{"id":4816,"date":"2022-12-01T19:24:31","date_gmt":"2022-12-02T00:24:31","guid":{"rendered":"http:\/\/skimai.com\/?p=4816"},"modified":"2024-04-29T17:27:40","modified_gmt":"2024-04-29T22:27:40","slug":"%d0%b1%d0%bb%d0%be%d0%b3-%d1%89%d0%be-%d1%82%d0%b0%d0%ba%d0%b5-%d0%b2%d0%be%d1%80%d0%be%d0%b6%d0%b0-%d0%b0%d1%96-%d0%b0%d1%82%d0%b0%d0%ba%d0%b0","status":"publish","type":"post","link":"https:\/\/skimai.com\/uk\/blog-what-is-an-adversarial-ai-attack\/","title":{"rendered":"\u0429\u043e \u0442\u0430\u043a\u0435 \u0432\u043e\u0440\u043e\u0436\u0430 \u0430\u0442\u0430\u043a\u0430 \u0448\u0442\u0443\u0447\u043d\u043e\u0433\u043e \u0456\u043d\u0442\u0435\u043b\u0435\u043a\u0442\u0443?"},"content":{"rendered":"<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_82_1 counter-hierarchy ez-toc-counter ez-toc-grey ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">\u0417\u043c\u0456\u0441\u0442<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"\u041f\u0435\u0440\u0435\u0439\u0442\u0438 \u0434\u043e \u0437\u043c\u0456\u0441\u0442\u0443\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">\u041f\u0435\u0440\u0435\u043c\u0438\u043a\u0430\u0447<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewbox=\"0 0 24 24\" version=\"1.2\" baseprofile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1' ><li class='ez-toc-page-1 ez-toc-heading-level-1'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/skimai.com\/uk\/blog-what-is-an-adversarial-ai-attack\/#What_is_an_Adversarial_AI_Attack\" >\u0429\u043e \u0442\u0430\u043a\u0435 \u0432\u043e\u0440\u043e\u0436\u0430 \u0430\u0442\u0430\u043a\u0430 \u0448\u0442\u0443\u0447\u043d\u043e\u0433\u043e \u0456\u043d\u0442\u0435\u043b\u0435\u043a\u0442\u0443?<\/a><ul class='ez-toc-list-level-2' ><li class='ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/skimai.com\/uk\/blog-what-is-an-adversarial-ai-attack\/#Risks_posed_by_an_Adversarial_AI_attack\" >\u0420\u0438\u0437\u0438\u043a\u0438, \u043f\u043e\u0432'\u044f\u0437\u0430\u043d\u0456 \u0437 \u0430\u0442\u0430\u043a\u043e\u044e \u0432\u043e\u0440\u043e\u0436\u043e\u0433\u043e \u0428\u0406<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/skimai.com\/uk\/blog-what-is-an-adversarial-ai-attack\/#Examples_of_Adversarial_AI_Attacks\" >\u041f\u0440\u0438\u043a\u043b\u0430\u0434\u0438 \u0432\u043e\u0440\u043e\u0436\u0438\u0445 \u0430\u0442\u0430\u043a \u0428\u0406<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/skimai.com\/uk\/blog-what-is-an-adversarial-ai-attack\/#How_to_defend_against_Adversarial_AI_attacks\" >\u042f\u043a \u0437\u0430\u0445\u0438\u0441\u0442\u0438\u0442\u0438\u0441\u044f \u0432\u0456\u0434 \u0430\u0442\u0430\u043a \u0441\u0443\u043f\u0440\u043e\u0442\u0438\u0432\u043d\u0438\u043a\u0430 \u0437\u0456 \u0448\u0442\u0443\u0447\u043d\u0438\u043c \u0456\u043d\u0442\u0435\u043b\u0435\u043a\u0442\u043e\u043c<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/skimai.com\/uk\/blog-what-is-an-adversarial-ai-attack\/#Conclusion\" >\u0412\u0438\u0441\u043d\u043e\u0432\u043e\u043a<\/a><\/li><\/ul><\/li><\/ul><\/nav><\/div>\n<h1><span class=\"ez-toc-section\" id=\"What_is_an_Adversarial_AI_Attack\"><\/span>\u0429\u043e \u0442\u0430\u043a\u0435 \u0432\u043e\u0440\u043e\u0436\u0430 \u0430\u0442\u0430\u043a\u0430 \u0448\u0442\u0443\u0447\u043d\u043e\u0433\u043e \u0456\u043d\u0442\u0435\u043b\u0435\u043a\u0442\u0443?<span class=\"ez-toc-section-end\"><\/span><\/h1>\n<p>\u0422\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0456\u0457 \u0433\u043b\u0438\u0431\u043e\u043a\u043e\u0433\u043e \u043d\u0430\u0432\u0447\u0430\u043d\u043d\u044f, \u0442\u0430\u043a\u0456 \u044f\u043a \u0448\u0442\u0443\u0447\u043d\u0438\u0439 \u0456\u043d\u0442\u0435\u043b\u0435\u043a\u0442 (\u0428\u0406) \u0456 \u043c\u0430\u0448\u0438\u043d\u043d\u0435 \u043d\u0430\u0432\u0447\u0430\u043d\u043d\u044f (\u041c\u041d), \u043d\u0430\u0434\u0430\u044e\u0442\u044c \u043f\u0456\u0434\u043f\u0440\u0438\u0454\u043c\u0441\u0442\u0432\u0430\u043c \u043d\u0438\u0437\u043a\u0443 \u0431\u0456\u0437\u043d\u0435\u0441-\u043f\u0435\u0440\u0435\u0432\u0430\u0433. \u0423 \u0442\u043e\u0439 \u0436\u0435 \u0447\u0430\u0441, \u0432\u043e\u0440\u043e\u0436\u0456 \u0430\u0442\u0430\u043a\u0438 \u0428\u0406 \u0454 \u0437\u0440\u043e\u0441\u0442\u0430\u044e\u0447\u043e\u044e \u043f\u0440\u043e\u0431\u043b\u0435\u043c\u043e\u044e \u0431\u0435\u0437\u043f\u0435\u043a\u0438 \u0434\u043b\u044f \u0441\u0443\u0447\u0430\u0441\u043d\u0438\u0445 \u0441\u0438\u0441\u0442\u0435\u043c.<br \/>\n\u0429\u043e \u0442\u0430\u043a\u0435 \u0432\u043e\u0440\u043e\u0436\u0430 \u0430\u0442\u0430\u043a\u0430 \u043d\u0430 \u0428\u0406? \u0424\u043e\u0440\u043c\u0430 \u043a\u0456\u0431\u0435\u0440\u0430\u0442\u0430\u043a\u0438, \u044f\u043a\u0430 \"\u043e\u0431\u043c\u0430\u043d\u044e\u0454\" \u0428\u0406-\u043c\u043e\u0434\u0435\u043b\u0456 \u0437\u0430 \u0434\u043e\u043f\u043e\u043c\u043e\u0433\u043e\u044e \u043d\u0435\u043f\u0440\u0430\u0432\u0434\u0438\u0432\u0438\u0445 \u0434\u0430\u043d\u0438\u0445. \u0422\u0430\u043a\u043e\u0436 \u0432\u0456\u0434\u043e\u043c\u0430 \u044f\u043a Adversarial ML, \u0446\u044f \u0444\u043e\u0440\u043c\u0430 \u0430\u0442\u0430\u043a\u0438 \u0437\u0434\u0435\u0431\u0456\u043b\u044c\u0448\u043e\u0433\u043e \u0432\u0438\u043a\u043e\u0440\u0438\u0441\u0442\u043e\u0432\u0443\u0454\u0442\u044c\u0441\u044f \u0434\u043b\u044f \u043a\u043b\u0430\u0441\u0438\u0444\u0456\u043a\u0430\u0446\u0456\u0457 \u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u044c \u0456 \u0432\u0438\u044f\u0432\u043b\u0435\u043d\u043d\u044f \u0441\u043f\u0430\u043c\u0443.<br \/>\n\u0414\u0430\u043b\u0456 \u043c\u0438 \u043e\u0431\u0433\u043e\u0432\u043e\u0440\u0438\u043c\u043e \u0440\u0456\u0437\u043d\u0456 \u0440\u0438\u0437\u0438\u043a\u0438, \u043f\u043e\u0432'\u044f\u0437\u0430\u043d\u0456 \u0437 \u0430\u0442\u0430\u043a\u043e\u044e \u0432\u043e\u0440\u043e\u0436\u043e\u0433\u043e \u0428\u0406.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Risks_posed_by_an_Adversarial_AI_attack\"><\/span>\u0420\u0438\u0437\u0438\u043a\u0438, \u043f\u043e\u0432'\u044f\u0437\u0430\u043d\u0456 \u0437 \u0430\u0442\u0430\u043a\u043e\u044e \u0432\u043e\u0440\u043e\u0436\u043e\u0433\u043e \u0428\u0406<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0417\u0430 \u0434\u0430\u043d\u0438\u043c\u0438 <a href=\"https:\/\/www.csoonline.com\/article\/3664748\/adversarial-machine-learning-explained-how-attackers-disrupt-ai-and-ml-systems.html\">\u041e\u043b\u0435\u043a\u0441\u0456\u0439 \u0420\u0443\u0431\u0446\u043e\u0432<\/a> \u0413\u043b\u043e\u0431\u0430\u043b\u044c\u043d\u043e\u0433\u043e \u0456\u043d\u0441\u0442\u0438\u0442\u0443\u0442\u0443 \u0440\u0438\u0437\u0438\u043a\u0456\u0432, \"\u0437\u043c\u0430\u0433\u0430\u043b\u044c\u043d\u0435 \u043c\u0430\u0448\u0438\u043d\u043d\u0435 \u043d\u0430\u0432\u0447\u0430\u043d\u043d\u044f \u0432\u0438\u043a\u043e\u0440\u0438\u0441\u0442\u043e\u0432\u0443\u0454 \u0432\u0440\u0430\u0437\u043b\u0438\u0432\u043e\u0441\u0442\u0456 \u0442\u0430 \u043e\u0441\u043e\u0431\u043b\u0438\u0432\u043e\u0441\u0442\u0456 \u043c\u043e\u0434\u0435\u043b\u0435\u0439 \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0433\u043e \u043d\u0430\u0432\u0447\u0430\u043d\u043d\u044f\". \u041d\u0430\u043f\u0440\u0438\u043a\u043b\u0430\u0434, \u0437\u043c\u0430\u0433\u0430\u043b\u044c\u043d\u0438\u0439 ML \u043c\u043e\u0436\u0435 \u043f\u0440\u0438\u0437\u0432\u0435\u0441\u0442\u0438 \u0434\u043e \u0442\u043e\u0433\u043e, \u0449\u043e \u0442\u043e\u0440\u0433\u043e\u0432\u0438\u0439 \u0430\u043b\u0433\u043e\u0440\u0438\u0442\u043c, \u0437\u0430\u0441\u043d\u043e\u0432\u0430\u043d\u0438\u0439 \u043d\u0430 ML, \u043f\u0440\u0438\u0439\u043c\u0430\u0442\u0438\u043c\u0435 \u043d\u0435\u043f\u0440\u0430\u0432\u0438\u043b\u044c\u043d\u0456 \u0440\u0456\u0448\u0435\u043d\u043d\u044f \u043f\u0440\u043e \u0442\u043e\u0440\u0433\u0456\u0432\u043b\u044e.<\/p>\n<p>\u042f\u043a \u0432\u043e\u0440\u043e\u0436\u0430 \u0430\u0442\u0430\u043a\u0430 \u0428\u0406 \u0441\u0442\u0432\u043e\u0440\u044e\u0454 \u0440\u0438\u0437\u0438\u043a \u0434\u043b\u044f \u0441\u0438\u0441\u0442\u0435\u043c \u0428\u0406 \u0442\u0430 ML? \u041e\u0441\u044c \u0434\u0435\u044f\u043a\u0456 \u0437\u0430\u0433\u0430\u043b\u044c\u043d\u0456 \u0432\u0438\u0441\u043d\u043e\u0432\u043a\u0438:<br \/>\n<strong>\u0406\u043d\u0436\u0435\u043d\u0435\u0440\u0456\u044f \u0441\u043e\u0446\u0456\u0430\u043b\u044c\u043d\u0438\u0445 \u043c\u0435\u0440\u0435\u0436:<\/strong> \u0423 \u0446\u044c\u043e\u043c\u0443 \u0432\u0438\u043f\u0430\u0434\u043a\u0443 \u0428\u0406-\u0430\u0442\u0430\u043a\u0430 \"\u043f\u0440\u043e\u0447\u0456\u0441\u0443\u0454\" \u043f\u0440\u043e\u0444\u0456\u043b\u0456 \u043a\u043e\u0440\u0438\u0441\u0442\u0443\u0432\u0430\u0447\u0456\u0432 \u0443 \u0441\u043e\u0446\u0456\u0430\u043b\u044c\u043d\u0438\u0445 \u043c\u0435\u0440\u0435\u0436\u0430\u0445 \u0437\u0430 \u0434\u043e\u043f\u043e\u043c\u043e\u0433\u043e\u044e \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0430\u0446\u0456\u0457. \u041f\u043e\u0442\u0456\u043c \u0432\u043e\u043d\u0430 \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0447\u043d\u043e \u0433\u0435\u043d\u0435\u0440\u0443\u0454 \u043a\u043e\u043d\u0442\u0435\u043d\u0442, \u0449\u043e\u0431 \"\u0437\u0430\u043c\u0430\u043d\u0438\u0442\u0438\" \u043f\u043e\u0442\u0440\u0456\u0431\u043d\u0438\u0439 \u043f\u0440\u043e\u0444\u0456\u043b\u044c.<\/p>\n<p><strong>\u041f\u0456\u0434\u0440\u043e\u0431\u043a\u0430:<\/strong> \u0417\u0430\u0437\u0432\u0438\u0447\u0430\u0439 \u0432\u0438\u043a\u043e\u0440\u0438\u0441\u0442\u043e\u0432\u0443\u0432\u0430\u043d\u0456 \u0432 \u0431\u0430\u043d\u043a\u0456\u0432\u0441\u044c\u043a\u043e\u043c\u0443 \u0448\u0430\u0445\u0440\u0430\u0439\u0441\u0442\u0432\u0456, deepfakes \u0454 \u0441\u0443\u0431'\u0454\u043a\u0442\u0430\u043c\u0438 \u043e\u043d\u043b\u0430\u0439\u043d-\u0437\u0430\u0433\u0440\u043e\u0437, \u044f\u043a\u0456 \u043c\u043e\u0436\u0443\u0442\u044c \u0434\u043e\u0441\u044f\u0433\u0430\u0442\u0438 \u0446\u0456\u043b\u043e\u0433\u043e \u0440\u044f\u0434\u0443 \u043d\u0435\u0433\u0456\u0434\u043d\u0438\u0445 \u0446\u0456\u043b\u0435\u0439, \u0432 \u0442\u043e\u043c\u0443 \u0447\u0438\u0441\u043b\u0456:<br \/>\n\u0428\u0430\u043d\u0442\u0430\u0436 \u0456 \u0432\u0438\u043c\u0430\u0433\u0430\u043d\u043d\u044f<br \/>\n\u041f\u0456\u0434\u0440\u0438\u0432 \u0434\u043e\u0432\u0456\u0440\u0438 \u0434\u043e \u043e\u0441\u043e\u0431\u0438 \u0442\u0430 \u0457\u0457 \u0456\u043c\u0456\u0434\u0436\u0443<br \/>\n\u041f\u0456\u0434\u0440\u043e\u0431\u043a\u0430 \u0434\u043e\u043a\u0443\u043c\u0435\u043d\u0442\u0456\u0432<br \/>\n\u0421\u043e\u0446\u0456\u0430\u043b\u044c\u043d\u0456 \u043c\u0435\u0440\u0435\u0436\u0456 \u0434\u043b\u044f \u0456\u043d\u0434\u0438\u0432\u0456\u0434\u0443\u0430\u043b\u044c\u043d\u0438\u0445 \u0430\u0431\u043e \u0433\u0440\u0443\u043f\u043e\u0432\u0438\u0445 \u043f\u0435\u0440\u0435\u0441\u043b\u0456\u0434\u0443\u0432\u0430\u043d\u044c<\/p>\n<p><strong>\u041f\u0440\u0438\u0445\u043e\u0432\u0443\u0432\u0430\u043d\u043d\u044f \u0448\u043a\u0456\u0434\u043b\u0438\u0432\u043e\u0433\u043e \u043f\u0440\u043e\u0433\u0440\u0430\u043c\u043d\u043e\u0433\u043e \u0437\u0430\u0431\u0435\u0437\u043f\u0435\u0447\u0435\u043d\u043d\u044f:<\/strong> \u0422\u0443\u0442 \u0437\u043b\u043e\u0432\u043c\u0438\u0441\u043d\u0438\u043a\u0438 \u0432\u0438\u043a\u043e\u0440\u0438\u0441\u0442\u043e\u0432\u0443\u044e\u0442\u044c ML, \u0449\u043e\u0431 \u043f\u0440\u0438\u0445\u043e\u0432\u0430\u0442\u0438 \u0448\u043a\u0456\u0434\u043b\u0438\u0432\u0435 \u043f\u0440\u043e\u0433\u0440\u0430\u043c\u043d\u0435 \u0437\u0430\u0431\u0435\u0437\u043f\u0435\u0447\u0435\u043d\u043d\u044f \u0443 \"\u0448\u043a\u0456\u0434\u043b\u0438\u0432\u043e\u043c\u0443\" \u0442\u0440\u0430\u0444\u0456\u043a\u0443, \u044f\u043a\u0438\u0439 \u0432\u0438\u0433\u043b\u044f\u0434\u0430\u0454 \u043d\u043e\u0440\u043c\u0430\u043b\u044c\u043d\u0438\u043c \u0434\u043b\u044f \u0437\u0432\u0438\u0447\u0430\u0439\u043d\u0438\u0445 \u043a\u043e\u0440\u0438\u0441\u0442\u0443\u0432\u0430\u0447\u0456\u0432.<\/p>\n<p><strong>\u041f\u0430\u0440\u043e\u043b\u0456:<\/strong> \u0410\u0442\u0430\u043a\u0438 \u0437\u0456 \u0437\u0430\u0441\u0442\u043e\u0441\u0443\u0432\u0430\u043d\u043d\u044f\u043c \u0448\u0442\u0443\u0447\u043d\u043e\u0433\u043e \u0456\u043d\u0442\u0435\u043b\u0435\u043a\u0442\u0443 \u043c\u043e\u0436\u0443\u0442\u044c \u043d\u0430\u0432\u0456\u0442\u044c \u0430\u043d\u0430\u043b\u0456\u0437\u0443\u0432\u0430\u0442\u0438 \u0432\u0435\u043b\u0438\u043a\u0438\u0439 \u043d\u0430\u0431\u0456\u0440 \u043f\u0430\u0440\u043e\u043b\u0456\u0432 \u0456 \u0433\u0435\u043d\u0435\u0440\u0443\u0432\u0430\u0442\u0438 \u0457\u0445\u043d\u0456 \u0432\u0430\u0440\u0456\u0430\u0446\u0456\u0457. \u0406\u043d\u0448\u0438\u043c\u0438 \u0441\u043b\u043e\u0432\u0430\u043c\u0438, \u0446\u0456 \u0430\u0442\u0430\u043a\u0438 \u0440\u043e\u0431\u043b\u044f\u0442\u044c \u043f\u0440\u043e\u0446\u0435\u0441 \u0437\u043b\u0430\u043c\u0443 \u043f\u0430\u0440\u043e\u043b\u0456\u0432 \u0431\u0456\u043b\u044c\u0448 \"\u043d\u0430\u0443\u043a\u043e\u0432\u0438\u043c\". \u041e\u043a\u0440\u0456\u043c \u043f\u0430\u0440\u043e\u043b\u0456\u0432, \u0428\u0406 \u0434\u043e\u0437\u0432\u043e\u043b\u044f\u0454 \u0437\u043b\u043e\u0432\u043c\u0438\u0441\u043d\u0438\u043a\u0430\u043c \u0442\u0430\u043a\u043e\u0436 \u0440\u043e\u0437\u0433\u0430\u0434\u0443\u0432\u0430\u0442\u0438 CAPTCHA.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Examples_of_Adversarial_AI_Attacks\"><\/span>\u041f\u0440\u0438\u043a\u043b\u0430\u0434\u0438 \u0432\u043e\u0440\u043e\u0436\u0438\u0445 \u0430\u0442\u0430\u043a \u0428\u0406<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0412\u0438\u043a\u043e\u0440\u0438\u0441\u0442\u043e\u0432\u0443\u044e\u0447\u0438 \u043f\u0440\u0438\u043a\u043b\u0430\u0434\u0438 \u0437\u043c\u0430\u0433\u0430\u043b\u044c\u043d\u043e\u0433\u043e \u0428\u0406, \u0445\u0430\u043a\u0435\u0440\u0438 \u043c\u043e\u0436\u0443\u0442\u044c \u043f\u0440\u043e\u0441\u0442\u043e \u0440\u043e\u0437\u0440\u043e\u0431\u0438\u0442\u0438 \u0430\u0442\u0430\u043a\u0443, \u044f\u043a\u0430 \u0437\u043c\u0443\u0441\u0438\u0442\u044c \u043c\u043e\u0434\u0435\u043b\u044c \u0428\u0406 \u0437\u0440\u043e\u0431\u0438\u0442\u0438 \u043f\u043e\u043c\u0438\u043b\u043a\u0443. \u041d\u0430\u043f\u0440\u0438\u043a\u043b\u0430\u0434, \u043f\u043e\u0448\u043a\u043e\u0434\u0436\u0435\u043d\u0443 \u0432\u0435\u0440\u0441\u0456\u044e \u043f\u0440\u0430\u0432\u0438\u043b\u044c\u043d\u0438\u0445 \u0432\u0445\u0456\u0434\u043d\u0438\u0445 \u0434\u0430\u043d\u0438\u0445 \u043c\u043e\u0434\u0435\u043b\u0456.<\/p>\n<p>\u041e\u0441\u044c \u043a\u0456\u043b\u044c\u043a\u0430 \u043f\u043e\u043f\u0443\u043b\u044f\u0440\u043d\u0438\u0445 \u043f\u0440\u0438\u043a\u043b\u0430\u0434\u0456\u0432 \u043c\u0435\u0442\u043e\u0434\u0456\u0432, \u044f\u043a\u0456 \u0432\u0438\u043a\u043e\u0440\u0438\u0441\u0442\u043e\u0432\u0443\u044e\u0442\u044c\u0441\u044f \u0432 \u0430\u0442\u0430\u043a\u0430\u0445 \u0437 \u0432\u0438\u043a\u043e\u0440\u0438\u0441\u0442\u0430\u043d\u043d\u044f\u043c \u0428\u0406:<br \/>\n<strong>\u041c\u0435\u0442\u043e\u0434 FastGradient Sign (FGSM):<\/strong> \u0426\u0435 \u043c\u0435\u0442\u043e\u0434 \u043d\u0430 \u043e\u0441\u043d\u043e\u0432\u0456 \u0433\u0440\u0430\u0434\u0456\u0454\u043d\u0442\u0430, \u044f\u043a\u0438\u0439 \u043c\u043e\u0436\u0435 \u0433\u0435\u043d\u0435\u0440\u0443\u0432\u0430\u0442\u0438 \u043f\u0440\u0438\u043a\u043b\u0430\u0434\u0438 \u0437\u043c\u0430\u0433\u0430\u043b\u044c\u043d\u043e\u0433\u043e \u0428\u0406, \u0449\u043e \u0441\u043f\u0440\u0438\u0447\u0438\u043d\u044f\u044e\u0442\u044c \u043d\u0435\u043f\u0440\u0430\u0432\u0438\u043b\u044c\u043d\u0443 \u043a\u043b\u0430\u0441\u0438\u0444\u0456\u043a\u0430\u0446\u0456\u044e \u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u044c. \u0412\u0456\u043d \u0440\u043e\u0431\u0438\u0442\u044c \u0446\u0435, \u0434\u043e\u0434\u0430\u044e\u0447\u0438 \u043c\u0456\u043d\u0456\u043c\u0430\u043b\u044c\u043d\u0443 \u043a\u0456\u043b\u044c\u043a\u0456\u0441\u0442\u044c \u0437\u0431\u0443\u0440\u0435\u043d\u044c \u0434\u043e \u043f\u0456\u043a\u0441\u0435\u043b\u044f \u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u043d\u044f.<\/p>\n<p><strong>\u041e\u0431\u043c\u0435\u0436\u0435\u043d\u0430 \u043f\u0430\u043c'\u044f\u0442\u044c \u0411\u0440\u043e\u0439\u0434\u0435\u043d\u0430-\u0424\u043b\u0435\u0442\u0447\u0435\u0440\u0430-\u0413\u043e\u043b\u044c\u0434\u0444\u0430\u0440\u0431\u0430-\u0428\u0430\u043d\u043d\u043e (L-BFGS):<\/strong> \u0426\u0435\u0439 \u043c\u0435\u0442\u043e\u0434 \u0454 \u0449\u0435 \u043e\u0434\u043d\u0438\u043c \u043d\u0435\u043b\u0456\u043d\u0456\u0439\u043d\u0438\u043c \u0430\u043b\u0433\u043e\u0440\u0438\u0442\u043c\u043e\u043c \u0447\u0438\u0441\u0435\u043b\u044c\u043d\u043e\u0457 \u043e\u043f\u0442\u0438\u043c\u0456\u0437\u0430\u0446\u0456\u0457 \u043d\u0430 \u043e\u0441\u043d\u043e\u0432\u0456 \u0433\u0440\u0430\u0434\u0456\u0454\u043d\u0442\u0430, \u044f\u043a\u0438\u0439 \u043c\u043e\u0436\u0435 \u043c\u0456\u043d\u0456\u043c\u0456\u0437\u0443\u0432\u0430\u0442\u0438 \u043a\u0456\u043b\u044c\u043a\u0456\u0441\u0442\u044c \u0437\u0431\u0443\u0440\u0435\u043d\u044c \u0437\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u043d\u044f. \u0426\u0435\u0439 \u043c\u0435\u0442\u043e\u0434 \u043d\u0430\u0434\u0437\u0432\u0438\u0447\u0430\u0439\u043d\u043e \u0435\u0444\u0435\u043a\u0442\u0438\u0432\u043d\u0438\u0439 \u043f\u0440\u0438 \u0441\u0442\u0432\u043e\u0440\u0435\u043d\u043d\u0456 \u043f\u0440\u0438\u043a\u043b\u0430\u0434\u0456\u0432 Adversarial AI.<\/p>\n<p><strong>\u0410\u0442\u0430\u043a\u0430 \u0434\u0443\u0440\u043d\u044f:<\/strong> \u0426\u0435 \u0449\u0435 \u043e\u0434\u0438\u043d \u043c\u0435\u0442\u043e\u0434, \u0434\u0443\u0436\u0435 \u0435\u0444\u0435\u043a\u0442\u0438\u0432\u043d\u0438\u0439 \u0434\u043b\u044f \u0441\u0442\u0432\u043e\u0440\u0435\u043d\u043d\u044f \u0430\u0442\u0430\u043a \u0428\u0406 \u0437 \u0432\u0438\u0441\u043e\u043a\u0438\u043c \u0440\u0456\u0432\u043d\u0435\u043c \u043f\u043e\u043c\u0438\u043b\u043a\u043e\u0432\u043e\u0457 \u043a\u043b\u0430\u0441\u0438\u0444\u0456\u043a\u0430\u0446\u0456\u0457 \u0442\u0430 \u043c\u0435\u043d\u0448\u043e\u044e \u043a\u0456\u043b\u044c\u043a\u0456\u0441\u0442\u044e \u0437\u0431\u0443\u0440\u0435\u043d\u044c. \u0426\u044f \u0444\u043e\u0440\u043c\u0430 \u0430\u0442\u0430\u043a\u0438 \u0432\u0438\u043a\u043e\u0440\u0438\u0441\u0442\u043e\u0432\u0443\u0454 \u043d\u0435\u0446\u0456\u043b\u044c\u043e\u0432\u0443 \u0442\u0435\u0445\u043d\u0456\u043a\u0443 \u0433\u0435\u043d\u0435\u0440\u0430\u0446\u0456\u0457 \u0437\u0440\u0430\u0437\u043a\u0456\u0432, \u0449\u043e\u0431 \u0437\u043c\u0435\u043d\u0448\u0438\u0442\u0438 \u0435\u0432\u043a\u043b\u0456\u0434\u043e\u0432\u0443 \u0432\u0456\u0434\u0441\u0442\u0430\u043d\u044c \u043c\u0456\u0436 \u0432\u0438\u0445\u0456\u0434\u043d\u0438\u043c \u0456 \u0441\u043f\u043e\u0442\u0432\u043e\u0440\u0435\u043d\u0438\u043c \u0437\u0440\u0430\u0437\u043a\u0430\u043c\u0438.<\/p>\n<p><strong>\u0410\u0442\u0430\u043a\u0430 \u043d\u0430 \u043e\u0441\u043d\u043e\u0432\u0456 \u044f\u043a\u043e\u0431\u0456\u0430\u043d\u0441\u044c\u043a\u0438\u0445 \u043a\u0430\u0440\u0442 \u043f\u0440\u0438\u0432\u0430\u0431\u043b\u0438\u0432\u043e\u0441\u0442\u0456 (JSMA):<\/strong> \u0423 \u0446\u0456\u0439 \u0444\u043e\u0440\u043c\u0456 \u0430\u0442\u0430\u043a\u0438 \u043d\u0430 \u0428\u0406 \u0445\u0430\u043a\u0435\u0440\u0438 \u0432\u0438\u043a\u043e\u0440\u0438\u0441\u0442\u043e\u0432\u0443\u044e\u0442\u044c \u0432\u0438\u0431\u0456\u0440 \u043e\u0437\u043d\u0430\u043a \u0434\u043b\u044f \u043c\u0456\u043d\u0456\u043c\u0456\u0437\u0430\u0446\u0456\u0457 \u043a\u0456\u043b\u044c\u043a\u043e\u0441\u0442\u0456 \u043c\u043e\u0434\u0438\u0444\u0456\u043a\u043e\u0432\u0430\u043d\u0438\u0445 \u043e\u0437\u043d\u0430\u043a, \u0449\u043e \u043f\u0440\u0438\u0437\u0432\u043e\u0434\u0438\u0442\u044c \u0434\u043e \u043f\u043e\u043c\u0438\u043b\u043a\u043e\u0432\u043e\u0457 \u043a\u043b\u0430\u0441\u0438\u0444\u0456\u043a\u0430\u0446\u0456\u0457. \u041f\u043b\u043e\u0441\u043a\u0456 \u0437\u0431\u0443\u0440\u0435\u043d\u043d\u044f \u0456\u0442\u0435\u0440\u0430\u0442\u0438\u0432\u043d\u043e \u0434\u043e\u0434\u0430\u044e\u0442\u044c\u0441\u044f \u0434\u043e \u043e\u0437\u043d\u0430\u043a \u043d\u0430 \u043e\u0441\u043d\u043e\u0432\u0456 \u0437\u043d\u0430\u0447\u0435\u043d\u043d\u044f \u043a\u043e\u0440\u0438\u0441\u043d\u043e\u0441\u0442\u0456 \u0432 \u043f\u043e\u0440\u044f\u0434\u043a\u0443 \u0437\u043c\u0435\u043d\u0448\u0435\u043d\u043d\u044f.<\/p>\n<p>\u0426\u0435 \u043b\u0438\u0448\u0435 \u0434\u0435\u044f\u043a\u0456 \u043f\u0440\u0438\u043a\u043b\u0430\u0434\u0438 \u0432\u0438\u043a\u043e\u0440\u0438\u0441\u0442\u0430\u043d\u043d\u044f \u0428\u0406. \u0414\u0430\u043b\u0456 \u043c\u0438 \u043f\u043e\u0433\u043e\u0432\u043e\u0440\u0438\u043c\u043e \u043f\u0440\u043e \u0442\u0435, \u044f\u043a \u0437\u0430\u0445\u0438\u0441\u0442\u0438\u0442\u0438\u0441\u044f \u0432\u0456\u0434 \u0430\u0442\u0430\u043a \u0428\u0406.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"How_to_defend_against_Adversarial_AI_attacks\"><\/span>\u042f\u043a \u0437\u0430\u0445\u0438\u0441\u0442\u0438\u0442\u0438\u0441\u044f \u0432\u0456\u0434 \u0430\u0442\u0430\u043a \u0441\u0443\u043f\u0440\u043e\u0442\u0438\u0432\u043d\u0438\u043a\u0430 \u0437\u0456 \u0448\u0442\u0443\u0447\u043d\u0438\u043c \u0456\u043d\u0442\u0435\u043b\u0435\u043a\u0442\u043e\u043c<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><div id=\"attachment_6027\" style=\"width: 2491px\" class=\"wp-caption aligncenter\"><img decoding=\"async\" aria-describedby=\"caption-attachment-6027\" title=\"221122 skim ai \u0456\u043d\u0444\u043e\u0433\u0440\u0430\u0444\u0456\u043a\u0430 2 png 01\"  src=\"http:\/\/skimai.com\/wp-content\/uploads\/2023\/07\/221122-skim-ai-infographic-2-png-01.png\" alt=\"221122 skim ai \u0456\u043d\u0444\u043e\u0433\u0440\u0430\u0444\u0456\u043a\u0430 2 png 01\" width=\"2481\" height=\"7914\" \/><p id=\"caption-attachment-6027\" class=\"wp-caption-text\">221122 skim ai \u0456\u043d\u0444\u043e\u0433\u0440\u0430\u0444\u0456\u043a\u0430 2 png 01<\/p><\/div><br \/>\n\u0429\u043e\u0431 \u0437\u0430\u0445\u0438\u0441\u0442\u0438\u0442\u0438\u0441\u044f \u0432\u0456\u0434 \u0430\u0442\u0430\u043a \u0432\u043e\u0440\u043e\u0436\u043e\u0433\u043e \u0428\u0406, \u043e\u0440\u0433\u0430\u043d\u0456\u0437\u0430\u0446\u0456\u044f\u043c \u043f\u043e\u0442\u0440\u0456\u0431\u0435\u043d \u043a\u043e\u043c\u043f\u043b\u0435\u043a\u0441\u043d\u0438\u0439 \u043f\u0456\u0434\u0445\u0456\u0434 \u0434\u043e \u0443\u043f\u0440\u0430\u0432\u043b\u0456\u043d\u043d\u044f \u0440\u0438\u0437\u0438\u043a\u0430\u043c\u0438 \u0432\u0456\u0434\u043c\u0438\u0432\u0430\u043d\u043d\u044f \u0433\u0440\u043e\u0448\u0435\u0439. \u0426\u0435 \u043f\u0435\u0440\u0435\u0434\u0431\u0430\u0447\u0430\u0454 \u043f\u043e\u0441\u0438\u043b\u0435\u043d\u043d\u044f \u0432\u0441\u0456\u0445 \u043e\u043f\u0435\u0440\u0430\u0446\u0456\u0439, \u043f\u043e\u0432'\u044f\u0437\u0430\u043d\u0438\u0445 \u0437 \u0412\u041a, \u0442\u0430 \u043f\u043e\u0441\u0442\u0456\u0439\u043d\u0438\u0439 \u043c\u043e\u043d\u0456\u0442\u043e\u0440\u0438\u043d\u0433 \u0431\u0443\u0434\u044c-\u044f\u043a\u0438\u0445 \u043f\u0440\u043e\u0433\u0430\u043b\u0438\u043d \u0443 \u0437\u0430\u0445\u0438\u0441\u0442\u0456 \u0432\u0456\u0434 \u0412\u041a.<\/p>\n<p>\u041e\u0441\u044c \u0437 \u0447\u043e\u0433\u043e \u043c\u0430\u0454 \u0441\u043a\u043b\u0430\u0434\u0430\u0442\u0438\u0441\u044f \u0442\u0438\u043f\u043e\u0432\u0430 \u0441\u0442\u0440\u0430\u0442\u0435\u0433\u0456\u044f \u0437\u0430\u0445\u0438\u0441\u0442\u0443 \u0432\u0456\u0434 \u0430\u0442\u0430\u043a \u0432\u043e\u0440\u043e\u0436\u0438\u0445 \u0428\u0406:<br \/>\n\u0421\u0442\u0432\u043e\u0440\u0435\u043d\u043d\u044f \u0456\u0441\u043d\u0443\u044e\u0447\u043e\u0457 \u043e\u0446\u0456\u043d\u043a\u0438 \u0440\u0438\u0437\u0438\u043a\u0456\u0432 \u0434\u043b\u044f \u043a\u043e\u0436\u043d\u043e\u0457 \u0440\u0435\u0430\u043b\u0456\u0437\u0430\u0446\u0456\u0457 \u0412\u041a.<br \/>\n\u0412\u0438\u0437\u043d\u0430\u0447\u0438\u0442\u0438 \u043d\u0430\u043b\u0435\u0436\u043d\u0443 \u0432\u043b\u0430\u0441\u043d\u0456\u0441\u0442\u044c \u043d\u0430 \u0432\u0435\u0441\u044c \u043a\u043e\u043d\u0442\u0435\u043d\u0442, \u043f\u043e\u0432'\u044f\u0437\u0430\u043d\u0438\u0439 \u0437 \u0412\u041a, \u0442\u0430 \u043e\u043f\u0435\u0440\u0430\u0442\u0438\u0432\u043d\u0435 \u0443\u043f\u0440\u0430\u0432\u043b\u0456\u043d\u043d\u044f \u043d\u0438\u043c.<br \/>\n\u0421\u0442\u0432\u043e\u0440\u0435\u043d\u043d\u044f \u043d\u043e\u0432\u0438\u0445 \u043f\u043e\u043b\u0456\u0442\u0438\u043a \u0431\u0435\u0437\u043f\u0435\u043a\u0438 \u0434\u043b\u044f \u0437\u0430\u0445\u0438\u0441\u0442\u0443 \u0432\u0456\u0434 \u0430\u0442\u0430\u043a \u0428\u0406.<\/p>\n<p>\u0421\u0435\u0440\u0435\u0434 \u0435\u0444\u0435\u043a\u0442\u0438\u0432\u043d\u0438\u0445 \u043f\u0456\u0434\u0445\u043e\u0434\u0456\u0432 \u0434\u043e \u0437\u0430\u0445\u0438\u0441\u0442\u0443, MLOps \u0432\u0438\u043a\u043e\u0440\u0438\u0441\u0442\u043e\u0432\u0443\u0454\u0442\u044c\u0441\u044f \u0434\u043b\u044f \u043f\u0440\u043e\u0435\u043a\u0442\u0443\u0432\u0430\u043d\u043d\u044f, \u0440\u043e\u0437\u0440\u043e\u0431\u043a\u0438 \u0442\u0430 \u0435\u043a\u0441\u043f\u043b\u0443\u0430\u0442\u0430\u0446\u0456\u0457 \u043c\u043e\u0434\u0435\u043b\u0435\u0439 ML, \u0430 \u0442\u0430\u043a\u043e\u0436 \u0434\u043b\u044f \u0442\u0435\u0441\u0442\u0443\u0432\u0430\u043d\u043d\u044f \u0442\u0430 \u0432\u0430\u043b\u0456\u0434\u0430\u0446\u0456\u0457 \u043c\u043e\u0434\u0435\u043b\u0435\u0439. MLOps - \u0446\u0435 \u043d\u0430\u0431\u0456\u0440 \u043d\u0430\u0439\u043a\u0440\u0430\u0449\u0438\u0445 \u043f\u0440\u0430\u043a\u0442\u0438\u043a, \u0449\u043e \u043f\u043e\u0454\u0434\u043d\u0443\u0454 \u0432 \u0441\u043e\u0431\u0456 \u043d\u0430\u0439\u043a\u0440\u0430\u0449\u0435 \u0437 \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0433\u043e \u043d\u0430\u0432\u0447\u0430\u043d\u043d\u044f, DevOps \u0442\u0430 \u0456\u043d\u0436\u0435\u043d\u0435\u0440\u0456\u0457 \u0434\u0430\u043d\u0438\u0445. \u0412\u0456\u043d \u0440\u0435\u0430\u043b\u0456\u0437\u0443\u0454 \u0456\u0442\u0435\u0440\u0430\u0442\u0438\u0432\u043d\u0438\u0439 \u0442\u0430 \u0456\u043d\u043a\u0440\u0435\u043c\u0435\u043d\u0442\u0430\u043b\u044c\u043d\u0438\u0439 \u043f\u0440\u043e\u0446\u0435\u0441, \u0449\u043e \u0441\u043a\u043b\u0430\u0434\u0430\u0454\u0442\u044c\u0441\u044f \u0437 \u043d\u0430\u0441\u0442\u0443\u043f\u043d\u0438\u0445 \u0435\u043b\u0435\u043c\u0435\u043d\u0442\u0456\u0432:<br \/>\n<strong>\u0414\u0438\u0437\u0430\u0439\u043d:<\/strong><br \/>\n\u0406\u043d\u0436\u0435\u043d\u0435\u0440\u0456\u044f \u0432\u0438\u043c\u043e\u0433<br \/>\n\u0412\u0438\u0437\u043d\u0430\u0447\u0435\u043d\u043d\u044f \u043f\u0440\u0456\u043e\u0440\u0438\u0442\u0435\u0442\u043d\u043e\u0441\u0442\u0456 \u0432\u0438\u043f\u0430\u0434\u043a\u0456\u0432 \u0412\u041a<br \/>\n\u041f\u0435\u0440\u0435\u0432\u0456\u0440\u043a\u0430 \u043d\u0430\u044f\u0432\u043d\u043e\u0441\u0442\u0456 \u0434\u0430\u043d\u0438\u0445<br \/>\n<strong>\u0420\u043e\u0437\u0440\u043e\u0431\u043a\u0430 \u043c\u043e\u0434\u0435\u043b\u0435\u0439:<\/strong><br \/>\n\u0406\u043d\u0436\u0435\u043d\u0435\u0440\u0456\u044f \u0434\u0430\u043d\u0438\u0445<br \/>\n\u0406\u043d\u0436\u0438\u043d\u0456\u0440\u0438\u043d\u0433 ML-\u043c\u043e\u0434\u0435\u043b\u0435\u0439<br \/>\n\u0422\u0435\u0441\u0442\u0443\u0432\u0430\u043d\u043d\u044f \u0442\u0430 \u0432\u0430\u043b\u0456\u0434\u0430\u0446\u0456\u044f \u043c\u043e\u0434\u0435\u043b\u0456<br \/>\n<strong>\u041e\u043f\u0435\u0440\u0430\u0446\u0456\u0457:<\/strong><br \/>\n\u0420\u043e\u0437\u0433\u043e\u0440\u0442\u0430\u043d\u043d\u044f ML-\u043c\u043e\u0434\u0435\u043b\u0456<br \/>\n\u0420\u043e\u0437\u0440\u043e\u0431\u043a\u0430 \u043a\u043e\u043d\u0432\u0435\u0454\u0440\u0430 CI\/CD<br \/>\n\u041e\u043f\u0435\u0440\u0430\u0442\u0438\u0432\u043d\u0438\u0439 \u043c\u043e\u043d\u0456\u0442\u043e\u0440\u0438\u043d\u0433 \u0456 \u0437\u0430\u043f\u0443\u0441\u043a<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Conclusion\"><\/span>\u0412\u0438\u0441\u043d\u043e\u0432\u043e\u043a<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0417\u0430 \u0434\u0430\u043d\u0438\u043c\u0438 \u041a\u043e\u043c\u0456\u0441\u0456\u0457 \u043d\u0430\u0446\u0456\u043e\u043d\u0430\u043b\u044c\u043d\u043e\u0457 \u0431\u0435\u0437\u043f\u0435\u043a\u0438 \u0421\u0428\u0410 <a href=\"https:\/\/science.house.gov\/imo\/media\/doc\/Schmidt%20Testimony%20Attachment.pdf\">\u0434\u043e\u043f\u043e\u0432\u0456\u0434\u044c<\/a> \u0443 \u0441\u0444\u0435\u0440\u0456 \u0448\u0442\u0443\u0447\u043d\u043e\u0433\u043e \u0456\u043d\u0442\u0435\u043b\u0435\u043a\u0442\u0443, \u043d\u0435\u0432\u0435\u043b\u0438\u043a\u0438\u0439 \u0432\u0456\u0434\u0441\u043e\u0442\u043e\u043a \u043a\u043e\u0448\u0442\u0456\u0432 \u043d\u0430 \u0434\u043e\u0441\u043b\u0456\u0434\u0436\u0435\u043d\u043d\u044f \u0448\u0442\u0443\u0447\u043d\u043e\u0433\u043e \u0456\u043d\u0442\u0435\u043b\u0435\u043a\u0442\u0443 \u0456\u043d\u0432\u0435\u0441\u0442\u0443\u0454\u0442\u044c\u0441\u044f \u0432 \u0437\u0430\u0445\u0438\u0441\u0442 \u0441\u0438\u0441\u0442\u0435\u043c \u0448\u0442\u0443\u0447\u043d\u043e\u0433\u043e \u0456\u043d\u0442\u0435\u043b\u0435\u043a\u0442\u0443 \u0432\u0456\u0434 \u0432\u043e\u0440\u043e\u0436\u0438\u0445 \u0430\u0442\u0430\u043a. \u0414\u0435\u0434\u0430\u043b\u0456 \u0448\u0438\u0440\u0448\u0435 \u0432\u043f\u0440\u043e\u0432\u0430\u0434\u0436\u0435\u043d\u043d\u044f \u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0456\u0439 \u0448\u0442\u0443\u0447\u043d\u043e\u0433\u043e \u0456\u043d\u0442\u0435\u043b\u0435\u043a\u0442\u0443 \u0442\u0430 \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0433\u043e \u043d\u0430\u0432\u0447\u0430\u043d\u043d\u044f \u043a\u043e\u0440\u0435\u043b\u044e\u0454 \u0437\u0456 \u0437\u0431\u0456\u043b\u044c\u0448\u0435\u043d\u043d\u044f\u043c \u043a\u0456\u043b\u044c\u043a\u043e\u0441\u0442\u0456 \u0432\u043e\u0440\u043e\u0436\u0438\u0445 \u0430\u0442\u0430\u043a \u043d\u0430 \u0441\u0438\u0441\u0442\u0435\u043c\u0438 \u0448\u0442\u0443\u0447\u043d\u043e\u0433\u043e \u0456\u043d\u0442\u0435\u043b\u0435\u043a\u0442\u0443. \u041f\u043e \u0441\u0443\u0442\u0456, \u0441\u0438\u0441\u0442\u0435\u043c\u0438 \u0428\u0406 \u0442\u0430 \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0433\u043e \u043d\u0430\u0432\u0447\u0430\u043d\u043d\u044f \u0441\u0442\u0432\u043e\u0440\u044e\u044e\u0442\u044c \u043d\u043e\u0432\u0443 \u043f\u043e\u0432\u0435\u0440\u0445\u043d\u044e \u0434\u043b\u044f \u0430\u0442\u0430\u043a, \u0449\u043e \u0437\u0431\u0456\u043b\u044c\u0448\u0443\u0454 \u0440\u0438\u0437\u0438\u043a\u0438, \u043f\u043e\u0432'\u044f\u0437\u0430\u043d\u0456 \u0437 \u0431\u0435\u0437\u043f\u0435\u043a\u043e\u044e.<\/p>","protected":false},"excerpt":{"rendered":"<p>What is an Adversarial AI Attack? Deep learning technologies like Artificial Intelligence (AI) and machine learning (ML) present a range of business benefits to enterprises. At the same time, an adversarial AI attack is a growing security challenge for modern systems. What is an Adversarial AI attack? A form of cyberattack that \u201cfools\u201d AI models [&hellip;]<\/p>\n","protected":false},"author":1003,"featured_media":4817,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"single-custom-post-template.php","format":"standard","meta":{"_et_pb_use_builder":"","_et_pb_old_content":"","_et_gb_content_width":"","footnotes":""},"categories":[125],"tags":[],"class_list":["post-4816","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-enterprise-ai-blog"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v24.1 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>What is an Adversarial AI Attack? - Skim AI<\/title>\n<meta name=\"description\" content=\"Adversarial attacks can be very deadly to a business. Avoid them at all costs. 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