{"id":4294,"date":"2026-01-30T02:04:20","date_gmt":"2026-01-29T23:04:20","guid":{"rendered":"https:\/\/x0ct.com\/ai\/?p=4294"},"modified":"2026-01-30T02:04:20","modified_gmt":"2026-01-29T23:04:20","slug":"prohodim-lyubye-sobesedovaniya-po-nejronkam-i-llm-na-raz-dva-genii-sobrali-vse-samye-rasprostranennye","status":"publish","type":"post","link":"https:\/\/x0ct.com\/ai\/?p=4294","title":{"rendered":"\u041f\u0440\u043e\u0445\u043e\u0434\u0438\u043c \u041b\u042e\u0411\u042b\u0415 \u0441\u043e\u0431\u0435\u0441\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f \u043f\u043e \u043d\u0435\u0439\u0440\u043e\u043d\u043a\u0430\u043c \u0438 LLM \u043d\u0430 \u0440\u0430\u0437-\u0434\u0432\u0430  \u0433\u0435\u043d\u0438\u0438 \u0441\u043e\u0431\u0440\u0430\u043b\u0438 \u0412\u0421\u0415 \u0441\u0430\u043c\u044b\u0435 \u0440\u0430\u0441\u043f\u0440\u043e\u0441\u0442\u0440\u0430\u043d\u0435\u043d\u043d\u044b\u0435"},"content":{"rendered":"<p><b><i class=\"emoji\" style=\"background-image:url('\/\/telegram.org\/img\/emoji\/40\/E29AA1.png')\"><b>\u26a1\ufe0f<\/b><\/i><\/b><b> \u041f\u0440\u043e\u0445\u043e\u0434\u0438\u043c \u041b\u042e\u0411\u042b\u0415 \u0441\u043e\u0431\u0435\u0441\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f \u043f\u043e \u043d\u0435\u0439\u0440\u043e\u043d\u043a\u0430\u043c \u0438 LLM \u043d\u0430 \u0440\u0430\u0437-\u0434\u0432\u0430 \u2014<\/b> \u0433\u0435\u043d\u0438\u0438 \u0441\u043e\u0431\u0440\u0430\u043b\u0438 \u0412\u0421\u0415 \u0441\u0430\u043c\u044b\u0435 \u0440\u0430\u0441\u043f\u0440\u043e\u0441\u0442\u0440\u0430\u043d\u0435\u043d\u043d\u044b\u0435 \u0432\u043e\u043f\u0440\u043e\u0441\u044b \u0438 \u0437\u0430\u0434\u0430\u043d\u0438\u044f \u0434\u043b\u044f \u043f\u043e\u0434\u0433\u043e\u0442\u043e\u0432\u043a\u0438 \u043d\u0430 \u0434\u0430\u0442\u0430-\u0441\u0430\u0439\u0435\u043d\u0442\u0438\u0441\u0442\u0430, \u0438\u043d\u0436\u0435\u043d\u0435\u0440\u0430 \u0434\u0430\u043d\u043d\u044b\u0445 \u0438\u043b\u0438 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u0447\u0438\u043a\u0430 \u043d\u0435\u0439\u0440\u043e\u043d\u043d\u044b\u0445 \u0441\u0435\u0442\u0435\u0439.<\/p>\n<p><b>\u0426\u0435\u043b\u044b\u0445 <\/b><b><i class=\"emoji\" style=\"background-image:url('\/\/telegram.org\/img\/emoji\/40\/36E283A3.png')\"><b>6\ufe0f\u20e3<\/b><\/i><\/b><b><i class=\"emoji\" style=\"background-image:url('\/\/telegram.org\/img\/emoji\/40\/33E283A3.png')\"><b>3\ufe0f\u20e3<\/b><\/i><\/b><b> \u043e\u0431\u044a\u0435\u043c\u043d\u044b\u0445 \u0432\u043e\u043f\u0440\u043e\u0441\u0430,<\/b> \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u0447\u0430\u0449\u0435 \u0432\u0441\u0435\u0433\u043e \u0437\u0430\u0434\u0430\u044e\u0442 \u043a\u0430\u043d\u0434\u0438\u0434\u0430\u0442\u0430\u043c \u043d\u0430 \u0441\u043e\u0431\u0435\u0441\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f\u0445 <b>\u0432\u0441\u0435 \u043a\u0440\u0443\u043f\u043d\u044b\u0435 \u043c\u0438\u0440\u043e\u0432\u044b\u0435 \u0431\u0438\u0433\u0442\u0435\u0445\u0438 \u2014<\/b>\u00a0\u043d\u0430 \u043d\u0438\u0445 \u0434\u0430\u043b\u0438 \u0440\u0430\u0437\u0432\u0435\u0440\u043d\u0443\u0442\u044b\u0435 \u0438 \u0442\u043e\u0447\u043d\u0435\u0439\u0448\u0438\u0435 \u043e\u0442\u0432\u0435\u0442\u044b. \u0421\u043c\u043e\u0436\u0435\u0442\u0435 \u043f\u043e\u043a\u0430\u0437\u0430\u0442\u044c \u0441\u0432\u043e\u0438 \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0437\u043d\u0430\u043d\u0438\u044f \u0438 \u044d\u0440\u0443\u0434\u0438\u0446\u0438\u044e.<\/p>\n<p>\u042d\u0442\u043e \u0431\u0443\u043a\u0432\u0430\u043b\u044c\u043d\u043e <b>\u043a\u043e\u043d\u0446\u0435\u043d\u0442\u0440\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u0430\u044f \u0438 \u043c\u043e\u0449\u043d\u0430\u044f \u0411\u0410\u0417\u0410:<\/b><\/p>\n<blockquote><p>\n<b>\u2022 \u0410\u0440\u0445\u0438\u0442\u0435\u043a\u0442\u0443\u0440\u0430 Transformer \u2014<\/b>\u00a0\u0432\u0441\u0435, \u0447\u0442\u043e \u043f\u043e\u0434 \u043a\u0430\u043f\u043e\u0442\u043e\u043c \u0438 \u043f\u0440\u0438\u043d\u0446\u0438\u043f\u044b \u0440\u0430\u0431\u043e\u0442\u044b \u0441\u0430\u043c\u043e\u0439 \u043a\u0440\u0443\u0442\u043e\u0439 \u0431\u0438\u0431\u043b\u0438\u043e\u0442\u0435\u043a\u0438 \u0434\u043b\u044f \u0441\u043e\u0437\u0434\u0430\u043d\u0438\u044f \u0438 \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u044f \u043d\u0435\u0439\u0440\u043e\u043d\u043e\u043a.<br \/>\n<b>\u200b\u2022 Embeddings &amp; Tokenization \u2014<\/b>\u00a0\u0432\u0441\u0435 \u043f\u0440\u043e \u0442\u043e, \u043a\u0430\u043a \u043c\u0430\u0448\u0438\u043d\u044b \u0447\u0438\u0442\u0430\u044e\u0442 \u0438 \u0441\u0447\u0438\u0442\u044b\u0432\u0430\u044e\u0442 \u0442\u0435\u043a\u0441\u0442 \u0438 \u0434\u0440\u0443\u0433\u0438\u0435 \u0432\u0438\u0437\u0443\u0430\u043b\u044c\u043d\u044b\u0435 \u0434\u0430\u043d\u043d\u044b\u0435.<br \/>\n<b>\u2022 Self-attention \u2014<\/b>\u00a0\u043c\u0430\u0441\u0448\u0442\u0430\u0431\u043d\u044b\u0439 \u043f\u0440\u043e\u0446\u0435\u0441\u0441 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 \u043c\u043e\u0437\u0433\u0430 \u043d\u0435\u0439\u0440\u043e\u043d\u043e\u043a, \u0447\u0442\u043e\u0431\u044b \u0442\u0435 \u043c\u044b\u0441\u043b\u0438\u043b\u0438 \u043a\u0430\u043a \u043b\u044e\u0434\u0438.<br \/>\n<b>\u2022 GPT vs BERT \u2014<\/b>\u00a0\u043f\u043e\u043b\u043d\u043e\u0435 \u043e\u043f\u0438\u0441\u0430\u043d\u0438\u0435 \u0440\u0430\u0437\u043d\u0438\u0446\u044b \u043c\u0435\u0436\u0434\u0443 \u044d\u043d\u043a\u043e\u0434\u0435\u0440\u043e\u043c \u0438 \u0434\u0435\u043a\u043e\u0434\u0435\u0440\u043e\u043c.<br \/>\n<b>\u2022 Fine-tuning \u0438 Prompt Engineering \u2014<\/b> \u0432\u0435\u0441\u044c \u0446\u0438\u043a\u043b \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u044f \u043c\u043e\u0434\u0435\u043b\u0435\u0439 \u0434\u043e \u0438\u0434\u0435\u0430\u043b\u0430, \u0430 \u0442\u0430\u043a\u0436\u0435 \u0438\u0441\u043a\u0443\u0441\u0441\u0442\u0432\u043e \u043d\u0430\u043f\u0438\u0441\u0430\u043d\u0438\u044f \u0438\u0434\u0435\u0430\u043b\u044c\u043d\u044b\u0445 \u0437\u0430\u043f\u0440\u043e\u0441\u043e\u0432.<br \/>\n\u2022 <b>\u0414\u0435\u0441\u044f\u0442\u043a\u0438 \u043f\u0440\u0438\u043c\u0435\u0440\u043e\u0432, \u043f\u043e\u0434\u0440\u043e\u0431\u043d\u044b\u0435 \u043e\u0431\u044a\u044f\u0441\u043d\u0435\u043d\u0438\u044f \u0438 \u043a\u0443\u0447\u0430 \u0432\u0438\u0437\u0443\u0430\u043b\u0430,<\/b> \u0447\u0442\u043e\u0431\u044b \u0432\u0430\u043c \u0431\u044b\u043b\u0430 \u043f\u043e\u043d\u044f\u0442\u043d\u0430 \u043a\u0430\u0436\u0434\u0430\u044f \u0442\u0435\u043c\u0430. <\/p><\/blockquote>\n<p><i class=\"emoji\" style=\"background-image:url('\/\/telegram.org\/img\/emoji\/40\/F09F98B6.png')\"><b>\ud83d\ude36<\/b><\/i><i class=\"emoji\" style=\"background-image:url('\/\/telegram.org\/img\/emoji\/40\/F09F98B6.png')\"><b>\ud83d\ude36<\/b><\/i><i class=\"emoji\" style=\"background-image:url('\/\/telegram.org\/img\/emoji\/40\/F09F98B6.png')\"><b>\ud83d\ude36<\/b><\/i><i class=\"emoji\" style=\"background-image:url('\/\/telegram.org\/img\/emoji\/40\/F09F98B6.png')\"><b>\ud83d\ude36<\/b><\/i><i class=\"emoji\" style=\"background-image:url('\/\/telegram.org\/img\/emoji\/40\/F09F98B6.png')\"><b>\ud83d\ude36<\/b><\/i><i class=\"emoji\" style=\"background-image:url('\/\/telegram.org\/img\/emoji\/40\/F09F98B6.png')\"><b>\ud83d\ude36<\/b><\/i><i class=\"emoji\" style=\"background-image:url('\/\/telegram.org\/img\/emoji\/40\/F09F98B6.png')\"><b>\ud83d\ude36<\/b><\/i><i class=\"emoji\" style=\"background-image:url('\/\/telegram.org\/img\/emoji\/40\/F09F98B6.png')\"><b>\ud83d\ude36<\/b><\/i><i class=\"emoji\" style=\"background-image:url('\/\/telegram.org\/img\/emoji\/40\/F09F98B6.png')\"><b>\ud83d\ude36<\/b><\/i><\/p>\n<p>\u0423\u043d\u0438\u0447\u0442\u043e\u0436\u0430\u0435\u043c \u043b\u044e\u0431\u043e\u0435 \u0441\u043e\u0431\u0435\u0441\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u0435 \u2014 <a href=\"https:\/\/github.com\/Devinterview-io\/llms-interview-questions?tab=readme-ov-file\" target=\"_blank\" rel=\"noopener\">\u0442\u0443\u0442.<\/a><\/p>\n<p><i class=\"emoji\" style=\"background-image:url('\/\/telegram.org\/img\/emoji\/40\/F09F918D.png')\"><b>\ud83d\udc4d<\/b><\/i> <a href=\"https:\/\/t.me\/whackdoor\" target=\"_blank\" rel=\"noopener\">\u0411\u044d\u043a\u0434\u043e\u0440<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u26a1\ufe0f \u041f\u0440\u043e\u0445\u043e\u0434\u0438\u043c \u041b\u042e\u0411\u042b\u0415 \u0441\u043e\u0431\u0435\u0441\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f \u043f\u043e \u043d\u0435\u0439\u0440\u043e\u043d\u043a\u0430\u043c \u0438 LLM \u043d\u0430 \u0440\u0430\u0437-\u0434\u0432\u0430 \u2014 \u0433\u0435\u043d\u0438\u0438 \u0441\u043e\u0431\u0440\u0430\u043b\u0438 \u0412\u0421\u0415 \u0441\u0430\u043c\u044b\u0435 \u0440\u0430\u0441\u043f\u0440\u043e\u0441\u0442\u0440\u0430\u043d\u0435\u043d\u043d\u044b\u0435 \u0432\u043e\u043f\u0440\u043e\u0441\u044b \u0438 \u0437\u0430\u0434\u0430\u043d\u0438\u044f \u0434\u043b\u044f \u043f\u043e\u0434\u0433\u043e\u0442\u043e\u0432\u043a\u0438 \u043d\u0430 \u0434\u0430\u0442\u0430-\u0441\u0430\u0439\u0435\u043d\u0442\u0438\u0441\u0442\u0430, \u0438\u043d\u0436\u0435\u043d\u0435\u0440\u0430 \u0434\u0430\u043d\u043d\u044b\u0445 \u0438\u043b\u0438 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u0447\u0438\u043a\u0430 \u043d\u0435\u0439\u0440\u043e\u043d\u043d\u044b\u0445 \u0441\u0435\u0442\u0435\u0439. \u0426\u0435\u043b\u044b\u0445 6\ufe0f\u20e33\ufe0f\u20e3 \u043e\u0431\u044a\u0435\u043c\u043d\u044b\u0445 \u0432\u043e\u043f\u0440\u043e\u0441\u0430, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u0447\u0430\u0449\u0435 \u0432\u0441\u0435\u0433\u043e \u0437\u0430\u0434\u0430\u044e\u0442 \u043a\u0430\u043d\u0434\u0438\u0434\u0430\u0442\u0430\u043c \u043d\u0430 \u0441\u043e\u0431\u0435\u0441\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f\u0445 \u0432\u0441\u0435 \u043a\u0440\u0443\u043f\u043d\u044b\u0435 \u043c\u0438\u0440\u043e\u0432\u044b\u0435 \u0431\u0438\u0433\u0442\u0435\u0445\u0438 \u2014\u00a0\u043d\u0430 \u043d\u0438\u0445 \u0434\u0430\u043b\u0438 \u0440\u0430\u0437\u0432\u0435\u0440\u043d\u0443\u0442\u044b\u0435 \u0438 \u0442\u043e\u0447\u043d\u0435\u0439\u0448\u0438\u0435 \u043e\u0442\u0432\u0435\u0442\u044b. \u0421\u043c\u043e\u0436\u0435\u0442\u0435 \u043f\u043e\u043a\u0430\u0437\u0430\u0442\u044c \u0441\u0432\u043e\u0438 \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0435 [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":4293,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-4294","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-news"],"_links":{"self":[{"href":"https:\/\/x0ct.com\/ai\/index.php?rest_route=\/wp\/v2\/posts\/4294","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/x0ct.com\/ai\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/x0ct.com\/ai\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/x0ct.com\/ai\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/x0ct.com\/ai\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=4294"}],"version-history":[{"count":0,"href":"https:\/\/x0ct.com\/ai\/index.php?rest_route=\/wp\/v2\/posts\/4294\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/x0ct.com\/ai\/index.php?rest_route=\/wp\/v2\/media\/4293"}],"wp:attachment":[{"href":"https:\/\/x0ct.com\/ai\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=4294"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/x0ct.com\/ai\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=4294"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/x0ct.com\/ai\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=4294"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}