{"id":6790,"date":"2026-07-01T23:47:48","date_gmt":"2026-07-01T18:47:48","guid":{"rendered":"https:\/\/cifrum.kz\/google-tabfm-kestelik-derekter-qosymsha-oqytusyz-bolzham\/"},"modified":"2026-07-01T23:47:48","modified_gmt":"2026-07-01T18:47:48","slug":"google-tabfm-kestelik-derekter-qosymsha-oqytusyz-bolzham","status":"publish","type":"post","link":"https:\/\/cifrum.kz\/kk\/google-tabfm-kestelik-derekter-qosymsha-oqytusyz-bolzham\/","title":{"rendered":"Google TabFM \u043c\u043e\u0434\u0435\u043b\u0456\u043d \u0442\u0430\u043d\u044b\u0441\u0442\u044b\u0440\u0434\u044b: \u043a\u0435\u0441\u0442\u0435\u043b\u0435\u0440 \u0431\u043e\u0439\u044b\u043d\u0448\u0430 \u049b\u043e\u0441\u044b\u043c\u0448\u0430 \u043e\u049b\u044b\u0442\u0443\u0441\u044b\u0437 \u0431\u043e\u043b\u0436\u0430\u043c"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\"><strong>\u041c\u0430\u0443\u043d\u0442\u0438\u043d-\u0412\u044c\u044e, \u0410\u049a\u0428.<\/strong> Google Research 30 \u043c\u0430\u0443\u0441\u044b\u043c\u0434\u0430 \u043a\u0435\u0441\u0442\u0435\u043b\u0456\u043a \u0434\u0435\u0440\u0435\u043a\u0442\u0435\u0440\u0434\u0456 \u0436\u0456\u043a\u0442\u0435\u0443 \u043c\u0435\u043d \u0440\u0435\u0433\u0440\u0435\u0441\u0441\u0438\u044f\u0493\u0430 \u0430\u0440\u043d\u0430\u043b\u0493\u0430\u043d TabFM \u0456\u0440\u0433\u0435\u043b\u0456 \u043c\u043e\u0434\u0435\u043b\u0456\u043d \u0442\u0430\u043d\u044b\u0441\u0442\u044b\u0440\u0434\u044b. <a href=\"https:\/\/research.google\/blog\/introducing-tabfm-a-zero-shot-foundation-model-for-tabular-data\/\" target=\"_blank\" rel=\"noopener noreferrer\">Google \u0437\u0435\u0440\u0442\u0442\u0435\u0443 \u0431\u04e9\u043b\u0456\u043c\u0448\u0435\u0441\u0456\u043d\u0456\u04a3 \u0445\u0430\u0431\u0430\u0440\u043b\u0430\u0443\u044b\u043d\u0448\u0430<\/a>, \u043c\u043e\u0434\u0435\u043b\u044c \u0436\u0430\u04a3\u0430 \u043a\u0435\u0441\u0442\u0435\u0434\u0435 \u0441\u0430\u043b\u043c\u0430\u049b\u0442\u0430\u0440\u044b\u043d \u0431\u04e9\u043b\u0435\u043a \u043e\u049b\u044b\u0442\u043f\u0430\u0439, \u0431\u0435\u043b\u0433\u0456\u043b\u0435\u0440\u0434\u0456 \u049b\u043e\u043b\u043c\u0435\u043d \u049b\u04b1\u0440\u0430\u0441\u0442\u044b\u0440\u043c\u0430\u0439 \u0436\u04d9\u043d\u0435 \u0433\u0438\u043f\u0435\u0440\u043f\u0430\u0440\u0430\u043c\u0435\u0442\u0440\u043b\u0435\u0440\u0434\u0456 \u0456\u0440\u0456\u043a\u0442\u0435\u043c\u0435\u0439 \u0436\u04b1\u043c\u044b\u0441 \u0456\u0441\u0442\u0435\u0439 \u0430\u043b\u0430\u0434\u044b.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0411\u04b1\u043b TabFM \u00ab\u043c\u04af\u043b\u0434\u0435 \u043e\u049b\u044b\u0442\u044b\u043b\u043c\u0430\u0493\u0430\u043d\u00bb \u0434\u0435\u0433\u0435\u043d\u0434\u0456 \u0431\u0456\u043b\u0434\u0456\u0440\u043c\u0435\u0439\u0434\u0456. \u041c\u043e\u0434\u0435\u043b\u044c \u0430\u043b\u0434\u044b\u043d \u0430\u043b\u0430 \u0436\u04af\u0437\u0434\u0435\u0433\u0435\u043d \u043c\u0438\u043b\u043b\u0438\u043e\u043d \u0441\u0438\u043d\u0442\u0435\u0442\u0438\u043a\u0430\u043b\u044b\u049b \u0434\u0435\u0440\u0435\u043a\u0442\u0435\u0440 \u0436\u0438\u044b\u043d\u044b\u043d\u0434\u0430 \u043e\u049b\u044b\u0442\u044b\u043b\u0493\u0430\u043d. \u0411\u04b1\u043b \u0436\u0435\u0440\u0434\u0435\u0433\u0456 <em>zero-shot<\/em> \u04b1\u0493\u044b\u043c\u044b \u043d\u0430\u049b\u0442\u044b \u043a\u0435\u0441\u0442\u0435\u0433\u0435 \u043a\u04e9\u0448\u043a\u0435\u043d\u0434\u0435 \u043c\u043e\u0434\u0435\u043b\u044c \u043f\u0430\u0440\u0430\u043c\u0435\u0442\u0440\u043b\u0435\u0440\u0456 \u0436\u0430\u04a3\u0430\u0440\u0442\u044b\u043b\u043c\u0430\u0439\u0442\u044b\u043d\u044b\u043d \u0431\u0456\u043b\u0434\u0456\u0440\u0435\u0434\u0456: \u0431\u0435\u043b\u0433\u0456\u043b\u0435\u043d\u0433\u0435\u043d \u043c\u044b\u0441\u0430\u043b\u0434\u0430\u0440 \u0438\u043d\u0444\u0435\u0440\u0435\u043d\u0441 \u043a\u0435\u0437\u0456\u043d\u0434\u0435 \u0442\u0456\u043a\u0435\u043b\u0435\u0439 \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u0440\u0435\u0442\u0456\u043d\u0434\u0435 \u0431\u0435\u0440\u0456\u043b\u0435\u0434\u0456.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u041d\u0435\u043b\u0456\u043a\u0442\u0435\u043d \u043a\u0435\u0441\u0442\u0435\u043b\u0435\u0440 \u0416\u0418 \u04af\u0448\u0456\u043d \u04d9\u043b\u0456 \u0434\u0435 \u043a\u04af\u0440\u0434\u0435\u043b\u0456<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u0421\u0430\u0442\u0443, \u043a\u043b\u0438\u0435\u043d\u0442 \u04e9\u0442\u0456\u043d\u0456\u043c\u0434\u0435\u0440\u0456, \u0442\u0440\u0430\u043d\u0437\u0430\u043a\u0446\u0438\u044f\u043b\u0430\u0440, \u049b\u043e\u0439\u043c\u0430 \u049b\u0430\u043b\u0434\u044b\u049b\u0442\u0430\u0440\u044b \u0436\u04d9\u043d\u0435 \u0442\u0435\u043a\u0441\u0435\u0440\u0443 \u043d\u04d9\u0442\u0438\u0436\u0435\u043b\u0435\u0440\u0456 \u043a\u04e9\u0431\u0456\u043d\u0435 \u043c\u04d9\u0442\u0456\u043d \u043d\u0435\u043c\u0435\u0441\u0435 \u0441\u0443\u0440\u0435\u0442 \u0435\u043c\u0435\u0441, \u0436\u043e\u043b\u0434\u0430\u0440 \u043c\u0435\u043d \u0431\u0430\u0493\u0430\u043d\u0434\u0430\u0440 \u0442\u04af\u0440\u0456\u043d\u0434\u0435 \u0441\u0430\u049b\u0442\u0430\u043b\u0430\u0434\u044b. \u041c\u04b1\u043d\u0434\u0430\u0439 \u0434\u0435\u0440\u0435\u043a\u0442\u0435\u0440\u0434\u0435 \u0433\u0440\u0430\u0434\u0438\u0435\u043d\u0442\u0442\u0456\u043a \u0431\u0443\u0441\u0442\u0438\u043d\u0433, \u043a\u0435\u0437\u0434\u0435\u0439\u0441\u043e\u049b \u043e\u0440\u043c\u0430\u043d \u0436\u04d9\u043d\u0435 \u0431\u0430\u0441\u049b\u0430 \u0430\u0440\u043d\u0430\u0439\u044b \u0430\u043b\u0433\u043e\u0440\u0438\u0442\u043c\u0434\u0435\u0440 \u04b1\u0437\u0430\u049b \u0443\u0430\u049b\u044b\u0442 \u0431\u043e\u0439\u044b \u043d\u0435\u0433\u0456\u0437\u0433\u0456 \u049b\u04b1\u0440\u0430\u043b \u0431\u043e\u043b\u0434\u044b.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0414\u04d9\u0441\u0442\u04af\u0440\u043b\u0456 \u0436\u043e\u0431\u0430 \u0431\u0435\u043b\u0433\u0456\u043b\u0435\u0440\u0434\u0456 \u0442\u0430\u04a3\u0434\u0430\u043f, \u0431\u043e\u0441 \u043c\u04d9\u043d\u0434\u0435\u0440 \u043c\u0435\u043d \u0441\u0430\u043d\u0430\u0442\u0442\u0430\u0440\u0434\u044b \u04e9\u04a3\u0434\u0435\u0443\u0434\u0456, \u0431\u0456\u0440\u043d\u0435\u0448\u0435 \u043c\u043e\u0434\u0435\u043b\u044c\u0434\u0456 \u043e\u049b\u044b\u0442\u044b\u043f, \u0431\u0430\u043f\u0442\u0430\u0443\u0434\u044b \u0436\u04d9\u043d\u0435 \u043d\u04d9\u0442\u0438\u0436\u0435\u043d\u0456 \u0431\u04e9\u043b\u0435\u043a \u0456\u0440\u0456\u043a\u0442\u0435\u043c\u0435\u0434\u0435 \u0442\u0435\u043a\u0441\u0435\u0440\u0443\u0434\u0456 \u0442\u0430\u043b\u0430\u043f \u0435\u0442\u0435\u0434\u0456. TabFM \u043e\u0441\u044b \u0446\u0438\u043a\u043b\u0434\u0456 \u049b\u044b\u0441\u049b\u0430\u0440\u0442\u0443\u0434\u044b \u043a\u04e9\u0437\u0434\u0435\u0439\u0434\u0456: \u0431\u0456\u0440 \u0430\u043b\u0434\u044b\u043d \u0430\u043b\u0430 \u043e\u049b\u044b\u0442\u044b\u043b\u0493\u0430\u043d \u043c\u043e\u0434\u0435\u043b\u044c \u0436\u0430\u04a3\u0430 \u043c\u0456\u043d\u0434\u0435\u0442\u0442\u0456\u04a3 \u0437\u0430\u04a3\u0434\u044b\u043b\u044b\u0493\u044b\u043d \u0431\u0435\u043b\u0433\u0456\u043b\u0456 \u0436\u0430\u0443\u0430\u043f\u0442\u0430\u0440\u044b \u0431\u0430\u0440 \u043c\u044b\u0441\u0430\u043b\u0434\u0430\u0440\u0434\u0430\u043d \u0430\u043d\u044b\u049b\u0442\u0430\u0443\u044b \u043a\u0435\u0440\u0435\u043a.<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table><thead><tr><th>\u041a\u0435\u0437\u0435\u04a3<\/th><th>\u0414\u04d9\u0441\u0442\u04af\u0440\u043b\u0456 \u043a\u0435\u0441\u0442\u0435\u043b\u0456\u043a ML<\/th><th>TabFM<\/th><\/tr><\/thead><tbody><tr><td>\u041c\u0456\u043d\u0434\u0435\u0442\u0442\u0456 \u0434\u0430\u0439\u044b\u043d\u0434\u0430\u0443<\/td><td>\u04d8\u0440 \u0436\u0438\u044b\u043d\u0493\u0430 \u0436\u0435\u043a\u0435 \u043f\u0430\u0439\u043f\u043b\u0430\u0439\u043d<\/td><td>\u041e\u049b\u0443 \u0436\u043e\u043b\u0434\u0430\u0440\u044b \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u0440\u0435\u0442\u0456\u043d\u0434\u0435 \u0431\u0435\u0440\u0456\u043b\u0435\u0434\u0456<\/td><\/tr><tr><td>\u041c\u043e\u0434\u0435\u043b\u044c \u043f\u0430\u0440\u0430\u043c\u0435\u0442\u0440\u043b\u0435\u0440\u0456<\/td><td>\u041e\u049b\u044b\u0442\u0443 \u043a\u0435\u0437\u0456\u043d\u0434\u0435 \u04e9\u0437\u0433\u0435\u0440\u0435\u0434\u0456<\/td><td>\u0416\u0430\u04a3\u0430 \u043a\u0435\u0441\u0442\u0435\u0434\u0435 \u04e9\u0437\u0433\u0435\u0440\u043c\u0435\u0439\u0434\u0456<\/td><\/tr><tr><td>\u0411\u0430\u043f\u0442\u0430\u0443<\/td><td>\u0413\u0438\u043f\u0435\u0440\u043f\u0430\u0440\u0430\u043c\u0435\u0442\u0440\u043b\u0435\u0440\u0434\u0456 \u0456\u0437\u0434\u0435\u0443 \u0436\u0438\u0456 \u049b\u0430\u0436\u0435\u0442<\/td><td>\u041d\u0435\u0433\u0456\u0437\u0433\u0456 \u0440\u0435\u0436\u0438\u043c \u2014 \u0431\u0456\u0440 \u0442\u0456\u043a\u0435\u043b\u0435\u0439 \u04e9\u0442\u0443<\/td><\/tr><tr><td>\u0421\u0430\u043f\u0430\u043d\u044b \u0442\u0435\u043a\u0441\u0435\u0440\u0443<\/td><td>\u041c\u0456\u043d\u0434\u0435\u0442\u0442\u0456<\/td><td>\u0421\u043e\u043d\u0434\u0430\u0439-\u0430\u049b \u043c\u0456\u043d\u0434\u0435\u0442\u0442\u0456<\/td><\/tr><\/tbody><\/table><figcaption class=\"wp-element-caption\">\u0416\u04b1\u043c\u044b\u0441 \u0431\u0430\u0440\u044b\u0441\u044b\u043d\u0434\u0430\u0493\u044b \u0430\u0439\u044b\u0440\u043c\u0430\u0448\u044b\u043b\u044b\u049b. TabFM \u043d\u0430\u049b\u0442\u044b \u043a\u0435\u0441\u0442\u0435\u0433\u0435 \u0430\u0440\u043d\u0430\u043b\u0493\u0430\u043d \u043e\u049b\u044b\u0442\u0443\u0434\u044b \u049b\u044b\u0441\u049b\u0430\u0440\u0442\u0430\u0434\u044b, \u0431\u0456\u0440\u0430\u049b \u0434\u0435\u0440\u0435\u043a\u0442\u0435\u0440 \u043c\u0435\u043d \u0431\u043e\u043b\u0436\u0430\u043c \u0441\u0430\u043f\u0430\u0441\u044b\u043d \u0442\u0435\u043a\u0441\u0435\u0440\u0443\u0434\u0456 \u0436\u043e\u0439\u043c\u0430\u0439\u0434\u044b.<\/figcaption><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"576\" src=\"https:\/\/cifrum.kz\/wp-content\/uploads\/2026\/07\/tabfm-qalai-zhumys-isteidi-kk-1024x576.png\" class=\"wp-image-6783\" alt=\"TabFM \u0436\u04b1\u043c\u044b\u0441\u044b\u043d\u044b\u04a3 \u0442\u04e9\u0440\u0442 \u043a\u0435\u0437\u0435\u04a3\u0456: \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442, \u0436\u043e\u043b\u0434\u0430\u0440 \u043c\u0435\u043d \u0431\u0430\u0493\u0430\u043d\u0434\u0430\u0440\u0493\u0430 \u043d\u0430\u0437\u0430\u0440 \u0430\u0443\u0434\u0430\u0440\u0443, \u0436\u043e\u043b\u0434\u0430\u0440\u0434\u044b \u0441\u044b\u0493\u044b\u043c\u0434\u0430\u0443 \u0436\u04d9\u043d\u0435 \u0431\u043e\u043b\u0436\u0430\u043c\" loading=\"lazy\" decoding=\"async\" srcset=\"https:\/\/cifrum.kz\/wp-content\/uploads\/2026\/07\/tabfm-qalai-zhumys-isteidi-kk-1024x576.png 1024w, https:\/\/cifrum.kz\/wp-content\/uploads\/2026\/07\/tabfm-qalai-zhumys-isteidi-kk-300x169.png 300w, https:\/\/cifrum.kz\/wp-content\/uploads\/2026\/07\/tabfm-qalai-zhumys-isteidi-kk-768x432.png 768w, https:\/\/cifrum.kz\/wp-content\/uploads\/2026\/07\/tabfm-qalai-zhumys-isteidi-kk-1536x864.png 1536w, https:\/\/cifrum.kz\/wp-content\/uploads\/2026\/07\/tabfm-qalai-zhumys-isteidi-kk-1280x720.png 1280w, https:\/\/cifrum.kz\/wp-content\/uploads\/2026\/07\/tabfm-qalai-zhumys-isteidi-kk.png 1600w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">TabFM \u0436\u04b1\u043c\u044b\u0441\u044b\u043d\u044b\u04a3 \u0436\u0435\u04a3\u0456\u043b\u0434\u0435\u0442\u0456\u043b\u0433\u0435\u043d \u0441\u0445\u0435\u043c\u0430\u0441\u044b. Google Research \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0430\u0441\u044b\u043d\u044b\u04a3 \u0441\u0438\u043f\u0430\u0442\u0442\u0430\u043c\u0430\u0441\u044b \u043d\u0435\u0433\u0456\u0437\u0456\u043d\u0434\u0435 Cifrum.kz \u04d9\u0437\u0456\u0440\u043b\u0435\u0433\u0435\u043d \u0432\u0438\u0437\u0443\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f.<\/figcaption><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u041c\u043e\u0434\u0435\u043b\u044c \u0436\u043e\u043b\u0434\u0430\u0440 \u043c\u0435\u043d \u0431\u0430\u0493\u0430\u043d\u0434\u0430\u0440\u0434\u044b \u049b\u0430\u043b\u0430\u0439 \u043e\u049b\u0438\u0434\u044b<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">TabFM \u043a\u0435\u0441\u0442\u0435\u043d\u0456\u04a3 \u0431\u0435\u043b\u0433\u0456\u043b\u0435\u043d\u0433\u0435\u043d \u0431\u04e9\u043b\u0456\u0433\u0456\u043d \u0436\u04d9\u043d\u0435 \u0436\u0430\u0443\u0430\u043f \u049b\u0430\u0436\u0435\u0442 \u0436\u043e\u043b\u0434\u0430\u0440\u0434\u044b \u0431\u0456\u0440\u0442\u04b1\u0442\u0430\u0441 \u043a\u0456\u0440\u0456\u0441 \u0440\u0435\u0442\u0456\u043d\u0434\u0435 \u049b\u0430\u0431\u044b\u043b\u0434\u0430\u0439\u0434\u044b. \u0410\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0430\u043d\u044b\u04a3 \u0430\u043b\u0493\u0430\u0448\u049b\u044b \u0431\u043b\u043e\u0433\u044b \u043d\u0430\u0437\u0430\u0440 \u0430\u0443\u0434\u0430\u0440\u0443\u0434\u044b \u0431\u0430\u0493\u0430\u043d\u0434\u0430\u0440 \u043c\u0435\u043d \u0436\u043e\u043b\u0434\u0430\u0440 \u0430\u0440\u0430\u0441\u044b\u043d\u0434\u0430 \u043a\u0435\u0437\u0435\u043a\u043f\u0435\u043d \u049b\u043e\u043b\u0434\u0430\u043d\u0430\u0434\u044b: \u043c\u043e\u0434\u0435\u043b\u044c \u0431\u0435\u043b\u0433\u0456\u043b\u0435\u0440 \u0430\u0440\u0430\u0441\u044b\u043d\u0434\u0430\u0493\u044b \u0431\u0430\u0439\u043b\u0430\u043d\u044b\u0441\u0442\u044b \u0436\u04d9\u043d\u0435 \u043c\u044b\u0441\u0430\u043b\u0434\u0430\u0440\u0434\u044b\u04a3 \u04b1\u049b\u0441\u0430\u0441\u0442\u044b\u0493\u044b\u043d \u0456\u0437\u0434\u0435\u0439\u0434\u0456.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0421\u043e\u0434\u0430\u043d \u043a\u0435\u0439\u0456\u043d \u04d9\u0440 \u0436\u043e\u043b \u0442\u0443\u0440\u0430\u043b\u044b \u0430\u049b\u043f\u0430\u0440\u0430\u0442 \u0442\u044b\u0493\u044b\u0437 \u0432\u0435\u043a\u0442\u043e\u0440\u043b\u044b\u049b \u043a\u04e9\u0440\u0456\u043d\u0456\u0441\u043a\u0435 \u0441\u044b\u0493\u044b\u043c\u0434\u0430\u043b\u0430\u0434\u044b. \u0421\u043e\u04a3\u0493\u044b \u0431\u043b\u043e\u043a \u2014 24 \u049b\u0430\u0431\u0430\u0442\u0442\u044b \u0441\u0435\u0431\u0435\u043f\u0442\u0456\u043a ICL-\u0442\u0440\u0430\u043d\u0441\u0444\u043e\u0440\u043c\u0435\u0440 \u2014 \u043e\u0441\u044b \u0432\u0435\u043a\u0442\u043e\u0440\u043b\u0430\u0440\u0434\u044b\u04a3 \u0442\u0456\u0437\u0431\u0435\u0433\u0456\u043d \u04e9\u04a3\u0434\u0435\u043f, \u043a\u043b\u0430\u0441\u0441 \u043d\u0435\u043c\u0435\u0441\u0435 \u0441\u0430\u043d\u0434\u044b\u049b \u043c\u04d9\u043d \u0431\u0435\u0440\u0435\u0434\u0456. <a href=\"https:\/\/huggingface.co\/google\/tabfm-1.0.0-pytorch\" target=\"_blank\" rel=\"noopener noreferrer\">TabFM 1.0.0 \u043c\u043e\u0434\u0435\u043b\u044c \u043a\u0430\u0440\u0442\u043e\u0447\u043a\u0430\u0441\u044b\u043d\u0430<\/a> \u0441\u04d9\u0439\u043a\u0435\u0441, \u0430\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0430 \u0441\u0430\u043d\u0434\u044b\u049b \u0436\u04d9\u043d\u0435 \u0441\u0430\u043d\u0430\u0442\u0442\u044b\u049b \u0431\u0430\u0493\u0430\u043d\u0434\u0430\u0440\u0434\u044b \u049b\u043e\u043b\u0434\u0430\u0439\u0434\u044b.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Scikit-learn-\u043c\u0435\u043d \u04af\u0439\u043b\u0435\u0441\u0456\u043c\u0434\u0456 \u0438\u043d\u0442\u0435\u0440\u0444\u0435\u0439\u0441\u0442\u0435 <code>fit()<\/code> \u04d9\u0434\u0456\u0441\u0456 \u04d9\u043b\u0456 \u0434\u0435 \u049b\u043e\u043b\u0434\u0430\u043d\u044b\u043b\u0430\u0434\u044b. \u0411\u0456\u0440\u0430\u049b <a href=\"https:\/\/github.com\/google-research\/tabfm\" target=\"_blank\" rel=\"noopener noreferrer\">TabFM \u0440\u0435\u0441\u043c\u0438 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0439\u0456<\/a> \u0431\u04b1\u043b \u0448\u0430\u049b\u044b\u0440\u0443 \u0456\u0440\u0433\u0435\u043b\u0456 \u043c\u043e\u0434\u0435\u043b\u044c \u043f\u0430\u0440\u0430\u043c\u0435\u0442\u0440\u043b\u0435\u0440\u0456\u043d \u049b\u0430\u0439\u0442\u0430 \u043e\u049b\u044b\u0442\u043f\u0430\u0439, \u0441\u0430\u043d\u0430\u0442 \u043a\u043e\u0434\u0442\u0430\u0493\u044b\u0448\u0442\u0430\u0440\u044b \u043c\u0435\u043d \u0441\u0430\u043d\u0434\u044b\u049b \u043c\u0430\u0441\u0448\u0442\u0430\u0431\u0442\u0430\u0443\u0434\u044b \u0434\u0430\u0439\u044b\u043d\u0434\u0430\u0439\u0442\u044b\u043d\u044b\u043d \u043a\u04e9\u0440\u0441\u0435\u0442\u0435\u0434\u0456.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u041d\u0435\u043b\u0456\u043a\u0442\u0435\u043d \u0441\u0438\u043d\u0442\u0435\u0442\u0438\u043a\u0430\u043b\u044b\u049b \u043a\u0435\u0441\u0442\u0435\u043b\u0435\u0440 \u0442\u0430\u04a3\u0434\u0430\u043b\u0434\u044b<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u041c\u04d9\u0442\u0456\u043d\u0434\u0456\u043a \u0436\u04d9\u043d\u0435 \u0432\u0438\u0437\u0443\u0430\u043b\u0434\u044b \u043c\u043e\u0434\u0435\u043b\u044c\u0434\u0435\u0440 \u04af\u0448\u0456\u043d \u0456\u0440\u0456 \u0430\u0448\u044b\u049b \u0436\u0438\u043d\u0430\u049b\u0442\u0430\u0440 \u0431\u0430\u0440, \u0430\u043b \u04e9\u043d\u0435\u0440\u043a\u04d9\u0441\u0456\u043f\u0442\u0456\u043a \u043a\u0435\u0441\u0442\u0435\u043b\u0435\u0440 \u043a\u04e9\u0431\u0456\u043d\u0435 \u043a\u043e\u043c\u043c\u0435\u0440\u0446\u0438\u044f\u043b\u044b\u049b \u0441\u0445\u0435\u043c\u0430\u043b\u0430\u0440 \u043c\u0435\u043d \u0436\u0435\u043a\u0435 \u0434\u0435\u0440\u0435\u043a\u0442\u0435\u0440\u0434\u0456 \u049b\u0430\u043c\u0442\u0438\u0434\u044b. Google \u0431\u04b1\u043b \u0442\u0430\u043f\u0448\u044b\u043b\u044b\u049b\u0442\u044b \u049b\u04b1\u0440\u044b\u043b\u044b\u043c\u0434\u044b\u049b \u0441\u0435\u0431\u0435\u043f\u0442\u0456\u043a \u043c\u043e\u0434\u0435\u043b\u044c\u0434\u0435\u0440 \u043a\u04e9\u043c\u0435\u0433\u0456\u043c\u0435\u043d \u0436\u04af\u0437\u0434\u0435\u0433\u0435\u043d \u043c\u0438\u043b\u043b\u0438\u043e\u043d \u0441\u0438\u043d\u0442\u0435\u0442\u0438\u043a\u0430\u043b\u044b\u049b \u0436\u0438\u044b\u043d\u0434\u044b \u0434\u0438\u043d\u0430\u043c\u0438\u043a\u0430\u043b\u044b\u049b \u0442\u04af\u0440\u0434\u0435 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0438\u044f\u043b\u0430\u0443 \u0430\u0440\u049b\u044b\u043b\u044b \u0430\u0439\u043d\u0430\u043b\u044b\u043f \u04e9\u0442\u0442\u0456.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0411\u04b1\u043b \u0442\u04d9\u0441\u0456\u043b \u043d\u0430\u049b\u0442\u044b \u043a\u043b\u0438\u0435\u043d\u0442\u0442\u0456\u043a \u0431\u0430\u0437\u0430\u043b\u0430\u0440\u0434\u044b \u043f\u0430\u0439\u0434\u0430\u043b\u0430\u043d\u0431\u0430\u0439, \u043c\u043e\u0434\u0435\u043b\u044c\u0433\u0435 \u0431\u0435\u043b\u0433\u0456\u043b\u0435\u0440 \u0430\u0440\u0430\u0441\u044b\u043d\u0434\u0430\u0493\u044b \u043a\u04e9\u043f\u0442\u0435\u0433\u0435\u043d \u0442\u04d9\u0443\u0435\u043b\u0434\u0456\u043b\u0456\u043a\u0442\u0456 \u043a\u04e9\u0440\u0441\u0435\u0442\u0443\u0433\u0435 \u043c\u04af\u043c\u043a\u0456\u043d\u0434\u0456\u043a \u0431\u0435\u0440\u0435\u0434\u0456. \u0414\u0435\u0433\u0435\u043d\u043c\u0435\u043d \u0441\u0438\u043d\u0442\u0435\u0442\u0438\u043a\u0430\u043b\u044b\u049b \u043e\u0440\u0442\u0430 \u043d\u0430\u049b\u0442\u044b \u0441\u0430\u043b\u0430\u0434\u0430\u0493\u044b \u0441\u0438\u0440\u0435\u043a \u043e\u049b\u0438\u0493\u0430\u043b\u0430\u0440\u0434\u044b, \u043c\u0456\u043d\u0435\u0437-\u049b\u04b1\u043b\u044b\u049b\u0442\u044b\u04a3 \u04e9\u0437\u0433\u0435\u0440\u0443\u0456\u043d \u043d\u0435\u043c\u0435\u0441\u0435 \u044b\u0493\u044b\u0441\u0443\u043b\u0430\u0440\u0434\u044b \u0442\u043e\u043b\u044b\u049b \u049b\u0430\u0439\u0442\u0430\u043b\u0430\u0439\u0442\u044b\u043d\u044b\u043d\u0430 \u043a\u0435\u043f\u0456\u043b\u0434\u0456\u043a \u0431\u0435\u0440\u043c\u0435\u0439\u0434\u0456.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">TabArena \u0440\u0435\u0439\u0442\u0438\u043d\u0433\u0456 \u043d\u0435\u043d\u0456 \u043a\u04e9\u0440\u0441\u0435\u0442\u0442\u0456<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Google \u043c\u043e\u0434\u0435\u043b\u044c\u0434\u0456 <a href=\"https:\/\/tabarena.ai\/\" target=\"_blank\" rel=\"noopener noreferrer\">\u0430\u0448\u044b\u049b TabArena \u0431\u0435\u043d\u0447\u043c\u0430\u0440\u043a\u0456\u043d\u0434\u0435<\/a> \u0431\u0430\u0493\u0430\u043b\u0430\u0434\u044b: \u0436\u0456\u043a\u0442\u0435\u0443\u0433\u0435 \u0430\u0440\u043d\u0430\u043b\u0493\u0430\u043d 38 \u0436\u04d9\u043d\u0435 \u0440\u0435\u0433\u0440\u0435\u0441\u0441\u0438\u044f\u0493\u0430 \u0430\u0440\u043d\u0430\u043b\u0493\u0430\u043d 13 \u0434\u0435\u0440\u0435\u043a\u0442\u0435\u0440 \u0436\u0438\u044b\u043d\u044b, \u043e\u043b\u0430\u0440\u0434\u044b\u04a3 \u043a\u04e9\u043b\u0435\u043c\u0456 700-\u0434\u0435\u043d 150 \u043c\u044b\u04a3 \u0436\u043e\u043b\u0493\u0430 \u0434\u0435\u0439\u0456\u043d. \u0416\u04af\u0439\u0435 \u04d9\u0434\u0456\u0441\u0442\u0435\u0440\u0434\u0456 \u0436\u04b1\u043f\u043f\u0435\u043d \u0441\u0430\u043b\u044b\u0441\u0442\u044b\u0440\u0443 \u043d\u04d9\u0442\u0438\u0436\u0435\u0441\u0456 \u0431\u043e\u0439\u044b\u043d\u0448\u0430 Elo \u0440\u0435\u0439\u0442\u0438\u043d\u0433\u0456\u043d \u0435\u0441\u0435\u043f\u0442\u0435\u0439\u0434\u0456.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"576\" src=\"https:\/\/cifrum.kz\/wp-content\/uploads\/2026\/07\/tabfm-tabarena-reitingi-kk-1024x576.png\" class=\"wp-image-6782\" alt=\"\u0416\u0456\u043a\u0442\u0435\u0443 \u0436\u04d9\u043d\u0435 \u0440\u0435\u0433\u0440\u0435\u0441\u0441\u0438\u044f \u0431\u043e\u0439\u044b\u043d\u0448\u0430 TabArena-\u0434\u0430\u0493\u044b \u0430\u043b\u0442\u044b \u0436\u0435\u0442\u0435\u043a\u0448\u0456 \u043c\u043e\u0434\u0435\u043b\u044c\u0434\u0456\u04a3 Elo \u0440\u0435\u0439\u0442\u0438\u043d\u0433\u0456 \u043a\u04e9\u0440\u0441\u0435\u0442\u0456\u043b\u0433\u0435\u043d \u0433\u0440\u0430\u0444\u0438\u043a\" loading=\"lazy\" decoding=\"async\" srcset=\"https:\/\/cifrum.kz\/wp-content\/uploads\/2026\/07\/tabfm-tabarena-reitingi-kk-1024x576.png 1024w, https:\/\/cifrum.kz\/wp-content\/uploads\/2026\/07\/tabfm-tabarena-reitingi-kk-300x169.png 300w, https:\/\/cifrum.kz\/wp-content\/uploads\/2026\/07\/tabfm-tabarena-reitingi-kk-768x432.png 768w, https:\/\/cifrum.kz\/wp-content\/uploads\/2026\/07\/tabfm-tabarena-reitingi-kk-1536x864.png 1536w, https:\/\/cifrum.kz\/wp-content\/uploads\/2026\/07\/tabfm-tabarena-reitingi-kk-1280x720.png 1280w, https:\/\/cifrum.kz\/wp-content\/uploads\/2026\/07\/tabfm-tabarena-reitingi-kk.png 1600w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">TabArena \u0436\u0456\u043a\u0442\u0435\u0443 \u0436\u04d9\u043d\u0435 \u0440\u0435\u0433\u0440\u0435\u0441\u0441\u0438\u044f Elo \u0440\u0435\u0439\u0442\u0438\u043d\u0433\u0456. Google Research \u0433\u0440\u0430\u0444\u0438\u0433\u0456\u043d\u0456\u04a3 \u0434\u0435\u0440\u0435\u043a\u0442\u0435\u0440\u0456 \u043d\u0435\u0433\u0456\u0437\u0456\u043d\u0434\u0435 Cifrum.kz \u04d9\u0437\u0456\u0440\u043b\u0435\u0433\u0435\u043d \u0432\u0438\u0437\u0443\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f; \u0436\u043e\u0493\u0430\u0440\u044b \u0431\u0430\u043b\u043b \u0442\u0438\u0456\u0441\u0442\u0456 \u043c\u0456\u043d\u0434\u0435\u0442 \u0456\u0448\u0456\u043d\u0434\u0435\u0433\u0456 \u043a\u04af\u0448\u0442\u0456 \u043d\u04d9\u0442\u0438\u0436\u0435\u043d\u0456 \u0431\u0456\u043b\u0434\u0456\u0440\u0435\u0434\u0456.<\/figcaption><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">Google \u0436\u0430\u0440\u0438\u044f\u043b\u0430\u0493\u0430\u043d \u0433\u0440\u0430\u0444\u0438\u043a\u0442\u0435 \u043d\u0435\u0433\u0456\u0437\u0433\u0456 TabFM \u0436\u0456\u043a\u0442\u0435\u0443\u0434\u0435 1727, \u0440\u0435\u0433\u0440\u0435\u0441\u0441\u0438\u044f\u0434\u0430 1940 Elo \u04b1\u043f\u0430\u0439\u044b\u043d \u0430\u043b\u044b\u043f, \u0435\u043a\u0456 \u0442\u043e\u043f\u0442\u0430 \u0434\u0430 \u0435\u043a\u0456\u043d\u0448\u0456 \u043e\u0440\u044b\u043d\u0493\u0430 \u0448\u044b\u049b\u0442\u044b. TabFM-Ensemble \u043d\u04b1\u0441\u049b\u0430\u0441\u044b \u0442\u0438\u0456\u0441\u0456\u043d\u0448\u0435 1815 \u0436\u04d9\u043d\u0435 2125 \u04b1\u043f\u0430\u0439\u043c\u0435\u043d \u0431\u0456\u0440\u0456\u043d\u0448\u0456 \u0431\u043e\u043b\u0434\u044b.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0411\u0456\u0440\u0430\u049b \u0430\u043d\u0441\u0430\u043c\u0431\u043b\u044c\u0434\u0456\u043a \u043d\u04b1\u0441\u049b\u0430\u043d\u044b \u049b\u0430\u0440\u0430\u043f\u0430\u0439\u044b\u043c \u0456\u0441\u043a\u0435 \u049b\u043e\u0441\u0443\u043c\u0435\u043d \u0442\u0435\u04a3\u0435\u0441\u0442\u0456\u0440\u0443\u0433\u0435 \u0431\u043e\u043b\u043c\u0430\u0439\u0434\u044b. \u041e\u043b 32 \u043a\u043e\u043d\u0444\u0438\u0433\u0443\u0440\u0430\u0446\u0438\u044f\u043d\u044b \u0442\u0435\u0440\u0456\u0441 \u0435\u043c\u0435\u0441 \u0435\u04a3 \u043a\u0456\u0448\u0456 \u043a\u0432\u0430\u0434\u0440\u0430\u0442\u0442\u0430\u0440 \u04d9\u0434\u0456\u0441\u0456\u043c\u0435\u043d \u0431\u0456\u0440\u0456\u043a\u0442\u0456\u0440\u0435\u0434\u0456, \u049b\u0438\u044b\u043b\u044b\u0441\u049b\u0430\u043d \u0436\u04d9\u043d\u0435 SVD \u0431\u0435\u043b\u0433\u0456\u043b\u0435\u0440\u0456\u043d, \u0430\u043b \u0436\u0456\u043a\u0442\u0435\u0443\u0434\u0435 \u041f\u043b\u0430\u0442\u0442 \u043a\u0430\u043b\u0438\u0431\u0440\u043b\u0435\u0443\u0456\u043d \u049b\u043e\u043b\u0434\u0430\u043d\u0430\u0434\u044b. \u041d\u0435\u0433\u0456\u0437\u0433\u0456 TabFM \u0431\u0430\u043f\u0442\u0430\u0443\u0441\u044b\u0437 \u0436\u04d9\u043d\u0435 \u043a\u0440\u043e\u0441\u0441-\u0432\u0430\u043b\u0438\u0434\u0430\u0446\u0438\u044f\u0441\u044b\u0437 \u0431\u0456\u0440 \u0442\u0456\u043a\u0435\u043b\u0435\u0439 \u04e9\u0442\u0443\u0434\u0435 \u0431\u043e\u043b\u0436\u0430\u043c \u0436\u0430\u0441\u0430\u0439\u0434\u044b.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Elo \u2014 \u0441\u0430\u043b\u044b\u0441\u0442\u044b\u0440\u043c\u0430\u043b\u044b \u043a\u04e9\u0440\u0441\u0435\u0442\u043a\u0456\u0448, \u0430\u043b TabArena \u04af\u043d\u0435\u043c\u0456 \u0436\u0430\u04a3\u0430\u0440\u044b\u043f \u043e\u0442\u044b\u0440\u0430\u0434\u044b. \u0421\u043e\u043d\u0434\u044b\u049b\u0442\u0430\u043d \u0431\u0456\u0440 \u043a\u0435\u0441\u0456\u043d\u0434\u0456\u0434\u0435\u0433\u0456 \u043a\u04e9\u0448\u0431\u0430\u0441\u0448\u044b\u043b\u044b\u049b \u04d9\u0440 \u0431\u0438\u0437\u043d\u0435\u0441 \u043c\u0456\u043d\u0434\u0435\u0442\u0456\u043d\u0434\u0435 \u04af\u0437\u0434\u0456\u043a \u043d\u04d9\u0442\u0438\u0436\u0435 \u0431\u043e\u043b\u0430\u0442\u044b\u043d\u044b\u043d \u0434\u04d9\u043b\u0435\u043b\u0434\u0435\u043c\u0435\u0439\u0434\u0456. <a href=\"https:\/\/cifrum.kz\/kk\/glm-5-2-claude-kiberkauipsizdik-synaktary\/\">\u0416\u0418 \u043c\u043e\u0434\u0435\u043b\u044c\u0434\u0435\u0440\u0456\u043d\u0456\u04a3 \u0430\u0440\u043d\u0430\u0439\u044b \u0441\u044b\u043d\u0430\u049b\u0442\u0430\u0440\u044b\u043d\u0434\u0430\u0493\u044b<\/a> \u0441\u0438\u044f\u049b\u0442\u044b, \u043d\u04d9\u0442\u0438\u0436\u0435 \u0434\u0435\u0440\u0435\u043a\u0442\u0435\u0440 \u049b\u04b1\u0440\u0430\u043c\u044b\u043d\u0430, \u043c\u0435\u0442\u0440\u0438\u043a\u0430\u0493\u0430 \u0436\u04d9\u043d\u0435 \u0441\u0430\u043b\u044b\u0441\u0442\u044b\u0440\u0443 \u0448\u0430\u0440\u0442\u0442\u0430\u0440\u044b\u043d\u0430 \u0442\u04d9\u0443\u0435\u043b\u0434\u0456.<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" width=\"1024\" height=\"576\" src=\"https:\/\/cifrum.kz\/wp-content\/uploads\/2026\/07\/tabfm-test-shekteuler-kk-1024x576.png\" class=\"wp-image-6784\" alt=\"\u0418\u043d\u0444\u043e\u0433\u0440\u0430\u0444\u0438\u043a\u0430: 51 \u0434\u0435\u0440\u0435\u043a\u0442\u0435\u0440 \u0436\u0438\u044b\u043d\u044b, 700-\u0434\u0435\u043d 150 \u043c\u044b\u04a3\u0493\u0430 \u0434\u0435\u0439\u0456\u043d\u0433\u0456 \u0436\u043e\u043b, 10 \u043a\u043b\u0430\u0441\u0441\u049b\u0430 \u0436\u04d9\u043d\u0435 500 \u0431\u0435\u043b\u0433\u0456\u0433\u0435 \u0434\u0435\u0439\u0456\u043d\" loading=\"lazy\" decoding=\"async\" srcset=\"https:\/\/cifrum.kz\/wp-content\/uploads\/2026\/07\/tabfm-test-shekteuler-kk-1024x576.png 1024w, https:\/\/cifrum.kz\/wp-content\/uploads\/2026\/07\/tabfm-test-shekteuler-kk-300x169.png 300w, https:\/\/cifrum.kz\/wp-content\/uploads\/2026\/07\/tabfm-test-shekteuler-kk-768x432.png 768w, https:\/\/cifrum.kz\/wp-content\/uploads\/2026\/07\/tabfm-test-shekteuler-kk-1536x864.png 1536w, https:\/\/cifrum.kz\/wp-content\/uploads\/2026\/07\/tabfm-test-shekteuler-kk-1280x720.png 1280w, https:\/\/cifrum.kz\/wp-content\/uploads\/2026\/07\/tabfm-test-shekteuler-kk.png 1600w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">TabArena \u0431\u0430\u0493\u0430\u043b\u0430\u0443 \u0430\u0443\u049b\u044b\u043c\u044b \u0436\u04d9\u043d\u0435 TabFM 1.0.0 \u0436\u0430\u0440\u0438\u044f\u043b\u0430\u043d\u0493\u0430\u043d \u0448\u0435\u043a\u0442\u0435\u0443\u043b\u0435\u0440\u0456. \u0414\u0435\u0440\u0435\u043a\u043a\u04e9\u0437\u0434\u0435\u0440: Google Research \u0436\u04d9\u043d\u0435 Hugging Face \u043c\u043e\u0434\u0435\u043b\u044c \u043a\u0430\u0440\u0442\u043e\u0447\u043a\u0430\u0441\u044b.<\/figcaption><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\">\u00ab\u041e\u049b\u044b\u0442\u0443\u0441\u044b\u0437\u00bb \u0443\u04d9\u0434\u0435\u0441\u0456\u043d\u0456\u04a3 \u0448\u0435\u0433\u0456 \u049b\u0430\u0439\u0434\u0430<\/h2>\n\n\n\n<ul class=\"wp-block-list\"><li><strong>\u0411\u0435\u043b\u0433\u0456\u043b\u0435\u043d\u0433\u0435\u043d \u043c\u044b\u0441\u0430\u043b\u0434\u0430\u0440 \u049b\u0430\u0436\u0435\u0442.<\/strong> TabFM \u043c\u0456\u043d\u0434\u0435\u0442\u0442\u0456 \u0431\u043e\u0441 \u0436\u0435\u0440\u0434\u0435\u043d \u0442\u0430\u043f\u043f\u0430\u0439\u0434\u044b: \u0431\u0435\u043b\u0433\u0456\u043b\u0456 \u0436\u0430\u0443\u0430\u043f\u0442\u0430\u0440\u044b \u0431\u0430\u0440 \u0442\u0430\u0440\u0438\u0445\u0438 \u0436\u043e\u043b\u0434\u0430\u0440 \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\u043a\u0435 \u043a\u0456\u0440\u0435\u0434\u0456.<\/li><li><strong>\u0416\u0430\u0434 \u0448\u044b\u0493\u044b\u043d\u044b \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\u043f\u0435\u043d \u0431\u0456\u0440\u0433\u0435 \u04e9\u0441\u0435\u0434\u0456.<\/strong> \u041e\u049b\u0443 \u0436\u043e\u043b\u0434\u0430\u0440\u044b\u043d\u044b\u04a3 \u0431\u0430\u0440\u043b\u044b\u0493\u044b \u0438\u043d\u0444\u0435\u0440\u0435\u043d\u0441 \u043a\u0435\u0437\u0456\u043d\u0434\u0435 \u043c\u043e\u0434\u0435\u043b\u044c\u0433\u0435 \u0431\u0435\u0440\u0456\u043b\u0435\u0434\u0456.<\/li><li><strong>\u041a\u043b\u0430\u0441\u0441 \u0441\u0430\u043d\u044b \u0448\u0435\u043a\u0442\u0435\u0443\u043b\u0456.<\/strong> \u049a\u0430\u0437\u0456\u0440\u0433\u0456 \u043d\u04b1\u0441\u049b\u0430 \u0435\u04a3 \u043a\u04e9\u0431\u0456 10 \u043a\u043b\u0430\u0441\u0442\u044b \u049b\u043e\u043b\u0434\u0430\u0439\u0434\u044b.<\/li><li><strong>\u04e8\u0442\u0435 \u043a\u0435\u04a3 \u043a\u0435\u0441\u0442\u0435\u043b\u0435\u0440 \u0442\u04d9\u0443\u0435\u043a\u0435\u043b \u0430\u0439\u043c\u0430\u0493\u044b\u043d\u0434\u0430.<\/strong> \u041c\u043e\u0434\u0435\u043b\u044c 500 \u0431\u0435\u043b\u0433\u0456\u0433\u0435 \u0434\u0435\u0439\u0456\u043d\u0433\u0456 \u043a\u0435\u0441\u0442\u0435\u043b\u0435\u0440\u0433\u0435 \u043e\u04a3\u0442\u0430\u0439\u043b\u0430\u043d\u0434\u044b\u0440\u044b\u043b\u0493\u0430\u043d.<\/li><li><strong>\u0416\u043e\u0493\u0430\u0440\u044b \u0442\u04d9\u0443\u0435\u043a\u0435\u043b\u0434\u0456 \u0448\u0435\u0448\u0456\u043c\u0434\u0435\u0440 \u0436\u0435\u043a\u0435 \u0442\u0435\u043a\u0441\u0435\u0440\u0443\u0434\u0456 \u0442\u0430\u043b\u0430\u043f \u0435\u0442\u0435\u0434\u0456.<\/strong> \u041c\u043e\u0434\u0435\u043b\u044c\u0434\u0456 \u043d\u0430\u049b\u0442\u044b \u043c\u0456\u043d\u0434\u0435\u0442\u043a\u0435 \u04b1\u049b\u0441\u0430\u0441 \u0431\u04e9\u043b\u0435\u043a \u0434\u0435\u0440\u0435\u043a\u0442\u0435\u0440\u0434\u0435 \u0431\u0430\u0493\u0430\u043b\u0430\u0443 \u049b\u0430\u0436\u0435\u0442.<\/li><\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u0411\u043e\u043b\u0436\u0430\u043c\u0434\u044b \u043a\u0435\u043f\u0456\u043b\u0434\u0456\u043a \u0435\u043c\u0435\u0441, \u044b\u049b\u0442\u0438\u043c\u0430\u043b\u0434\u044b\u049b \u0431\u0430\u0493\u0430\u0441\u044b \u0440\u0435\u0442\u0456\u043d\u0434\u0435 \u049b\u0430\u0440\u0430\u0441\u0442\u044b\u0440\u0493\u0430\u043d \u0436\u04e9\u043d. <a href=\"https:\/\/cifrum.kz\/kk\/12-qytai-zhm-modeli-germaniya-paragvai-bolzham\/\">12 \u0416\u0418 \u043c\u043e\u0434\u0435\u043b\u0456\u043d\u0456\u04a3 \u0444\u0443\u0442\u0431\u043e\u043b \u043d\u04d9\u0442\u0438\u0436\u0435\u0441\u0456\u043d \u0431\u043e\u043b\u0436\u0430\u0443\u0434\u0430 \u0431\u0456\u0440\u0434\u0435\u0439 \u049b\u0430\u0442\u0435\u043b\u0435\u0441\u0443\u0456<\/a> \u049b\u0438\u0441\u044b\u043d\u0434\u044b \u0435\u0441\u0435\u043f \u043f\u0435\u043d \u043d\u0430\u049b\u0442\u044b \u043e\u049b\u0438\u0493\u0430 \u0430\u0440\u0430\u0441\u044b\u043d\u0434\u0430\u0493\u044b \u0430\u0439\u044b\u0440\u043c\u0430\u0448\u044b\u043b\u044b\u049b\u0442\u044b \u0430\u0439\u049b\u044b\u043d \u043a\u04e9\u0440\u0441\u0435\u0442\u0442\u0456.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">\u041a\u043e\u0434 \u0430\u0448\u044b\u049b, \u0431\u0456\u0440\u0430\u049b \u043f\u0430\u0439\u0434\u0430\u043b\u0430\u043d\u0443 \u0448\u0430\u0440\u0442\u0442\u0430\u0440\u044b \u0442\u043e\u043b\u044b\u049b \u0430\u0448\u044b\u049b \u0435\u043c\u0435\u0441<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Google TabFM \u043a\u043e\u0434\u044b\u043d GitHub-\u0442\u0430 Apache 2.0 \u043b\u0438\u0446\u0435\u043d\u0437\u0438\u044f\u0441\u044b\u043c\u0435\u043d \u0436\u0430\u0440\u0438\u044f\u043b\u0430\u043f, JAX \u0436\u04d9\u043d\u0435 PyTorch \u0441\u0430\u043b\u043c\u0430\u049b\u0442\u0430\u0440\u044b\u043d \u04b1\u0441\u044b\u043d\u0434\u044b. \u0410\u043b \u043c\u043e\u0434\u0435\u043b\u044c \u0441\u0430\u043b\u043c\u0430\u049b\u0442\u0430\u0440\u044b \u0436\u0435\u043a\u0435 \u043a\u043e\u043c\u043c\u0435\u0440\u0446\u0438\u044f\u043b\u044b\u049b \u0435\u043c\u0435\u0441 \u043b\u0438\u0446\u0435\u043d\u0437\u0438\u044f\u043c\u0435\u043d \u0431\u0435\u0440\u0456\u043b\u0435\u0434\u0456. \u041a\u0430\u0440\u0442\u043e\u0447\u043a\u0430\u0434\u0430 TabFM Google \u0440\u0435\u0441\u043c\u0438 \u0442\u04af\u0440\u0434\u0435 \u049b\u043e\u043b\u0434\u0430\u0439\u0442\u044b\u043d \u04e9\u043d\u0456\u043c \u0435\u043c\u0435\u0441 \u0435\u043a\u0435\u043d\u0456 \u0434\u0435 \u043a\u04e9\u0440\u0441\u0435\u0442\u0456\u043b\u0433\u0435\u043d.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u041a\u043e\u043c\u043f\u0430\u043d\u0438\u044f \u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u044f\u043d\u044b BigQuery-\u0433\u0435 \u0435\u043d\u0433\u0456\u0437\u0443\u0434\u0456 \u0436\u043e\u0441\u043f\u0430\u0440\u043b\u0430\u043f \u043e\u0442\u044b\u0440. \u0410\u043d\u043e\u043d\u0441\u049b\u0430 \u0441\u04d9\u0439\u043a\u0435\u0441, \u0430\u043b\u0434\u0430\u0493\u044b \u0430\u043f\u0442\u0430\u043b\u0430\u0440\u0434\u0430 \u043f\u0430\u0439\u0434\u0430\u043b\u0430\u043d\u0443\u0448\u044b\u043b\u0430\u0440 \u0436\u0456\u043a\u0442\u0435\u0443 \u043c\u0435\u043d \u0440\u0435\u0433\u0440\u0435\u0441\u0441\u0438\u044f\u043d\u044b <code>AI.PREDICT<\/code> SQL \u043a\u043e\u043c\u0430\u043d\u0434\u0430\u0441\u044b\u043c\u0435\u043d \u0456\u0441\u043a\u0435 \u049b\u043e\u0441\u0430 \u0430\u043b\u0443\u044b \u0442\u0438\u0456\u0441. \u0424\u0443\u043d\u043a\u0446\u0438\u044f \u043d\u0430\u049b\u0442\u044b \u049b\u043e\u043b\u0436\u0435\u0442\u0456\u043c\u0434\u0456 \u0431\u043e\u043b\u0493\u0430\u043d\u0493\u0430 \u0434\u0435\u0439\u0456\u043d \u0431\u04b1\u043b \u04d9\u0437\u0456\u0440\u0448\u0435 \u0436\u0430\u0440\u0438\u044f\u043b\u0430\u043d\u0493\u0430\u043d \u0436\u043e\u0441\u043f\u0430\u0440 \u0431\u043e\u043b\u044b\u043f \u049b\u0430\u043b\u0430\u0434\u044b.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">TabFM \u0442\u04d9\u0436\u0456\u0440\u0438\u0431\u0435\u0434\u0435 \u043d\u0435\u043d\u0456 \u04e9\u0437\u0433\u0435\u0440\u0442\u0435 \u0430\u043b\u0430\u0434\u044b<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u041d\u0435\u0433\u0456\u0437\u0433\u0456 \u044b\u049b\u0442\u0438\u043c\u0430\u043b \u04d9\u0441\u0435\u0440\u0456 \u2014 \u0430\u043b\u0493\u0430\u0448\u049b\u044b \u043f\u0440\u043e\u0442\u043e\u0442\u0438\u043f\u0442\u0456\u04a3 \u0436\u044b\u043b\u0434\u0430\u043c\u0434\u044b\u0493\u044b. \u0422\u0430\u043b\u0434\u0430\u0443\u0448\u044b \u0442\u043e\u043b\u044b\u049b ML-\u043f\u0430\u0439\u043f\u043b\u0430\u0439\u043d \u049b\u04b1\u0440\u043c\u0430\u0441 \u0431\u04b1\u0440\u044b\u043d \u043a\u0435\u0441\u0442\u0435\u0434\u0435 \u043a\u043b\u0438\u0435\u043d\u0442\u0442\u0456\u04a3 \u043a\u0435\u0442\u0443\u0456\u043d, \u0430\u043b\u0430\u044f\u049b\u0442\u044b\u049b \u0442\u04d9\u0443\u0435\u043a\u0435\u043b\u0456\u043d, \u0431\u0430\u0493\u0430\u043d\u044b \u043d\u0435\u043c\u0435\u0441\u0435 \u0441\u04b1\u0440\u0430\u043d\u044b\u0441\u0442\u044b \u0431\u043e\u043b\u0436\u0430\u0443\u0493\u0430 \u0436\u0435\u0442\u043a\u0456\u043b\u0456\u043a\u0442\u0456 \u0431\u0435\u043b\u0433\u0456 \u0431\u0430\u0440-\u0436\u043e\u0493\u044b\u043d \u0442\u0435\u0437 \u0442\u0435\u043a\u0441\u0435\u0440\u0435 \u0430\u043b\u0430\u0434\u044b. \u0411\u04b1\u043b \u0448\u0430\u0493\u044b\u043d \u043a\u043e\u043c\u0430\u043d\u0434\u0430\u043b\u0430\u0440 \u04af\u0448\u0456\u043d \u0431\u043e\u043b\u0436\u0430\u043c\u0434\u044b\u049b \u0430\u043d\u0430\u043b\u0438\u0442\u0438\u043a\u0430\u0493\u0430 \u043a\u0456\u0440\u0443 \u0448\u0435\u0433\u0456\u043d \u0442\u04e9\u043c\u0435\u043d\u0434\u0435\u0442\u0443\u0456 \u043c\u04af\u043c\u043a\u0456\u043d.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0411\u0456\u0440\u0430\u049b \u0441\u043e\u04a3\u0493\u044b \u0448\u0435\u0448\u0456\u043c \u0431\u0430\u0441\u0442\u0430\u043f\u049b\u044b \u0434\u0435\u0440\u0435\u043a\u0442\u0435\u0440 \u0441\u0430\u043f\u0430\u0441\u044b\u043d, \u043d\u044b\u0441\u0430\u043d\u0430\u043b\u044b \u0430\u0439\u043d\u044b\u043c\u0430\u043b\u044b\u043d\u044b\u04a3 \u0430\u0493\u044b\u043f \u043a\u0435\u0442\u0443\u0456\u043d, \u0456\u0440\u0456\u043a\u0442\u0435\u043c\u0435 \u044b\u0493\u044b\u0441\u0443\u044b\u043d, \u049b\u0430\u0442\u0435 \u049b\u04b1\u043d\u044b\u043d \u0436\u04d9\u043d\u0435 \u0443\u0430\u049b\u044b\u0442 \u0431\u043e\u0439\u044b\u043d\u0448\u0430 \u04e9\u0437\u0433\u0435\u0440\u0456\u0441\u0442\u0456 \u0435\u0441\u043a\u0435\u0440\u0443\u0456 \u0442\u0438\u0456\u0441. TabFM \u0438\u043d\u0436\u0435\u043d\u0435\u0440\u043b\u0456\u043a \u0436\u04b1\u043c\u044b\u0441\u0442\u044b\u04a3 \u0431\u0456\u0440 \u0431\u04e9\u043b\u0456\u0433\u0456\u043d \u0430\u0437\u0430\u0439\u0442\u0430\u0434\u044b, \u0430\u043b\u0430\u0439\u0434\u0430 \u043c\u0456\u043d\u0434\u0435\u0442\u0442\u0456 \u0434\u04b1\u0440\u044b\u0441 \u049b\u043e\u044e \u0436\u0430\u0443\u0430\u043f\u043a\u0435\u0440\u0448\u0456\u043b\u0456\u0433\u0456\u043d \u0436\u043e\u0439\u043c\u0430\u0439\u0434\u044b.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u0414\u0435\u0440\u0435\u043a\u043a\u04e9\u0437\u0434\u0435\u0440:<\/strong> <a href=\"https:\/\/research.google\/blog\/introducing-tabfm-a-zero-shot-foundation-model-for-tabular-data\/\" target=\"_blank\" rel=\"noopener noreferrer\">Google Research \u0430\u043d\u043e\u043d\u0441\u044b<\/a>, <a href=\"https:\/\/github.com\/google-research\/tabfm\" target=\"_blank\" rel=\"noopener noreferrer\">TabFM \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0439\u0456<\/a>, <a href=\"https:\/\/huggingface.co\/google\/tabfm-1.0.0-pytorch\" target=\"_blank\" rel=\"noopener noreferrer\">TabFM 1.0.0 \u043c\u043e\u0434\u0435\u043b\u044c \u043a\u0430\u0440\u0442\u043e\u0447\u043a\u0430\u0441\u044b<\/a>, <a href=\"https:\/\/tabarena.ai\/\" target=\"_blank\" rel=\"noopener noreferrer\">TabArena \u0431\u0435\u043d\u0447\u043c\u0430\u0440\u043a\u0456<\/a>.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><em>\u0411\u0430\u0441\u0442\u044b \u0441\u0443\u0440\u0435\u0442 Cifrum.kz \u04af\u0448\u0456\u043d \u0436\u0430\u0441\u0430\u043d\u0434\u044b \u0438\u043d\u0442\u0435\u043b\u043b\u0435\u043a\u0442 \u043a\u04e9\u043c\u0435\u0433\u0456\u043c\u0435\u043d \u0436\u0430\u0441\u0430\u043b\u0493\u0430\u043d \u0442\u04b1\u0436\u044b\u0440\u044b\u043c\u0434\u0430\u043c\u0430\u043b\u044b\u049b \u0440\u0435\u0434\u0430\u043a\u0446\u0438\u044f\u043b\u044b\u049b \u0438\u043b\u043b\u044e\u0441\u0442\u0440\u0430\u0446\u0438\u044f. \u0413\u0440\u0430\u0444\u0438\u043a\u0442\u0435\u0440 \u043c\u0435\u043d \u0441\u0445\u0435\u043c\u0430\u043b\u0430\u0440\u0434\u044b Cifrum.kz \u0430\u0442\u0430\u043b\u0493\u0430\u043d \u0434\u0435\u0440\u0435\u043a\u043a\u04e9\u0437\u0434\u0435\u0440\u0434\u0456\u04a3 \u043c\u04d9\u043b\u0456\u043c\u0435\u0442\u0442\u0435\u0440\u0456 \u0431\u043e\u0439\u044b\u043d\u0448\u0430 \u04d9\u0437\u0456\u0440\u043b\u0435\u0434\u0456.<\/em><\/p>\n","protected":false},"excerpt":{"rendered":"<p>TabFM \u0431\u0435\u043b\u0433\u0456\u043b\u0435\u043d\u0433\u0435\u043d \u0436\u043e\u043b\u0434\u0430\u0440\u0434\u044b \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442 \u0440\u0435\u0442\u0456\u043d\u0434\u0435 \u0430\u043b\u044b\u043f, \u043c\u043e\u0434\u0435\u043b\u044c \u0441\u0430\u043b\u043c\u0430\u049b\u0442\u0430\u0440\u044b\u043d \u04e9\u0437\u0433\u0435\u0440\u0442\u043f\u0435\u0439 \u0431\u043e\u043b\u0436\u0430\u043c \u0436\u0430\u0441\u0430\u0439\u0434\u044b. \u0410\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0430\u0441\u044b\u043d, TabArena \u043d\u04d9\u0442\u0438\u0436\u0435\u0441\u0456\u043d \u0436\u04d9\u043d\u0435 \u0448\u0435\u043a\u0442\u0435\u0443\u043b\u0435\u0440\u0456\u043d \u0442\u0430\u043b\u0434\u0430\u0439\u043c\u044b\u0437.<\/p>\n","protected":false},"author":1,"featured_media":6781,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","ast-disable-related-posts":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"rank_math_focus_keyword":"Google TabFM,TabFM,\u043a\u0435\u0441\u0442\u0435\u043b\u0456\u043a 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