{"id":4823,"date":"2022-12-04T19:32:25","date_gmt":"2022-12-05T00:32:25","guid":{"rendered":"http:\/\/skimai.com\/?p=4823"},"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%80%d0%be%d0%b1%d0%b8%d1%82%d1%8c-ai-%d0%b7%d1%80%d0%be%d0%b7%d1%83%d0%bc%d1%96%d0%bb%d0%b8%d0%bc","status":"publish","type":"post","link":"https:\/\/skimai.com\/uk\/blog-what-makes-ai-explainable\/","title":{"rendered":"\u0429\u043e \u0440\u043e\u0431\u0438\u0442\u044c \u0428\u0406 \u0437\u0440\u043e\u0437\u0443\u043c\u0456\u043b\u0438\u043c?"},"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-makes-ai-explainable\/#What_Makes_AI_Explainable\" >\u0429\u043e \u0440\u043e\u0431\u0438\u0442\u044c \u0428\u0406 \u0437\u0440\u043e\u0437\u0443\u043c\u0456\u043b\u0438\u043c?<\/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-makes-ai-explainable\/#What_Exactly_is_Explainable_AI\" >\u0429\u043e \u0442\u0430\u043a\u0435 \u043f\u043e\u044f\u0441\u043d\u044e\u0432\u0430\u043d\u0438\u0439 \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-makes-ai-explainable\/#The_Basic_Principles_of_Explainable_AI\" >\u041e\u0441\u043d\u043e\u0432\u043d\u0456 \u043f\u0440\u0438\u043d\u0446\u0438\u043f\u0438 \u0437\u0440\u043e\u0437\u0443\u043c\u0456\u043b\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-4\" href=\"https:\/\/skimai.com\/uk\/blog-what-makes-ai-explainable\/#Examples_of_Explainable_AI\" >\u041f\u0440\u0438\u043a\u043b\u0430\u0434\u0438 \u0437\u0440\u043e\u0437\u0443\u043c\u0456\u043b\u043e\u0433\u043e \u0428\u0406<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/skimai.com\/uk\/blog-what-makes-ai-explainable\/#XAI_In_Healthcare\" >XAI \u0432 \u043e\u0445\u043e\u0440\u043e\u043d\u0456 \u0437\u0434\u043e\u0440\u043e\u0432'\u044f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/skimai.com\/uk\/blog-what-makes-ai-explainable\/#XAI_In_Insurance\" >XAI \u0443 \u0441\u0442\u0440\u0430\u0445\u0443\u0432\u0430\u043d\u043d\u0456<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/skimai.com\/uk\/blog-what-makes-ai-explainable\/#XAI_In_Financial_Services\" >XAI \u0443 \u0444\u0456\u043d\u0430\u043d\u0441\u043e\u0432\u0438\u0445 \u043f\u043e\u0441\u043b\u0443\u0433\u0430\u0445<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/skimai.com\/uk\/blog-what-makes-ai-explainable\/#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_Makes_AI_Explainable\"><\/span>\u0429\u043e \u0440\u043e\u0431\u0438\u0442\u044c \u0428\u0406 \u0437\u0440\u043e\u0437\u0443\u043c\u0456\u043b\u0438\u043c?<span class=\"ez-toc-section-end\"><\/span><\/h1>\n<p>\u0417\u0430\u0441\u0442\u043e\u0441\u0443\u0432\u0430\u043d\u043d\u044f \u0448\u0442\u0443\u0447\u043d\u043e\u0433\u043e \u0456\u043d\u0442\u0435\u043b\u0435\u043a\u0442\u0443 (\u0428\u0406) \u0441\u0442\u0440\u0456\u043c\u043a\u043e \u0437\u0440\u043e\u0441\u043b\u043e \u0437\u0430\u0432\u0434\u044f\u043a\u0438 \u0443\u0441\u043f\u0456\u0445\u0430\u043c \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0433\u043e \u043d\u0430\u0432\u0447\u0430\u043d\u043d\u044f. \u041c\u0430\u0439\u0431\u0443\u0442\u043d\u0456 \u0440\u043e\u0437\u0440\u043e\u0431\u043a\u0438 \u043c\u0430\u044e\u0442\u044c \u043f\u0440\u0438\u0437\u0432\u0435\u0441\u0442\u0438 \u0434\u043e \u0441\u0442\u0432\u043e\u0440\u0435\u043d\u043d\u044f \u0430\u0432\u0442\u043e\u043d\u043e\u043c\u043d\u0438\u0445 \u0441\u0438\u0441\u0442\u0435\u043c, \u0437\u0434\u0430\u0442\u043d\u0438\u0445 \u0441\u043f\u0440\u0438\u0439\u043c\u0430\u0442\u0438, \u043d\u0430\u0432\u0447\u0430\u0442\u0438\u0441\u044f, \u043f\u0440\u0438\u0439\u043c\u0430\u0442\u0438 \u0440\u0456\u0448\u0435\u043d\u043d\u044f \u0442\u0430 \u0434\u0456\u044f\u0442\u0438. \u041e\u0434\u043d\u0430\u043a \u043d\u0435\u0437\u0434\u0430\u0442\u043d\u0456\u0441\u0442\u044c \u043c\u0430\u0448\u0438\u043d \u0446\u0438\u0445 \u0441\u0438\u0441\u0442\u0435\u043c \u043e\u0431\u0491\u0440\u0443\u043d\u0442\u043e\u0432\u0443\u0432\u0430\u0442\u0438 \u0441\u0432\u0456\u0439 \u0432\u0438\u0431\u0456\u0440 \u0456 \u043f\u043e\u0432\u0435\u0434\u0456\u043d\u043a\u0443 \u043f\u0435\u0440\u0435\u0434 \u043b\u044e\u0434\u044c\u043c\u0438 \u043e\u0431\u043c\u0435\u0436\u0443\u0454 \u0457\u0445\u043d\u044e \u043a\u043e\u0440\u0438\u0441\u043d\u0456\u0441\u0442\u044c. \u0422\u043e\u043c\u0443 \u043c\u0438 \u043f\u043e\u0432\u0438\u043d\u043d\u0456 \u0440\u043e\u0437\u0440\u043e\u0431\u043b\u044f\u0442\u0438 \u0456\u043d\u0442\u0435\u043b\u0435\u043a\u0442\u0443\u0430\u043b\u044c\u043d\u0456, \u0430\u0432\u0442\u043e\u043d\u043e\u043c\u043d\u0456 \u0442\u0430 \u0441\u0438\u043c\u0431\u0456\u043e\u0442\u0438\u0447\u043d\u0456 \u0441\u0438\u0441\u0442\u0435\u043c\u0438 \u0434\u043b\u044f \u0432\u0438\u0440\u0456\u0448\u0435\u043d\u043d\u044f \u043f\u0440\u043e\u0431\u043b\u0435\u043c, \u0437 \u044f\u043a\u0438\u043c\u0438 \u043c\u0438 \u0441\u0442\u0438\u043a\u0430\u0454\u043c\u043e\u0441\u044f.<\/p>\n<p>\u0421\u044c\u043e\u0433\u043e\u0434\u043d\u0456 \u0428\u0406 \u0437\u0430\u0441\u0442\u043e\u0441\u043e\u0432\u0443\u0454\u0442\u044c\u0441\u044f \u0432 \u0431\u0430\u0433\u0430\u0442\u044c\u043e\u0445 \u0433\u0430\u043b\u0443\u0437\u044f\u0445, \u0432\u043a\u043b\u044e\u0447\u0430\u044e\u0447\u0438 \u0442\u0456, \u0449\u043e \u0431\u0435\u0437\u043f\u043e\u0441\u0435\u0440\u0435\u0434\u043d\u044c\u043e \u0432\u043f\u043b\u0438\u0432\u0430\u044e\u0442\u044c \u043d\u0430 \u0436\u0438\u0442\u0442\u044f \u043b\u044e\u0434\u0435\u0439, \u0442\u0430\u043a\u0438\u0445 \u044f\u043a \u043e\u0445\u043e\u0440\u043e\u043d\u0430 \u0437\u0434\u043e\u0440\u043e\u0432'\u044f, \u0431\u0430\u043d\u043a\u0456\u0432\u0441\u044c\u043a\u0430 \u0441\u043f\u0440\u0430\u0432\u0430 \u0442\u0430 <a href=\"https:\/\/www.unesco.org\/en\/artificial-intelligence\/rule-law\/mooc-judges#:~:text=The%20potential%20of%20AI%20is,%2Ffacilitating%20decision%2Dmaking%20processes\">\u043d\u0430\u0432\u0456\u0442\u044c \u043f\u0440\u0430\u0432\u043e\u0441\u0443\u0434\u0434\u044f<\/a>. \u041c\u0438 \u0432\u0438\u043c\u0430\u0433\u0430\u0454\u043c\u043e, \u0449\u043e\u0431 \u0432\u043e\u043d\u0438 \u043e\u0431\u0491\u0440\u0443\u043d\u0442\u043e\u0432\u0443\u0432\u0430\u043b\u0438 \u0441\u0432\u043e\u0457 \u0434\u0456\u0457 \u0442\u0430 \u0444\u0430\u043a\u0442\u043e\u0440\u0438, \u044f\u043a\u0456 \u043f\u0440\u0438\u0437\u0432\u0435\u043b\u0438 \u0434\u043e \u0457\u0445\u043d\u0456\u0445 \u0440\u0456\u0448\u0435\u043d\u044c, \u044f\u043a\u0449\u043e \u043c\u0438 \u043c\u043e\u0436\u0435\u043c\u043e \u0434\u043e\u0432\u0456\u0440\u044f\u0442\u0438 \u043a\u043e\u043c\u043f'\u044e\u0442\u0435\u0440\u043d\u0438\u043c \u0440\u0456\u0448\u0435\u043d\u043d\u044f\u043c \u0443 \u0446\u0438\u0445 \u0433\u0430\u043b\u0443\u0437\u044f\u0445.<\/p>\n<p>\u0423 \u0446\u0456\u0439 \u0441\u0442\u0430\u0442\u0442\u0456 \u043c\u0438 \u043f\u043e\u0433\u043e\u0432\u043e\u0440\u0438\u043c\u043e \u043f\u0440\u043e \u0437\u0440\u043e\u0437\u0443\u043c\u0456\u043b\u0438\u0439 \u0448\u0442\u0443\u0447\u043d\u0438\u0439 \u0456\u043d\u0442\u0435\u043b\u0435\u043a\u0442 (XAI), \u0439\u043e\u0433\u043e \u043a\u043b\u044e\u0447\u043e\u0432\u0456 \u043c\u0435\u0442\u043e\u0434\u0438 \u0442\u0430 \u043f\u0440\u0438\u043d\u0446\u0438\u043f\u0438, \u0430 \u0442\u0430\u043a\u043e\u0436 \u043f\u0440\u043e \u0442\u0435, \u044f\u043a \u043c\u0438 \u043c\u043e\u0436\u0435\u043c\u043e \u0437\u0430\u0441\u0442\u043e\u0441\u0443\u0432\u0430\u0442\u0438 \u0457\u0445 \u0434\u043b\u044f \u043f\u0440\u043e\u0441\u0443\u0432\u0430\u043d\u043d\u044f \u0431\u0456\u0437\u043d\u0435\u0441\u0443.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"What_Exactly_is_Explainable_AI\"><\/span>\u0429\u043e \u0442\u0430\u043a\u0435 \u043f\u043e\u044f\u0441\u043d\u044e\u0432\u0430\u043d\u0438\u0439 \u0428\u0406?<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u041e\u0440\u0433\u0430\u043d\u0456\u0437\u0430\u0446\u0456\u0457 \u0432\u0438\u043a\u043e\u0440\u0438\u0441\u0442\u043e\u0432\u0443\u044e\u0442\u044c \u0437\u0440\u043e\u0437\u0443\u043c\u0456\u043b\u0438\u0439 \u0448\u0442\u0443\u0447\u043d\u0438\u0439 \u0456\u043d\u0442\u0435\u043b\u0435\u043a\u0442, \u0442\u0430\u043a\u043e\u0436 \u0432\u0456\u0434\u043e\u043c\u0438\u0439 \u044f\u043a XAI, \u044f\u043a \u043d\u0430\u0431\u0456\u0440 \u0456\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u0456\u0432 \u0456 \u0441\u0442\u0440\u0430\u0442\u0435\u0433\u0456\u0439, \u0449\u043e\u0431 \u043f\u043e\u043b\u0435\u0433\u0448\u0438\u0442\u0438 \u043b\u044e\u0434\u044f\u043c \u0440\u043e\u0437\u0443\u043c\u0456\u043d\u043d\u044f \u0442\u043e\u0433\u043e, \u044f\u043a \u0456 \u0447\u043e\u043c\u0443 \u043c\u043e\u0434\u0435\u043b\u0456 \u043f\u043e\u0432\u043e\u0434\u044f\u0442\u044c\u0441\u044f \u0442\u0430\u043a, \u044f\u043a \u0432\u043e\u043d\u0438 \u043f\u043e\u0432\u043e\u0434\u044f\u0442\u044c\u0441\u044f.<\/p>\n<p>XAI - \u0442\u0430\u043a:<br \/>\n\u041d\u0430\u0431\u0456\u0440 \u0456\u0434\u0435\u0430\u043b\u044c\u043d\u0438\u0445 \u0442\u0435\u0445\u043d\u0456\u043a:<br \/>\n\u0429\u043e\u0431 \u0434\u043e\u043f\u043e\u043c\u043e\u0433\u0442\u0438 \u0456\u043d\u0448\u0438\u043c \u0437\u0440\u043e\u0437\u0443\u043c\u0456\u0442\u0438, \u044f\u043a \u043d\u0430\u0432\u0447\u0430\u0454\u0442\u044c\u0441\u044f \u043c\u043e\u0434\u0435\u043b\u044c. \u0423 \u043d\u044c\u043e\u043c\u0443 \u0432\u0438\u043a\u043e\u0440\u0438\u0441\u0442\u043e\u0432\u0443\u044e\u0442\u044c\u0441\u044f \u0434\u0435\u044f\u043a\u0456 \u0437 \u043d\u0430\u0439\u043a\u0440\u0430\u0449\u0438\u0445 \u043f\u0440\u0430\u043a\u0442\u0438\u043a \u0456 \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0456\u0439, \u044f\u043a\u0456 \u043d\u0430\u0443\u043a\u043e\u0432\u0446\u0456 \u0437 \u0434\u0430\u043d\u0438\u0445 \u0437\u0430\u0441\u0442\u043e\u0441\u043e\u0432\u0443\u044e\u0442\u044c \u0440\u043e\u043a\u0430\u043c\u0438.<br \/>\n\u0420\u043e\u0437\u0443\u043c\u0456\u043d\u043d\u044f \u043f\u0440\u043e\u0446\u0435\u0441\u0443 \u043d\u0430\u0432\u0447\u0430\u043d\u043d\u044f \u0442\u0430 \u0434\u0430\u043d\u0438\u0445, \u0449\u043e \u0432\u0438\u043a\u043e\u0440\u0438\u0441\u0442\u043e\u0432\u0443\u044e\u0442\u044c\u0441\u044f \u0434\u043b\u044f \u043f\u043e\u0431\u0443\u0434\u043e\u0432\u0438 \u043c\u043e\u0434\u0435\u043b\u0456, \u043c\u043e\u0436\u0435 \u0434\u043e\u043f\u043e\u043c\u043e\u0433\u0442\u0438 \u043d\u0430\u043c \u0432\u0438\u0440\u0456\u0448\u0438\u0442\u0438, \u0447\u0438 \u0432\u0430\u0440\u0442\u043e \u0457\u0457 \u0432\u0438\u043a\u043e\u0440\u0438\u0441\u0442\u043e\u0432\u0443\u0432\u0430\u0442\u0438, \u0430 \u043a\u043e\u043b\u0438 \u043d\u0456.<br \/>\n\u0426\u0435 \u0442\u0430\u043a\u043e\u0436 \u043f\u0440\u043e\u043b\u0438\u0432\u0430\u0454 \u0441\u0432\u0456\u0442\u043b\u043e \u043d\u0430 \u0431\u0443\u0434\u044c-\u044f\u043a\u0456 \u043f\u043e\u0442\u0435\u043d\u0446\u0456\u0439\u043d\u0456 \u0443\u043f\u0435\u0440\u0435\u0434\u0436\u0435\u043d\u043d\u044f, \u0437 \u044f\u043a\u0438\u043c\u0438 \u043c\u043e\u0433\u043b\u0430 \u0437\u0456\u0442\u043a\u043d\u0443\u0442\u0438\u0441\u044f \u043c\u043e\u0434\u0435\u043b\u044c.<br \/>\n\u041d\u0430\u0431\u0456\u0440 \u0440\u0435\u043a\u043e\u043c\u0435\u043d\u0434\u0430\u0446\u0456\u0439 \u0449\u043e\u0434\u043e \u0434\u0438\u0437\u0430\u0439\u043d\u0443:<br \/>\n\u0414\u043e\u0441\u043b\u0456\u0434\u043d\u0438\u043a\u0438 \u0432\u0441\u0435 \u0431\u0456\u043b\u044c\u0448\u0435 \u0437\u043e\u0441\u0435\u0440\u0435\u0434\u0436\u0443\u044e\u0442\u044c\u0441\u044f \u043d\u0430 \u043e\u043f\u0442\u0438\u043c\u0456\u0437\u0430\u0446\u0456\u0457 \u0440\u043e\u0437\u0440\u043e\u0431\u043a\u0438 \u0441\u0438\u0441\u0442\u0435\u043c \u0448\u0442\u0443\u0447\u043d\u043e\u0433\u043e \u0456\u043d\u0442\u0435\u043b\u0435\u043a\u0442\u0443, \u0449\u043e\u0431 \u0432\u043e\u043d\u0438 \u0431\u0443\u043b\u0438 \u043f\u0440\u043e\u0441\u0442\u0456\u0448\u0438\u043c\u0438 \u0434\u043b\u044f \u0441\u043f\u0440\u0438\u0439\u043d\u044f\u0442\u0442\u044f.<br \/>\n\u041d\u0430\u0431\u0456\u0440 \u0456\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u0456\u0432:<br \/>\n\u0412\u043a\u043b\u044e\u0447\u0430\u044e\u0447\u0438 \u0446\u0456 \u0437\u043d\u0430\u043d\u043d\u044f \u0432 \u043d\u0430\u0432\u0447\u0430\u043b\u044c\u043d\u0456 \u043c\u043e\u0434\u0435\u043b\u0456 \u0432 \u043c\u0456\u0440\u0443 \u0442\u043e\u0433\u043e, \u044f\u043a \u0441\u0438\u0441\u0442\u0435\u043c\u0438 \u0441\u0442\u0430\u044e\u0442\u044c \u0437\u0440\u043e\u0437\u0443\u043c\u0456\u043b\u0456\u0448\u0438\u043c\u0438, \u0456 \u0440\u043e\u0431\u043b\u044f\u0447\u0438 \u0446\u0456 \u0437\u043d\u0430\u043d\u043d\u044f \u0434\u043e\u0441\u0442\u0443\u043f\u043d\u0438\u043c\u0438 \u0434\u043b\u044f \u0456\u043d\u0448\u0438\u0445, \u0449\u043e\u0431 \u0432\u043e\u043d\u0438 \u043c\u043e\u0433\u043b\u0438 \u0437\u0430\u0441\u0442\u043e\u0441\u043e\u0432\u0443\u0432\u0430\u0442\u0438 \u0457\u0445 \u0443 \u0441\u0432\u043e\u0457\u0445 \u043c\u043e\u0434\u0435\u043b\u044f\u0445. \u041d\u0430\u0432\u0447\u0430\u043b\u044c\u043d\u0456 \u043c\u043e\u0434\u0435\u043b\u0456 \u043c\u043e\u0436\u043d\u0430 \u0432\u0434\u043e\u0441\u043a\u043e\u043d\u0430\u043b\u044e\u0432\u0430\u0442\u0438 \u0456 \u043d\u0430\u0434\u0430\u043b\u0456.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"The_Basic_Principles_of_Explainable_AI\"><\/span>\u041e\u0441\u043d\u043e\u0432\u043d\u0456 \u043f\u0440\u0438\u043d\u0446\u0438\u043f\u0438 \u0437\u0440\u043e\u0437\u0443\u043c\u0456\u043b\u043e\u0433\u043e \u0428\u0406<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u041d\u0430\u0446\u0456\u043e\u043d\u0430\u043b\u044c\u043d\u0438\u0439 \u0456\u043d\u0441\u0442\u0438\u0442\u0443\u0442 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u0456\u0432 (NIST) \u0432\u0441\u0442\u0430\u043d\u043e\u0432\u043b\u044e\u0454 <a href=\"https:\/\/www.nist.gov\/system\/files\/documents\/2020\/08\/17\/NIST%20Explainable%20AI%20Draft%20NISTIR8312%20%281%29.pdf\">\u0427\u043e\u0442\u0438\u0440\u0438 \u043f\u0440\u0438\u043d\u0446\u0438\u043f\u0438 \u043f\u043e\u044f\u0441\u043d\u044e\u0432\u0430\u043d\u043e\u0433\u043e \u0448\u0442\u0443\u0447\u043d\u043e\u0433\u043e \u0456\u043d\u0442\u0435\u043b\u0435\u043a\u0442\u0443<\/a> \u0449\u043e\u0431 \u0434\u0435\u0442\u0430\u043b\u044c\u043d\u0456\u0448\u0435 \u043f\u043e\u044f\u0441\u043d\u0438\u0442\u0438, \u0449\u043e \u0442\u0430\u043a\u0435 XAI:<\/p>\n<p>\u041f\u043e\u0442\u0440\u0435\u0431\u0430 \u0432 \"\u0434\u043e\u043a\u0430\u0437\u0430\u0445, \u043f\u0456\u0434\u0442\u0440\u0438\u043c\u0446\u0456 \u0430\u0431\u043e \u043b\u043e\u0433\u0456\u0446\u0456 \u0434\u043b\u044f \u043a\u043e\u0436\u043d\u043e\u0433\u043e \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0443\" \u043f\u043e\u0432\u0438\u043d\u043d\u0430 \u0437\u0430\u0434\u043e\u0432\u043e\u043b\u044c\u043d\u044f\u0442\u0438\u0441\u044f \u0441\u0438\u0441\u0442\u0435\u043c\u043e\u044e \u0448\u0442\u0443\u0447\u043d\u043e\u0433\u043e \u0456\u043d\u0442\u0435\u043b\u0435\u043a\u0442\u0443.<br \/>\n\u0421\u0438\u0441\u0442\u0435\u043c\u0430 \u0448\u0442\u0443\u0447\u043d\u043e\u0433\u043e \u0456\u043d\u0442\u0435\u043b\u0435\u043a\u0442\u0443 \u043f\u043e\u0432\u0438\u043d\u043d\u0430 \u043f\u0440\u043e\u043f\u043e\u043d\u0443\u0432\u0430\u0442\u0438 \u043a\u043e\u0440\u0438\u0441\u0442\u0443\u0432\u0430\u0447\u0430\u043c \u043f\u043e\u044f\u0441\u043d\u0435\u043d\u043d\u044f, \u044f\u043a\u0438\u0445 \u0432\u043e\u043d\u0438 \u043c\u043e\u0436\u0443\u0442\u044c \u0434\u043e\u0442\u0440\u0438\u043c\u0443\u0432\u0430\u0442\u0438\u0441\u044f.<br \/>\n\u0422\u043e\u0447\u043d\u0456\u0441\u0442\u044c \u043f\u043e\u044f\u0441\u043d\u0435\u043d\u043d\u044f. \u0423 \u043f\u043e\u044f\u0441\u043d\u0435\u043d\u043d\u0456 \u043c\u0430\u0454 \u0431\u0443\u0442\u0438 \u0442\u043e\u0447\u043d\u043e \u0432\u0456\u0434\u043e\u0431\u0440\u0430\u0436\u0435\u043d\u043e \u043c\u0435\u0442\u043e\u0434, \u044f\u043a\u0438\u043c \u0441\u0438\u0441\u0442\u0435\u043c\u0430 \u0428\u0406 \u0432\u0438\u043a\u043e\u0440\u0438\u0441\u0442\u043e\u0432\u0443\u0432\u0430\u043b\u0430 \u0434\u043b\u044f \u043e\u0442\u0440\u0438\u043c\u0430\u043d\u043d\u044f \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0456\u0432.<br \/>\n\u041c\u0435\u0436\u0456 \u0437\u043d\u0430\u043d\u044c. \u0421\u0438\u0441\u0442\u0435\u043c\u0430 \u0448\u0442\u0443\u0447\u043d\u043e\u0433\u043e \u0456\u043d\u0442\u0435\u043b\u0435\u043a\u0442\u0443 \u043f\u043e\u0432\u0438\u043d\u043d\u0430 \u0444\u0443\u043d\u043a\u0446\u0456\u043e\u043d\u0443\u0432\u0430\u0442\u0438 \u043b\u0438\u0448\u0435 \u0437\u0430 \u0442\u0438\u0445 \u043e\u0431\u0441\u0442\u0430\u0432\u0438\u043d, \u0437\u0430 \u044f\u043a\u0438\u0445 \u0432\u043e\u043d\u0430 \u0431\u0443\u043b\u0430 \u0441\u0442\u0432\u043e\u0440\u0435\u043d\u0430, \u0456 \u0443\u0442\u0440\u0438\u043c\u0443\u0432\u0430\u0442\u0438\u0441\u044f \u0432\u0456\u0434 \u0432\u0438\u0434\u0430\u0447\u0456 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0443, \u044f\u043a\u0449\u043e \u0432\u043e\u043d\u0430 \u043d\u0435\u0434\u043e\u0441\u0442\u0430\u0442\u043d\u044c\u043e \u0432\u043f\u0435\u0432\u043d\u0435\u043d\u0430 \u0432 \u043d\u044c\u043e\u043c\u0443.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Examples_of_Explainable_AI\"><\/span>\u041f\u0440\u0438\u043a\u043b\u0430\u0434\u0438 \u0437\u0440\u043e\u0437\u0443\u043c\u0456\u043b\u043e\u0433\u043e \u0428\u0406<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0406\u0441\u043d\u0443\u0454 \u0431\u0435\u0437\u043b\u0456\u0447 \u0441\u0435\u043a\u0442\u043e\u0440\u0456\u0432 \u0456 \u043f\u043e\u0441\u0430\u0434\u043e\u0432\u0438\u0445 \u0440\u043e\u043b\u0435\u0439, \u044f\u043a\u0456 \u043e\u0442\u0440\u0438\u043c\u0443\u044e\u0442\u044c \u0432\u0438\u0433\u043e\u0434\u0443 \u0432\u0456\u0434 XAI. \u041e\u0441\u044c \u043a\u0456\u043b\u044c\u043a\u0430 \u043f\u0435\u0440\u0435\u0432\u0430\u0433 \u0434\u043b\u044f \u0434\u0435\u044f\u043a\u0438\u0445 \u043a\u043b\u044e\u0447\u043e\u0432\u0438\u0445 \u0437\u0430\u0432\u0434\u0430\u043d\u044c \u0456 \u0441\u0435\u043a\u0442\u043e\u0440\u0456\u0432 \u0431\u0456\u0437\u043d\u0435\u0441\u0443, \u044f\u043a\u0456 \u0432\u0438\u043a\u043e\u0440\u0438\u0441\u0442\u043e\u0432\u0443\u044e\u0442\u044c XAI \u0434\u043b\u044f \u0432\u0434\u043e\u0441\u043a\u043e\u043d\u0430\u043b\u0435\u043d\u043d\u044f \u0441\u0432\u043e\u0457\u0445 \u0441\u0438\u0441\u0442\u0435\u043c \u0448\u0442\u0443\u0447\u043d\u043e\u0433\u043e \u0456\u043d\u0442\u0435\u043b\u0435\u043a\u0442\u0443.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"XAI_In_Healthcare\"><\/span>XAI \u0432 \u043e\u0445\u043e\u0440\u043e\u043d\u0456 \u0437\u0434\u043e\u0440\u043e\u0432'\u044f<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0412\u0438\u043a\u043e\u0440\u0438\u0441\u0442\u0430\u043d\u043d\u044f \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 \u0432 \u0433\u0430\u043b\u0443\u0437\u0456 \u043e\u0445\u043e\u0440\u043e\u043d\u0438 \u0437\u0434\u043e\u0440\u043e\u0432'\u044f \u0454 \u0448\u0438\u0440\u043e\u043a\u043e \u0440\u043e\u0437\u043f\u043e\u0432\u0441\u044e\u0434\u0436\u0435\u043d\u0438\u043c.  \u041e\u0434\u043d\u0430\u043a \u043c\u0435\u0434\u0438\u0447\u043d\u0456 \u043f\u0440\u0430\u0446\u0456\u0432\u043d\u0438\u043a\u0438 \u043d\u0435 \u043c\u043e\u0436\u0443\u0442\u044c \u043f\u043e\u044f\u0441\u043d\u0438\u0442\u0438, \u0447\u043e\u043c\u0443 \u0440\u043e\u0431\u043b\u044f\u0442\u044c\u0441\u044f \u0442\u0456 \u0447\u0438 \u0456\u043d\u0448\u0456 \u0432\u0438\u0441\u043d\u043e\u0432\u043a\u0438 \u0430\u0431\u043e \u043f\u0440\u043e\u0433\u043d\u043e\u0437\u0438. \u0426\u0435 \u043d\u0430\u043a\u043b\u0430\u0434\u0430\u0454 \u043e\u0431\u043c\u0435\u0436\u0435\u043d\u043d\u044f \u043d\u0430 \u0442\u0435, \u0432 \u044f\u043a\u0438\u0445 \u0441\u0438\u0442\u0443\u0430\u0446\u0456\u044f\u0445 \u043c\u043e\u0436\u043d\u0430 \u0432\u0438\u043a\u043e\u0440\u0438\u0441\u0442\u043e\u0432\u0443\u0432\u0430\u0442\u0438 \u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0456\u0457 \u0448\u0442\u0443\u0447\u043d\u043e\u0433\u043e \u0456\u043d\u0442\u0435\u043b\u0435\u043a\u0442\u0443.<\/p>\n<p>\u0417\u0430 \u0434\u043e\u043f\u043e\u043c\u043e\u0433\u043e\u044e XAI \u043c\u0435\u0434\u0438\u0447\u043d\u0456 \u043f\u0440\u0430\u0446\u0456\u0432\u043d\u0438\u043a\u0438 \u043c\u043e\u0436\u0443\u0442\u044c \u0432\u0438\u0437\u043d\u0430\u0447\u0438\u0442\u0438, \u044f\u043a\u0456 \u043f\u0430\u0446\u0456\u0454\u043d\u0442\u0438, \u043d\u0430\u0439\u0456\u043c\u043e\u0432\u0456\u0440\u043d\u0456\u0448\u0435, \u043f\u043e\u0442\u0440\u0435\u0431\u0443\u044e\u0442\u044c \u0433\u043e\u0441\u043f\u0456\u0442\u0430\u043b\u0456\u0437\u0430\u0446\u0456\u0457 \u0456 \u044f\u043a\u0430 \u0434\u043e\u043f\u043e\u043c\u043e\u0433\u0430 \u0431\u0443\u0434\u0435 \u043d\u0430\u0439\u0431\u0456\u043b\u044c\u0448 \u0435\u0444\u0435\u043a\u0442\u0438\u0432\u043d\u043e\u044e. \u0417\u0430\u0432\u0434\u044f\u043a\u0438 \u0437\u0431\u0456\u043b\u044c\u0448\u0435\u043d\u043d\u044e \u043e\u0431\u0441\u044f\u0433\u0443 \u0456\u043d\u0444\u043e\u0440\u043c\u0430\u0446\u0456\u0457 \u043b\u0456\u043a\u0430\u0440\u0456 \u0442\u0435\u043f\u0435\u0440 \u043c\u043e\u0436\u0443\u0442\u044c \u043f\u0440\u0438\u0439\u043c\u0430\u0442\u0438 \u0440\u0456\u0448\u0435\u043d\u043d\u044f.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"XAI_In_Insurance\"><\/span>XAI \u0443 \u0441\u0442\u0440\u0430\u0445\u0443\u0432\u0430\u043d\u043d\u0456<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u041e\u0441\u043a\u0456\u043b\u044c\u043a\u0438 \u0441\u0442\u0440\u0430\u0445\u043e\u0432\u0438\u0439 \u0441\u0435\u043a\u0442\u043e\u0440 \u043c\u0430\u0454 \u0437\u043d\u0430\u0447\u043d\u0438\u0439 \u0432\u043f\u043b\u0438\u0432, \u0441\u0442\u0440\u0430\u0445\u043e\u0432\u0438\u043a\u0438 \u043f\u043e\u0432\u0438\u043d\u043d\u0456 \u0434\u043e\u0432\u0456\u0440\u044f\u0442\u0438, \u0440\u043e\u0437\u0443\u043c\u0456\u0442\u0438 \u0442\u0430 \u043f\u0435\u0440\u0435\u0432\u0456\u0440\u044f\u0442\u0438 \u0441\u0432\u043e\u0457 \u0441\u0438\u0441\u0442\u0435\u043c\u0438 \u0448\u0442\u0443\u0447\u043d\u043e\u0433\u043e \u0456\u043d\u0442\u0435\u043b\u0435\u043a\u0442\u0443, \u0449\u043e\u0431 \u043c\u0430\u043a\u0441\u0438\u043c\u0456\u0437\u0443\u0432\u0430\u0442\u0438 \u0457\u0445\u043d\u0456\u0439 \u043f\u043e\u0442\u0435\u043d\u0446\u0456\u0430\u043b. \u0417\u0430\u0432\u0434\u044f\u043a\u0438 XAI \u0441\u0442\u0440\u0430\u0445\u043e\u0432\u0438\u043a\u0438 \u043e\u0442\u0440\u0438\u043c\u0443\u044e\u0442\u044c \u043a\u0440\u0430\u0449\u0443 \u043a\u043e\u043d\u0432\u0435\u0440\u0442\u0430\u0446\u0456\u044e \u0446\u0456\u043d\u043e\u0432\u0438\u0445 \u043f\u0440\u043e\u043f\u043e\u0437\u0438\u0446\u0456\u0439 \u0456 \u0437\u0430\u043b\u0443\u0447\u0435\u043d\u043d\u044f \u043a\u043b\u0456\u0454\u043d\u0442\u0456\u0432, \u043f\u0456\u0434\u0432\u0438\u0449\u0443\u044e\u0442\u044c \u043f\u0440\u043e\u0434\u0443\u043a\u0442\u0438\u0432\u043d\u0456\u0441\u0442\u044c, \u0437\u043d\u0438\u0436\u0443\u044e\u0442\u044c \u0440\u0456\u0432\u0435\u043d\u044c \u0432\u0438\u043f\u043b\u0430\u0442 \u0456 \u043f\u0456\u0434\u0432\u0438\u0449\u0443\u044e\u0442\u044c \u0435\u0444\u0435\u043a\u0442\u0438\u0432\u043d\u0456\u0441\u0442\u044c.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"XAI_In_Financial_Services\"><\/span>XAI \u0443 \u0444\u0456\u043d\u0430\u043d\u0441\u043e\u0432\u0438\u0445 \u043f\u043e\u0441\u043b\u0443\u0433\u0430\u0445<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u041a\u043e\u043c\u043f\u0430\u043d\u0456\u0457 \u0443 \u0444\u0456\u043d\u0430\u043d\u0441\u043e\u0432\u043e\u043c\u0443 \u0441\u0435\u043a\u0442\u043e\u0440\u0456 \u0430\u043a\u0442\u0438\u0432\u043d\u043e \u0432\u0438\u043a\u043e\u0440\u0438\u0441\u0442\u043e\u0432\u0443\u044e\u0442\u044c XAI. \u0412\u043e\u043d\u0438 \u043f\u0440\u0430\u0433\u043d\u0443\u0442\u044c \u043d\u0430\u0434\u0430\u0442\u0438 \u0441\u0432\u043e\u0457\u043c \u043a\u043b\u0456\u0454\u043d\u0442\u0430\u043c \u0444\u0456\u043d\u0430\u043d\u0441\u043e\u0432\u0443 \u0431\u0435\u0437\u043f\u0435\u043a\u0443, \u043e\u0431\u0456\u0437\u043d\u0430\u043d\u0456\u0441\u0442\u044c \u0443 \u0433\u0440\u043e\u0448\u043e\u0432\u0438\u0445 \u043f\u0438\u0442\u0430\u043d\u043d\u044f\u0445 \u0442\u0430 \u0443\u043f\u0440\u0430\u0432\u043b\u0456\u043d\u043d\u044f \u0432\u043b\u0430\u0441\u043d\u0438\u043c\u0438 \u043a\u043e\u0448\u0442\u0430\u043c\u0438.<\/p>\n<p>\u0424\u0456\u043d\u0430\u043d\u0441\u043e\u0432\u0456 \u0441\u043b\u0443\u0436\u0431\u0438 \u0432\u0438\u043a\u043e\u0440\u0438\u0441\u0442\u043e\u0432\u0443\u044e\u0442\u044c XAI, \u0449\u043e\u0431 \u043d\u0430\u0434\u0430\u0432\u0430\u0442\u0438 \u0447\u0435\u0441\u043d\u0456, \u043d\u0435\u0443\u043f\u0435\u0440\u0435\u0434\u0436\u0435\u043d\u0456 \u0442\u0430 \u0437\u0440\u043e\u0437\u0443\u043c\u0456\u043b\u0456 \u0440\u0435\u0437\u0443\u043b\u044c\u0442\u0430\u0442\u0438 \u0441\u0432\u043e\u0457\u043c \u043a\u043b\u0456\u0454\u043d\u0442\u0430\u043c \u0456 \u043f\u043e\u0441\u0442\u0430\u0447\u0430\u043b\u044c\u043d\u0438\u043a\u0430\u043c \u043f\u043e\u0441\u043b\u0443\u0433. \u041a\u0440\u0456\u043c \u0442\u043e\u0433\u043e, \u0446\u0435 \u0434\u043e\u0437\u0432\u043e\u043b\u044f\u0454 \u0444\u0456\u043d\u0430\u043d\u0441\u043e\u0432\u0438\u043c \u043e\u0440\u0433\u0430\u043d\u0456\u0437\u0430\u0446\u0456\u044f\u043c \u0434\u043e\u0442\u0440\u0438\u043c\u0443\u0432\u0430\u0442\u0438\u0441\u044f \u043c\u043e\u0440\u0430\u043b\u044c\u043d\u0438\u0445 \u0456 \u0441\u043f\u0440\u0430\u0432\u0435\u0434\u043b\u0438\u0432\u0438\u0445 \u043f\u0440\u0438\u043d\u0446\u0438\u043f\u0456\u0432, \u0437\u0430\u0431\u0435\u0437\u043f\u0435\u0447\u0443\u044e\u0447\u0438 \u043f\u0440\u0438 \u0446\u044c\u043e\u043c\u0443 \u0434\u043e\u0442\u0440\u0438\u043c\u0430\u043d\u043d\u044f \u0440\u0456\u0437\u043d\u0438\u0445 \u0440\u0435\u0433\u0443\u043b\u044f\u0442\u043e\u0440\u043d\u0438\u0445 \u0437\u043e\u0431\u043e\u0432'\u044f\u0437\u0430\u043d\u044c.<\/p>\n<p>XAI \u0434\u043e\u043f\u043e\u043c\u0430\u0433\u0430\u0454 \u0444\u0456\u043d\u0430\u043d\u0441\u043e\u0432\u043e\u043c\u0443 \u0441\u0435\u043a\u0442\u043e\u0440\u0443 \u043a\u0456\u043b\u044c\u043a\u043e\u043c\u0430 \u0441\u043f\u043e\u0441\u043e\u0431\u0430\u043c\u0438, \u0432\u043a\u043b\u044e\u0447\u0430\u044e\u0447\u0438 \u043a\u0440\u0430\u0449\u0435 \u043f\u0440\u043e\u0433\u043d\u043e\u0437\u0443\u0432\u0430\u043d\u043d\u044f \u0440\u0438\u043d\u043a\u0443, \u0433\u0430\u0440\u0430\u043d\u0442\u0443\u0432\u0430\u043d\u043d\u044f \u0441\u043f\u0440\u0430\u0432\u0435\u0434\u043b\u0438\u0432\u043e\u0441\u0442\u0456 \u043a\u0440\u0435\u0434\u0438\u0442\u043d\u043e\u0433\u043e \u0441\u043a\u043e\u0440\u0438\u043d\u0433\u0443, \u0432\u0438\u044f\u0432\u043b\u0435\u043d\u043d\u044f \u043e\u0437\u043d\u0430\u043a, \u043f\u043e\u0432'\u044f\u0437\u0430\u043d\u0438\u0445 \u0437 \u043a\u0440\u0430\u0434\u0456\u0436\u043a\u0430\u043c\u0438, \u0449\u043e\u0431 \u0443\u043d\u0438\u043a\u043d\u0443\u0442\u0438 \u043f\u043e\u043c\u0438\u043b\u043a\u043e\u0432\u0438\u0445 \u0441\u043f\u0440\u0430\u0446\u044c\u043e\u0432\u0443\u0432\u0430\u043d\u044c, \u0430 \u0442\u0430\u043a\u043e\u0436 \u0437\u043d\u0438\u0436\u0435\u043d\u043d\u044f \u043c\u043e\u0436\u043b\u0438\u0432\u0438\u0445 \u0432\u0438\u0442\u0440\u0430\u0442 \u0447\u0435\u0440\u0435\u0437 \u0443\u043f\u0435\u0440\u0435\u0434\u0436\u0435\u043d\u0456\u0441\u0442\u044c \u0430\u0431\u043e \u043f\u043e\u043c\u0438\u043b\u043a\u0438 \u0428\u0406.<\/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>\u0421\u043f\u043e\u0436\u0438\u0432\u0430\u0447\u0456 \u0442\u0430 \u043e\u0441\u043e\u0431\u0438, \u044f\u043a\u0456 \u043f\u0440\u0438\u0439\u043c\u0430\u044e\u0442\u044c \u0440\u0456\u0448\u0435\u043d\u043d\u044f, \u043f\u043e\u0432\u0438\u043d\u043d\u0456 \u0440\u043e\u0437\u0443\u043c\u0456\u0442\u0438, \u044f\u043a \u043c\u043e\u0434\u0435\u043b\u0456 \u0433\u0435\u043d\u0435\u0440\u0443\u044e\u0442\u044c \u0441\u0443\u0434\u0436\u0435\u043d\u043d\u044f, \u0432\u0438\u043a\u043e\u0440\u0438\u0441\u0442\u043e\u0432\u0443\u044e\u0447\u0438 \u043f\u0440\u0435\u0434\u0438\u043a\u0442\u0438\u0432\u043d\u0443 \u0430\u043d\u0430\u043b\u0456\u0442\u0438\u043a\u0443 \u043d\u0430 \u043e\u0441\u043d\u043e\u0432\u0456 \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0433\u043e \u043d\u0430\u0432\u0447\u0430\u043d\u043d\u044f. \u0422\u0430\u043a \u0441\u0430\u043c\u043e \u0456 \u043e\u0440\u0433\u0430\u043d\u0456\u0437\u0430\u0446\u0456\u0457 \u043f\u043e\u0432\u0438\u043d\u043d\u0456 \u0440\u043e\u0437\u0443\u043c\u0456\u0442\u0438, \u044f\u043a \u0428\u0406 \u043f\u0440\u0438\u0439\u043c\u0430\u0454 \u0440\u0456\u0448\u0435\u043d\u043d\u044f, \u0449\u043e\u0431 \u0443\u043d\u0438\u043a\u043d\u0443\u0442\u0438 \u0441\u043b\u0456\u043f\u043e\u0433\u043e \u043f\u043e\u043a\u043b\u0430\u0434\u0430\u043d\u043d\u044f \u043d\u0430 \u043c\u043e\u0434\u0435\u043b\u0456 \"\u0447\u043e\u0440\u043d\u043e\u0433\u043e \u044f\u0449\u0438\u043a\u0430\". \u0417\u0440\u043e\u0437\u0443\u043c\u0456\u043b\u0438\u0439 \u0428\u0406 \u043c\u043e\u0436\u0435 \u0434\u043e\u043f\u043e\u043c\u043e\u0433\u0442\u0438 \u043b\u044e\u0434\u0438\u043d\u0456 \u0437\u0440\u043e\u0437\u0443\u043c\u0456\u0442\u0438 \u0456 \u043f\u043e\u044f\u0441\u043d\u0438\u0442\u0438 \u0430\u043b\u0433\u043e\u0440\u0438\u0442\u043c\u0438 \u0433\u043b\u0438\u0431\u043e\u043a\u043e\u0433\u043e \u043d\u0430\u0432\u0447\u0430\u043d\u043d\u044f, \u043d\u0435\u0439\u0440\u043e\u043d\u043d\u0438\u0445 \u043c\u0435\u0440\u0435\u0436 \u0456 \u043c\u0430\u0448\u0438\u043d\u043d\u043e\u0433\u043e \u043d\u0430\u0432\u0447\u0430\u043d\u043d\u044f. \u0426\u0435 \u043e\u0434\u043d\u0430 \u0437 \u043d\u0435\u043e\u0431\u0445\u0456\u0434\u043d\u0438\u0445 \u0443\u043c\u043e\u0432 \u0434\u043b\u044f \u0441\u0442\u0432\u043e\u0440\u0435\u043d\u043d\u044f \u0435\u0442\u0438\u0447\u043d\u043e\u0433\u043e \u0442\u0430 \u0432\u0456\u0434\u043f\u043e\u0432\u0456\u0434\u0430\u043b\u044c\u043d\u043e\u0433\u043e \u0428\u0406.<\/p>","protected":false},"excerpt":{"rendered":"<p>What Makes AI Explainable? Artificial intelligence (AI) applications have exploded due to machine learning&#8217;s success. Future developments should result in autonomous systems that can perceive, learn, make decisions, and act. However, the incapacity of these systems&#8217; machines to justify their choices and behaviors to human users limits their usefulness. Therefore, we must develop intelligent, autonomous, [&hellip;]<\/p>\n","protected":false},"author":1003,"featured_media":4824,"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-4823","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 Makes AI Explainable? - Skim AI<\/title>\n<meta name=\"description\" content=\"Artificial intelligence (AI) applications have exploded due to machine learning\u2019s success, but what exactly makes AI Explainable?\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/skimai.com\/uk\/\u0431\u043b\u043e\u0433-\u0449\u043e-\u0440\u043e\u0431\u0438\u0442\u044c-ai-\u0437\u0440\u043e\u0437\u0443\u043c\u0456\u043b\u0438\u043c\/\" \/>\n<meta property=\"og:locale\" content=\"uk_UA\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"What Makes AI Explainable? 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