\u0441. \u0411\u0456\u0440 \u043d\u04af\u043a\u0442\u0435 \u049b\u0430\u043b\u044b\u043f\u0442\u044b \u0442\u043e\u043f\u0442\u0430\u043d \u0430\u043b\u044b\u0441\u0442\u0430\u043f \u043a\u0435\u0442\u0441\u0435, \u0436\u04af\u0439\u0435 \u0430\u043d\u043e\u043c\u0430\u043b\u0438\u044f\u043d\u044b \u0431\u0430\u0439\u049b\u0430\u0443\u044b \u043c\u04af\u043c\u043a\u0456\u043d: \u0431\u0430\u0442\u0430\u0440\u0435\u044f \u0442\u044b\u043c \u0442\u0435\u0437 \u0430\u0437\u0430\u044e\u044b, \u043c\u0430\u0440\u0448\u0440\u0443\u0442\u0442\u044b\u04a3 \u043a\u04af\u043c\u04d9\u043d\u0434\u0456 \u04e9\u0437\u0433\u0435\u0440\u0443\u0456 \u043d\u0435\u043c\u0435\u0441\u0435 \u0434\u0430\u0442\u0447\u0438\u043a \u043a\u04e9\u0440\u0441\u0435\u0442\u043a\u0456\u0448\u0456\u043d\u0456\u04a3 \u043e\u0493\u0430\u0448 \u0431\u043e\u043b\u0443\u044b.<\/p>\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"1200\" height=\"675\" src=\"https:\/\/cifrum.kz\/wp-content\/uploads\/2026\/01\/five-dimensional-data-point.webp\" alt=\"\u0411\u0435\u0441 \u043a\u043e\u043e\u0440\u0434\u0438\u043d\u0430\u0442\u0430 \u0430\u0440\u049b\u044b\u043b\u044b \u0441\u0438\u043f\u0430\u0442\u0442\u0430\u043b\u0493\u0430\u043d \u043d\u044b\u0441\u0430\u043d \u043c\u044b\u0441\u0430\u043b\u044b\" class=\"wp-image-6714\" srcset=\"https:\/\/cifrum.kz\/wp-content\/uploads\/2026\/01\/five-dimensional-data-point.webp 1200w, https:\/\/cifrum.kz\/wp-content\/uploads\/2026\/01\/five-dimensional-data-point-300x169.webp 300w, https:\/\/cifrum.kz\/wp-content\/uploads\/2026\/01\/five-dimensional-data-point-1024x576.webp 1024w, https:\/\/cifrum.kz\/wp-content\/uploads\/2026\/01\/five-dimensional-data-point-768x432.webp 768w\" sizes=\"(max-width: 1200px) 100vw, 1200px\" \/><figcaption class=\"wp-element-caption\">\u0418\u043b\u043b\u044e\u0441\u0442\u0440\u0430\u0446\u0438\u044f Cifrum.kz \u04af\u0448\u0456\u043d \u0416\u0418 \u0430\u0440\u049b\u044b\u043b\u044b \u0436\u0430\u0441\u0430\u043b\u0493\u0430\u043d.<\/figcaption><\/figure>\n<h2>\u0411\u04b1\u043b \u0436\u0430\u0441\u0430\u043d\u0434\u044b \u0438\u043d\u0442\u0435\u043b\u043b\u0435\u043a\u0442 \u04af\u0448\u0456\u043d \u043d\u0435\u0433\u0435 \u043c\u0430\u04a3\u044b\u0437\u0434\u044b?<\/h2>\n<p>\u049a\u0430\u0437\u0456\u0440\u0433\u0456 \u0416\u0418 \u00ab\u0441\u0438\u049b\u044b\u0440\u043c\u0435\u043d\u00bb \u0435\u043c\u0435\u0441, \u0432\u0435\u043a\u0442\u043e\u0440\u043b\u0430\u0440\u043c\u0435\u043d \u0436\u04b1\u043c\u044b\u0441 \u0456\u0441\u0442\u0435\u0439\u0434\u0456. \u041c\u04d9\u0442\u0456\u043d, \u0441\u0443\u0440\u0435\u0442, \u0442\u0430\u0443\u0430\u0440, \u0441\u04b1\u0440\u0430\u0443 \u043d\u0435\u043c\u0435\u0441\u0435 \u043a\u043e\u0434 \u0431\u04e9\u043b\u0456\u0433\u0456 embedding-\u043a\u0435\u04a3\u0456\u0441\u0442\u0456\u043a\u0442\u0435\u0433\u0456 \u043d\u04af\u043a\u0442\u0435 \u0440\u0435\u0442\u0456\u043d\u0434\u0435 \u0431\u0435\u0440\u0456\u043b\u0443\u0456 \u043c\u04af\u043c\u043a\u0456\u043d. Google Developers embeddings \u04b1\u0493\u044b\u043c\u044b\u043d \u04b1\u049b\u0441\u0430\u0441 \u043e\u0431\u044a\u0435\u043a\u0442\u0456\u043b\u0435\u0440 \u0431\u0456\u0440-\u0431\u0456\u0440\u0456\u043d\u0435 \u0436\u0430\u049b\u044b\u043d \u043e\u0440\u043d\u0430\u043b\u0430\u0441\u0430\u0442\u044b\u043d \u0432\u0435\u043a\u0442\u043e\u0440\u043b\u044b\u049b \u043a\u04e9\u0440\u0456\u043d\u0456\u0441 \u0440\u0435\u0442\u0456\u043d\u0434\u0435 \u0442\u04af\u0441\u0456\u043d\u0434\u0456\u0440\u0435\u0434\u0456. \u0406\u0441 \u0436\u04af\u0437\u0456\u043d\u0434\u0435 \u043c\u04b1\u043d\u0434\u0430\u0439 \u043a\u043e\u043e\u0440\u0434\u0438\u043d\u0430\u0442\u0430\u043b\u0430\u0440 \u0431\u0435\u0441 \u0435\u043c\u0435\u0441, \u0436\u04af\u0437\u0434\u0435\u0433\u0435\u043d \u043d\u0435\u043c\u0435\u0441\u0435 \u043c\u044b\u04a3\u0434\u0430\u0493\u0430\u043d \u0431\u043e\u043b\u0443\u044b \u043c\u04af\u043c\u043a\u0456\u043d.<\/p>\n<p>\u0411\u0435\u0441 \u04e9\u043b\u0448\u0435\u043c \u2014 \u043e\u0439\u043b\u0430\u0443\u0493\u0430 \u0430\u0440\u043d\u0430\u043b\u0493\u0430\u043d \u0436\u0430\u0442\u0442\u044b\u0493\u0443. \u0411\u0435\u0441 \u043a\u043e\u043e\u0440\u0434\u0438\u043d\u0430\u0442\u0430\u0434\u0430\u0493\u044b \u049b\u0430\u0448\u044b\u049b\u0442\u044b\u049b\u0442\u044b \u0442\u04af\u0441\u0456\u043d\u0441\u0435\u043a, \u043c\u0430\u0493\u044b\u043d\u0430\u043b\u044b\u049b \u0456\u0437\u0434\u0435\u0443 \u043d\u0435\u0433\u0435 \u0434\u04d9\u043b \u0431\u0456\u0440\u0434\u0435\u0439 \u0441\u04e9\u0437\u0434\u0435\u0440\u0434\u0456 \u0435\u043c\u0435\u0441, \u0436\u0430\u049b\u044b\u043d \u0438\u0434\u0435\u044f\u043b\u0430\u0440\u0434\u044b \u0442\u0430\u0431\u0430\u0442\u044b\u043d\u044b\u043d \u043e\u04a3\u0430\u0439 \u0442\u04af\u0441\u0456\u043d\u0435\u043c\u0456\u0437.<\/p>\n<pre class=\"wp-block-preformatted\">distance(A, B) \u2248 \u043c\u0430\u0493\u044b\u043d\u0430 \u0430\u0439\u044b\u0440\u043c\u0430\u0441\u044b,\n\u0442\u0435\u043a \u0441\u04e9\u0437\u0434\u0435\u0440\u0434\u0456\u04a3 \u0434\u04d9\u043b \u0441\u04d9\u0439\u043a\u0435\u0441\u0442\u0456\u0433\u0456 \u0435\u043c\u0435\u0441<\/pre>\n<h2>\u0422\u0456\u043a\u0435\u043b\u0435\u0439 \u0441\u0430\u043b\u0443\u0493\u0430 \u0431\u043e\u043b\u043c\u0430\u0439\u0442\u044b\u043d \u043a\u0435\u04a3\u0456\u0441\u0442\u0456\u043a\u0442\u0456 \u049b\u0430\u043b\u0430\u0439 \u043a\u04e9\u0440\u0443\u0433\u0435 \u0431\u043e\u043b\u0430\u0434\u044b?<\/h2>\n<p>\u0411\u0435\u0441\u04e9\u043b\u0448\u0435\u043c\u0434\u0456 \u043a\u0435\u04a3\u0456\u0441\u0442\u0456\u043a\u0442\u0456 \u043a\u04d9\u0434\u0456\u043c\u0433\u0456 \u043a\u0443\u0431 \u0441\u0438\u044f\u049b\u0442\u044b \u049b\u0430\u0493\u0430\u0437\u0493\u0430 \u043d\u0430\u049b\u0442\u044b \u0441\u0430\u043b\u0443 \u043c\u04af\u043c\u043a\u0456\u043d \u0435\u043c\u0435\u0441. \u0421\u043e\u043d\u0434\u044b\u049b\u0442\u0430\u043d \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0442\u0435\u0440 \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u044f\u043b\u0430\u0440\u0434\u044b \u049b\u043e\u043b\u0434\u0430\u043d\u0430\u0434\u044b: \u043a\u04af\u0440\u0434\u0435\u043b\u0456 \u043d\u04af\u043a\u0442\u0435\u043b\u0435\u0440 \u0436\u0430\u0437\u044b\u049b\u0442\u044b\u049b\u049b\u0430 \u0442\u04af\u0441\u0456\u0440\u0456\u043b\u0456\u043f, \u043c\u0430\u04a3\u044b\u0437\u0434\u044b \u043a\u04e9\u0440\u0448\u0456\u043b\u0435\u0441\u0442\u0456\u043a \u0441\u0430\u049b\u0442\u0430\u043b\u0443\u0493\u0430 \u0442\u044b\u0440\u044b\u0441\u0430\u0434\u044b. \u041c\u04b1\u043d\u0434\u0430\u0439 \u0442\u04d9\u0441\u0456\u043b\u0434\u0435\u0440\u0433\u0435 t-SNE \u0436\u04d9\u043d\u0435 UMAP \u0436\u0430\u0442\u0430\u0434\u044b. van der Maaten \u043c\u0435\u043d Hinton-\u043d\u044b\u04a3 t-SNE \u0442\u0443\u0440\u0430\u043b\u044b \u0436\u04b1\u043c\u044b\u0441\u044b \u043a\u04e9\u043f\u04e9\u043b\u0448\u0435\u043c\u0434\u0456 \u0434\u0435\u0440\u0435\u043a\u0442\u0435\u0440\u0434\u0456 2D \u0436\u04d9\u043d\u0435 3D \u043a\u0430\u0440\u0442\u0430\u0434\u0430 \u043a\u04e9\u0440\u0441\u0435\u0442\u0443\u0433\u0435 \u0430\u0440\u043d\u0430\u043b\u0493\u0430\u043d, \u0430\u043b UMAP \u0433\u0435\u043e\u043c\u0435\u0442\u0440\u0438\u044f \u043c\u0435\u043d \u0442\u043e\u043f\u043e\u043b\u043e\u0433\u0438\u044f \u0438\u0434\u0435\u044f\u043b\u0430\u0440\u044b\u043d\u0430 \u0441\u04af\u0439\u0435\u043d\u0435\u0434\u0456.<\/p>\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1200\" height=\"675\" src=\"https:\/\/cifrum.kz\/wp-content\/uploads\/2026\/01\/five-dimensional-embedding-projection.webp\" alt=\"\u041a\u04e9\u043f\u04e9\u043b\u0448\u0435\u043c\u0434\u0456 embedding \u043a\u0435\u04a3\u0456\u0441\u0442\u0456\u0433\u0456\u043d \u0435\u043a\u0456\u04e9\u043b\u0448\u0435\u043c\u0434\u0456 \u043a\u043b\u0430\u0441\u0442\u0435\u0440 \u043a\u0430\u0440\u0442\u0430\u0441\u044b\u043d\u0430 \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u044f\u043b\u0430\u0443\" class=\"wp-image-6715\" srcset=\"https:\/\/cifrum.kz\/wp-content\/uploads\/2026\/01\/five-dimensional-embedding-projection.webp 1200w, https:\/\/cifrum.kz\/wp-content\/uploads\/2026\/01\/five-dimensional-embedding-projection-300x169.webp 300w, https:\/\/cifrum.kz\/wp-content\/uploads\/2026\/01\/five-dimensional-embedding-projection-1024x576.webp 1024w, https:\/\/cifrum.kz\/wp-content\/uploads\/2026\/01\/five-dimensional-embedding-projection-768x432.webp 768w\" sizes=\"(max-width: 1200px) 100vw, 1200px\" \/><figcaption class=\"wp-element-caption\">\u0418\u043b\u043b\u044e\u0441\u0442\u0440\u0430\u0446\u0438\u044f Cifrum.kz \u04af\u0448\u0456\u043d \u0416\u0418 \u0430\u0440\u049b\u044b\u043b\u044b \u0436\u0430\u0441\u0430\u043b\u0493\u0430\u043d.<\/figcaption><\/figure>\n<p>\u0414\u0435\u0433\u0435\u043d\u043c\u0435\u043d \u04d9\u0434\u0435\u043c\u0456 \u043a\u0430\u0440\u0442\u0430 \u04d9\u0440\u049b\u0430\u0448\u0430\u043d \u049b\u0430\u0440\u0430\u043f\u0430\u0439\u044b\u043c \u0448\u044b\u043d\u0434\u044b\u049b\u0442\u044b \u0431\u0456\u043b\u0434\u0456\u0440\u043c\u0435\u0439\u0434\u0456. \u041f\u0440\u043e\u0435\u043a\u0446\u0438\u044f\u0434\u0430\u0493\u044b \u0430\u0440\u0430\u049b\u0430\u0448\u044b\u049b\u0442\u044b\u049b \u0431\u04b1\u0440\u043c\u0430\u043b\u0430\u043d\u0443\u044b \u043c\u04af\u043c\u043a\u0456\u043d. \u0421\u043e\u043d\u0434\u044b\u049b\u0442\u0430\u043d \u0432\u0438\u0437\u0443\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f \u0441\u04b1\u0440\u0430\u049b \u049b\u043e\u044e\u0493\u0430 \u043a\u04e9\u043c\u0435\u043a\u0442\u0435\u0441\u0435\u0434\u0456, \u0431\u0456\u0440\u0430\u049b \u0434\u0435\u0440\u0435\u043a\u0442\u0456 \u0442\u0435\u043a\u0441\u0435\u0440\u0443\u0434\u0456 \u0430\u043b\u043c\u0430\u0441\u0442\u044b\u0440\u043c\u0430\u0439\u0434\u044b.<\/p>\n<h2>\u04e8\u043b\u0448\u0435\u043c \u049b\u0430\u0440\u0493\u044b\u0441\u044b: \u043d\u0435\u0433\u0435 \u043a\u04e9\u043f \u043a\u043e\u043e\u0440\u0434\u0438\u043d\u0430\u0442\u0430 \u04d9\u0440\u0434\u0430\u0439\u044b\u043c \u0436\u0430\u049b\u0441\u044b \u0435\u043c\u0435\u0441?<\/h2>\n<p>\u041a\u043e\u043e\u0440\u0434\u0438\u043d\u0430\u0442\u0430\u043b\u0430\u0440 \u0442\u044b\u043c \u043a\u04e9\u0431\u0435\u0439\u0433\u0435\u043d\u0434\u0435 \u0434\u0435\u0440\u0435\u043a \u043a\u04af\u0442\u043f\u0435\u0433\u0435\u043d\u0434\u0435\u0439 \u04d9\u0440\u0435\u043a\u0435\u0442 \u0435\u0442\u0435\u0434\u0456. \u041d\u04af\u043a\u0442\u0435\u043b\u0435\u0440 \u0430\u0440\u0430\u0441\u044b\u043d\u0434\u0430\u0493\u044b \u049b\u0430\u0448\u044b\u049b\u0442\u044b\u049b \u043c\u0430\u0493\u044b\u043d\u0430\u0441\u044b\u043d \u0436\u043e\u0493\u0430\u043b\u0442\u0443\u044b, \u0430\u043b \u0448\u0443 \u0437\u0430\u04a3\u0434\u044b\u043b\u044b\u049b \u0441\u0438\u044f\u049b\u0442\u044b \u043a\u04e9\u0440\u0456\u043d\u0443\u0456 \u043c\u04af\u043c\u043a\u0456\u043d. \u041c\u04b1\u043d\u044b \u04e9\u043b\u0448\u0435\u043c \u049b\u0430\u0440\u0493\u044b\u0441\u044b \u0434\u0435\u043f \u0430\u0442\u0430\u0439\u0434\u044b. \u0416\u043e\u0493\u0430\u0440\u044b \u04e9\u043b\u0448\u0435\u043c\u0434\u0456 \u0434\u0435\u0440\u0435\u043a\u0442\u0435\u0440\u0433\u0435 \u0430\u0440\u043d\u0430\u043b\u0493\u0430\u043d \u0437\u0435\u0440\u0442\u0442\u0435\u0443\u043b\u0435\u0440 \u049b\u0430\u0448\u044b\u049b\u0442\u044b\u049b\u0442\u0430\u0440\u0434\u044b\u04a3 \u0448\u043e\u0493\u044b\u0440\u043b\u0430\u043d\u0443\u044b \u0436\u04d9\u043d\u0435 \u043f\u0430\u0439\u0434\u0430\u043b\u044b \u049b\u04b1\u0440\u044b\u043b\u044b\u043c\u043d\u044b\u04a3 \u043a\u04e9\u0431\u0456\u043d\u0435 \u0442\u04e9\u043c\u0435\u043d\u0456\u0440\u0435\u043a \u04e9\u043b\u0448\u0435\u043c\u0434\u0456 \u043a\u04e9\u043f\u049b\u0430\u0431\u0430\u0442\u0442\u0430 \u0436\u0430\u0442\u0430\u0442\u044b\u043d\u044b\u043d \u0430\u0442\u0430\u043f \u04e9\u0442\u0435\u0434\u0456.<\/p>\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1200\" height=\"675\" src=\"https:\/\/cifrum.kz\/wp-content\/uploads\/2026\/01\/five-dimensional-anomaly-detection.webp\" alt=\"\u041a\u04e9\u043f\u04e9\u043b\u0448\u0435\u043c\u0434\u0456 \u0434\u0435\u0440\u0435\u043a \u043c\u043e\u0434\u0435\u043b\u0456\u043d\u0434\u0435\u0433\u0456 \u0430\u043d\u043e\u043c\u0430\u043b\u0438\u044f\u043b\u044b\u049b \u043d\u04af\u043a\u0442\u0435\" class=\"wp-image-6716\" srcset=\"https:\/\/cifrum.kz\/wp-content\/uploads\/2026\/01\/five-dimensional-anomaly-detection.webp 1200w, https:\/\/cifrum.kz\/wp-content\/uploads\/2026\/01\/five-dimensional-anomaly-detection-300x169.webp 300w, https:\/\/cifrum.kz\/wp-content\/uploads\/2026\/01\/five-dimensional-anomaly-detection-1024x576.webp 1024w, https:\/\/cifrum.kz\/wp-content\/uploads\/2026\/01\/five-dimensional-anomaly-detection-768x432.webp 768w\" sizes=\"(max-width: 1200px) 100vw, 1200px\" \/><figcaption class=\"wp-element-caption\">\u0418\u043b\u043b\u044e\u0441\u0442\u0440\u0430\u0446\u0438\u044f Cifrum.kz \u04af\u0448\u0456\u043d \u0416\u0418 \u0430\u0440\u049b\u044b\u043b\u044b \u0436\u0430\u0441\u0430\u043b\u0493\u0430\u043d.<\/figcaption><\/figure>\n<p>\u0418\u043d\u0436\u0435\u043d\u0435\u0440\u043b\u0456\u043a \u043c\u0456\u043d\u0434\u0435\u0442 \u2014 \u043c\u0430\u0493\u044b\u043d\u0430\u043d\u044b \u043a\u04e9\u0440\u0443\u0433\u0435 \u0436\u0435\u0442\u043a\u0456\u043b\u0456\u043a\u0442\u0456 \u0431\u0435\u043b\u0433\u0456 \u0442\u0430\u04a3\u0434\u0430\u0443, \u0431\u0456\u0440\u0430\u049b \u043c\u043e\u0434\u0435\u043b\u044c\u0434\u0456 \u0448\u0430\u0442\u0430\u0441\u0442\u044b\u0440\u0430\u0442\u044b\u043d \u0430\u0440\u0442\u044b\u049b \u043a\u043e\u043e\u0440\u0434\u0438\u043d\u0430\u0442\u0430\u043b\u0430\u0440\u0434\u044b \u049b\u043e\u0441\u043f\u0430\u0443.<\/p>\n<h2>\u0411\u0435\u0441\u04e9\u043b\u0448\u0435\u043c\u0434\u0456 \u043b\u043e\u0433\u0438\u043a\u0430 \u049b\u0430\u0439 \u0436\u0435\u0440\u0434\u0435 \u049b\u043e\u043b\u0434\u0430\u043d\u044b\u043b\u0430\u0434\u044b?<\/h2>\n<ul>\n<li><strong>\u041c\u0430\u0493\u044b\u043d\u0430\u043b\u044b\u049b \u0456\u0437\u0434\u0435\u0443.<\/strong> \u0421\u04b1\u0440\u0430\u0443 \u043c\u0435\u043d \u049b\u04b1\u0436\u0430\u0442\u0442\u0430\u0440 \u0441\u04e9\u0437 \u0431\u043e\u0439\u044b\u043d\u0448\u0430 \u0493\u0430\u043d\u0430 \u0435\u043c\u0435\u0441, \u043c\u0430\u0493\u044b\u043d\u0430 \u0431\u043e\u0439\u044b\u043d\u0448\u0430 \u0441\u0430\u043b\u044b\u0441\u0442\u044b\u0440\u044b\u043b\u0430\u0434\u044b.<\/li>\n<li><strong>\u04b0\u0441\u044b\u043d\u044b\u043c \u0436\u04af\u0439\u0435\u043b\u0435\u0440\u0456.<\/strong> \u041f\u0430\u0439\u0434\u0430\u043b\u0430\u043d\u0443\u0448\u044b, \u0442\u0430\u0443\u0430\u0440, \u0431\u0430\u0493\u0430, \u0443\u0430\u049b\u044b\u0442 \u0436\u04d9\u043d\u0435 \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u043a\u043e\u043e\u0440\u0434\u0438\u043d\u0430\u0442\u0430\u043b\u0430\u0440\u0493\u0430 \u0430\u0439\u043d\u0430\u043b\u0430\u0434\u044b.<\/li>\n<li><strong>\u0426\u0438\u0444\u0440\u043b\u044b\u049b \u0435\u0433\u0456\u0437\u0434\u0435\u0440.<\/strong> \u0414\u0430\u0442\u0447\u0438\u043a\u0442\u0435\u0440 \u043e\u0431\u044a\u0435\u043a\u0442\u0456\u043d\u0456 \u0442\u0435\u043c\u043f\u0435\u0440\u0430\u0442\u0443\u0440\u0430, \u0436\u04af\u043a\u0442\u0435\u043c\u0435, \u0443\u0430\u049b\u044b\u0442, \u043b\u043e\u043a\u0430\u0446\u0438\u044f \u0436\u04d9\u043d\u0435 \u043a\u04af\u0439 \u0430\u0440\u049b\u044b\u043b\u044b \u0441\u0438\u043f\u0430\u0442\u0442\u0430\u0439\u0434\u044b.<\/li>\n<li><strong>\u041a\u0438\u0431\u0435\u0440\u049b\u0430\u0443\u0456\u043f\u0441\u0456\u0437\u0434\u0456\u043a.<\/strong> \u0416\u04af\u0439\u0435 \u049b\u0430\u043b\u044b\u043f\u0442\u044b \u043e\u049b\u0438\u0493\u0430\u043b\u0430\u0440 \u0431\u04b1\u043b\u0442\u044b\u043d\u0430\u043d \u0435\u0440\u0435\u043a\u0448\u0435\u043b\u0435\u043d\u0435\u0442\u0456\u043d \u04d9\u0440\u0435\u043a\u0435\u0442\u0442\u0456 \u0456\u0437\u0434\u0435\u0439\u0434\u0456.<\/li>\n<li><strong>\u0411\u0438\u0437\u043d\u0435\u0441-\u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430.<\/strong> \u0421\u0430\u0442\u044b\u043b\u044b\u043c \u0442\u0435\u043a \u0442\u0430\u0431\u044b\u0441 \u0431\u043e\u0439\u044b\u043d\u0448\u0430 \u0435\u043c\u0435\u0441, \u043c\u0430\u0440\u0436\u0430, \u04e9\u04a3\u0456\u0440, \u043c\u0430\u0443\u0441\u044b\u043c, \u0430\u0440\u043d\u0430 \u0436\u04d9\u043d\u0435 \u049b\u0430\u0439\u0442\u0430\u0440\u0443 \u044b\u049b\u0442\u0438\u043c\u0430\u043b\u0434\u044b\u0493\u044b \u0430\u0440\u049b\u044b\u043b\u044b \u049b\u0430\u0440\u0430\u043b\u0430\u0434\u044b.<\/li>\n<\/ul>\n<h2>FAQ<\/h2>\n<h3>\u0411\u0435\u0441\u04e9\u043b\u0448\u0435\u043c\u0434\u0456 \u043a\u0435\u04a3\u0456\u0441\u0442\u0456\u043a \u0448\u044b\u043d\u044b\u043c\u0435\u043d \u0431\u0430\u0440 \u043c\u0430?<\/h3>\n<p>\u0424\u0438\u0437\u0438\u043a\u0430\u0434\u0430 \u049b\u043e\u0441\u044b\u043c\u0448\u0430 \u04e9\u043b\u0448\u0435\u043c\u0434\u0435\u0440 \u0442\u0435\u043e\u0440\u0438\u044f\u043b\u044b\u049b \u043c\u043e\u0434\u0435\u043b\u044c \u0440\u0435\u0442\u0456\u043d\u0434\u0435 \u0442\u0430\u043b\u049b\u044b\u043b\u0430\u043d\u0430\u0434\u044b. \u0416\u0418 \u043c\u0435\u043d \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430\u0434\u0430 \u0431\u04b1\u043b \u043a\u04e9\u0431\u0456\u043d\u0435 \u0431\u0435\u0441 \u0442\u04d9\u0443\u0435\u043b\u0441\u0456\u0437 \u0431\u0435\u043b\u0433\u0456\u0441\u0456 \u0431\u0430\u0440 \u0434\u0435\u0440\u0435\u043a \u043c\u043e\u0434\u0435\u043b\u0456\u043d \u0431\u0456\u043b\u0434\u0456\u0440\u0435\u0434\u0456.<\/p>\n<h3>\u041e\u043d\u044b \u043a\u04e9\u0440\u0443\u0433\u0435 \u0431\u043e\u043b\u0430 \u043c\u0430?<\/h3>\n<p>\u0422\u0456\u043a\u0435\u043b\u0435\u0439 \u0435\u043c\u0435\u0441. \u0411\u0456\u0440\u0430\u049b \u043f\u0440\u043e\u0435\u043a\u0446\u0438\u044f\u043b\u0430\u0440, \u0441\u0440\u0435\u0437\u0434\u0435\u0440 \u0436\u04d9\u043d\u0435 \u0441\u0445\u0435\u043c\u0430\u043b\u0430\u0440 \u0430\u0440\u049b\u044b\u043b\u044b \u043d\u04af\u043a\u0442\u0435\u043b\u0435\u0440 \u0430\u0440\u0430\u0441\u044b\u043d\u0434\u0430\u0493\u044b \u049b\u0430\u0442\u044b\u043d\u0430\u0441\u0442\u044b \u043a\u04e9\u0440\u0443\u0433\u0435 \u0431\u043e\u043b\u0430\u0434\u044b.<\/p>\n<h3>\u0411\u04b1\u043b \u0416\u0418-\u043c\u0435\u043d \u049b\u0430\u043b\u0430\u0439 \u0431\u0430\u0439\u043b\u0430\u043d\u044b\u0441\u0442\u044b?<\/h3>\n<p>\u0416\u0418 \u043e\u0431\u044a\u0435\u043a\u0442\u0456\u043b\u0435\u0440\u0434\u0456 \u0432\u0435\u043a\u0442\u043e\u0440\u043b\u0430\u0440 \u0442\u04af\u0440\u0456\u043d\u0434\u0435 \u043a\u04e9\u0440\u0441\u0435\u0442\u0435\u0434\u0456. \u0412\u0435\u043a\u0442\u043e\u0440\u043b\u0430\u0440 embedding-\u043a\u0435\u04a3\u0456\u0441\u0442\u0456\u043a\u0442\u0435 \u0436\u0430\u049b\u044b\u043d \u0431\u043e\u043b\u0441\u0430, \u043c\u043e\u0434\u0435\u043b\u044c \u043e\u043b\u0430\u0440\u0434\u044b \u043c\u0430\u0493\u044b\u043d\u0430\u043b\u044b\u049b \u0436\u0430\u0493\u044b\u043d\u0430\u043d \u04b1\u049b\u0441\u0430\u0441 \u0434\u0435\u043f \u049b\u0430\u0431\u044b\u043b\u0434\u0430\u0439\u0434\u044b.<\/p>\n<h3>\u041d\u0435\u0433\u0435 \u04e9\u043b\u0448\u0435\u043c\u0434\u0435\u0440\u0434\u0456 \u043c\u04af\u043c\u043a\u0456\u043d\u0434\u0456\u0433\u0456\u043d\u0448\u0435 \u043a\u04e9\u0431\u0435\u0439\u0442\u043f\u0435\u0443 \u043a\u0435\u0440\u0435\u043a?<\/h3>\n<p>\u0410\u0440\u0442\u044b\u049b \u043a\u043e\u043e\u0440\u0434\u0438\u043d\u0430\u0442\u0430\u043b\u0430\u0440 \u0448\u0443 \u049b\u043e\u0441\u044b\u043f, \u0437\u0430\u04a3\u0434\u044b\u043b\u044b\u049b \u0442\u0430\u0431\u0443\u0434\u044b \u049b\u0438\u044b\u043d\u0434\u0430\u0442\u0443\u044b \u043c\u04af\u043c\u043a\u0456\u043d. \u0421\u043e\u043d\u0434\u044b\u049b\u0442\u0430\u043d \u0438\u043d\u0436\u0435\u043d\u0435\u0440\u043b\u0435\u0440 \u0431\u0435\u043b\u0433\u0456\u043b\u0435\u0440\u0434\u0456 \u0442\u0430\u04a3\u0434\u0430\u043f, \u04e9\u043b\u0448\u0435\u043c\u0434\u0456 \u0430\u0437\u0430\u0439\u0442\u0443 \u04d9\u0434\u0456\u0441\u0442\u0435\u0440\u0456\u043d \u049b\u043e\u043b\u0434\u0430\u043d\u0430\u0434\u044b.<\/p>\n<h3>\u00ab\u0426\u0438\u0444\u0440\u043b\u044b\u049b \u0444\u0443\u043d\u043a\u0446\u0438\u044f\u043b\u0430\u0440 \u043a\u0435\u04a3\u0456\u0441\u0442\u0456\u0433\u0456\u043d\u0456\u04a3 \u04e9\u043b\u0448\u0435\u043c\u0434\u0456\u043b\u0456\u0433\u0456\u00bb \u043d\u0435\u043d\u0456 \u0431\u0456\u043b\u0434\u0456\u0440\u0435\u0434\u0456?<\/h3>\n<p>\u0411\u04b1\u043b \u0446\u0438\u0444\u0440\u043b\u044b\u049b \u0436\u04af\u0439\u0435 \u0444\u0443\u043d\u043a\u0446\u0438\u044f\u043d\u044b, \u043e\u0431\u044a\u0435\u043a\u0442\u0456\u043d\u0456 \u043d\u0435\u043c\u0435\u0441\u0435 \u043e\u049b\u0438\u0493\u0430\u043d\u044b \u0441\u0438\u043f\u0430\u0442\u0442\u0430\u0439\u0442\u044b\u043d \u0442\u04d9\u0443\u0435\u043b\u0441\u0456\u0437 \u043f\u0430\u0440\u0430\u043c\u0435\u0442\u0440\u043b\u0435\u0440 \u0441\u0430\u043d\u044b: \u043b\u043e\u043a\u0430\u0446\u0438\u044f, \u0443\u0430\u049b\u044b\u0442, \u043a\u04af\u0439, \u049b\u0430\u0443\u0456\u043f \u0436\u04d9\u043d\u0435 \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442.<\/p>\n<h2>\u0414\u0435\u0440\u0435\u043a\u043a\u04e9\u0437\u0434\u0435\u0440<\/h2>\n<ul>\n<li><a href=\"https:\/\/developers.google.com\/machine-learning\/crash-course\/embeddings\/embedding-space\" target=\"_blank\" rel=\"noopener noreferrer\">Google Developers: Embedding space<\/a><\/li>\n<li><a href=\"https:\/\/www.jmlr.org\/papers\/v9\/vandermaaten08a.html\" target=\"_blank\" rel=\"noopener noreferrer\">JMLR: Visualizing Data using t-SNE<\/a><\/li>\n<li><a href=\"https:\/\/arxiv.org\/abs\/1802.03426\" target=\"_blank\" rel=\"noopener noreferrer\">UMAP: Uniform Manifold Approximation and Projection<\/a><\/li>\n<li><a href=\"https:\/\/home.cern\/science\/physics\/extra-dimensions-gravitons-and-tiny-black-holes\" target=\"_blank\" rel=\"noopener noreferrer\">CERN: Extra dimensions<\/a><\/li>\n<li><a href=\"https:\/\/arxiv.org\/abs\/2401.00422\" target=\"_blank\" rel=\"noopener noreferrer\">arXiv: Curse of dimensionality<\/a><\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>\u0411\u0435\u0441\u04e9\u043b\u0448\u0435\u043c\u0434\u0456 \u043a\u0435\u04a3\u0456\u0441\u0442\u0456\u043a\u0442\u0456 \u049b\u0430\u0440\u0430\u043f\u0430\u0439\u044b\u043c \u0442\u04af\u0441\u0456\u043d\u0434\u0456\u0440\u0443: \u0431\u0435\u0441 \u043a\u043e\u043e\u0440\u0434\u0438\u043d\u0430\u0442\u0430 \u0434\u0435\u0440\u0435\u043a\u0442\u0435\u0440\u0434\u0456, \u0416\u0418 \u043c\u043e\u0434\u0435\u043b\u044c\u0434\u0435\u0440\u0456\u043d, embeddings \u043f\u0435\u043d \u0446\u0438\u0444\u0440\u043b\u044b\u049b \u0435\u0433\u0456\u0437\u0434\u0435\u0440\u0434\u0456 \u049b\u0430\u043b\u0430\u0439 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