{"id":5957,"date":"2025-03-21T15:49:40","date_gmt":"2025-03-21T12:49:40","guid":{"rendered":"https:\/\/codenrock.com\/blog\/?p=5957"},"modified":"2025-03-21T15:49:43","modified_gmt":"2025-03-21T12:49:43","slug":"issledovanie-codenrock-ot-it-sorevnovanij-2024-goda-k-trendam-2025","status":"publish","type":"post","link":"https:\/\/codenrock.com\/blog\/issledovanie-codenrock-ot-it-sorevnovanij-2024-goda-k-trendam-2025\/","title":{"rendered":"\u0418\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u0435 Codenrock: \u043e\u0442 IT-\u0441\u043e\u0440\u0435\u0432\u043d\u043e\u0432\u0430\u043d\u0438\u0439 2024 \u0433\u043e\u0434\u0430 \u043a \u0442\u0440\u0435\u043d\u0434\u0430\u043c 2025"},"content":{"rendered":"\n<figure class=\"wp-block-image size-large\"><span itemprop=\"image\" itemscope itemtype=\"https:\/\/schema.org\/ImageObject\"><img itemprop=\"url image\" loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\"  data-src=\"https:\/\/cdn.codenrock.com\/wp-content\/uploads\/2025\/03\/image1-2-1024x576.png\" alt=\"\u0418\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u0435 Codenrock: \u043e\u0442 IT-\u0441\u043e\u0440\u0435\u0432\u043d\u043e\u0432\u0430\u043d\u0438\u0439 2024 \u0433\u043e\u0434\u0430 \u043a \u0442\u0440\u0435\u043d\u0434\u0430\u043c 2025\" class=\"wp-image-5958 lazyload\" data-srcset=\"https:\/\/codenrock.com\/blog\/wp-content\/uploads\/2025\/03\/image1-2-1024x576.png 1024w, https:\/\/codenrock.com\/blog\/wp-content\/uploads\/2025\/03\/image1-2-300x169.png 300w, https:\/\/codenrock.com\/blog\/wp-content\/uploads\/2025\/03\/image1-2-768x432.png 768w, https:\/\/codenrock.com\/blog\/wp-content\/uploads\/2025\/03\/image1-2-1536x864.png 1536w, https:\/\/codenrock.com\/blog\/wp-content\/uploads\/2025\/03\/image1-2-711x400.png 711w, https:\/\/codenrock.com\/blog\/wp-content\/uploads\/2025\/03\/image1-2-335x188.png 335w, https:\/\/codenrock.com\/blog\/wp-content\/uploads\/2025\/03\/image1-2.png 1920w\" data-sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" src=\"data:image\/gif;base64,R0lGODlhAQABAAAAACH5BAEKAAEALAAAAAABAAEAAAICTAEAOw==\" style=\"--smush-placeholder-width: 1024px; --smush-placeholder-aspect-ratio: 1024\/576;\" \/><noscript><img itemprop=\"url image\" loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\"  src=\"https:\/\/cdn.codenrock.com\/wp-content\/uploads\/2025\/03\/image1-2-1024x576.png\" alt=\"\u0418\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u0435 Codenrock: \u043e\u0442 IT-\u0441\u043e\u0440\u0435\u0432\u043d\u043e\u0432\u0430\u043d\u0438\u0439 2024 \u0433\u043e\u0434\u0430 \u043a \u0442\u0440\u0435\u043d\u0434\u0430\u043c 2025\" class=\"wp-image-5958\" srcset=\"https:\/\/codenrock.com\/blog\/wp-content\/uploads\/2025\/03\/image1-2-1024x576.png 1024w, https:\/\/codenrock.com\/blog\/wp-content\/uploads\/2025\/03\/image1-2-300x169.png 300w, https:\/\/codenrock.com\/blog\/wp-content\/uploads\/2025\/03\/image1-2-768x432.png 768w, https:\/\/codenrock.com\/blog\/wp-content\/uploads\/2025\/03\/image1-2-1536x864.png 1536w, https:\/\/codenrock.com\/blog\/wp-content\/uploads\/2025\/03\/image1-2-711x400.png 711w, https:\/\/codenrock.com\/blog\/wp-content\/uploads\/2025\/03\/image1-2-335x188.png 335w, https:\/\/codenrock.com\/blog\/wp-content\/uploads\/2025\/03\/image1-2.png 1920w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/noscript><meta itemprop=\"width\" content=\"1024\"><meta itemprop=\"height\" content=\"576\"><\/span><\/figure>\n\n\n\n<p>\u0425\u0430\u043a\u0430\u0442\u043e\u043d\u044b \u043f\u0435\u0440\u0435\u0441\u0442\u0430\u043b\u0438 \u0431\u044b\u0442\u044c \u043a\u043e\u043d\u043a\u0443\u0440\u0441\u0430\u043c\u0438 \u0434\u043b\u044f \u043d\u0430\u0447\u0438\u043d\u0430\u044e\u0449\u0438\u0445 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u0447\u0438\u043a\u043e\u0432. IT-\u0441\u043e\u0440\u0435\u0432\u043d\u043e\u0432\u0430\u043d\u0438\u044f \u2013 \u044d\u0442\u043e \u043c\u043e\u0449\u043d\u044b\u0439 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442 \u0434\u043b\u044f \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u0431\u0438\u0437\u043d\u0435\u0441-\u0437\u0430\u0434\u0430\u0447, \u043e\u0431\u0440\u0430\u0437\u043e\u0432\u0430\u043d\u0438\u044f, \u043f\u043e\u0432\u044b\u0448\u0435\u043d\u0438\u044f \u043a\u0432\u0430\u043b\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u0438 \u0438 \u043f\u043e\u0438\u0441\u043a\u0430 \u0442\u0430\u043b\u0430\u043d\u0442\u043e\u0432. \u041c\u044b \u0438\u0437\u0443\u0447\u0438\u043b\u0438 100 000 \u0443\u0447\u0430\u0441\u0442\u043d\u0438\u043a\u043e\u0432 \u043f\u043b\u0430\u0442\u0444\u043e\u0440\u043c\u044b Codenrock \u0438 \u043e\u0442\u043a\u0440\u044b\u0442\u044b\u0435 \u0434\u0430\u043d\u043d\u044b\u0435 \u043e \u0445\u0430\u043a\u0430\u0442\u043e\u043d\u0430\u0445 \u0437\u0430 4 \u043f\u043e\u0441\u043b\u0435\u0434\u043d\u0438\u0445 \u0433\u043e\u0434\u0430, \u0447\u0442\u043e\u0431\u044b \u0441\u043f\u0440\u043e\u0433\u043d\u043e\u0437\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0442\u0440\u0435\u043d\u0434\u044b IT-\u043a\u043e\u043d\u043a\u0443\u0440\u0441\u043e\u0432 \u043d\u0430 2025 \u0433\u043e\u0434.&nbsp;<\/p>\n\n\n\n<p>\u0412 \u044d\u0442\u043e\u043c \u0433\u043e\u0434\u0443 \u043d\u0430\u0441 \u043e\u0436\u0438\u0434\u0430\u044e\u0442 \u0442\u0440\u0438 \u0433\u043b\u0430\u0432\u043d\u044b\u0435 \u0442\u0435\u043d\u0434\u0435\u043d\u0446\u0438\u0438:<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u0414\u0430\u043b\u044c\u043d\u0435\u0439\u0448\u0438\u0439 \u0440\u043e\u0441\u0442 \u0445\u0430\u043a\u0430\u0442\u043e\u043d\u043e\u0432 \u0432 \u0433\u0438\u0431\u0440\u0438\u0434\u043d\u043e\u043c \u0444\u043e\u0440\u043c\u0430\u0442\u0435.\u00a0<\/li>\n\n\n\n<li>\u0420\u0430\u0437\u0432\u0438\u0442\u0438\u0435 \u0438 \u0443\u0441\u043b\u043e\u0436\u043d\u0435\u043d\u0438\u0435 ML-\u0441\u043e\u0440\u0435\u0432\u043d\u043e\u0432\u0430\u043d\u0438\u0439, \u0431\u043e\u043b\u044c\u0448\u0438\u0439 \u0430\u043a\u0446\u0435\u043d\u0442 \u043d\u0430 \u0441\u043e\u0437\u0434\u0430\u043d\u0438\u0438 \u043f\u0440\u0438\u043a\u043b\u0430\u0434\u043d\u044b\u0445, \u0430 \u043d\u0435 \u0442\u0435\u043e\u0440\u0435\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u0440\u0435\u0448\u0435\u043d\u0438\u0439.\u00a0<\/li>\n\n\n\n<li>\u041f\u043e\u043f\u0443\u043b\u044f\u0440\u0438\u0437\u0430\u0446\u0438\u044f IT-\u043a\u043e\u043d\u043a\u0443\u0440\u0441\u043e\u0432 \u043a\u0430\u043a \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u0430 \u0440\u0430\u0437\u0432\u0438\u0442\u0438\u044f \u043b\u0438\u0447\u043d\u044b\u0445 \u0438 \u043f\u0440\u043e\u0444\u0435\u0441\u0441\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u044b\u0445 \u043d\u0430\u0432\u044b\u043a\u043e\u0432.\u00a0<\/li>\n<\/ol>\n\n\n\n<blockquote class=\"wp-block-quote is-style-check is-layout-flow wp-block-quote-is-layout-flow\">\n<p><strong>\u041f\u043e\u0434\u0440\u043e\u0431\u043d\u0435\u0435 \u2013 \u0432 <a href=\"https:\/\/habr.com\/ru\/articles\/892494\/\">\u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u0438 Codenrock<\/a>, \u043e\u043f\u0443\u0431\u043b\u0438\u043a\u043e\u0432\u0430\u043d\u043d\u043e\u043c \u043d\u0430 \u0425\u0430\u0431\u0440\u0435.<\/strong><\/p>\n<\/blockquote>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u0418\u0442\u043e\u0433\u0438 2024: \u0433\u043b\u0430\u0432\u043d\u043e\u0435<\/strong><\/h2>\n\n\n\n<p>\u041f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432\u044b\u0435 \u0445\u0430\u043a\u0430\u0442\u043e\u043d\u044b \u2013 \u0441\u0430\u043c\u044b\u0439 \u0432\u043e\u0441\u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u0442\u0438\u043f \u043a\u043e\u043d\u043a\u0443\u0440\u0441\u043e\u0432 \u0434\u043b\u044f IT-\u0441\u043f\u0435\u0446\u0438\u0430\u043b\u0438\u0441\u0442\u043e\u0432. ML-\u0441\u043e\u0440\u0435\u0432\u043d\u043e\u0432\u0430\u043d\u0438\u044f \u043e\u0445\u0432\u0430\u0442\u044b\u0432\u0430\u044e\u0442 \u0432\u0441\u0435 \u0431\u043e\u043b\u044c\u0448\u0435 \u043e\u0442\u0440\u0430\u0441\u043b\u0435\u0439: \u043e\u0442 \u043f\u0440\u043e\u043c\u044b\u0448\u043b\u0435\u043d\u043d\u043e\u0441\u0442\u0438 \u0438 \u0444\u0438\u043d\u0442\u0435\u0445\u0430 \u0434\u043e \u0440\u0438\u0442\u0435\u0439\u043b\u0430 \u0438 \u043a\u0440\u0435\u0430\u0442\u0438\u0432\u043d\u043e\u0439 \u0438\u043d\u0434\u0443\u0441\u0442\u0440\u0438\u0438.&nbsp;<\/p>\n\n\n\n<p>\u041f\u043e\u043f\u0443\u043b\u044f\u0440\u043d\u043e\u0441\u0442\u044c \u043e\u0444\u043b\u0430\u0439\u043d-\u0445\u0430\u043a\u0430\u0442\u043e\u043d\u043e\u0432 \u0441\u043d\u0438\u0436\u0430\u0435\u0442\u0441\u044f \u043d\u0430 \u043f\u0440\u043e\u0442\u044f\u0436\u0435\u043d\u0438\u0438 4 \u043b\u0435\u0442. \u041e\u0440\u0433\u0430\u043d\u0438\u0437\u0430\u0442\u043e\u0440\u044b \u0432\u0441\u0435 \u0447\u0430\u0449\u0435 \u0434\u0435\u043b\u0430\u044e\u0442 \u0432\u044b\u0431\u043e\u0440 \u0432 \u043f\u043e\u043b\u044c\u0437\u0443 \u0433\u0438\u0431\u0440\u0438\u0434\u043d\u044b\u0445 \u043c\u0435\u0440\u043e\u043f\u0440\u0438\u044f\u0442\u0438\u0439.&nbsp;<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><span itemprop=\"image\" itemscope itemtype=\"https:\/\/schema.org\/ImageObject\"><img itemprop=\"url image\" loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\"  data-src=\"https:\/\/cdn.codenrock.com\/wp-content\/uploads\/2025\/03\/image2-2-1024x576.png\" alt=\"\u0418\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u0435 Codenrock: \u043e\u0442 IT-\u0441\u043e\u0440\u0435\u0432\u043d\u043e\u0432\u0430\u043d\u0438\u0439 2024 \u0433\u043e\u0434\u0430 \u043a \u0442\u0440\u0435\u043d\u0434\u0430\u043c 2025\" class=\"wp-image-5959 lazyload\" data-srcset=\"https:\/\/codenrock.com\/blog\/wp-content\/uploads\/2025\/03\/image2-2-1024x576.png 1024w, https:\/\/codenrock.com\/blog\/wp-content\/uploads\/2025\/03\/image2-2-300x169.png 300w, https:\/\/codenrock.com\/blog\/wp-content\/uploads\/2025\/03\/image2-2-768x432.png 768w, https:\/\/codenrock.com\/blog\/wp-content\/uploads\/2025\/03\/image2-2-1536x864.png 1536w, https:\/\/codenrock.com\/blog\/wp-content\/uploads\/2025\/03\/image2-2-711x400.png 711w, https:\/\/codenrock.com\/blog\/wp-content\/uploads\/2025\/03\/image2-2-335x188.png 335w, https:\/\/codenrock.com\/blog\/wp-content\/uploads\/2025\/03\/image2-2.png 1920w\" data-sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" src=\"data:image\/gif;base64,R0lGODlhAQABAAAAACH5BAEKAAEALAAAAAABAAEAAAICTAEAOw==\" style=\"--smush-placeholder-width: 1024px; --smush-placeholder-aspect-ratio: 1024\/576;\" \/><noscript><img itemprop=\"url image\" loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\"  src=\"https:\/\/cdn.codenrock.com\/wp-content\/uploads\/2025\/03\/image2-2-1024x576.png\" alt=\"\u0418\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u0435 Codenrock: \u043e\u0442 IT-\u0441\u043e\u0440\u0435\u0432\u043d\u043e\u0432\u0430\u043d\u0438\u0439 2024 \u0433\u043e\u0434\u0430 \u043a \u0442\u0440\u0435\u043d\u0434\u0430\u043c 2025\" class=\"wp-image-5959\" srcset=\"https:\/\/codenrock.com\/blog\/wp-content\/uploads\/2025\/03\/image2-2-1024x576.png 1024w, https:\/\/codenrock.com\/blog\/wp-content\/uploads\/2025\/03\/image2-2-300x169.png 300w, https:\/\/codenrock.com\/blog\/wp-content\/uploads\/2025\/03\/image2-2-768x432.png 768w, https:\/\/codenrock.com\/blog\/wp-content\/uploads\/2025\/03\/image2-2-1536x864.png 1536w, https:\/\/codenrock.com\/blog\/wp-content\/uploads\/2025\/03\/image2-2-711x400.png 711w, https:\/\/codenrock.com\/blog\/wp-content\/uploads\/2025\/03\/image2-2-335x188.png 335w, https:\/\/codenrock.com\/blog\/wp-content\/uploads\/2025\/03\/image2-2.png 1920w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/noscript><meta itemprop=\"width\" content=\"1024\"><meta itemprop=\"height\" content=\"576\"><\/span><\/figure>\n\n\n\n<p>\u041e\u0431\u0440\u0430\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044c\u043d\u0430\u044f \u0442\u0435\u043c\u0430\u0442\u0438\u043a\u0430 IT-\u043a\u043e\u043d\u043a\u0443\u0440\u0441\u043e\u0432 \u0441\u043d\u043e\u0432\u0430 \u0441\u0442\u0430\u043b\u0430 \u043b\u0438\u0434\u0438\u0440\u0443\u044e\u0449\u0435\u0439, \u0430 \u0441\u043e\u0440\u0435\u0432\u043d\u043e\u0432\u0430\u043d\u0438\u044f, \u0441\u0432\u044f\u0437\u0430\u043d\u043d\u044b\u0435 \u0441 \u043f\u0440\u0438\u043c\u0435\u043d\u0435\u043d\u0438\u0435\u043c \u0418\u0418-\u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u0439, \u0441\u0434\u0432\u0438\u043d\u0443\u043b\u0438\u0441\u044c \u043d\u0430 \u0432\u0442\u043e\u0440\u043e\u0435 \u043c\u0435\u0441\u0442\u043e. \u041f\u0440\u0438 \u044d\u0442\u043e\u043c \u0440\u043e\u043b\u044c \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0433\u043e \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u044f \u043d\u0435 \u0441\u043e\u043a\u0440\u0430\u0449\u0430\u0435\u0442\u0441\u044f \u2013 \u0438\u0441\u043a\u0443\u0441\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0439 \u0438\u043d\u0442\u0435\u043b\u043b\u0435\u043a\u0442 \u0441\u0442\u0430\u043d\u043e\u0432\u0438\u0442\u0441\u044f \u043d\u0435\u043e\u0442\u044a\u0435\u043c\u043b\u0435\u043c\u043e\u0439 \u0447\u0430\u0441\u0442\u044c\u044e \u043f\u0440\u0430\u043a\u0442\u0438\u0447\u0435\u0441\u043a\u0438 \u0432\u0441\u0435\u0445 IT-\u043f\u0440\u043e\u0434\u0443\u043a\u0442\u043e\u0432.\u00a0<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><span itemprop=\"image\" itemscope itemtype=\"https:\/\/schema.org\/ImageObject\"><img itemprop=\"url image\" loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\"  data-src=\"https:\/\/cdn.codenrock.com\/wp-content\/uploads\/2025\/03\/image3-4-1024x576.png\" alt=\"\u0418\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u0435 Codenrock: \u043e\u0442 IT-\u0441\u043e\u0440\u0435\u0432\u043d\u043e\u0432\u0430\u043d\u0438\u0439 2024 \u0433\u043e\u0434\u0430 \u043a \u0442\u0440\u0435\u043d\u0434\u0430\u043c 2025\" class=\"wp-image-5960 lazyload\" data-srcset=\"https:\/\/codenrock.com\/blog\/wp-content\/uploads\/2025\/03\/image3-4-1024x576.png 1024w, https:\/\/codenrock.com\/blog\/wp-content\/uploads\/2025\/03\/image3-4-300x169.png 300w, https:\/\/codenrock.com\/blog\/wp-content\/uploads\/2025\/03\/image3-4-768x432.png 768w, https:\/\/codenrock.com\/blog\/wp-content\/uploads\/2025\/03\/image3-4-1536x864.png 1536w, https:\/\/codenrock.com\/blog\/wp-content\/uploads\/2025\/03\/image3-4-711x400.png 711w, https:\/\/codenrock.com\/blog\/wp-content\/uploads\/2025\/03\/image3-4-335x188.png 335w, https:\/\/codenrock.com\/blog\/wp-content\/uploads\/2025\/03\/image3-4.png 1920w\" data-sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" src=\"data:image\/gif;base64,R0lGODlhAQABAAAAACH5BAEKAAEALAAAAAABAAEAAAICTAEAOw==\" style=\"--smush-placeholder-width: 1024px; --smush-placeholder-aspect-ratio: 1024\/576;\" \/><noscript><img itemprop=\"url image\" loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\"  src=\"https:\/\/cdn.codenrock.com\/wp-content\/uploads\/2025\/03\/image3-4-1024x576.png\" alt=\"\u0418\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u0435 Codenrock: \u043e\u0442 IT-\u0441\u043e\u0440\u0435\u0432\u043d\u043e\u0432\u0430\u043d\u0438\u0439 2024 \u0433\u043e\u0434\u0430 \u043a \u0442\u0440\u0435\u043d\u0434\u0430\u043c 2025\" class=\"wp-image-5960\" srcset=\"https:\/\/codenrock.com\/blog\/wp-content\/uploads\/2025\/03\/image3-4-1024x576.png 1024w, https:\/\/codenrock.com\/blog\/wp-content\/uploads\/2025\/03\/image3-4-300x169.png 300w, https:\/\/codenrock.com\/blog\/wp-content\/uploads\/2025\/03\/image3-4-768x432.png 768w, https:\/\/codenrock.com\/blog\/wp-content\/uploads\/2025\/03\/image3-4-1536x864.png 1536w, https:\/\/codenrock.com\/blog\/wp-content\/uploads\/2025\/03\/image3-4-711x400.png 711w, https:\/\/codenrock.com\/blog\/wp-content\/uploads\/2025\/03\/image3-4-335x188.png 335w, https:\/\/codenrock.com\/blog\/wp-content\/uploads\/2025\/03\/image3-4.png 1920w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/noscript><meta itemprop=\"width\" content=\"1024\"><meta itemprop=\"height\" content=\"576\"><\/span><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u041f\u043e\u0440\u0442\u0440\u0435\u0442 \u0443\u0447\u0430\u0441\u0442\u043d\u0438\u043a\u0430: \u0447\u0442\u043e \u0432\u0430\u0436\u043d\u043e \u0437\u043d\u0430\u0442\u044c\u00a0<\/strong><\/h2>\n\n\n\n<p>Junior \u2013 \u0431\u043e\u043b\u044c\u0448\u0435 \u043d\u0435 \u043e\u0441\u043d\u043e\u0432\u043d\u0430\u044f \u0430\u0443\u0434\u0438\u0442\u043e\u0440\u0438\u044f \u0445\u0430\u043a\u0430\u0442\u043e\u043d\u043e\u0432. \u0421\u043e\u0440\u0435\u0432\u043d\u043e\u0432\u0430\u043d\u0438\u044f 2024 \u0433\u043e\u0434\u0430 \u0447\u0430\u0441\u0442\u043e \u043f\u0440\u0438\u0432\u043b\u0435\u043a\u0430\u043b\u0438 \u043e\u043f\u044b\u0442\u043d\u044b\u0445 \u0441\u043f\u0435\u0446\u0438\u0430\u043b\u0438\u0441\u0442\u043e\u0432. \u041f\u0440\u0438 \u044d\u0442\u043e\u043c \u043f\u043e\u0440\u043e\u0433 \u0432\u0445\u043e\u0434\u0430 \u0441\u043d\u0438\u0437\u0438\u043b\u0441\u044f, \u0438 \u0432 IT-\u043a\u043e\u043d\u043a\u0443\u0440\u0441\u0430\u0445 \u0430\u043a\u0442\u0438\u0432\u043d\u043e \u0443\u0447\u0430\u0441\u0442\u0432\u043e\u0432\u0430\u043b\u0438 \u0441\u0442\u0443\u0434\u0435\u043d\u0442\u044b \u0438 \u043d\u0430\u0447\u0438\u043d\u0430\u044e\u0449\u0438\u0435 \u0430\u0439\u0442\u0438\u0448\u043d\u0438\u043a\u0438.\u00a0<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><span itemprop=\"image\" itemscope itemtype=\"https:\/\/schema.org\/ImageObject\"><img itemprop=\"url image\" loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\"  data-src=\"https:\/\/cdn.codenrock.com\/wp-content\/uploads\/2025\/03\/image4-3-1024x576.png\" alt=\"\u0418\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u0435 Codenrock: \u043e\u0442 IT-\u0441\u043e\u0440\u0435\u0432\u043d\u043e\u0432\u0430\u043d\u0438\u0439 2024 \u0433\u043e\u0434\u0430 \u043a \u0442\u0440\u0435\u043d\u0434\u0430\u043c 2025\" class=\"wp-image-5961 lazyload\" data-srcset=\"https:\/\/codenrock.com\/blog\/wp-content\/uploads\/2025\/03\/image4-3-1024x576.png 1024w, https:\/\/codenrock.com\/blog\/wp-content\/uploads\/2025\/03\/image4-3-300x169.png 300w, https:\/\/codenrock.com\/blog\/wp-content\/uploads\/2025\/03\/image4-3-768x432.png 768w, https:\/\/codenrock.com\/blog\/wp-content\/uploads\/2025\/03\/image4-3-1536x864.png 1536w, https:\/\/codenrock.com\/blog\/wp-content\/uploads\/2025\/03\/image4-3-711x400.png 711w, https:\/\/codenrock.com\/blog\/wp-content\/uploads\/2025\/03\/image4-3-335x188.png 335w, https:\/\/codenrock.com\/blog\/wp-content\/uploads\/2025\/03\/image4-3.png 1920w\" data-sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" src=\"data:image\/gif;base64,R0lGODlhAQABAAAAACH5BAEKAAEALAAAAAABAAEAAAICTAEAOw==\" style=\"--smush-placeholder-width: 1024px; --smush-placeholder-aspect-ratio: 1024\/576;\" \/><noscript><img itemprop=\"url image\" loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\"  src=\"https:\/\/cdn.codenrock.com\/wp-content\/uploads\/2025\/03\/image4-3-1024x576.png\" alt=\"\u0418\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u0435 Codenrock: \u043e\u0442 IT-\u0441\u043e\u0440\u0435\u0432\u043d\u043e\u0432\u0430\u043d\u0438\u0439 2024 \u0433\u043e\u0434\u0430 \u043a \u0442\u0440\u0435\u043d\u0434\u0430\u043c 2025\" class=\"wp-image-5961\" srcset=\"https:\/\/codenrock.com\/blog\/wp-content\/uploads\/2025\/03\/image4-3-1024x576.png 1024w, https:\/\/codenrock.com\/blog\/wp-content\/uploads\/2025\/03\/image4-3-300x169.png 300w, https:\/\/codenrock.com\/blog\/wp-content\/uploads\/2025\/03\/image4-3-768x432.png 768w, https:\/\/codenrock.com\/blog\/wp-content\/uploads\/2025\/03\/image4-3-1536x864.png 1536w, https:\/\/codenrock.com\/blog\/wp-content\/uploads\/2025\/03\/image4-3-711x400.png 711w, https:\/\/codenrock.com\/blog\/wp-content\/uploads\/2025\/03\/image4-3-335x188.png 335w, https:\/\/codenrock.com\/blog\/wp-content\/uploads\/2025\/03\/image4-3.png 1920w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/noscript><meta itemprop=\"width\" content=\"1024\"><meta itemprop=\"height\" content=\"576\"><\/span><\/figure>\n\n\n\n<p>Python \u0438 ML-\u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u2013 \u0441\u0430\u043c\u044b\u0435 \u0432\u043e\u0441\u0442\u0440\u0435\u0431\u043e\u0432\u0430\u043d\u043d\u044b\u0435 \u043d\u0430\u0432\u044b\u043a\u0438 \u0441\u0440\u0435\u0434\u0438 \u043a\u043e\u043d\u043a\u0443\u0440\u0441\u0430\u043d\u0442\u043e\u0432, \u0447\u0442\u043e \u043e\u0442\u0440\u0430\u0436\u0430\u0435\u0442 \u0440\u043e\u0441\u0442 \u0441\u043f\u0440\u043e\u0441\u0430 \u043d\u0430 \u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u0438 \u0434\u043b\u044f \u043e\u0431\u0440\u0430\u0431\u043e\u0442\u043a\u0438 \u0434\u0430\u043d\u043d\u044b\u0445 \u0438 \u0440\u0430\u0431\u043e\u0442\u044b \u0441 \u043c\u0430\u0448\u0438\u043d\u043d\u044b\u043c \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u0435\u043c.\u00a0<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><span itemprop=\"image\" itemscope itemtype=\"https:\/\/schema.org\/ImageObject\"><img itemprop=\"url image\" loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\"  data-src=\"https:\/\/cdn.codenrock.com\/wp-content\/uploads\/2025\/03\/image5-4-1024x576.png\" alt=\"\u0418\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u0435 Codenrock: \u043e\u0442 IT-\u0441\u043e\u0440\u0435\u0432\u043d\u043e\u0432\u0430\u043d\u0438\u0439 2024 \u0433\u043e\u0434\u0430 \u043a \u0442\u0440\u0435\u043d\u0434\u0430\u043c 2025\" class=\"wp-image-5962 lazyload\" data-srcset=\"https:\/\/codenrock.com\/blog\/wp-content\/uploads\/2025\/03\/image5-4-1024x576.png 1024w, https:\/\/codenrock.com\/blog\/wp-content\/uploads\/2025\/03\/image5-4-300x169.png 300w, https:\/\/codenrock.com\/blog\/wp-content\/uploads\/2025\/03\/image5-4-768x432.png 768w, https:\/\/codenrock.com\/blog\/wp-content\/uploads\/2025\/03\/image5-4-1536x864.png 1536w, https:\/\/codenrock.com\/blog\/wp-content\/uploads\/2025\/03\/image5-4-711x400.png 711w, https:\/\/codenrock.com\/blog\/wp-content\/uploads\/2025\/03\/image5-4-335x188.png 335w, https:\/\/codenrock.com\/blog\/wp-content\/uploads\/2025\/03\/image5-4.png 1920w\" data-sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" src=\"data:image\/gif;base64,R0lGODlhAQABAAAAACH5BAEKAAEALAAAAAABAAEAAAICTAEAOw==\" style=\"--smush-placeholder-width: 1024px; --smush-placeholder-aspect-ratio: 1024\/576;\" \/><noscript><img itemprop=\"url image\" loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\"  src=\"https:\/\/cdn.codenrock.com\/wp-content\/uploads\/2025\/03\/image5-4-1024x576.png\" alt=\"\u0418\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u0435 Codenrock: \u043e\u0442 IT-\u0441\u043e\u0440\u0435\u0432\u043d\u043e\u0432\u0430\u043d\u0438\u0439 2024 \u0433\u043e\u0434\u0430 \u043a \u0442\u0440\u0435\u043d\u0434\u0430\u043c 2025\" class=\"wp-image-5962\" srcset=\"https:\/\/codenrock.com\/blog\/wp-content\/uploads\/2025\/03\/image5-4-1024x576.png 1024w, https:\/\/codenrock.com\/blog\/wp-content\/uploads\/2025\/03\/image5-4-300x169.png 300w, https:\/\/codenrock.com\/blog\/wp-content\/uploads\/2025\/03\/image5-4-768x432.png 768w, https:\/\/codenrock.com\/blog\/wp-content\/uploads\/2025\/03\/image5-4-1536x864.png 1536w, https:\/\/codenrock.com\/blog\/wp-content\/uploads\/2025\/03\/image5-4-711x400.png 711w, https:\/\/codenrock.com\/blog\/wp-content\/uploads\/2025\/03\/image5-4-335x188.png 335w, https:\/\/codenrock.com\/blog\/wp-content\/uploads\/2025\/03\/image5-4.png 1920w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/noscript><meta itemprop=\"width\" content=\"1024\"><meta itemprop=\"height\" content=\"576\"><\/span><\/figure>\n\n\n\n<figure class=\"wp-block-image size-large\"><span itemprop=\"image\" itemscope itemtype=\"https:\/\/schema.org\/ImageObject\"><img itemprop=\"url image\" loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\"  data-src=\"https:\/\/cdn.codenrock.com\/wp-content\/uploads\/2025\/03\/image6-4-1024x576.png\" alt=\"\u0418\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u0435 Codenrock: \u043e\u0442 IT-\u0441\u043e\u0440\u0435\u0432\u043d\u043e\u0432\u0430\u043d\u0438\u0439 2024 \u0433\u043e\u0434\u0430 \u043a \u0442\u0440\u0435\u043d\u0434\u0430\u043c 2025\" class=\"wp-image-5963 lazyload\" data-srcset=\"https:\/\/codenrock.com\/blog\/wp-content\/uploads\/2025\/03\/image6-4-1024x576.png 1024w, https:\/\/codenrock.com\/blog\/wp-content\/uploads\/2025\/03\/image6-4-300x169.png 300w, https:\/\/codenrock.com\/blog\/wp-content\/uploads\/2025\/03\/image6-4-768x432.png 768w, https:\/\/codenrock.com\/blog\/wp-content\/uploads\/2025\/03\/image6-4-1536x864.png 1536w, https:\/\/codenrock.com\/blog\/wp-content\/uploads\/2025\/03\/image6-4-711x400.png 711w, https:\/\/codenrock.com\/blog\/wp-content\/uploads\/2025\/03\/image6-4-335x188.png 335w, https:\/\/codenrock.com\/blog\/wp-content\/uploads\/2025\/03\/image6-4.png 1920w\" data-sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" src=\"data:image\/gif;base64,R0lGODlhAQABAAAAACH5BAEKAAEALAAAAAABAAEAAAICTAEAOw==\" style=\"--smush-placeholder-width: 1024px; --smush-placeholder-aspect-ratio: 1024\/576;\" \/><noscript><img itemprop=\"url image\" loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\"  src=\"https:\/\/cdn.codenrock.com\/wp-content\/uploads\/2025\/03\/image6-4-1024x576.png\" alt=\"\u0418\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u0435 Codenrock: \u043e\u0442 IT-\u0441\u043e\u0440\u0435\u0432\u043d\u043e\u0432\u0430\u043d\u0438\u0439 2024 \u0433\u043e\u0434\u0430 \u043a \u0442\u0440\u0435\u043d\u0434\u0430\u043c 2025\" class=\"wp-image-5963\" srcset=\"https:\/\/codenrock.com\/blog\/wp-content\/uploads\/2025\/03\/image6-4-1024x576.png 1024w, https:\/\/codenrock.com\/blog\/wp-content\/uploads\/2025\/03\/image6-4-300x169.png 300w, https:\/\/codenrock.com\/blog\/wp-content\/uploads\/2025\/03\/image6-4-768x432.png 768w, https:\/\/codenrock.com\/blog\/wp-content\/uploads\/2025\/03\/image6-4-1536x864.png 1536w, https:\/\/codenrock.com\/blog\/wp-content\/uploads\/2025\/03\/image6-4-711x400.png 711w, https:\/\/codenrock.com\/blog\/wp-content\/uploads\/2025\/03\/image6-4-335x188.png 335w, https:\/\/codenrock.com\/blog\/wp-content\/uploads\/2025\/03\/image6-4.png 1920w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/noscript><meta itemprop=\"width\" content=\"1024\"><meta itemprop=\"height\" content=\"576\"><\/span><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u0422\u0440\u0435\u043d\u0434\u044b 2025 \u043a\u0440\u0430\u0442\u043a\u043e<\/strong><\/h2>\n\n\n\n<p>Python \u043e\u0441\u0442\u0430\u043d\u0435\u0442\u0441\u044f \u0441\u0430\u043c\u044b\u043c \u043f\u043e\u043f\u0443\u043b\u044f\u0440\u043d\u044b\u043c \u044f\u0437\u044b\u043a\u043e\u043c \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438, \u043a\u0430\u043a \u0441\u0440\u0435\u0434\u0438 \u0443\u0447\u0430\u0441\u0442\u043d\u0438\u043a\u043e\u0432 \u0445\u0430\u043a\u0430\u0442\u043e\u043d\u043e\u0432, \u0442\u0430\u043a \u0438 \u043f\u0440\u0438 \u0440\u0435\u0448\u0435\u043d\u0438\u0438 \u0440\u0430\u0431\u043e\u0447\u0438\u0445 \u0437\u0430\u0434\u0430\u0447.&nbsp;<\/p>\n\n\n\n<p>\u041c\u0430\u0448\u0438\u043d\u043d\u043e\u0435 \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u0435 \u043f\u0440\u043e\u0448\u043b\u043e \u0444\u0430\u0437\u0443 \u0437\u0430\u0432\u044b\u0448\u0435\u043d\u043d\u044b\u0445 \u043e\u0436\u0438\u0434\u0430\u043d\u0438\u0439. \u0411\u0438\u0437\u043d\u0435\u0441 \u043f\u0435\u0440\u0435\u0448\u0435\u043b \u043a \u0441\u0442\u0430\u0434\u0438\u0438 \u043f\u043e\u0438\u0441\u043a\u0430 \u043f\u0440\u0438\u043a\u043b\u0430\u0434\u043d\u043e\u0433\u043e \u043f\u0440\u0438\u043c\u0435\u043d\u0435\u043d\u0438\u044f \u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u0438 \u0438 \u043a\u043e\u043d\u043a\u0440\u0435\u0442\u043d\u044b\u0445 \u0441\u0446\u0435\u043d\u0430\u0440\u0438\u0435\u0432 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043d\u0438\u044f. \u041a\u043e\u043c\u043f\u0435\u0442\u0435\u043d\u0446\u0438\u0438 \u0443\u0447\u0430\u0441\u0442\u043d\u0438\u043a\u043e\u0432 ML-\u0441\u043e\u0440\u0435\u0432\u043d\u043e\u0432\u0430\u043d\u0438\u0439 \u0440\u0430\u0441\u0442\u0443\u0442, \u043d\u0430 \u043d\u0438\u0445 \u0432\u0441\u0435 \u0447\u0430\u0449\u0435 \u043f\u0440\u0438\u0445\u043e\u0434\u044f\u0442 \u0441\u043f\u0435\u0446\u0438\u0430\u043b\u0438\u0441\u0442\u044b \u0443\u0440\u043e\u0432\u043d\u044f Middle+.<\/p>\n\n\n\n<p>IT-\u043e\u0442\u0440\u0430\u0441\u043b\u044c \u043f\u0440\u043e\u0434\u043e\u043b\u0436\u0430\u0435\u0442 \u0440\u043e\u0441\u0442, \u0438 \u0441\u043f\u0440\u043e\u0441 \u043d\u0430 \u043a\u0432\u0430\u043b\u0438\u0444\u0438\u0446\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0445 \u0441\u043f\u0435\u0446\u0438\u0430\u043b\u0438\u0441\u0442\u043e\u0432 \u043d\u0435 \u0441\u043e\u043a\u0440\u0430\u0449\u0430\u0435\u0442\u0441\u044f. \u0425\u0430\u043a\u0430\u0442\u043e\u043d\u044b \u2013 \u043e\u0442\u043b\u0438\u0447\u043d\u0430\u044f \u0441\u0442\u0430\u0440\u0442\u043e\u0432\u0430\u044f \u043f\u043b\u043e\u0449\u0430\u0434\u043a\u0430 \u0434\u043b\u044f \u0432\u0445\u043e\u0434\u0430 \u0432 \u043f\u0440\u043e\u0444\u0435\u0441\u0441\u0438\u044e, \u043d\u0430 \u043a\u043e\u0442\u043e\u0440\u043e\u0439 \u0443\u0447\u0430\u0441\u0442\u043d\u0438\u043a\u0438 \u043c\u043e\u0433\u0443\u0442 \u043e\u0441\u0432\u0430\u0438\u0432\u0430\u0442\u044c \u043d\u043e\u0432\u044b\u0435 \u043d\u0430\u0432\u044b\u043a\u0438 \u0438 \u043f\u043e\u043f\u043e\u043b\u043d\u044f\u0442\u044c \u043f\u043e\u0440\u0442\u0444\u043e\u043b\u0438\u043e.&nbsp;<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-style-check is-layout-flow wp-block-quote-is-layout-flow\">\n<p><strong>\u0412 <a href=\"https:\/\/habr.com\/ru\/articles\/892494\/\">\u043f\u043e\u043b\u043d\u043e\u0439 \u0432\u0435\u0440\u0441\u0438\u0438 \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f \u043d\u0430 \u0425\u0430\u0431\u0440\u0435<\/a> \u0440\u0430\u0437\u0431\u0438\u0440\u0430\u0435\u043c\u0441\u044f, \u043a\u0430\u043a \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c \u044d\u0442\u0438 \u0442\u0440\u0435\u043d\u0434\u044b \u0434\u043b\u044f \u043b\u0438\u0447\u043d\u043e\u0433\u043e \u0438 \u043f\u0440\u043e\u0444\u0435\u0441\u0441\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u043e\u0433\u043e \u0440\u043e\u0441\u0442\u0430.<\/strong><\/p>\n<\/blockquote>\n\n\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u0425\u0430\u043a\u0430\u0442\u043e\u043d\u044b \u043f\u0435\u0440\u0435\u0441\u0442\u0430\u043b\u0438 \u0431\u044b\u0442\u044c \u043a\u043e\u043d\u043a\u0443\u0440\u0441\u0430\u043c\u0438 \u0434\u043b\u044f \u043d\u0430\u0447\u0438\u043d\u0430\u044e\u0449\u0438\u0445 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u0447\u0438\u043a\u043e\u0432. IT-\u0441\u043e\u0440\u0435\u0432\u043d\u043e\u0432\u0430\u043d\u0438\u044f \u2013 \u044d\u0442\u043e \u043c\u043e\u0449\u043d\u044b\u0439 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442 \u0434\u043b\u044f \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u0431\u0438\u0437\u043d\u0435\u0441-\u0437\u0430\u0434\u0430\u0447, \u043e\u0431\u0440\u0430\u0437\u043e\u0432\u0430\u043d\u0438\u044f, \u043f\u043e\u0432\u044b\u0448\u0435\u043d\u0438\u044f \u043a\u0432\u0430\u043b\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u0438 \u0438 \u043f\u043e\u0438\u0441\u043a\u0430 \u0442\u0430\u043b\u0430\u043d\u0442\u043e\u0432. \u041c\u044b \u0438\u0437\u0443\u0447\u0438\u043b\u0438 100 000 \u0443\u0447\u0430\u0441\u0442\u043d\u0438\u043a\u043e\u0432 \u043f\u043b\u0430\u0442\u0444\u043e\u0440\u043c\u044b Codenrock \u0438 \u043e\u0442\u043a\u0440\u044b\u0442\u044b\u0435 \u0434\u0430\u043d\u043d\u044b\u0435 \u043e \u0445\u0430\u043a\u0430\u0442\u043e\u043d\u0430\u0445 \u0437\u0430 4 \u043f\u043e\u0441\u043b\u0435\u0434\u043d\u0438\u0445 \u0433\u043e\u0434\u0430, \u0447\u0442\u043e\u0431\u044b \u0441\u043f\u0440\u043e\u0433\u043d\u043e\u0437\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0442\u0440\u0435\u043d\u0434\u044b IT-\u043a\u043e\u043d\u043a\u0443\u0440\u0441\u043e\u0432 \u043d\u0430 2025 \u0433\u043e\u0434.&nbsp; \u0412 \u044d\u0442\u043e\u043c \u0433\u043e\u0434\u0443 \u043d\u0430\u0441 \u043e\u0436\u0438\u0434\u0430\u044e\u0442 \u0442\u0440\u0438 \u0433\u043b\u0430\u0432\u043d\u044b\u0435 \u0442\u0435\u043d\u0434\u0435\u043d\u0446\u0438\u0438: \u041f\u043e\u0434\u0440\u043e\u0431\u043d\u0435\u0435 \u2013 \u0432 [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":5958,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[11],"tags":[32,19,27,129,128,12],"class_list":["post-5957","post","type-post","status-publish","format-standard","has-post-thumbnail","","category-articles","tag-codenrock","tag-ml","tag-issledovanie","tag-itogi-goda","tag-trendy","tag-hakaton"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v24.0 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\u0418\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u0435 Codenrock: \u043e\u0442 IT-\u0441\u043e\u0440\u0435\u0432\u043d\u043e\u0432\u0430\u043d\u0438\u0439 2024 \u0433\u043e\u0434\u0430 \u043a \u0442\u0440\u0435\u043d\u0434\u0430\u043c 2025 &#8211; \u0411\u043b\u043e\u0433 Codenrock<\/title>\n<meta name=\"description\" content=\"\u0414\u0430\u043d\u043d\u044b\u0435 100 000 \u0443\u0447\u0430\u0441\u0442\u043d\u0438\u043a\u043e\u0432 \u043f\u043b\u0430\u0442\u0444\u043e\u0440\u043c\u044b Codenrock \u0437\u0430 4 \u0433\u043e\u0434\u0430: \u0440\u043e\u0441\u0442 \u0433\u0438\u0431\u0440\u0438\u0434\u043d\u044b\u0445 \u0445\u0430\u043a\u0430\u0442\u043e\u043d\u043e\u0432, \u0443\u0441\u043b\u043e\u0436\u043d\u0435\u043d\u0438\u0435 ML-\u0441\u043e\u0440\u0435\u0432\u043d\u043e\u0432\u0430\u043d\u0438\u0439 \u0438 \u0434\u0440\u0443\u0433\u0438\u0435 \u0442\u0440\u0435\u043d\u0434\u044b IT-\u043a\u043e\u043d\u043a\u0443\u0440\u0441\u043e\u0432 2025 \u0433\u043e\u0434\u0430.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/codenrock.com\/blog\/issledovanie-codenrock-ot-it-sorevnovanij-2024-goda-k-trendam-2025\/\" \/>\n<meta property=\"og:locale\" content=\"ru_RU\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\u0418\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u0435 Codenrock: \u043e\u0442 IT-\u0441\u043e\u0440\u0435\u0432\u043d\u043e\u0432\u0430\u043d\u0438\u0439 2024 \u0433\u043e\u0434\u0430 \u043a \u0442\u0440\u0435\u043d\u0434\u0430\u043c 2025 &#8211; \u0411\u043b\u043e\u0433 Codenrock\" \/>\n<meta property=\"og:description\" content=\"\u0414\u0430\u043d\u043d\u044b\u0435 100 000 \u0443\u0447\u0430\u0441\u0442\u043d\u0438\u043a\u043e\u0432 \u043f\u043b\u0430\u0442\u0444\u043e\u0440\u043c\u044b Codenrock \u0437\u0430 4 \u0433\u043e\u0434\u0430: \u0440\u043e\u0441\u0442 \u0433\u0438\u0431\u0440\u0438\u0434\u043d\u044b\u0445 \u0445\u0430\u043a\u0430\u0442\u043e\u043d\u043e\u0432, \u0443\u0441\u043b\u043e\u0436\u043d\u0435\u043d\u0438\u0435 ML-\u0441\u043e\u0440\u0435\u0432\u043d\u043e\u0432\u0430\u043d\u0438\u0439 \u0438 \u0434\u0440\u0443\u0433\u0438\u0435 \u0442\u0440\u0435\u043d\u0434\u044b IT-\u043a\u043e\u043d\u043a\u0443\u0440\u0441\u043e\u0432 2025 \u0433\u043e\u0434\u0430.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/codenrock.com\/blog\/issledovanie-codenrock-ot-it-sorevnovanij-2024-goda-k-trendam-2025\/\" \/>\n<meta property=\"og:site_name\" content=\"\u0411\u0443\u0434\u044c\u0442\u0435 \u0432 \u043a\u0443\u0440\u0441\u0435 \u043b\u0443\u0447\u0448\u0438\u0445 \u043a\u0435\u0439\u0441\u043e\u0432 \u0445\u0430\u043a\u0430\u0442\u043e\u043d\u043e\u0432, ML-\u0442\u0443\u0440\u043d\u0438\u0440\u043e\u0432, CTF \u0438 \u0441\u043e\u0440\u0435\u0432\u043d\u043e\u0432\u0430\u043d\u0438\u0439 \u043f\u043e \u0441\u043f\u043e\u0440\u0442\u0438\u0432\u043d\u043e\u043c\u0443 \u043f\u0440\u043e\u0433\u0440\u0430\u043c\u043c\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044e \u043d\u0430 Codenrock\" \/>\n<meta property=\"article:published_time\" content=\"2025-03-21T12:49:40+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2025-03-21T12:49:43+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/cdn.codenrock.com\/wp-content\/uploads\/2025\/03\/image1-2.png\" \/>\n\t<meta property=\"og:image:width\" content=\"1920\" \/>\n\t<meta property=\"og:image:height\" content=\"1080\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"author\" content=\"\u041c\u0438\u0445\u0430\u0438\u043b \u0422\u0440\u043e\u0444\u0438\u043c\u043e\u0432\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u041d\u0430\u043f\u0438\u0441\u0430\u043d\u043e \u0430\u0432\u0442\u043e\u0440\u043e\u043c\" \/>\n\t<meta name=\"twitter:data1\" content=\"\u041c\u0438\u0445\u0430\u0438\u043b \u0422\u0440\u043e\u0444\u0438\u043c\u043e\u0432\" \/>\n\t<meta name=\"twitter:label2\" content=\"\u041f\u0440\u0438\u043c\u0435\u0440\u043d\u043e\u0435 \u0432\u0440\u0435\u043c\u044f \u0434\u043b\u044f \u0447\u0442\u0435\u043d\u0438\u044f\" \/>\n\t<meta name=\"twitter:data2\" content=\"3 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