{"id":6411,"date":"2025-06-02T17:05:27","date_gmt":"2025-06-02T14:05:27","guid":{"rendered":"https:\/\/codenrock.com\/blog\/?p=6411"},"modified":"2025-07-23T13:16:28","modified_gmt":"2025-07-23T10:16:28","slug":"kejs-siam-ml-hack-prakticheskoe-primenenie-ml-v-neftegazovoj-otrasli","status":"publish","type":"post","link":"https:\/\/codenrock.com\/blog\/kejs-siam-ml-hack-prakticheskoe-primenenie-ml-v-neftegazovoj-otrasli\/","title":{"rendered":"\u041a\u0435\u0439\u0441 Siam ML Hack: \u043f\u0440\u0430\u043a\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0435 \u043f\u0440\u0438\u043c\u0435\u043d\u0435\u043d\u0438\u0435 ML \u0432 \u043d\u0435\u0444\u0442\u0435\u0433\u0430\u0437\u043e\u0432\u043e\u0439 \u043e\u0442\u0440\u0430\u0441\u043b\u0438"},"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\/05\/siam-kejs-16h91-1024x576.jpg\" alt=\"\u041a\u0435\u0439\u0441 Siam ML Hack: \u043f\u0440\u0430\u043a\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0435 \u043f\u0440\u0438\u043c\u0435\u043d\u0435\u043d\u0438\u0435 ML \u0432 \u043d\u0435\u0444\u0442\u0435\u0433\u0430\u0437\u043e\u0432\u043e\u0439 \u043e\u0442\u0440\u0430\u0441\u043b\u0438\" class=\"wp-image-6412 lazyload\" data-srcset=\"https:\/\/codenrock.com\/blog\/wp-content\/uploads\/2025\/05\/siam-kejs-16h91-1024x576.jpg 1024w, https:\/\/codenrock.com\/blog\/wp-content\/uploads\/2025\/05\/siam-kejs-16h91-300x169.jpg 300w, https:\/\/codenrock.com\/blog\/wp-content\/uploads\/2025\/05\/siam-kejs-16h91-768x432.jpg 768w, https:\/\/codenrock.com\/blog\/wp-content\/uploads\/2025\/05\/siam-kejs-16h91-1536x864.jpg 1536w, https:\/\/codenrock.com\/blog\/wp-content\/uploads\/2025\/05\/siam-kejs-16h91-711x400.jpg 711w, https:\/\/codenrock.com\/blog\/wp-content\/uploads\/2025\/05\/siam-kejs-16h91-335x188.jpg 335w, https:\/\/codenrock.com\/blog\/wp-content\/uploads\/2025\/05\/siam-kejs-16h91.jpg 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\/05\/siam-kejs-16h91-1024x576.jpg\" alt=\"\u041a\u0435\u0439\u0441 Siam ML Hack: \u043f\u0440\u0430\u043a\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0435 \u043f\u0440\u0438\u043c\u0435\u043d\u0435\u043d\u0438\u0435 ML \u0432 \u043d\u0435\u0444\u0442\u0435\u0433\u0430\u0437\u043e\u0432\u043e\u0439 \u043e\u0442\u0440\u0430\u0441\u043b\u0438\" class=\"wp-image-6412\" srcset=\"https:\/\/codenrock.com\/blog\/wp-content\/uploads\/2025\/05\/siam-kejs-16h91-1024x576.jpg 1024w, https:\/\/codenrock.com\/blog\/wp-content\/uploads\/2025\/05\/siam-kejs-16h91-300x169.jpg 300w, https:\/\/codenrock.com\/blog\/wp-content\/uploads\/2025\/05\/siam-kejs-16h91-768x432.jpg 768w, https:\/\/codenrock.com\/blog\/wp-content\/uploads\/2025\/05\/siam-kejs-16h91-1536x864.jpg 1536w, https:\/\/codenrock.com\/blog\/wp-content\/uploads\/2025\/05\/siam-kejs-16h91-711x400.jpg 711w, https:\/\/codenrock.com\/blog\/wp-content\/uploads\/2025\/05\/siam-kejs-16h91-335x188.jpg 335w, https:\/\/codenrock.com\/blog\/wp-content\/uploads\/2025\/05\/siam-kejs-16h91.jpg 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><a href=\"https:\/\/codenrock.com\/contests\/siam-ml-hack\/\"><strong>Siam ML Hack<\/strong><\/a>&nbsp;\u2014 \u043f\u0435\u0440\u0432\u044b\u0439 \u043e\u0442\u0440\u0430\u0441\u043b\u0435\u0432\u043e\u0439 \u0445\u0430\u043a\u0430\u0442\u043e\u043d, \u043f\u043e\u0441\u0432\u044f\u0449\u0435\u043d\u043d\u044b\u0439 \u043f\u0440\u0438\u043c\u0435\u043d\u0435\u043d\u0438\u044e \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0433\u043e \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u044f \u0432 \u043e\u0431\u0440\u0430\u0431\u043e\u0442\u043a\u0435 \u0434\u0430\u043d\u043d\u044b\u0445 \u0433\u0438\u0434\u0440\u043e\u0434\u0438\u043d\u0430\u043c\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u0439 \u0441\u043a\u0432\u0430\u0436\u0438\u043d. \u041c\u0435\u0440\u043e\u043f\u0440\u0438\u044f\u0442\u0438\u0435 \u043f\u0440\u043e\u0448\u043b\u043e <strong>\u0441<\/strong>&nbsp;<strong>28 \u0444\u0435\u0432\u0440\u0430\u043b\u044f \u043f\u043e 19 \u043c\u0430\u0440\u0442\u0430 2025 \u0433.<\/strong>&nbsp;\u043f\u0440\u0438 \u043f\u043e\u0434\u0434\u0435\u0440\u0436\u043a\u0435 \u043d\u0435\u0444\u0442\u0435\u0441\u0435\u0440\u0432\u0438\u0441\u043d\u043e\u0439 \u043a\u043e\u043c\u043f\u0430\u043d\u0438\u0438&nbsp;<strong>\u00ab<\/strong><a href=\"https:\/\/www.siamoil.ru\/\"><strong>\u0421\u0418\u0410\u041c<\/strong><\/a><strong>\u00bb<\/strong>&nbsp;\u2014 \u044d\u043a\u0441\u043f\u0435\u0440\u0442\u0430 \u0432 \u043e\u0431\u043b\u0430\u0441\u0442\u0438 \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u0439 \u043f\u043b\u0430\u0441\u0442\u043e\u0432 \u0438 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 \u0441\u043f\u0435\u0446\u0438\u0430\u043b\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e \u041f\u041e.<\/p>\n\n\n\n<iframe loading=\"lazy\" data-src=\"https:\/\/vkvideo.ru\/video_ext.php?oid=-169891946&#038;id=456239419&#038;hd=2\" width=\"853\" height=\"480\" allow=\"autoplay; encrypted-media; fullscreen; picture-in-picture; screen-wake-lock;\" frameborder=\"0\" allowfullscreen src=\"data:image\/gif;base64,R0lGODlhAQABAAAAACH5BAEKAAEALAAAAAABAAEAAAICTAEAOw==\" class=\"lazyload\" data-load-mode=\"1\"><\/iframe>\n\n\n\n<p class=\"has-text-align-center\"><em>\u041e\u0442\u0447\u0435\u0442\u043d\u043e\u0435 \u0432\u0438\u0434\u0435\u043e<\/em><\/p>\n\n\n\n<p>\u0423\u0447\u0430\u0441\u0442\u043d\u0438\u043a\u0438 \u0440\u0435\u0448\u0430\u043b\u0438 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0435 \u0437\u0430\u0434\u0430\u0447\u0438 \u043d\u0435\u0444\u0442\u0435\u0433\u0430\u0437\u043e\u0432\u043e\u0439 \u043e\u0442\u0440\u0430\u0441\u043b\u0438: \u043e\u0442 \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u0438\u044f \u043a\u043b\u044e\u0447\u0435\u0432\u044b\u0445 \u043f\u0430\u0442\u0442\u0435\u0440\u043d\u043e\u0432 \u0432 \u0434\u0430\u043d\u043d\u044b\u0445 \u0434\u043e \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0433\u043e \u0432\u044b\u0434\u0435\u043b\u0435\u043d\u0438\u044f \u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0442\u0438\u0432\u043d\u044b\u0445 \u0438\u043d\u0442\u0435\u0440\u0432\u0430\u043b\u043e\u0432 \u0434\u043b\u044f \u0430\u043d\u0430\u043b\u0438\u0437\u0430. \u0425\u0430\u043a\u0430\u0442\u043e\u043d \u0441\u0442\u0430\u043b \u043f\u043b\u043e\u0449\u0430\u0434\u043a\u043e\u0439, \u0433\u0434\u0435 \u0443\u0447\u0430\u0441\u0442\u043d\u0438\u043a\u0438 \u0441\u043c\u043e\u0433\u043b\u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u0438\u0442\u044c \u0441\u0432\u043e\u0438 \u043d\u0430\u0432\u044b\u043a\u0438 \u043d\u0430 \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0435, \u0430 \u0438\u043d\u0436\u0435\u043d\u0435\u0440\u044b \u00ab\u0421\u0418\u0410\u041c\u0430\u00bb \u2014 \u043f\u043e\u043b\u0443\u0447\u0438\u0442\u044c \u0441\u0432\u0435\u0436\u0438\u0439 \u0432\u0437\u0433\u043b\u044f\u0434 \u043d\u0430 \u043e\u0431\u0440\u0430\u0431\u043e\u0442\u043a\u0443 \u0434\u0430\u043d\u043d\u044b\u0445.<\/p>\n\n\n\n<p><strong>\u041a\u043b\u044e\u0447\u0435\u0432\u044b\u0435 \u0446\u0438\u0444\u0440\u044b:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>864 \u0440\u0435\u0433\u0438\u0441\u0442\u0440\u0430\u0446\u0438\u0438<\/strong>.<\/li>\n\n\n\n<li><strong>93 \u0440\u0435\u0448\u0435\u043d\u0438\u044f<\/strong>.<\/li>\n\n\n\n<li><strong>12 \u0444\u0438\u043d\u0430\u043b\u0438\u0441\u0442\u043e\u0432<\/strong>.<\/li>\n\n\n\n<li><strong>1 000 000 \u0440\u0443\u0431\u043b\u0435\u0439&nbsp;<\/strong>\u043f\u0440\u0438\u0437\u043e\u0432\u043e\u0433\u043e \u0444\u043e\u043d\u0434\u0430.<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u041e \u043a\u043e\u043c\u043f\u0430\u043d\u0438\u0438<\/strong><\/h2>\n\n\n\n<p>\u00ab<a href=\"https:\/\/www.siamoil.ru\/\">\u0421\u0418\u0410\u041c<\/a>\u00bb \u2014 \u0432\u0435\u0434\u0443\u0449\u0438\u0439 \u0440\u043e\u0441\u0441\u0438\u0439\u0441\u043a\u0438\u0439 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u0447\u0438\u043a \u041f\u041e \u0438 \u043e\u0431\u043e\u0440\u0443\u0434\u043e\u0432\u0430\u043d\u0438\u044f \u0434\u043b\u044f \u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u043d\u0435\u0444\u0442\u0435\u0433\u0430\u0437\u043e\u0432\u044b\u0445 \u0441\u043a\u0432\u0430\u0436\u0438\u043d. \u0421 1990 \u0433\u043e\u0434\u0430 \u043a\u043e\u043c\u043f\u0430\u043d\u0438\u044f \u043f\u0440\u0435\u0434\u043e\u0441\u0442\u0430\u0432\u043b\u044f\u0435\u0442 \u043a\u043e\u043c\u043f\u043b\u0435\u043a\u0441\u043d\u044b\u0435 \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u0434\u043b\u044f \u0430\u043d\u0430\u043b\u0438\u0437\u0430 \u043f\u043b\u0430\u0441\u0442\u043e\u0432, \u0438\u043d\u0442\u0435\u0440\u043f\u0440\u0435\u0442\u0430\u0446\u0438\u0438 \u0434\u0430\u043d\u043d\u044b\u0445 \u0438 \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0430\u0446\u0438\u0438 \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u043e\u0432 \u0434\u043e\u0431\u044b\u0447\u0438 \u043d\u0435\u0444\u0442\u0438. \u0412\u0445\u043e\u0434\u0438\u0442 \u0432 Integra Group, \u043f\u0430\u0440\u0442\u043d\u0435\u0440 \u00ab\u0420\u043e\u0441\u043d\u0435\u0444\u0442\u0438\u00bb, \u00ab\u0413\u0430\u0437\u043f\u0440\u043e\u043c\u043d\u0435\u0444\u0442\u0438\u00bb, \u00ab\u041d\u043e\u0432\u0430\u0442\u044d\u043a\u0430\u00bb. \u041a\u043e\u043c\u043f\u0430\u043d\u0438\u044f 35 \u043b\u0435\u0442 \u043d\u0430 \u0440\u044b\u043d\u043a\u0435, \u043d\u043e \u0441 \u0444\u043e\u043a\u0443\u0441\u043e\u043c \u043d\u0430 AI \u0438 \u0446\u0438\u0444\u0440\u043e\u0432\u0438\u0437\u0430\u0446\u0438\u044e.<\/p>\n\n\n\n<p>\u0421\u043f\u0435\u0446\u0438\u0430\u043b\u0438\u0437\u0430\u0446\u0438\u044f:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0413\u0438\u0434\u0440\u043e\u0434\u0438\u043d\u0430\u043c\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u044f.<\/li>\n\n\n\n<li>\u0414\u0430\u0442\u0447\u0438\u043a\u0438 \u0434\u043b\u044f \u044d\u043a\u0441\u0442\u0440\u0435\u043c\u0430\u043b\u044c\u043d\u044b\u0445 \u0443\u0441\u043b\u043e\u0432\u0438\u0439.<\/li>\n\n\n\n<li>\u0421\u043e\u0444\u0442 \u0434\u043b\u044f \u0438\u043d\u0442\u0435\u0440\u043f\u0440\u0435\u0442\u0430\u0446\u0438\u0438 \u0434\u0430\u043d\u043d\u044b\u0445 (\u043d\u0430\u043f\u0440\u0438\u043c\u0435\u0440, SIAM WELL TEST).<\/li>\n<\/ul>\n\n\n\n<p>\u0422\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u0438 \u043a\u043e\u043c\u043f\u0430\u043d\u0438\u0438 \u043f\u043e\u043c\u043e\u0433\u0430\u044e\u0442 \u043f\u0440\u0435\u0434\u0441\u043a\u0430\u0437\u044b\u0432\u0430\u0442\u044c \u0430\u0432\u0430\u0440\u0438\u0438 \u043d\u0430 \u043c\u0435\u0441\u0442\u043e\u0440\u043e\u0436\u0434\u0435\u043d\u0438\u044f\u0445 \u0438 \u0441\u043d\u0438\u0436\u0430\u044e\u0442 \u044d\u043a\u043e\u043b\u043e\u0433\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0440\u0438\u0441\u043a\u0438.<\/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=\"637\"  data-src=\"https:\/\/cdn.codenrock.com\/wp-content\/uploads\/2025\/05\/image3-1024x637.png\" alt=\"\u041a\u0435\u0439\u0441 Siam ML Hack: \u043f\u0440\u0430\u043a\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0435 \u043f\u0440\u0438\u043c\u0435\u043d\u0435\u043d\u0438\u0435 ML \u0432 \u043d\u0435\u0444\u0442\u0435\u0433\u0430\u0437\u043e\u0432\u043e\u0439 \u043e\u0442\u0440\u0430\u0441\u043b\u0438\" class=\"wp-image-6413 lazyload\" data-srcset=\"https:\/\/codenrock.com\/blog\/wp-content\/uploads\/2025\/05\/image3-1024x637.png 1024w, https:\/\/codenrock.com\/blog\/wp-content\/uploads\/2025\/05\/image3-300x187.png 300w, https:\/\/codenrock.com\/blog\/wp-content\/uploads\/2025\/05\/image3-768x478.png 768w, https:\/\/codenrock.com\/blog\/wp-content\/uploads\/2025\/05\/image3-643x400.png 643w, https:\/\/codenrock.com\/blog\/wp-content\/uploads\/2025\/05\/image3.png 1200w\" data-sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" src=\"data:image\/gif;base64,R0lGODlhAQABAAAAACH5BAEKAAEALAAAAAABAAEAAAICTAEAOw==\" style=\"--smush-placeholder-width: 1024px; --smush-placeholder-aspect-ratio: 1024\/637;\" \/><noscript><img itemprop=\"url image\" loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"637\"  src=\"https:\/\/cdn.codenrock.com\/wp-content\/uploads\/2025\/05\/image3-1024x637.png\" alt=\"\u041a\u0435\u0439\u0441 Siam ML Hack: \u043f\u0440\u0430\u043a\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0435 \u043f\u0440\u0438\u043c\u0435\u043d\u0435\u043d\u0438\u0435 ML \u0432 \u043d\u0435\u0444\u0442\u0435\u0433\u0430\u0437\u043e\u0432\u043e\u0439 \u043e\u0442\u0440\u0430\u0441\u043b\u0438\" class=\"wp-image-6413\" srcset=\"https:\/\/codenrock.com\/blog\/wp-content\/uploads\/2025\/05\/image3-1024x637.png 1024w, https:\/\/codenrock.com\/blog\/wp-content\/uploads\/2025\/05\/image3-300x187.png 300w, https:\/\/codenrock.com\/blog\/wp-content\/uploads\/2025\/05\/image3-768x478.png 768w, https:\/\/codenrock.com\/blog\/wp-content\/uploads\/2025\/05\/image3-643x400.png 643w, https:\/\/codenrock.com\/blog\/wp-content\/uploads\/2025\/05\/image3.png 1200w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/noscript><meta itemprop=\"width\" content=\"1024\"><meta itemprop=\"height\" content=\"637\"><\/span><figcaption class=\"wp-element-caption\">\u0413\u043b\u0430\u0432\u043d\u0430\u044f \u0441\u0442\u0440\u0430\u043d\u0438\u0446\u0430 \u0445\u0430\u043a\u0430\u0442\u043e\u043d\u0430 <a href=\"https:\/\/codenrock.com\/contests\/siam-ml-hack\/info\">Siam ML Hack<\/a><\/figcaption><\/figure>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u0426\u0435\u043b\u0438 \u0445\u0430\u043a\u0430\u0442\u043e\u043d\u0430 Siam ML Hack<\/strong><\/h2>\n\n\n\n<p>\u041a\u043e\u043c\u043f\u0430\u043d\u0438\u044f \u00ab\u0421\u0418\u0410\u041c\u00bb \u043f\u043e\u0441\u0442\u0430\u0432\u0438\u043b\u0430 \u043f\u0435\u0440\u0435\u0434 \u0445\u0430\u043a\u0430\u0442\u043e\u043d\u043e\u043c \u0447\u0435\u0442\u044b\u0440\u0435 \u043a\u043b\u044e\u0447\u0435\u0432\u044b\u0435 \u0446\u0435\u043b\u0438:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u041d\u0430\u0439\u0442\u0438 \u0440\u0430\u0431\u043e\u0442\u0430\u044e\u0449\u0438\u0435 ML-\u0440\u0435\u0448\u0435\u043d\u0438\u044f<\/strong>. \u0410\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0430\u043d\u0430\u043b\u0438\u0437 \u0434\u0430\u043d\u043d\u044b\u0445 \u0433\u0438\u0434\u0440\u043e\u0434\u0438\u043d\u0430\u043c\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u0439 \u0441\u043a\u0432\u0430\u0436\u0438\u043d, \u0441\u043e\u043a\u0440\u0430\u0442\u0438\u0432 \u0432\u0440\u0435\u043c\u044f \u043e\u0431\u0440\u0430\u0431\u043e\u0442\u043a\u0438 \u0438 \u043c\u0438\u043d\u0438\u043c\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u0432 \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u0439 \u0444\u0430\u043a\u0442\u043e\u0440.<\/li>\n\n\n\n<li><strong>\u041f\u0440\u0438\u0432\u043b\u0435\u0447\u044c \u0441\u0438\u043b\u044c\u043d\u044b\u0445 \u0441\u043f\u0435\u0446\u0438\u0430\u043b\u0438\u0441\u0442\u043e\u0432<\/strong>. \u0412\u044b\u044f\u0432\u0438\u0442\u044c \u0442\u0430\u043b\u0430\u043d\u0442\u043b\u0438\u0432\u044b\u0445 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u0447\u0438\u043a\u043e\u0432 \u0432 \u043e\u0431\u043b\u0430\u0441\u0442\u0438 \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0433\u043e \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u044f \u0438 data science, \u0447\u0442\u043e\u0431\u044b \u043f\u0440\u0435\u0434\u043b\u043e\u0436\u0438\u0442\u044c \u0438\u043c \u0441\u043e\u0442\u0440\u0443\u0434\u043d\u0438\u0447\u0435\u0441\u0442\u0432\u043e \u0438\u043b\u0438 \u0442\u0440\u0443\u0434\u043e\u0443\u0441\u0442\u0440\u043e\u0439\u0441\u0442\u0432\u043e.<\/li>\n\n\n\n<li><strong>\u0421\u0442\u0438\u043c\u0443\u043b\u0438\u0440\u043e\u0432\u0430\u0442\u044c \u0438\u043d\u043d\u043e\u0432\u0430\u0446\u0438\u0438<\/strong>. \u041f\u043e\u043b\u0443\u0447\u0438\u0442\u044c \u043d\u043e\u0432\u044b\u0435 \u0438\u0434\u0435\u0438 \u0438 \u043d\u0435\u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u043d\u044b\u0435 \u043f\u043e\u0434\u0445\u043e\u0434\u044b \u043a \u0440\u0435\u0448\u0435\u043d\u0438\u044e \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447 \u043e\u0442 \u0443\u0447\u0430\u0441\u0442\u043d\u0438\u043a\u043e\u0432 \u0441 \u0440\u0430\u0437\u043d\u044b\u043c \u043e\u043f\u044b\u0442\u043e\u043c.<\/li>\n\n\n\n<li><strong>\u0420\u0430\u0437\u0432\u0438\u0432\u0430\u0442\u044c \u043f\u0440\u0438\u043c\u0435\u043d\u0435\u043d\u0438\u0435 \u0418\u0418 \u0432 \u043e\u0442\u0440\u0430\u0441\u043b\u0438<\/strong>. \u041f\u043e\u043a\u0430\u0437\u0430\u0442\u044c \u043f\u043e\u0442\u0435\u043d\u0446\u0438\u0430\u043b \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0433\u043e \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u044f \u0432 \u043d\u0435\u0444\u0442\u0435\u0441\u0435\u0440\u0432\u0438\u0441\u0435 \u0438 \u0441\u043e\u0437\u0434\u0430\u0442\u044c \u0441\u043e\u043e\u0431\u0449\u0435\u0441\u0442\u0432\u043e \u0441\u043f\u0435\u0446\u0438\u0430\u043b\u0438\u0441\u0442\u043e\u0432, \u0437\u0430\u0438\u043d\u0442\u0435\u0440\u0435\u0441\u043e\u0432\u0430\u043d\u043d\u044b\u0445 \u0432 \u0446\u0438\u0444\u0440\u043e\u0432\u0438\u0437\u0430\u0446\u0438\u0438 \u043e\u0442\u0440\u0430\u0441\u043b\u0438.<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u0417\u0430\u0434\u0430\u0447\u0438 \u0445\u0430\u043a\u0430\u0442\u043e\u043d\u0430 Siam ML Hack<\/strong><\/h2>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u0422\u0440\u0435\u043a 1: \u041e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u0438\u0435 \u0431\u0438\u043d\u0430\u0440\u043d\u044b\u0445 \u043f\u0440\u0438\u0437\u043d\u0430\u043a\u043e\u0432 \u0432 \u0434\u0430\u043d\u043d\u044b\u0445 \u0413\u0414\u0418\u0421<\/strong><\/h3>\n\n\n\n<p>\u0423\u0447\u0430\u0441\u0442\u043d\u0438\u043a\u0438 \u0440\u0430\u0437\u0440\u0430\u0431\u0430\u0442\u044b\u0432\u0430\u043b\u0438 \u043c\u043e\u0434\u0435\u043b\u0438 \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0433\u043e \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u044f \u0434\u043b\u044f \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0433\u043e \u0432\u044b\u044f\u0432\u043b\u0435\u043d\u0438\u044f \u043a\u043b\u044e\u0447\u0435\u0432\u044b\u0445 \u043f\u0430\u0442\u0442\u0435\u0440\u043d\u043e\u0432 \u0432 \u0434\u0430\u043d\u043d\u044b\u0445 \u0433\u0438\u0434\u0440\u043e\u0434\u0438\u043d\u0430\u043c\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u0439 \u0441\u043a\u0432\u0430\u0436\u0438\u043d. \u041d\u0430 \u0432\u0440\u0435\u043c\u0435\u043d\u043d\u044b\u0445 \u0440\u044f\u0434\u0430\u0445, \u043e\u0442\u0440\u0430\u0436\u0430\u044e\u0449\u0438\u0445 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0435 \u0434\u0430\u0432\u043b\u0435\u043d\u0438\u044f, \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u043e \u0431\u044b\u043b\u043e \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u044f\u0442\u044c:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0440\u0430\u0434\u0438\u0430\u043b\u044c\u043d\u044b\u0439 \u0438 \u0431\u0438\u043b\u0438\u043d\u0435\u0439\u043d\u044b\u0439 \u0440\u0435\u0436\u0438\u043c\u044b;<\/li>\n\n\n\n<li>\u0432\u043b\u0438\u044f\u043d\u0438\u0435 \u0441\u0442\u0432\u043e\u043b\u0430 \u0441\u043a\u0432\u0430\u0436\u0438\u043d\u044b;<\/li>\n\n\n\n<li>\u0434\u0440\u0443\u0433\u0438\u0435 \u0445\u0430\u0440\u0430\u043a\u0442\u0435\u0440\u043d\u044b\u0435 \u043f\u0440\u0438\u0437\u043d\u0430\u043a\u0438.<\/li>\n<\/ul>\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=\"575\"  data-src=\"https:\/\/cdn.codenrock.com\/wp-content\/uploads\/2025\/05\/image4-1024x575.png\" alt=\"\u041a\u0435\u0439\u0441 Siam ML Hack: \u043f\u0440\u0430\u043a\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0435 \u043f\u0440\u0438\u043c\u0435\u043d\u0435\u043d\u0438\u0435 ML \u0432 \u043d\u0435\u0444\u0442\u0435\u0433\u0430\u0437\u043e\u0432\u043e\u0439 \u043e\u0442\u0440\u0430\u0441\u043b\u0438\" class=\"wp-image-6414 lazyload\" data-srcset=\"https:\/\/codenrock.com\/blog\/wp-content\/uploads\/2025\/05\/image4-1024x575.png 1024w, https:\/\/codenrock.com\/blog\/wp-content\/uploads\/2025\/05\/image4-300x169.png 300w, https:\/\/codenrock.com\/blog\/wp-content\/uploads\/2025\/05\/image4-768x431.png 768w, https:\/\/codenrock.com\/blog\/wp-content\/uploads\/2025\/05\/image4-712x400.png 712w, https:\/\/codenrock.com\/blog\/wp-content\/uploads\/2025\/05\/image4-335x188.png 335w, https:\/\/codenrock.com\/blog\/wp-content\/uploads\/2025\/05\/image4.png 1200w\" data-sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" src=\"data:image\/gif;base64,R0lGODlhAQABAAAAACH5BAEKAAEALAAAAAABAAEAAAICTAEAOw==\" style=\"--smush-placeholder-width: 1024px; --smush-placeholder-aspect-ratio: 1024\/575;\" \/><noscript><img itemprop=\"url image\" loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"575\"  src=\"https:\/\/cdn.codenrock.com\/wp-content\/uploads\/2025\/05\/image4-1024x575.png\" alt=\"\u041a\u0435\u0439\u0441 Siam ML Hack: \u043f\u0440\u0430\u043a\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0435 \u043f\u0440\u0438\u043c\u0435\u043d\u0435\u043d\u0438\u0435 ML \u0432 \u043d\u0435\u0444\u0442\u0435\u0433\u0430\u0437\u043e\u0432\u043e\u0439 \u043e\u0442\u0440\u0430\u0441\u043b\u0438\" class=\"wp-image-6414\" srcset=\"https:\/\/codenrock.com\/blog\/wp-content\/uploads\/2025\/05\/image4-1024x575.png 1024w, https:\/\/codenrock.com\/blog\/wp-content\/uploads\/2025\/05\/image4-300x169.png 300w, https:\/\/codenrock.com\/blog\/wp-content\/uploads\/2025\/05\/image4-768x431.png 768w, https:\/\/codenrock.com\/blog\/wp-content\/uploads\/2025\/05\/image4-712x400.png 712w, https:\/\/codenrock.com\/blog\/wp-content\/uploads\/2025\/05\/image4-335x188.png 335w, https:\/\/codenrock.com\/blog\/wp-content\/uploads\/2025\/05\/image4.png 1200w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/noscript><meta itemprop=\"width\" content=\"1024\"><meta itemprop=\"height\" content=\"575\"><\/span><figcaption class=\"wp-element-caption\">\u041f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u044f <a href=\"https:\/\/vk.com\/video-169891946_456239362\">\u043c\u0438\u0442\u0430\u043f\u0430 \u0445\u0430\u043a\u0430\u0442\u043e\u043d\u0430 Siam ML Hack<\/a><\/figcaption><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u0422\u0440\u0435\u043a 2: \u041e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u0435 \u0433\u0440\u0430\u043d\u0438\u0446 \u043f\u043e\u043b\u0435\u0437\u043d\u044b\u0445 \u0434\u0430\u043d\u043d\u044b\u0445<\/strong><\/h3>\n\n\n\n<p>\u041a\u043e\u043c\u0430\u043d\u0434\u044b \u0441\u043e\u0437\u0434\u0430\u0432\u0430\u043b\u0438 \u0430\u043b\u0433\u043e\u0440\u0438\u0442\u043c\u044b \u0434\u043b\u044f \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0433\u043e \u0432\u044b\u0434\u0435\u043b\u0435\u043d\u0438\u044f \u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0442\u0438\u0432\u043d\u044b\u0445 \u0443\u0447\u0430\u0441\u0442\u043a\u043e\u0432 \u0432\u0440\u0435\u043c\u0435\u043d\u043d\u044b\u0445 \u0440\u044f\u0434\u043e\u0432. \u0417\u0430\u0434\u0430\u0447\u0430 \u0432\u043a\u043b\u044e\u0447\u0430\u043b\u0430:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0431\u0438\u043d\u0430\u0440\u043d\u0443\u044e \u043a\u043b\u0430\u0441\u0441\u0438\u0444\u0438\u043a\u0430\u0446\u0438\u044e \u0444\u0440\u0435\u0439\u043c\u043e\u0432 \u0434\u0430\u043d\u043d\u044b\u0445;<\/li>\n\n\n\n<li>\u0442\u043e\u0447\u043d\u043e\u0435 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u0435 \u043d\u0430\u0447\u0430\u043b\u0430 \u0438 \u043a\u043e\u043d\u0446\u0430 \u043f\u043e\u043b\u0435\u0437\u043d\u044b\u0445 \u0438\u043d\u0442\u0435\u0440\u0432\u0430\u043b\u043e\u0432;<\/li>\n\n\n\n<li>\u0444\u0438\u043b\u044c\u0442\u0440\u0430\u0446\u0438\u044e \u0448\u0443\u043c\u043e\u0432 \u0438 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432.<\/li>\n<\/ul>\n\n\n\n<p><strong>\u041a\u0440\u0438\u0442\u0435\u0440\u0438\u0438 \u043e\u0446\u0435\u043d\u043a\u0438 \u0442\u0440\u0435\u043a\u043e\u0432:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u0422\u043e\u0447\u043d\u043e\u0441\u0442\u044c \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u0438\u044f \u0433\u0440\u0430\u043d\u0438\u0446 (70 \u0431\u0430\u043b\u043b\u043e\u0432).<\/li>\n\n\n\n<li>\u0427\u0435\u0442\u043a\u043e\u0441\u0442\u044c \u0438 \u043e\u0431\u043e\u0441\u043d\u043e\u0432\u0430\u043d\u043d\u043e\u0441\u0442\u044c \u043f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u0438 (30 \u0431\u0430\u043b\u043b\u043e\u0432).<\/li>\n<\/ul>\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=\"569\"  data-src=\"https:\/\/cdn.codenrock.com\/wp-content\/uploads\/2025\/05\/image5-1024x569.png\" alt=\"\u041a\u0435\u0439\u0441 Siam ML Hack: \u043f\u0440\u0430\u043a\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0435 \u043f\u0440\u0438\u043c\u0435\u043d\u0435\u043d\u0438\u0435 ML \u0432 \u043d\u0435\u0444\u0442\u0435\u0433\u0430\u0437\u043e\u0432\u043e\u0439 \u043e\u0442\u0440\u0430\u0441\u043b\u0438\" class=\"wp-image-6415 lazyload\" data-srcset=\"https:\/\/codenrock.com\/blog\/wp-content\/uploads\/2025\/05\/image5-1024x569.png 1024w, https:\/\/codenrock.com\/blog\/wp-content\/uploads\/2025\/05\/image5-300x167.png 300w, https:\/\/codenrock.com\/blog\/wp-content\/uploads\/2025\/05\/image5-768x427.png 768w, https:\/\/codenrock.com\/blog\/wp-content\/uploads\/2025\/05\/image5-720x400.png 720w, https:\/\/codenrock.com\/blog\/wp-content\/uploads\/2025\/05\/image5.png 1200w\" data-sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" src=\"data:image\/gif;base64,R0lGODlhAQABAAAAACH5BAEKAAEALAAAAAABAAEAAAICTAEAOw==\" style=\"--smush-placeholder-width: 1024px; --smush-placeholder-aspect-ratio: 1024\/569;\" \/><noscript><img itemprop=\"url image\" loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"569\"  src=\"https:\/\/cdn.codenrock.com\/wp-content\/uploads\/2025\/05\/image5-1024x569.png\" alt=\"\u041a\u0435\u0439\u0441 Siam ML Hack: \u043f\u0440\u0430\u043a\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0435 \u043f\u0440\u0438\u043c\u0435\u043d\u0435\u043d\u0438\u0435 ML \u0432 \u043d\u0435\u0444\u0442\u0435\u0433\u0430\u0437\u043e\u0432\u043e\u0439 \u043e\u0442\u0440\u0430\u0441\u043b\u0438\" class=\"wp-image-6415\" srcset=\"https:\/\/codenrock.com\/blog\/wp-content\/uploads\/2025\/05\/image5-1024x569.png 1024w, https:\/\/codenrock.com\/blog\/wp-content\/uploads\/2025\/05\/image5-300x167.png 300w, https:\/\/codenrock.com\/blog\/wp-content\/uploads\/2025\/05\/image5-768x427.png 768w, https:\/\/codenrock.com\/blog\/wp-content\/uploads\/2025\/05\/image5-720x400.png 720w, https:\/\/codenrock.com\/blog\/wp-content\/uploads\/2025\/05\/image5.png 1200w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/noscript><meta itemprop=\"width\" content=\"1024\"><meta itemprop=\"height\" content=\"569\"><\/span><figcaption class=\"wp-element-caption\">\u041f\u0440\u0435\u0437\u0435\u043d\u0442\u0430\u0446\u0438\u044f <a href=\"https:\/\/vk.com\/video-169891946_456239362\">\u043c\u0438\u0442\u0430\u043f\u0430 \u0445\u0430\u043a\u0430\u0442\u043e\u043d\u0430 Siam ML Hack<\/a><\/figcaption><\/figure>\n\n\n\n<p>\u041e\u0431\u0430 \u0442\u0440\u0435\u043a\u0430 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043b\u0438 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0435 \u0434\u0430\u043d\u043d\u044b\u0435 \u043e\u0442 \u043a\u043e\u043c\u043f\u0430\u043d\u0438\u0438 \u00ab\u0421\u0418\u0410\u041c\u00bb, \u0447\u0442\u043e \u043f\u043e\u0437\u0432\u043e\u043b\u0438\u043b\u043e \u0443\u0447\u0430\u0441\u0442\u043d\u0438\u043a\u0430\u043c \u0440\u0430\u0431\u043e\u0442\u0430\u0442\u044c \u0441 \u0430\u043a\u0442\u0443\u0430\u043b\u044c\u043d\u044b\u043c\u0438 \u043f\u0440\u043e\u0438\u0437\u0432\u043e\u0434\u0441\u0442\u0432\u0435\u043d\u043d\u044b\u043c\u0438 \u0437\u0430\u0434\u0430\u0447\u0430\u043c\u0438 \u043d\u0435\u0444\u0442\u0435\u0441\u0435\u0440\u0432\u0438\u0441\u043d\u043e\u0439 \u043e\u0442\u0440\u0430\u0441\u043b\u0438.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u041e\u0440\u0433\u0430\u043d\u0438\u0437\u0430\u0446\u0438\u044f \u0445\u0430\u043a\u0430\u0442\u043e\u043d\u0430 \u043d\u0430 \u043f\u043b\u0430\u0442\u0444\u043e\u0440\u043c\u0435 Codenrock<\/strong><\/h2>\n\n\n\n<p>\u0411\u043b\u0430\u0433\u043e\u0434\u0430\u0440\u044f \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u044f\u043c \u043f\u043b\u0430\u0442\u0444\u043e\u0440\u043c\u044b Codenrock, \u043c\u0435\u0440\u043e\u043f\u0440\u0438\u044f\u0442\u0438\u0435 \u043e\u0431\u044a\u0435\u0434\u0438\u043d\u0438\u043b\u043e \u0443\u0447\u0430\u0441\u0442\u043d\u0438\u043a\u043e\u0432 \u0438\u0437 \u0440\u0430\u0437\u043d\u044b\u0445 \u0440\u0435\u0433\u0438\u043e\u043d\u043e\u0432, \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0438\u0432 \u0438\u043c \u043a\u043e\u043c\u0444\u043e\u0440\u0442\u043d\u044b\u0435 \u0443\u0441\u043b\u043e\u0432\u0438\u044f \u0434\u043b\u044f \u0440\u0430\u0431\u043e\u0442\u044b \u0438 \u043f\u0440\u043e\u0437\u0440\u0430\u0447\u043d\u0443\u044e \u0441\u0438\u0441\u0442\u0435\u043c\u0443 \u043e\u0446\u0435\u043d\u043a\u0438.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u041a\u0430\u043a \u043f\u0440\u043e\u0445\u043e\u0434\u0438\u043b \u0445\u0430\u043a\u0430\u0442\u043e\u043d<\/strong><\/h3>\n\n\n\n<p><strong>\u0420\u0435\u0433\u0438\u0441\u0442\u0440\u0430\u0446\u0438\u044f \u0438 \u0434\u043e\u0441\u0442\u0443\u043f \u043a \u043c\u0430\u0442\u0435\u0440\u0438\u0430\u043b\u0430\u043c<\/strong><\/p>\n\n\n\n<p>\u0423\u0447\u0430\u0441\u0442\u043d\u0438\u043a\u0438 \u043c\u043e\u0433\u043b\u0438 \u0437\u0430\u0440\u0435\u0433\u0438\u0441\u0442\u0440\u0438\u0440\u043e\u0432\u0430\u0442\u044c\u0441\u044f <a href=\"https:\/\/codenrock.com\/contests\/siam-ml-hack\/\">\u043d\u0430 \u0441\u0442\u0440\u0430\u043d\u0438\u0446\u0435 \u0445\u0430\u043a\u0430\u0442\u043e\u043d\u0430<\/a>, \u0433\u0434\u0435 \u0441\u0440\u0430\u0437\u0443 \u043f\u043e\u043b\u0443\u0447\u0430\u043b\u0438 \u0434\u043e\u0441\u0442\u0443\u043f \u043a\u043e \u0432\u0441\u0435\u0439 \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u043e\u0439 \u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u0438: \u0443\u0441\u043b\u043e\u0432\u0438\u044f\u043c \u0437\u0430\u0434\u0430\u0447, \u043d\u0430\u0431\u043e\u0440\u0430\u043c \u0434\u0430\u043d\u043d\u044b\u0445 \u0438 \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u043e\u0439 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0430\u0446\u0438\u0438. \u042d\u0442\u043e \u043f\u043e\u0437\u0432\u043e\u043b\u0438\u043b\u043e \u043a\u043e\u043c\u0430\u043d\u0434\u0430\u043c \u0431\u044b\u0441\u0442\u0440\u043e \u0432\u043a\u043b\u044e\u0447\u0438\u0442\u044c\u0441\u044f \u0432 \u0440\u0430\u0431\u043e\u0442\u0443.<\/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=\"567\"  data-src=\"https:\/\/cdn.codenrock.com\/wp-content\/uploads\/2025\/05\/image6-1024x567.png\" alt=\"\u041a\u0435\u0439\u0441 Siam ML Hack: \u043f\u0440\u0430\u043a\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0435 \u043f\u0440\u0438\u043c\u0435\u043d\u0435\u043d\u0438\u0435 ML \u0432 \u043d\u0435\u0444\u0442\u0435\u0433\u0430\u0437\u043e\u0432\u043e\u0439 \u043e\u0442\u0440\u0430\u0441\u043b\u0438\" class=\"wp-image-6416 lazyload\" data-srcset=\"https:\/\/codenrock.com\/blog\/wp-content\/uploads\/2025\/05\/image6-1024x567.png 1024w, https:\/\/codenrock.com\/blog\/wp-content\/uploads\/2025\/05\/image6-300x166.png 300w, https:\/\/codenrock.com\/blog\/wp-content\/uploads\/2025\/05\/image6-768x425.png 768w, https:\/\/codenrock.com\/blog\/wp-content\/uploads\/2025\/05\/image6-723x400.png 723w, https:\/\/codenrock.com\/blog\/wp-content\/uploads\/2025\/05\/image6.png 1200w\" data-sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" src=\"data:image\/gif;base64,R0lGODlhAQABAAAAACH5BAEKAAEALAAAAAABAAEAAAICTAEAOw==\" style=\"--smush-placeholder-width: 1024px; --smush-placeholder-aspect-ratio: 1024\/567;\" \/><noscript><img itemprop=\"url image\" loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"567\"  src=\"https:\/\/cdn.codenrock.com\/wp-content\/uploads\/2025\/05\/image6-1024x567.png\" alt=\"\u041a\u0435\u0439\u0441 Siam ML Hack: \u043f\u0440\u0430\u043a\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0435 \u043f\u0440\u0438\u043c\u0435\u043d\u0435\u043d\u0438\u0435 ML \u0432 \u043d\u0435\u0444\u0442\u0435\u0433\u0430\u0437\u043e\u0432\u043e\u0439 \u043e\u0442\u0440\u0430\u0441\u043b\u0438\" class=\"wp-image-6416\" srcset=\"https:\/\/codenrock.com\/blog\/wp-content\/uploads\/2025\/05\/image6-1024x567.png 1024w, https:\/\/codenrock.com\/blog\/wp-content\/uploads\/2025\/05\/image6-300x166.png 300w, https:\/\/codenrock.com\/blog\/wp-content\/uploads\/2025\/05\/image6-768x425.png 768w, https:\/\/codenrock.com\/blog\/wp-content\/uploads\/2025\/05\/image6-723x400.png 723w, https:\/\/codenrock.com\/blog\/wp-content\/uploads\/2025\/05\/image6.png 1200w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/noscript><meta itemprop=\"width\" content=\"1024\"><meta itemprop=\"height\" content=\"567\"><\/span><figcaption class=\"wp-element-caption\">\u0422\u0430\u0439\u043c\u043b\u0430\u0439\u043d \u0445\u0430\u043a\u0430\u0442\u043e\u043d\u0430<\/figcaption><\/figure>\n\n\n\n<p><strong>\u0420\u0430\u0431\u043e\u0442\u0430 \u043d\u0430\u0434 \u043f\u0440\u043e\u0435\u043a\u0442\u0430\u043c\u0438<\/strong><\/p>\n\n\n\n<p>\u041a\u0430\u0436\u0434\u0430\u044f \u043a\u043e\u043c\u0430\u043d\u0434\u0430 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u043b\u0430&nbsp;<strong>\u043f\u0435\u0440\u0441\u043e\u043d\u0430\u043b\u044c\u043d\u044b\u0439 GitLab-\u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0439<\/strong>&nbsp;\u043d\u0430 \u043f\u043b\u0430\u0442\u0444\u043e\u0440\u043c\u0435 \u2014 \u044d\u0442\u043e \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0438\u043b\u043e \u0443\u0434\u043e\u0431\u043d\u043e\u0435 \u0443\u043f\u0440\u0430\u0432\u043b\u0435\u043d\u0438\u0435 \u043a\u043e\u0434\u043e\u043c, \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044c \u0432\u0435\u0440\u0441\u0438\u0439 \u0438 \u043f\u0440\u043e\u0437\u0440\u0430\u0447\u043d\u043e\u0441\u0442\u044c \u043f\u0440\u043e\u0446\u0435\u0441\u0441\u0430 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438. \u0420\u0435\u0448\u0435\u043d\u0438\u044f \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u044f\u043b\u0438\u0441\u044c \u0441\u0438\u0441\u0442\u0435\u043c\u043e\u0439, \u0430 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u044b \u043e\u0442\u043e\u0431\u0440\u0430\u0436\u0430\u043b\u0438\u0441\u044c \u0432&nbsp;<strong>\u043e\u043d\u043b\u0430\u0439\u043d-\u043b\u0438\u0434\u0435\u0440\u0431\u043e\u0440\u0434\u0435<\/strong>, \u0447\u0442\u043e \u0434\u043e\u0431\u0430\u0432\u043b\u044f\u043b\u043e \u0441\u043e\u0440\u0435\u0432\u043d\u043e\u0432\u0430\u043d\u0438\u044e \u0434\u0438\u043d\u0430\u043c\u0438\u043a\u0438.<\/p>\n\n\n\n<p><strong>\u041f\u0440\u043e\u0434\u0432\u0438\u0436\u0435\u043d\u0438\u0435 \u0438 \u0432\u043e\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u0435<\/strong><\/p>\n\n\n\n<p>\u041f\u0435\u0440\u0435\u0434 \u0441\u0442\u0430\u0440\u0442\u043e\u043c \u0445\u0430\u043a\u0430\u0442\u043e\u043d\u0430 \u0431\u044b\u043b\u0430 \u0437\u0430\u043f\u0443\u0449\u0435\u043d\u0430 \u043c\u0430\u0441\u0448\u0442\u0430\u0431\u043d\u0430\u044f \u0440\u0435\u043a\u043b\u0430\u043c\u043d\u0430\u044f \u043a\u0430\u043c\u043f\u0430\u043d\u0438\u044f: \u043f\u0443\u0431\u043b\u0438\u043a\u0430\u0446\u0438\u0438 \u0432 \u0441\u043e\u0446\u0438\u0430\u043b\u044c\u043d\u044b\u0445 \u0441\u0435\u0442\u044f\u0445 \u0441 \u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0438\u0435\u0439 \u043e \u0445\u0430\u043a\u0430\u0442\u043e\u043d\u0435, \u0430\u043d\u043e\u043d\u0441\u0430\u043c\u0438, \u043c\u043e\u0442\u0438\u0432\u0430\u0446\u0438\u043e\u043d\u043d\u044b\u0435 \u043f\u043e\u0441\u0442\u044b \u0434\u043b\u044f \u043f\u0440\u0438\u0432\u043b\u0435\u0447\u0435\u043d\u0438\u044f \u0443\u0447\u0430\u0441\u0442\u043d\u0438\u043a\u043e\u0432.&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=\"548\"  data-src=\"https:\/\/cdn.codenrock.com\/wp-content\/uploads\/2025\/05\/image7-1-1024x548.png\" alt=\"\u041a\u0435\u0439\u0441 Siam ML Hack: \u043f\u0440\u0430\u043a\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0435 \u043f\u0440\u0438\u043c\u0435\u043d\u0435\u043d\u0438\u0435 ML \u0432 \u043d\u0435\u0444\u0442\u0435\u0433\u0430\u0437\u043e\u0432\u043e\u0439 \u043e\u0442\u0440\u0430\u0441\u043b\u0438\" class=\"wp-image-6417 lazyload\" data-srcset=\"https:\/\/codenrock.com\/blog\/wp-content\/uploads\/2025\/05\/image7-1-1024x548.png 1024w, https:\/\/codenrock.com\/blog\/wp-content\/uploads\/2025\/05\/image7-1-300x161.png 300w, https:\/\/codenrock.com\/blog\/wp-content\/uploads\/2025\/05\/image7-1-768x411.png 768w, https:\/\/codenrock.com\/blog\/wp-content\/uploads\/2025\/05\/image7-1-748x400.png 748w, https:\/\/codenrock.com\/blog\/wp-content\/uploads\/2025\/05\/image7-1.png 1200w\" data-sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" src=\"data:image\/gif;base64,R0lGODlhAQABAAAAACH5BAEKAAEALAAAAAABAAEAAAICTAEAOw==\" style=\"--smush-placeholder-width: 1024px; --smush-placeholder-aspect-ratio: 1024\/548;\" \/><noscript><img itemprop=\"url image\" loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"548\"  src=\"https:\/\/cdn.codenrock.com\/wp-content\/uploads\/2025\/05\/image7-1-1024x548.png\" alt=\"\u041a\u0435\u0439\u0441 Siam ML Hack: \u043f\u0440\u0430\u043a\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0435 \u043f\u0440\u0438\u043c\u0435\u043d\u0435\u043d\u0438\u0435 ML \u0432 \u043d\u0435\u0444\u0442\u0435\u0433\u0430\u0437\u043e\u0432\u043e\u0439 \u043e\u0442\u0440\u0430\u0441\u043b\u0438\" class=\"wp-image-6417\" srcset=\"https:\/\/codenrock.com\/blog\/wp-content\/uploads\/2025\/05\/image7-1-1024x548.png 1024w, https:\/\/codenrock.com\/blog\/wp-content\/uploads\/2025\/05\/image7-1-300x161.png 300w, https:\/\/codenrock.com\/blog\/wp-content\/uploads\/2025\/05\/image7-1-768x411.png 768w, https:\/\/codenrock.com\/blog\/wp-content\/uploads\/2025\/05\/image7-1-748x400.png 748w, https:\/\/codenrock.com\/blog\/wp-content\/uploads\/2025\/05\/image7-1.png 1200w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/noscript><meta itemprop=\"width\" content=\"1024\"><meta itemprop=\"height\" content=\"548\"><\/span><figcaption class=\"wp-element-caption\">\u0421\u043a\u0440\u0438\u043d\u0448\u043e\u0442\u044b \u043f\u0443\u0431\u043b\u0438\u043a\u0430\u0446\u0438\u0439 \u0434\u043b\u044f \u043f\u0440\u043e\u0434\u0432\u0438\u0436\u0435\u043d\u0438\u044f \u0438 \u0430\u043d\u043e\u043d\u0441\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f \u043c\u0435\u0440\u043e\u043f\u0440\u0438\u044f\u0442\u0438\u044f<\/figcaption><\/figure>\n\n\n\n<p><strong>\u042d\u043a\u0441\u043f\u0435\u0440\u0442\u043d\u0430\u044f \u043f\u043e\u0434\u0434\u0435\u0440\u0436\u043a\u0430<\/strong><\/p>\n\n\n\n<p>\u041d\u0430 \u043f\u0440\u043e\u0442\u044f\u0436\u0435\u043d\u0438\u0438 \u0432\u0441\u0435\u0433\u043e \u0445\u0430\u043a\u0430\u0442\u043e\u043d\u0430 \u0443\u0447\u0430\u0441\u0442\u043d\u0438\u043a\u0438 \u043c\u043e\u0433\u043b\u0438 \u043a\u043e\u043d\u0441\u0443\u043b\u044c\u0442\u0438\u0440\u043e\u0432\u0430\u0442\u044c\u0441\u044f \u0441 \u043c\u0435\u043d\u0442\u043e\u0440\u0430\u043c\u0438 \u2014 \u0441\u043f\u0435\u0446\u0438\u0430\u043b\u0438\u0441\u0442\u0430\u043c\u0438 \u00ab\u0421\u0418\u0410\u041c\u00bb \u0438 Codenrock. \u0412 Telegram-\u0447\u0430\u0442\u0435 \u043c\u0435\u0440\u043e\u043f\u0440\u0438\u044f\u0442\u0438\u044f \u043e\u043f\u0435\u0440\u0430\u0442\u0438\u0432\u043d\u043e \u0440\u0435\u0448\u0430\u043b\u0438\u0441\u044c \u0442\u0435\u0445\u043d\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0432\u043e\u043f\u0440\u043e\u0441\u044b, \u0430 \u0442\u0430\u043a\u0436\u0435 \u043f\u0443\u0431\u043b\u0438\u043a\u043e\u0432\u0430\u043b\u0438\u0441\u044c \u0432\u0430\u0436\u043d\u044b\u0435 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u0438\u044f.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u0414\u043e\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u0430\u043a\u0442\u0438\u0432\u043d\u043e\u0441\u0442\u0438<\/strong><\/h3>\n\n\n\n<p>\u041f\u043e\u043c\u0438\u043c\u043e \u043e\u0441\u043d\u043e\u0432\u043d\u043e\u0433\u043e \u0441\u043e\u0440\u0435\u0432\u043d\u043e\u0432\u0430\u043d\u0438\u044f, \u043e\u0440\u0433\u0430\u043d\u0438\u0437\u0430\u0442\u043e\u0440\u044b \u043f\u043e\u0434\u0433\u043e\u0442\u043e\u0432\u0438\u043b\u0438 \u0434\u043b\u044f \u0443\u0447\u0430\u0441\u0442\u043d\u0438\u043a\u043e\u0432:<\/p>\n\n\n\n<p><strong>\u041c\u043e\u0442\u0438\u0432\u0430\u0446\u0438\u043e\u043d\u043d\u043e\u0435 \u0438\u043d\u0442\u0435\u0440\u0432\u044c\u044e<\/strong>&nbsp;\u0441 \u044d\u043a\u0441\u043f\u0435\u0440\u0442\u0430\u043c\u0438 \u043e\u0442\u0440\u0430\u0441\u043b\u0438 \u2014 \u043e \u0442\u043e\u043c, \u043a\u0430\u043a ML \u043c\u0435\u043d\u044f\u0435\u0442 \u043d\u0435\u0444\u0442\u0435\u0433\u0430\u0437\u043e\u0432\u0443\u044e \u0441\u0444\u0435\u0440\u0443.<\/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=\"811\" height=\"1024\"  data-src=\"https:\/\/cdn.codenrock.com\/wp-content\/uploads\/2025\/05\/image8-1-811x1024.png\" alt=\"\u041a\u0435\u0439\u0441 Siam ML Hack: \u043f\u0440\u0430\u043a\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0435 \u043f\u0440\u0438\u043c\u0435\u043d\u0435\u043d\u0438\u0435 ML \u0432 \u043d\u0435\u0444\u0442\u0435\u0433\u0430\u0437\u043e\u0432\u043e\u0439 \u043e\u0442\u0440\u0430\u0441\u043b\u0438\" class=\"wp-image-6418 lazyload\" data-srcset=\"https:\/\/codenrock.com\/blog\/wp-content\/uploads\/2025\/05\/image8-1-811x1024.png 811w, https:\/\/codenrock.com\/blog\/wp-content\/uploads\/2025\/05\/image8-1-237x300.png 237w, https:\/\/codenrock.com\/blog\/wp-content\/uploads\/2025\/05\/image8-1-768x970.png 768w, https:\/\/codenrock.com\/blog\/wp-content\/uploads\/2025\/05\/image8-1-317x400.png 317w, https:\/\/codenrock.com\/blog\/wp-content\/uploads\/2025\/05\/image8-1.png 1200w\" data-sizes=\"auto, (max-width: 811px) 100vw, 811px\" src=\"data:image\/gif;base64,R0lGODlhAQABAAAAACH5BAEKAAEALAAAAAABAAEAAAICTAEAOw==\" style=\"--smush-placeholder-width: 811px; --smush-placeholder-aspect-ratio: 811\/1024;\" \/><noscript><img itemprop=\"url image\" loading=\"lazy\" decoding=\"async\" width=\"811\" height=\"1024\"  src=\"https:\/\/cdn.codenrock.com\/wp-content\/uploads\/2025\/05\/image8-1-811x1024.png\" alt=\"\u041a\u0435\u0439\u0441 Siam ML Hack: \u043f\u0440\u0430\u043a\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0435 \u043f\u0440\u0438\u043c\u0435\u043d\u0435\u043d\u0438\u0435 ML \u0432 \u043d\u0435\u0444\u0442\u0435\u0433\u0430\u0437\u043e\u0432\u043e\u0439 \u043e\u0442\u0440\u0430\u0441\u043b\u0438\" class=\"wp-image-6418\" srcset=\"https:\/\/codenrock.com\/blog\/wp-content\/uploads\/2025\/05\/image8-1-811x1024.png 811w, https:\/\/codenrock.com\/blog\/wp-content\/uploads\/2025\/05\/image8-1-237x300.png 237w, https:\/\/codenrock.com\/blog\/wp-content\/uploads\/2025\/05\/image8-1-768x970.png 768w, https:\/\/codenrock.com\/blog\/wp-content\/uploads\/2025\/05\/image8-1-317x400.png 317w, https:\/\/codenrock.com\/blog\/wp-content\/uploads\/2025\/05\/image8-1.png 1200w\" sizes=\"auto, (max-width: 811px) 100vw, 811px\" \/><\/noscript><meta itemprop=\"width\" content=\"811\"><meta itemprop=\"height\" content=\"1024\"><\/span><figcaption class=\"wp-element-caption\"><a href=\"https:\/\/codenrock.com\/blog\/intervyu-s-ekspertom-hakatona-siam-ml-hack-sergej-isupov-o-vyzovah-tehnologiyah-i-perspektivah\/\">\u0418\u043d\u0442\u0435\u0440\u0432\u044c\u044e \u0441 \u044d\u043a\u0441\u043f\u0435\u0440\u0442\u043e\u043c <\/a>\u0432 \u0431\u043b\u043e\u0433\u0435 Codenrock<\/figcaption><\/figure>\n\n\n\n<p><strong>\u041a\u043e\u043d\u043a\u0443\u0440\u0441 \u043c\u0435\u043c\u043e\u0432<\/strong>&nbsp;\u2014 \u0443\u0447\u0430\u0441\u0442\u043d\u0438\u043a\u0438 \u043f\u0440\u043e\u044f\u0432\u0438\u043b\u0438 \u043a\u0440\u0435\u0430\u0442\u0438\u0432\u043d\u043e\u0441\u0442\u044c \u0438 \u044e\u043c\u043e\u0440, \u0441\u0433\u0435\u043d\u0435\u0440\u0438\u0440\u043e\u0432\u0430\u0432 \u043c\u0435\u043c\u044b \u043d\u0430 \u0442\u0435\u043c\u0443 ML-\u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 \u0432 \u043d\u0435\u0444\u0442\u0435\u0441\u0435\u0440\u0432\u0438\u0441\u043d\u043e\u0439 \u043e\u0442\u0440\u0430\u0441\u043b\u0438.&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=\"495\"  data-src=\"https:\/\/cdn.codenrock.com\/wp-content\/uploads\/2025\/05\/image9-1-1024x495.png\" alt=\"\u041a\u0435\u0439\u0441 Siam ML Hack: \u043f\u0440\u0430\u043a\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0435 \u043f\u0440\u0438\u043c\u0435\u043d\u0435\u043d\u0438\u0435 ML \u0432 \u043d\u0435\u0444\u0442\u0435\u0433\u0430\u0437\u043e\u0432\u043e\u0439 \u043e\u0442\u0440\u0430\u0441\u043b\u0438\" class=\"wp-image-6419 lazyload\" data-srcset=\"https:\/\/codenrock.com\/blog\/wp-content\/uploads\/2025\/05\/image9-1-1024x495.png 1024w, https:\/\/codenrock.com\/blog\/wp-content\/uploads\/2025\/05\/image9-1-300x145.png 300w, https:\/\/codenrock.com\/blog\/wp-content\/uploads\/2025\/05\/image9-1-768x371.png 768w, https:\/\/codenrock.com\/blog\/wp-content\/uploads\/2025\/05\/image9-1-828x400.png 828w, https:\/\/codenrock.com\/blog\/wp-content\/uploads\/2025\/05\/image9-1.png 1200w\" data-sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" src=\"data:image\/gif;base64,R0lGODlhAQABAAAAACH5BAEKAAEALAAAAAABAAEAAAICTAEAOw==\" style=\"--smush-placeholder-width: 1024px; --smush-placeholder-aspect-ratio: 1024\/495;\" \/><noscript><img itemprop=\"url image\" loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"495\"  src=\"https:\/\/cdn.codenrock.com\/wp-content\/uploads\/2025\/05\/image9-1-1024x495.png\" alt=\"\u041a\u0435\u0439\u0441 Siam ML Hack: \u043f\u0440\u0430\u043a\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0435 \u043f\u0440\u0438\u043c\u0435\u043d\u0435\u043d\u0438\u0435 ML \u0432 \u043d\u0435\u0444\u0442\u0435\u0433\u0430\u0437\u043e\u0432\u043e\u0439 \u043e\u0442\u0440\u0430\u0441\u043b\u0438\" class=\"wp-image-6419\" srcset=\"https:\/\/codenrock.com\/blog\/wp-content\/uploads\/2025\/05\/image9-1-1024x495.png 1024w, https:\/\/codenrock.com\/blog\/wp-content\/uploads\/2025\/05\/image9-1-300x145.png 300w, https:\/\/codenrock.com\/blog\/wp-content\/uploads\/2025\/05\/image9-1-768x371.png 768w, https:\/\/codenrock.com\/blog\/wp-content\/uploads\/2025\/05\/image9-1-828x400.png 828w, https:\/\/codenrock.com\/blog\/wp-content\/uploads\/2025\/05\/image9-1.png 1200w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/noscript><meta itemprop=\"width\" content=\"1024\"><meta itemprop=\"height\" content=\"495\"><\/span><figcaption class=\"wp-element-caption\">\u0421\u043a\u0440\u0438\u043d\u0448\u043e\u0442\u044b \u0441 \u043a\u043e\u043d\u043a\u0443\u0440\u0441\u0430 \u043c\u0435\u043c\u043e\u0432<\/figcaption><\/figure>\n\n\n\n<p>\u0411\u043e\u043b\u044c\u0448\u0435 \u043c\u0435\u043c\u043e\u0432 \u043e\u0442 \u0443\u0447\u0430\u0441\u0442\u043d\u0438\u043a\u043e\u0432 \u043c\u043e\u0436\u043d\u043e \u0443\u0432\u0438\u0434\u0435\u0442\u044c \u0432 \u043a\u043e\u043c\u043c\u0435\u043d\u0442\u0430\u0440\u0438\u044f\u0445 \u043f\u043e\u0441\u0442\u0430 \u043e \u043a\u043e\u043d\u043a\u0443\u0440\u0441\u0435: <a href=\"https:\/\/t.me\/c\/2369256698\/12\">https:\/\/t.me\/c\/2369256698\/12<\/a><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u041c\u0438\u0442\u0430\u043f<\/strong>, \u043d\u0430 \u043a\u043e\u0442\u043e\u0440\u043e\u043c \u043a\u043e\u043d\u043a\u0443\u0440\u0441\u0430\u043d\u0442\u044b \u0434\u0435\u0442\u0430\u043b\u044c\u043d\u0435\u0435 \u043e\u0437\u043d\u0430\u043a\u043e\u043c\u0438\u043b\u0438\u0441\u044c \u0441 \u0437\u0430\u0434\u0430\u0447\u0430\u043c\u0438 \u0441\u043e\u0440\u0435\u0432\u043d\u043e\u0432\u0430\u043d\u0438\u044f: https:\/\/vk.com\/video-169891946_456239362<\/li>\n\n\n\n<li><strong>\u0426\u0435\u0440\u0435\u043c\u043e\u043d\u0438\u044f \u043e\u0442\u043a\u0440\u044b\u0442\u0438\u044f \u0445\u0430\u043a\u0430\u0442\u043e\u043d\u0430<\/strong>, \u0433\u0434\u0435 \u0443\u0447\u0430\u0441\u0442\u043d\u0438\u043a\u0438 \u0431\u043e\u043b\u044c\u0448\u0435 \u0443\u0437\u043d\u0430\u043b\u0438 \u043e \u0445\u0430\u043a\u0430\u0442\u043e\u043d\u0435 \u0438 \u0441\u043c\u043e\u0433\u043b\u0438 \u043f\u043e\u0437\u043d\u0430\u043a\u043e\u043c\u0438\u0442\u044c\u0441\u044f \u0441 \u044d\u043a\u0441\u043f\u0435\u0440\u0442\u0430\u043c\u0438: https:\/\/vkvideo.ru\/video-169891946_456239363<\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u041f\u0438\u0442\u0447\u0438\u043d\u0433, <\/strong>\u0433\u0434\u0435 \u043a\u043e\u043c\u0430\u043d\u0434\u044b \u043e\u0431\u0441\u0443\u0434\u0438\u043b\u0438 \u043b\u0443\u0447\u0448\u0438\u0435 \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0438 \u0438 \u043f\u043e\u0434\u0435\u043b\u0438\u043b\u0438\u0441\u044c \u043e\u043f\u044b\u0442\u043e\u043c: <a href=\"https:\/\/vkvideo.ru\/video-169891946_456239371\">https:\/\/vkvideo.ru\/video-169891946_456239371<\/a><\/li>\n\n\n\n<li><strong>\u0426\u0435\u0440\u0435\u043c\u043e\u043d\u0438\u044f \u0437\u0430\u043a\u0440\u044b\u0442\u0438\u044f<\/strong>, \u0433\u0434\u0435 \u0431\u044b\u043b\u0438 \u043e\u0431\u044a\u044f\u0432\u043b\u0435\u043d\u044b \u043f\u043e\u0431\u0435\u0434\u0438\u0442\u0435\u043b\u0438 \u0445\u0430\u043a\u0430\u0442\u043e\u043d\u0430 Siam ML Hack: <a href=\"https:\/\/vkvideo.ru\/video-169891946_456239390\">https:\/\/vkvideo.ru\/video-169891946_456239390<\/a><\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u041f\u043e\u0431\u0435\u0434\u0438\u0442\u0435\u043b\u0438<\/strong><\/h2>\n\n\n\n<p>\u0418\u0437 93 \u0440\u0435\u0448\u0435\u043d\u0438\u0439 \u044d\u043a\u0441\u043f\u0435\u0440\u0442\u044b \u0432\u044b\u0431\u0440\u0430\u043b\u0438 12 \u0444\u0438\u043d\u0430\u043b\u0438\u0441\u0442\u043e\u0432.<\/p>\n\n\n\n<p><strong>\u041f\u043e\u0431\u0435\u0434\u0438\u0442\u0435\u043b\u0438 \u043f\u043e \u0442\u0440\u0435\u043a\u0430\u043c:<\/strong><\/p>\n\n\n\n<p><strong><em>\u0422\u0440\u0435\u043a 1. \u041e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u0438\u0435 \u0431\u0438\u043d\u0430\u0440\u043d\u044b\u0445 \u0445\u0430\u0440\u0430\u043a\u0442\u0435\u0440\u0438\u0441\u0442\u0438\u043a \u0432 \u0434\u0430\u043d\u043d\u044b\u0445&nbsp;<\/em><\/strong><\/p>\n\n\n\n<p>\ud83e\udd47 1 \u043c\u0435\u0441\u0442\u043e: \u043a\u043e\u043c\u0430\u043d\u0434\u0430&nbsp;Spacetime.<\/p>\n\n\n\n<p>\ud83e\udd48 2 \u043c\u0435\u0441\u0442\u043e: \u043a\u043e\u043c\u0430\u043d\u0434\u0430&nbsp;Herewego.<\/p>\n\n\n\n<p>\ud83e\udd49 3 \u043c\u0435\u0441\u0442\u043e:&nbsp;\u0417\u0430\u0445\u0430\u0440 \u042f\u043a\u043e\u0432\u043b\u0435\u0432.<\/p>\n\n\n\n<p><strong><em>\u0422\u0440\u0435\u043a 2. \u0412\u044b\u0434\u0435\u043b\u0435\u043d\u0438\u0435 \u043f\u043e\u043b\u0435\u0437\u043d\u044b\u0445 \u0434\u0430\u043d\u043d\u044b\u0445 \u0434\u043b\u044f \u0430\u043d\u0430\u043b\u0438\u0437\u0430&nbsp;<\/em><\/strong><\/p>\n\n\n\n<p>\ud83e\udd47 1 \u043c\u0435\u0441\u0442\u043e: \u043a\u043e\u043c\u0430\u043d\u0434\u0430&nbsp;misis_otlichnichki.<\/p>\n\n\n\n<p>\ud83e\udd48 2 \u043c\u0435\u0441\u0442\u043e: \u043a\u043e\u043c\u0430\u043d\u0434\u0430&nbsp;ML-97678.<\/p>\n\n\n\n<p>\ud83e\udd49 3 \u043c\u0435\u0441\u0442\u043e: \u043a\u043e\u043c\u0430\u043d\u0434\u0430&nbsp;DataDrivers.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u041e\u0442\u0437\u044b\u0432\u044b<\/strong><\/h2>\n\n\n\n<blockquote class=\"wp-block-quote is-style-thumbs-up is-layout-flow wp-block-quote-is-layout-flow\">\n<p>\u0410\u043d\u0430\u043b\u0438\u0437 \u0434\u0430\u043d\u043d\u044b\u0445 \u0438\u0433\u0440\u0430\u0435\u0442 \u0432\u0441\u0435 \u0431\u043e\u043b\u044c\u0448\u0443\u044e \u0440\u043e\u043b\u044c \u0432 \u043d\u0435\u0444\u0442\u0435\u0441\u0435\u0440\u0432\u0438\u0441\u043d\u043e\u0439 \u043e\u0442\u0440\u0430\u0441\u043b\u0438 \u0438 \u043d\u0430\u043c \u0432\u0430\u0436\u043d\u043e \u043f\u043e\u043d\u0438\u043c\u0430\u0442\u044c, \u043a\u0430\u043a \u044d\u0442\u0438 \u0441\u043e\u0432\u0440\u0435\u043c\u0435\u043d\u043d\u044b\u0435 \u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u0438, \u0442\u0430\u043a\u0438\u0435 \u043a\u0430\u043a \u043c\u0435\u0442\u043e\u0434\u044b \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0433\u043e \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u044f, \u043c\u043e\u0433\u0443\u0442 \u043d\u0430\u043c \u043f\u043e\u043c\u043e\u0447\u044c \u0440\u0430\u0437\u0431\u0438\u0440\u0430\u0442\u044c\u0441\u044f \u0441 \u044d\u0442\u0438\u043c \u0431\u043e\u043b\u044c\u0448\u0438\u043c \u043f\u043e\u0442\u043e\u043a\u043e\u043c \u0446\u0438\u0444\u0440\u043e\u0432\u044b\u0445 \u0434\u0430\u043d\u043d\u044b\u0445. \u041c\u044b \u0443\u0432\u0438\u0434\u0435\u043b\u0438 \u0438\u043d\u0442\u0435\u0440\u0435\u0441\u043d\u044b\u0435 \u0438\u0434\u0435\u0438 \u0438 \u0441\u0432\u0435\u0436\u0438\u0439 \u0432\u0437\u0433\u043b\u044f\u0434 \u043d\u0430 \u043f\u0440\u0438\u0432\u044b\u0447\u043d\u044b\u0435 \u0437\u0430\u0434\u0430\u0447\u0438. \u042f \u0443\u0432\u0435\u0440\u0435\u043d, \u0447\u0442\u043e \u043c\u044b 100% \u044d\u0442\u0438 \u0438\u0434\u0435\u0438 \u0440\u0435\u0430\u043b\u0438\u0437\u0443\u0435\u043c \u0432 \u043d\u0430\u0448\u0435\u0439 \u0440\u0430\u0431\u043e\u0442\u0435.&nbsp;<\/p>\n<cite><strong>\u0410\u043d\u0434\u0440\u0435\u0439 \u0414\u0443\u0431\u043e\u0432, \u0433\u043b\u0430\u0432\u043d\u044b\u0439 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u043e\u043d\u043d\u044b\u0439 \u0434\u0438\u0440\u0435\u043a\u0442\u043e\u0440 \u0431\u043b\u043e\u043a\u0430 \u00ab\u0421\u0418\u0410\u041c\u00bb \u0420\u041a \u00ab\u0418\u043d\u0442\u0435\u0433\u0440\u0430\u00bb<\/strong><\/cite><\/blockquote>\n\n\n\n<blockquote class=\"wp-block-quote is-style-thumbs-up is-layout-flow wp-block-quote-is-layout-flow\">\n<p>\u0425\u0430\u043a\u0430\u0442\u043e\u043d \u043e\u0447\u0435\u043d\u044c \u043f\u043e\u043d\u0440\u0430\u0432\u0438\u043b\u0441\u044f! \u0411\u044b\u043b\u0430 \u043e\u0447\u0435\u043d\u044c \u043a\u0440\u0443\u0442\u043e \u043f\u0440\u0438\u043c\u0435\u043d\u0438\u0442\u044c \u0441\u0432\u043e\u0438 \u043c\u0430\u0442\u0435\u043c\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0435 \u0437\u043d\u0430\u043d\u0438\u044f \u0437\u0430 \u043f\u0440\u0435\u0434\u0435\u043b\u0430\u043c\u0438 \u0432\u0443\u0437\u0430. \u0417\u0430\u0434\u0430\u0447\u0430 \u0431\u044b\u043b\u0430 \u043e\u0447\u0435\u043d\u044c \u0438\u043d\u0442\u0435\u0440\u0435\u0441\u043d\u0430\u044f (\u0440\u0430\u043d\u0435\u0435 \u043d\u0435 \u0440\u0430\u0431\u043e\u0442\u0430\u043b\u0438 \u0441 ML-\u0440\u044f\u0434\u0430\u043c\u0438), \u043f\u043e\u0434\u0445\u043e\u0434\u044b, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u043c\u044b \u043f\u0440\u0438\u043c\u0435\u043d\u0438\u043b\u0438 \u043f\u043e\u043c\u043e\u0433\u0430\u044e\u0442 \u043d\u0430\u043c \u0432 \u043d\u043e\u0432\u044b\u0445 \u0441\u043e\u0440\u0435\u0432\u043d\u043e\u0432\u0430\u043d\u0438\u044f\u0445, \u043c\u044b \u0438\u0437\u0432\u043b\u0435\u043a\u043b\u0438 \u043c\u043d\u043e\u0433\u043e \u043f\u043e\u043b\u0435\u0437\u043d\u043e\u0433\u043e! \u0421\u043f\u0430\u0441\u0438\u0431\u043e.&nbsp;<\/p>\n<cite><strong>\u041a\u043e\u043c\u0430\u043d\u0434\u0430 misis_otlichnichki, \u043f\u043e\u0431\u0435\u0434\u0438\u0442\u0435\u043b\u0438 \u0445\u0430\u043a\u0430\u0442\u043e\u043d\u0430<\/strong><\/cite><\/blockquote>\n\n\n\n<blockquote class=\"wp-block-quote is-style-thumbs-up is-layout-flow wp-block-quote-is-layout-flow\">\n<p>\u0421\u043f\u0430\u0441\u0438\u0431\u043e \u043e\u0433\u0440\u043e\u043c\u043d\u043e\u0435 \u0437\u0430 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u044c \u043f\u043e\u0443\u0447\u0430\u0441\u0442\u0432\u043e\u0432\u0430\u0442\u044c. \u042d\u0442\u043e \u0431\u044b\u043b \u043e\u0447\u0435\u043d\u044c \u0438\u043d\u0442\u0435\u0440\u0435\u0441\u043d\u044b\u0439 \u0445\u0430\u043a\u0430\u0442\u043e\u043d: \u0431\u044b\u043b\u043e \u0438\u043d\u0442\u0435\u0440\u0435\u0441\u043d\u043e \u043f\u043e\u043f\u0440\u043e\u0431\u043e\u0432\u0430\u0442\u044c \u0430\u043b\u044c\u0442\u0435\u0440\u043d\u0430\u0442\u0438\u0432\u043d\u044b\u0439 \u043d\u0435\u0439\u0440\u043e\u0441\u0435\u0442\u0435\u0432\u043e\u0439 \u043f\u043e\u0434\u0445\u043e\u0434, \u043a\u043b\u0430\u0441\u0441\u043d\u0430\u044f \u043e\u0440\u0433\u0430\u043d\u0438\u0437\u0430\u0446\u0438\u044f \u0438 \u043d\u0430\u043c \u0432\u0441\u0435 \u043f\u043e\u043d\u0440\u0430\u0432\u0438\u043b\u043e\u0441\u044c. \u0421 \u0440\u0430\u0434\u043e\u0441\u0442\u044c\u044e \u043f\u043e\u0443\u0447\u0430\u0441\u0442\u0432\u0443\u0435\u043c \u0435\u0449\u0435, \u0435\u0441\u043b\u0438 \u0431\u0443\u0434\u0435\u0442 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u044c!<\/p>\n<cite><strong>\u0418\u043b\u044c\u044f \u041d\u0430\u0437\u0438\u043c\u043e\u0432, \u0443\u0447\u0430\u0441\u0442\u043d\u0438\u043a \u043a\u043e\u043c\u0430\u043d\u0434\u044b DataDrivers \u0438 \u043f\u043e\u0431\u0435\u0434\u0438\u0442\u0435\u043b\u044c \u0445\u0430\u043a\u0430\u0442\u043e\u043d\u0430 Siam ML Hack<\/strong><\/cite><\/blockquote>\n","protected":false},"excerpt":{"rendered":"<p>Siam ML Hack&nbsp;\u2014 \u043f\u0435\u0440\u0432\u044b\u0439 \u043e\u0442\u0440\u0430\u0441\u043b\u0435\u0432\u043e\u0439 \u0445\u0430\u043a\u0430\u0442\u043e\u043d, \u043f\u043e\u0441\u0432\u044f\u0449\u0435\u043d\u043d\u044b\u0439 \u043f\u0440\u0438\u043c\u0435\u043d\u0435\u043d\u0438\u044e \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0433\u043e \u043e\u0431\u0443\u0447\u0435\u043d\u0438\u044f \u0432 \u043e\u0431\u0440\u0430\u0431\u043e\u0442\u043a\u0435 \u0434\u0430\u043d\u043d\u044b\u0445 \u0433\u0438\u0434\u0440\u043e\u0434\u0438\u043d\u0430\u043c\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u0439 \u0441\u043a\u0432\u0430\u0436\u0438\u043d. \u041c\u0435\u0440\u043e\u043f\u0440\u0438\u044f\u0442\u0438\u0435 \u043f\u0440\u043e\u0448\u043b\u043e \u0441&nbsp;28 \u0444\u0435\u0432\u0440\u0430\u043b\u044f \u043f\u043e 19 \u043c\u0430\u0440\u0442\u0430 2025 \u0433.&nbsp;\u043f\u0440\u0438 \u043f\u043e\u0434\u0434\u0435\u0440\u0436\u043a\u0435 \u043d\u0435\u0444\u0442\u0435\u0441\u0435\u0440\u0432\u0438\u0441\u043d\u043e\u0439 \u043a\u043e\u043c\u043f\u0430\u043d\u0438\u0438&nbsp;\u00ab\u0421\u0418\u0410\u041c\u00bb&nbsp;\u2014 \u044d\u043a\u0441\u043f\u0435\u0440\u0442\u0430 \u0432 \u043e\u0431\u043b\u0430\u0441\u0442\u0438 \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u0439 \u043f\u043b\u0430\u0441\u0442\u043e\u0432 \u0438 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u043a\u0438 \u0441\u043f\u0435\u0446\u0438\u0430\u043b\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u043e\u0433\u043e \u041f\u041e. \u041e\u0442\u0447\u0435\u0442\u043d\u043e\u0435 \u0432\u0438\u0434\u0435\u043e \u0423\u0447\u0430\u0441\u0442\u043d\u0438\u043a\u0438 \u0440\u0435\u0448\u0430\u043b\u0438 \u0440\u0435\u0430\u043b\u044c\u043d\u044b\u0435 \u0437\u0430\u0434\u0430\u0447\u0438 \u043d\u0435\u0444\u0442\u0435\u0433\u0430\u0437\u043e\u0432\u043e\u0439 \u043e\u0442\u0440\u0430\u0441\u043b\u0438: \u043e\u0442 \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u0438\u044f \u043a\u043b\u044e\u0447\u0435\u0432\u044b\u0445 \u043f\u0430\u0442\u0442\u0435\u0440\u043d\u043e\u0432 \u0432 \u0434\u0430\u043d\u043d\u044b\u0445 \u0434\u043e \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0433\u043e \u0432\u044b\u0434\u0435\u043b\u0435\u043d\u0438\u044f \u0438\u043d\u0444\u043e\u0440\u043c\u0430\u0442\u0438\u0432\u043d\u044b\u0445 [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":6412,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[135,173,9,11],"tags":[32,25,19,12],"class_list":["post-6411","post","type-post","status-publish","format-standard","has-post-thumbnail","","category-dlya-reklamnogo-lendinga","category-ml-sorevnovaniya","category-cases","category-articles","tag-codenrock","tag-data-science","tag-ml","tag-hakaton"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v24.0 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\u041a\u0435\u0439\u0441 Siam ML Hack: \u043f\u0440\u0430\u043a\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0435 \u043f\u0440\u0438\u043c\u0435\u043d\u0435\u043d\u0438\u0435 ML \u0432 \u043d\u0435\u0444\u0442\u0435\u0433\u0430\u0437\u043e\u0432\u043e\u0439 \u043e\u0442\u0440\u0430\u0441\u043b\u0438 &#8211; \u0411\u043b\u043e\u0433 Codenrock<\/title>\n<meta name=\"description\" content=\"\u041f\u0435\u0440\u0432\u044b\u0439 ML-\u0445\u0430\u043a\u0430\u0442\u043e\u043d \u0432 \u043d\u0435\u0444\u0442\u0435\u0433\u0430\u0437\u0435: \u043a\u0430\u043a \u00ab\u0421\u0418\u0410\u041c\u00bb \u043f\u043e\u043b\u0443\u0447\u0438\u043b 93 \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u043f\u043e \u0430\u043d\u0430\u043b\u0438\u0437\u0443 \u0434\u0430\u043d\u043d\u044b\u0445 \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u0439 \u0441\u043a\u0432\u0430\u0436\u0438\u043d \u043e\u0442 864 \u0443\u0447\u0430\u0441\u0442\u043d\u0438\u043a\u043e\u0432 \u2014 \u0446\u0438\u0444\u0440\u044b \u0438 \u0432\u044b\u0432\u043e\u0434\u044b \u043a\u0435\u0439\u0441\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\/kejs-siam-ml-hack-prakticheskoe-primenenie-ml-v-neftegazovoj-otrasli\/\" \/>\n<meta property=\"og:locale\" content=\"ru_RU\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\u041a\u0435\u0439\u0441 Siam ML Hack: \u043f\u0440\u0430\u043a\u0442\u0438\u0447\u0435\u0441\u043a\u043e\u0435 \u043f\u0440\u0438\u043c\u0435\u043d\u0435\u043d\u0438\u0435 ML \u0432 \u043d\u0435\u0444\u0442\u0435\u0433\u0430\u0437\u043e\u0432\u043e\u0439 \u043e\u0442\u0440\u0430\u0441\u043b\u0438 &#8211; \u0411\u043b\u043e\u0433 Codenrock\" \/>\n<meta property=\"og:description\" content=\"\u041f\u0435\u0440\u0432\u044b\u0439 ML-\u0445\u0430\u043a\u0430\u0442\u043e\u043d \u0432 \u043d\u0435\u0444\u0442\u0435\u0433\u0430\u0437\u0435: \u043a\u0430\u043a \u00ab\u0421\u0418\u0410\u041c\u00bb \u043f\u043e\u043b\u0443\u0447\u0438\u043b 93 \u0440\u0435\u0448\u0435\u043d\u0438\u044f \u043f\u043e \u0430\u043d\u0430\u043b\u0438\u0437\u0443 \u0434\u0430\u043d\u043d\u044b\u0445 \u0438\u0441\u0441\u043b\u0435\u0434\u043e\u0432\u0430\u043d\u0438\u0439 \u0441\u043a\u0432\u0430\u0436\u0438\u043d \u043e\u0442 864 \u0443\u0447\u0430\u0441\u0442\u043d\u0438\u043a\u043e\u0432 \u2014 \u0446\u0438\u0444\u0440\u044b \u0438 \u0432\u044b\u0432\u043e\u0434\u044b \u043a\u0435\u0439\u0441\u0430.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/codenrock.com\/blog\/kejs-siam-ml-hack-prakticheskoe-primenenie-ml-v-neftegazovoj-otrasli\/\" \/>\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=\"2025-06-02T14:05:27+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2025-07-23T10:16:28+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/cdn.codenrock.com\/wp-content\/uploads\/2025\/05\/siam-kejs-16h91.jpg\" \/>\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\/jpeg\" \/>\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=\"6 \u043c\u0438\u043d\u0443\u0442\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/codenrock.com\/blog\/kejs-siam-ml-hack-prakticheskoe-primenenie-ml-v-neftegazovoj-otrasli\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/codenrock.com\/blog\/kejs-siam-ml-hack-prakticheskoe-primenenie-ml-v-neftegazovoj-otrasli\/\"},\"author\":{\"name\":\"\u041c\u0438\u0445\u0430\u0438\u043b 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