{"id":4820,"date":"2022-12-07T19:29:23","date_gmt":"2022-12-08T00:29:23","guid":{"rendered":"http:\/\/skimai.com\/?p=4820"},"modified":"2024-04-29T17:27:40","modified_gmt":"2024-04-29T22:27:40","slug":"%eb%b8%94%eb%a1%9c%ea%b7%b8-%ec%84%a4%eb%aa%85-%ea%b0%80%eb%8a%a5%ed%95%9c-ai%eb%9e%80-%eb%ac%b4%ec%97%87%ec%9d%b8%ea%b0%80%ec%9a%94","status":"publish","type":"post","link":"https:\/\/skimai.com\/ko\/blog-what-is-explainable-ai\/","title":{"rendered":"\uc124\uba85 \uac00\ub2a5\ud55c AI\ub780 \ubb34\uc5c7\uc778\uac00\uc694?"},"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\">\ubaa9\ucc28<\/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=\"\ubaa9\ucc28 \ud1a0\uae00\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">\ud1a0\uae00<\/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\/ko\/blog-what-is-explainable-ai\/#What_is_Explainable_AI\" >\uc124\uba85 \uac00\ub2a5\ud55c AI\ub780 \ubb34\uc5c7\uc778\uac00\uc694?<\/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\/ko\/blog-what-is-explainable-ai\/#Use_Cases_of_Explainable_AI\" >\uc124\uba85 \uac00\ub2a5\ud55c AI\uc758 \uc0ac\uc6a9 \uc0ac\ub840<\/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\/ko\/blog-what-is-explainable-ai\/#Explainable_AI_%E2%80%93_Tools_and_Frameworks\" >\uc124\uba85 \uac00\ub2a5\ud55c AI - \ub3c4\uad6c \ubc0f \ud504\ub808\uc784\uc6cc\ud06c<\/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\/ko\/blog-what-is-explainable-ai\/#Conclusion\" >\uacb0\ub860<\/a><\/li><\/ul><\/li><\/ul><\/nav><\/div>\n<h1><span class=\"ez-toc-section\" id=\"What_is_Explainable_AI\"><\/span>\uc124\uba85 \uac00\ub2a5\ud55c AI\ub780 \ubb34\uc5c7\uc778\uac00\uc694?<span class=\"ez-toc-section-end\"><\/span><\/h1>\n<p>\uc778\uacf5\uc9c0\ub2a5(AI) \ubc0f \uba38\uc2e0\ub7ec\ub2dd(ML)\uacfc \uac19\uc740 \ub525\ub7ec\ub2dd \uae30\uc220\uc774 \ubc1c\uc804\ud568\uc5d0 \ub530\ub77c \ucef4\ud4e8\ud130 \uc54c\uace0\ub9ac\uc998\uc774 \uc0dd\uc131\ud558\ub294 \uacb0\uacfc\ubb3c\uc744 \uc774\ud574\ud574\uc57c \ud558\ub294 \uacfc\uc81c\ub97c \uc548\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, ML \uc54c\uace0\ub9ac\uc998\uc740 \uc5b4\ub5bb\uac8c \ud2b9\uc815 \uacb0\uacfc\ub97c \uc0b0\ucd9c\ud588\uc744\uae4c\uc694?<br \/>\n\uc124\uba85 \uac00\ub2a5\ud55c AI(\ub610\ub294 XAI)\ub294 \uc778\uac04 \uc0ac\uc6a9\uc790\uac00 ML \uc54c\uace0\ub9ac\uc998\uc73c\ub85c \uc0dd\uc131\ub41c \uacb0\uacfc\ubb3c\uc744 \uc774\ud574\ud560 \uc218 \uc788\ub3c4\ub85d \ud558\ub294 \ud504\ub85c\uc138\uc2a4\uc640 \ub3c4\uad6c\ub97c \ub2e4\ub8f9\ub2c8\ub2e4. \uc870\uc9c1\uc740 AI \ubaa8\ub378\uc744 \ud504\ub85c\ub355\uc158\uc5d0 \ub3c4\uc785\ud560 \ub54c AI \ubaa8\ub378\uc5d0 \ub300\ud55c \uc2e0\ub8b0\ub97c \uad6c\ucd95\ud574\uc57c \ud569\ub2c8\ub2e4.<br \/>\n\uc804\uccb4 XAI \ud504\ub85c\uc138\uc2a4\ub294 \uc0dd\uc131\ub41c \ub370\uc774\ud130\uc5d0\uc11c \uc9c1\uc811 \uc0dd\uc131\ub418\ub294 \"\ube14\ub799\ubc15\uc2a4\" \ubaa8\ub378\uc774\ub77c\uace0\ub3c4 \ud569\ub2c8\ub2e4. \ub2e4\uc74c\uc73c\ub85c \uc124\uba85 \uac00\ub2a5\ud55c AI\uc758 \uba87 \uac00\uc9c0 \uc0ac\uc6a9 \uc0ac\ub840\ub97c \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Use_Cases_of_Explainable_AI\"><\/span>\uc124\uba85 \uac00\ub2a5\ud55c AI\uc758 \uc0ac\uc6a9 \uc0ac\ub840<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\uc124\uba85 \uac00\ub2a5\ud55c AI\uc758 \uc2e4\uc81c \uc0ac\uc6a9 \uc0ac\ub840\ub294 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4:<\/p>\n<p><strong>\uc790\uc5f0\uc5b4 \ud14d\uc2a4\ud2b8\uc758 \uacbd\uc6b0:<\/strong><br \/>\n\ud14d\uc2a4\ud2b8\uc6a9 XAI\ub294 \ud14d\uc2a4\ud2b8 \uad00\ub828 \uc791\uc5c5\uc744 \uc704\ud55c \ube14\ub799\ubc15\uc2a4 \ubaa8\ub378\uc744 \uac1c\ubc1c\ud558\ub294 \ub370 \uc911\uc810\uc744 \ub461\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4 \ubc95\ub960 \ubb38\uc11c\uc758 \ud14d\uc2a4\ud2b8 \uc694\uc57d\uc774 \uc5ec\uae30\uc5d0 \ud574\ub2f9\ud569\ub2c8\ub2e4. \uc774 \uc0ac\uc6a9 \uc0ac\ub840\uc5d0\uc11c \uc0ac\uc6a9\uc790\ub294 \ub2e4\uc74c \uace0\ub824 \uc0ac\ud56d\uc744 \uae30\ubc18\uc73c\ub85c \ud14d\uc2a4\ud2b8\uc6a9 XAI\ub97c \ud0d0\uc0c9\ud558\uace0 \uc774\ud574\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4:<br \/>\n\uace0\ub824 \uc911\uc778 \ud14d\uc2a4\ud2b8 \uc911\uc2ec \uc791\uc5c5 \uc720\ud615<br \/>\n\uc791\uc5c5\uc5d0 \uc0ac\uc6a9\ub418\ub294 \uc124\uba85 \uae30\ubc95<br \/>\n\ud2b9\uc815 XAI \uae30\uc220\uc758 \ub300\uc0c1 \uc0ac\uc6a9\uc790<br \/>\n\ub9c8\ucc2c\uac00\uc9c0\ub85c, XAI \uae30\ubc18 \ub525\ub7ec\ub2dd \ubaa8\ub378\uc740 \ub9ac\ubdf0\uc640 \uc131\uc801\ud45c \ud615\ud0dc\uc758 \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130\ub97c \ubd84\ub958\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc124\uba85 \uac00\ub2a5\ud55c AI\ub97c \uc0ac\uc6a9\ud558\uba74 \ud14d\uc2a4\ud2b8\uc5d0 \ud3ec\ud568\ub41c \ud2b9\uc815 \ud0a4\uc6cc\ub4dc\uc640 \ubb38\uad6c\ub97c \uae30\ubc18\uc73c\ub85c \ubaa8\ub378\uc774 \uc608\uce21\ud558\ub294 \uc774\uc720\ub97c \ud655\uc778\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\ud14d\uc2a4\ud2b8\uc6a9 XAI\ub97c \uc0ac\uc6a9\ud558\uc5ec \ub525\ub7ec\ub2dd \ubaa8\ub378\uc744 \ud6c8\ub828\uc2dc\ucf1c \uc18c\uc2a4 \ud14d\uc2a4\ud2b8\ub97c \uae30\ubc18\uc73c\ub85c \uae30\uc0ac \uc694\uc57d\uc744 \uc0dd\uc131\ud560 \uc218\ub3c4 \uc788\uc2b5\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \uc18c\uc2a4 \ud14d\uc2a4\ud2b8\uc5d0\uc11c \uc120\ud0dd\ud55c \ud1a0\ud070\uc5d0 \ub300\ud55c \uad00\uc2ec\ub3c4 \uc810\uc218 \ubd84\ud3ec\ub97c \uc5bb\uc744 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uad00\uc2ec\ub3c4 \uc810\uc218\uac00 0~1 \uc0ac\uc774\uc778 \ub2e8\uc5b4\ub294 \uc18c\uc2a4 \ud14d\uc2a4\ud2b8\uc5d0\uc11c \uac15\uc870 \ud45c\uc2dc\ub418\uc5b4 \ucd5c\uc885 \uc0ac\uc6a9\uc790\uc5d0\uac8c \ud45c\uc2dc\ub429\ub2c8\ub2e4. \uad00\uc2ec\ub3c4 \uc810\uc218\uac00 \ub192\uc744\uc218\ub85d \ud14d\uc2a4\ud2b8\uac00 \ub354 \uc9c4\ud558\uac8c \uac15\uc870 \ud45c\uc2dc\ub418\uba70, \uc774\ub294 \uae30\uc0ac \uc694\uc57d\uc5d0\uc11c \ud574\ub2f9 \ub2e8\uc5b4\uc758 \uc911\uc694\ub3c4\uac00 \ub192\ub2e4\ub294 \uac83\uc744 \uc758\ubbf8\ud569\ub2c8\ub2e4.<\/p>\n<p><strong>\uc2dc\uac01\uc801 \uc774\ubbf8\uc9c0\uc758 \uacbd\uc6b0:<\/strong><br \/>\n\uc124\uba85 \uac00\ub2a5\ud55c AI\ub294 \uace0\ud574\uc0c1\ub3c4 \uc2dc\uac01 \uc774\ubbf8\uc9c0\ub97c \uae30\ubc18\uc73c\ub85c \uc758\uc0ac \uacb0\uc815\uc744 \uc790\ub3d9\ud654\ud558\ub294 \ub370\ub3c4 \uc0ac\uc6a9\ub429\ub2c8\ub2e4. \uace0\ud574\uc0c1\ub3c4 \uc774\ubbf8\uc9c0\uc758 \uc608\ub85c\ub294 \uc704\uc131 \uc774\ubbf8\uc9c0\uc640 \uc758\ub8cc \ub370\uc774\ud130\uac00 \uc788\uc2b5\ub2c8\ub2e4. \ub300\ub7c9\uc758 \uc704\uc131 \ub370\uc774\ud130 \uc678\uc5d0\ub3c4 \ucea1\ucc98\ub41c \ub370\uc774\ud130\ub294 \uace0\ud574\uc0c1\ub3c4\uc774\uba70 \uc5ec\ub7ec \uc2a4\ud399\ud2b8\ub7fc \ub300\uc5ed\uc744 \ud3ec\ud568\ud569\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4 \uac00\uc2dc\uad11\uc120 \ubc0f \uc801\uc678\uc120\uc774 \uc774\uc5d0 \ud574\ub2f9\ud569\ub2c8\ub2e4. XAI\ub85c \ud559\uc2b5\ub41c \ubaa8\ub378\uc744 \ubc30\ud3ec\ud558\uc5ec \uace0\ud574\uc0c1\ub3c4 \uc774\ubbf8\uc9c0\ub97c \ub354 \uc791\uc740 \ud328\uce58\ub85c '\ubd84\ud560'\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\uc758\ub8cc \uc774\ubbf8\uc9c0 \uc601\uc5ed\uc5d0\uc11c\ub294 \uc5d1\uc2a4\ub808\uc774\ub97c \ud1b5\ud574 \ud749\ubd80 \ud3d0\ub834\uc744 \uac10\uc9c0\ud558\ub294 \ub370 XAI \ubaa8\ub378\uc774 \uc0ac\uc6a9\ub429\ub2c8\ub2e4. \ub9c8\ucc2c\uac00\uc9c0\ub85c \uc774\ubbf8\uc9c0 \uc778\uc2dd\uc740 \uc2dc\uac01 \uc774\ubbf8\uc9c0 \uc601\uc5ed\uc5d0\uc11c \uc124\uba85 \uac00\ub2a5\ud55c AI\uc758 \ub610 \ub2e4\ub978 \uc0ac\uc6a9 \uc0ac\ub840\uc785\ub2c8\ub2e4. \uc2dc\uac01\uc801 AI\ub97c \uc0ac\uc6a9\ud558\uba74 \ucea1\ucc98\ud55c \uc774\ubbf8\uc9c0\uc5d0 \ud3ec\ud568\ub41c \uc774\ubbf8\uc9c0\ub098 \ubb3c\uccb4\ub97c \uc778\uc2dd\ud558\ub3c4\ub85d \ub9de\ucda4\ud615 AI \ubaa8\ub378\uc744 \ud559\uc2b5\uc2dc\ud0ac \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p><strong>\ud1b5\uacc4\uc758 \uacbd\uc6b0:<\/strong><br \/>\nXAI \ubaa8\ub378\uacfc \uc54c\uace0\ub9ac\uc998\uc740 \uc815\ud655\ub3c4\ub098 \ud574\uc11d\uc758 \uc815\ub3c4\uc5d0 \ub530\ub77c \ud6a8\uacfc\uc801\uc785\ub2c8\ub2e4. \uc120\ud615 \ud68c\uadc0, \uc758\uc0ac \uacb0\uc815 \ud2b8\ub9ac, K-\ucd5c\uadfc\uc811 \uc774\uc6c3\uacfc \uac19\uc740 \ud1b5\uacc4\uc801 \uad00\uacc4 \ubaa8\ub378\uc740 \ud574\uc11d\ud558\uae30 \uc27d\uc9c0\ub9cc \uc815\ud655\ub3c4\ub294 \ub5a8\uc5b4\uc9d1\ub2c8\ub2e4. \uc2e0\uacbd\ub9dd \ubaa8\ub378\uc774 \ud574\uc11d \uac00\ub2a5\ud558\uace0 \uc815\ud655\ud558\ub824\uba74 AI \ubaa8\ub378\uc5d0 \uace0\ud488\uc9c8 \ub370\uc774\ud130\ub97c \uacf5\uae09\ud574\uc57c \ud569\ub2c8\ub2e4.<\/p>\n<p>XAI\ub294 \ub370\uc774\ud130 \uacfc\ud559 \ubd84\uc57c\uc5d0\uc11c \uc5c4\uccad\ub09c \uc7a0\uc7ac\ub825\uc744 \uac00\uc9c0\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \uc124\uba85 \uac00\ub2a5\ud55c AI\ub294 \ub2e4\uc74c\uacfc \uac19\uc740 \ud1b5\uacc4 \uc0dd\uc0b0 \uc2dc\uc2a4\ud15c\uc5d0\uc11c \uc0ac\uc6a9\ub429\ub2c8\ub2e4. <a href=\"https:\/\/arxiv.org\/abs\/2107.08045\">\uc720\ub7fd \uc911\uc559 \uc740\ud589<\/a> (ECB). \uc0ac\uc6a9\uc790 \uc911\uc2ec\uc758 \uc694\uad6c\uc0ac\ud56d\uc744 '\uc77c\ubc18\uc801\uc778' \uc0ac\uc6a9\uc790 \uc5ed\ud560\uc5d0 \uc5f0\uacb0\ud568\uc73c\ub85c\uc368 XAI\ub294 \uac01 \uc0ac\uc6a9\uc790\uc758 \uc694\uad6c\uc0ac\ud56d\uc744 \ud574\uacb0\ud558\ub294 \ub370 \uc0ac\uc6a9\ub418\ub294 \ubc29\ubc95\uacfc \uae30\uc220\uc744 \uac1c\uad04\uc801\uc73c\ub85c \uc124\uba85\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\ub2e4\uc74c\uc73c\ub85c \uc124\uba85 \uac00\ub2a5\ud55c AI\uc5d0 \uc0ac\uc6a9\ub418\ub294 \uc77c\ubc18\uc801\uc778 \ub3c4\uad6c\uc640 \ud504\ub808\uc784\uc6cc\ud06c\uc5d0 \ub300\ud574 \uc54c\uc544\ubcf4\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Explainable_AI_%E2%80%93_Tools_and_Frameworks\"><\/span>\uc124\uba85 \uac00\ub2a5\ud55c AI - \ub3c4\uad6c \ubc0f \ud504\ub808\uc784\uc6cc\ud06c<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\ucd5c\uadfc AI \uc5f0\uad6c\uc790\ub4e4\uc740 \uc124\uba85 \uac00\ub2a5\ud55c AI\ub97c \ucd09\uc9c4\ud558\uae30 \uc704\ud55c \ub2e4\uc591\ud55c \ub3c4\uad6c\uc640 \ud504\ub808\uc784\uc6cc\ud06c\ub97c \uac1c\ubc1c\ud574 \uc654\uc2b5\ub2c8\ub2e4. \uc778\uae30 \uc788\ub294 \uba87 \uac00\uc9c0\ub97c \uc18c\uac1c\ud569\ub2c8\ub2e4:<\/p>\n<p><strong>What-If:<\/strong> TensorFlow \ud300\uc5d0\uc11c \uac1c\ubc1c\ud55c What-If\ub294 \uc2dc\uac01\uc801 \ub300\ud654\ud615 \ub3c4\uad6c\ub85c, TensorFlow AI \ubaa8\ub378\uc758 \uacb0\uacfc\ub97c \uc774\ud574\ud558\ub294 \ub370 \uc0ac\uc6a9\ub429\ub2c8\ub2e4. \uc774 \ub3c4\uad6c\ub97c \uc0ac\uc6a9\ud558\uba74 \ubc30\ud3ec\ub41c AI \ubaa8\ub378\uc758 \uc131\ub2a5\uacfc \ud568\uaed8 \ub370\uc774\ud130 \uc138\ud2b8\ub97c \uc27d\uac8c \uc2dc\uac01\ud654\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p><strong>LIME:<\/strong> \ub85c\uceec \ud574\uc11d \uac00\ub2a5\ud55c \ubaa8\ub378 \ubd88\uac00\uc9c0\ub860\uc801 \uc124\uba85\uc758 \uc904\uc784\ub9d0\uc778 LIME \ub3c4\uad6c\ub294 \uc6cc\uc2f1\ud134 \ub300\ud559\uad50 \uc5f0\uad6c\ud300\uc5d0\uc11c \uac1c\ubc1c\ud588\uc2b5\ub2c8\ub2e4. LIME\uc740 \uc54c\uace0\ub9ac\uc998 \ub0b4\uc5d0\uc11c '\ubb34\uc2a8 \uc77c\uc774 \uc77c\uc5b4\ub098\uace0 \uc788\ub294\uc9c0'\uc5d0 \ub300\ud55c \uac00\uc2dc\uc131\uc744 \ub192\uc5ec\uc90d\ub2c8\ub2e4. \ub610\ud55c, LIME\uc740 \ubaa8\ub4e0 \ubaa8\ub378\uc758 \uc608\uce21\uc744 \uc124\uba85\ud560 \uc218 \uc788\ub294 \ud655\uc7a5 \uac00\ub2a5\ud55c \ubaa8\ub4c8\uc2dd \ubc29\ubc95\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/p>\n<p><strong>AIX360:<\/strong> IBM\uc5d0\uc11c \uac1c\ubc1c\ud55c AI Explainability 360(\ub610\ub294 AIX 360)\uc740 \ub370\uc774\ud130 \uc138\ud2b8\uc640 \uba38\uc2e0 \ub7ec\ub2dd \ubaa8\ub378\uc744 \uc124\uba85\ud558\uace0 \ud574\uc11d\ud558\ub294 \ub370 \uc0ac\uc6a9\ub418\ub294 \uc624\ud508 \uc18c\uc2a4 \ub77c\uc774\ube0c\ub7ec\ub9ac\uc785\ub2c8\ub2e4. Python \ud328\ud0a4\uc9c0\ub85c \ucd9c\uc2dc\ub41c AIX360\uc5d0\ub294 \uba54\ud2b8\ub9ad\uacfc \ud568\uaed8 \ub2e4\uc591\ud55c \uc124\uba85\uc744 \ub2e4\ub8e8\ub294 \uc644\uc804\ud55c \uc54c\uace0\ub9ac\uc998 \uc138\ud2b8\uac00 \ud3ec\ud568\ub418\uc5b4 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<p><strong>SHAP:<\/strong> \uc0e4\ud50c\ub9ac \ubd80\uac00 \uc124\uba85\uc758 \uc904\uc784\ub9d0\uc778 SHAP\uc740 \ubaa8\ub4e0 \uba38\uc2e0\ub7ec\ub2dd \ubaa8\ub378\uc758 \uacb0\uacfc\ub97c \uc124\uba85\ud558\uae30 \uc704\ud55c \uac8c\uc784 \uae30\ubc18 \uc774\ub860\uc801 \uc811\uadfc \ubc29\uc2dd\uc785\ub2c8\ub2e4. SHAP\uc740 \uac8c\uc784 \uc774\ub860\uc758 \uc0e4\ud50c\ub9ac \uac12\uc744 \uc0ac\uc6a9\ud558\uc5ec \ucd5c\uc801\uc758 \uc2e0\uc6a9 \ud560\ub2f9\uc744 \ub85c\uceec \uc124\uba85\uacfc \uc5f0\uacb0\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. SHAP\uc740 PyPI \ub610\ub294 Conda Forge\ub97c \uc0ac\uc6a9\ud558\uc5ec \uc27d\uac8c \uc124\uce58\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Conclusion\"><\/span>\uacb0\ub860<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\uc870\uc9c1\uc740 AI \ubaa8\ub2c8\ud130\ub9c1\uc744 \ud1b5\ud574 AI \uae30\ubc18 \uc758\uc0ac \uacb0\uc815 \ud504\ub85c\uc138\uc2a4\ub97c \uc644\ubcbd\ud558\uac8c \uc774\ud574\ud574\uc57c \ud569\ub2c8\ub2e4. \uc124\uba85 \uac00\ub2a5\ud55c AI\ub97c \ud1b5\ud574 \uc870\uc9c1\uc740 \ubc30\ud3ec\ub41c ML \uc54c\uace0\ub9ac\uc998\uacfc \uc2ec\uce35 \uc2e0\uacbd\ub9dd\uc744 \uc27d\uac8c \uc124\uba85\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub294 AI \ubc0f ML \uae30\uc220\uc758 \uc0dd\uc0b0\uc801\uc778 \uc0ac\uc6a9\uacfc \ud568\uaed8 \ube44\uc988\ub2c8\uc2a4 \uc2e0\ub8b0\ub97c \uad6c\ucd95\ud558\ub294 \ub370 \ud6a8\uacfc\uc801\uc73c\ub85c \ub3c4\uc6c0\uc774 \ub429\ub2c8\ub2e4.<\/p>","protected":false},"excerpt":{"rendered":"<p>What is Explainable AI? As deep learning technologies like Artificial Intelligence (AI) and Machine learning (ML) advance, we are being challenged to understand the outputs produced by computer algorithms. For example, how did ML algorithms produce a particular result? Explainable AI (or XAI) covers the processes and tools that enable human users to comprehend the [&hellip;]<\/p>\n","protected":false},"author":1003,"featured_media":4821,"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-4820","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 Explainable AI? - Skim AI<\/title>\n<meta name=\"description\" content=\"Explainable AI (or XAI) covers the processes and tools that enable human users to comprehend the outputs generated by ML algorithms.\" \/>\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\/ko\/\ube14\ub85c\uadf8-\uc124\uba85-\uac00\ub2a5\ud55c-ai\ub780-\ubb34\uc5c7\uc778\uac00\uc694\/\" \/>\n<meta property=\"og:locale\" content=\"ko_KR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"What is Explainable AI? - Skim AI\" \/>\n<meta property=\"og:description\" content=\"Explainable AI (or XAI) covers the processes and tools that enable human users to comprehend the outputs generated by ML algorithms.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/skimai.com\/ko\/\ube14\ub85c\uadf8-\uc124\uba85-\uac00\ub2a5\ud55c-ai\ub780-\ubb34\uc5c7\uc778\uac00\uc694\/\" \/>\n<meta property=\"og:site_name\" content=\"Skim AI\" \/>\n<meta property=\"article:published_time\" content=\"2022-12-08T00:29:23+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2024-04-29T22:27:40+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/skimai.com\/wp-content\/uploads\/2022\/12\/cover8.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"960\" \/>\n\t<meta property=\"og:image:height\" content=\"640\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"Greggory Elias\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\uae00\uc4f4\uc774\" \/>\n\t<meta name=\"twitter:data1\" content=\"Greggory Elias\" \/>\n\t<meta name=\"twitter:label2\" content=\"\uc608\uc0c1 \ub418\ub294 \ud310\ub3c5 \uc2dc\uac04\" \/>\n\t<meta name=\"twitter:data2\" content=\"4\ubd84\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/skimai.com\/blog-what-is-explainable-ai\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/skimai.com\/blog-what-is-explainable-ai\/\"},\"author\":{\"name\":\"Greggory Elias\",\"@id\":\"https:\/\/skimai.com\/uk\/#\/schema\/person\/7a883b4a2d2ea22040f42a7975eb86c6\"},\"headline\":\"What is Explainable AI?\",\"datePublished\":\"2022-12-08T00:29:23+00:00\",\"dateModified\":\"2024-04-29T22:27:40+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/skimai.com\/blog-what-is-explainable-ai\/\"},\"wordCount\":784,\"publisher\":{\"@id\":\"https:\/\/skimai.com\/uk\/#organization\"},\"image\":{\"@id\":\"https:\/\/skimai.com\/blog-what-is-explainable-ai\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/skimai.com\/wp-content\/uploads\/2022\/12\/cover8.jpg\",\"articleSection\":[\"Enterprise AI\"],\"inLanguage\":\"ko-KR\"},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/skimai.com\/blog-what-is-explainable-ai\/\",\"url\":\"https:\/\/skimai.com\/blog-what-is-explainable-ai\/\",\"name\":\"What is Explainable AI? - Skim AI\",\"isPartOf\":{\"@id\":\"https:\/\/skimai.com\/uk\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/skimai.com\/blog-what-is-explainable-ai\/#primaryimage\"},\"image\":{\"@id\":\"https:\/\/skimai.com\/blog-what-is-explainable-ai\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/skimai.com\/wp-content\/uploads\/2022\/12\/cover8.jpg\",\"datePublished\":\"2022-12-08T00:29:23+00:00\",\"dateModified\":\"2024-04-29T22:27:40+00:00\",\"description\":\"Explainable AI (or XAI) covers the processes and tools that enable human users to comprehend the outputs generated by ML algorithms.\",\"breadcrumb\":{\"@id\":\"https:\/\/skimai.com\/blog-what-is-explainable-ai\/#breadcrumb\"},\"inLanguage\":\"ko-KR\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/skimai.com\/blog-what-is-explainable-ai\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"ko-KR\",\"@id\":\"https:\/\/skimai.com\/blog-what-is-explainable-ai\/#primaryimage\",\"url\":\"https:\/\/skimai.com\/wp-content\/uploads\/2022\/12\/cover8.jpg\",\"contentUrl\":\"https:\/\/skimai.com\/wp-content\/uploads\/2022\/12\/cover8.jpg\",\"width\":960,\"height\":640,\"caption\":\"cover8\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/skimai.com\/blog-what-is-explainable-ai\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\/\/skimai.com\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"What is Explainable AI?\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/skimai.com\/uk\/#website\",\"url\":\"https:\/\/skimai.com\/uk\/\",\"name\":\"Skim AI\",\"description\":\"The AI Agent Workforce Platform\",\"publisher\":{\"@id\":\"https:\/\/skimai.com\/uk\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/skimai.com\/uk\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"ko-KR\"},{\"@type\":\"Organization\",\"@id\":\"https:\/\/skimai.com\/uk\/#organization\",\"name\":\"Skim AI\",\"url\":\"https:\/\/skimai.com\/uk\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"ko-KR\",\"@id\":\"https:\/\/skimai.com\/uk\/#\/schema\/logo\/image\/\",\"url\":\"http:\/\/skimai.com\/wp-content\/uploads\/2020\/07\/SKIM-AI-Header-Logo.png\",\"contentUrl\":\"http:\/\/skimai.com\/wp-content\/uploads\/2020\/07\/SKIM-AI-Header-Logo.png\",\"width\":194,\"height\":58,\"caption\":\"Skim AI\"},\"image\":{\"@id\":\"https:\/\/skimai.com\/uk\/#\/schema\/logo\/image\/\"},\"sameAs\":[\"https:\/\/www.linkedin.com\/company\/skim-ai\"]},{\"@type\":\"Person\",\"@id\":\"https:\/\/skimai.com\/uk\/#\/schema\/person\/7a883b4a2d2ea22040f42a7975eb86c6\",\"name\":\"Greggory Elias\",\"url\":\"https:\/\/skimai.com\/ko\/author\/gregg\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"\uc124\uba85 \uac00\ub2a5\ud55c AI\ub780 \ubb34\uc5c7\uc778\uac00\uc694? - \uc2a4\ud0a4\ubc0d AI","description":"\uc124\uba85 \uac00\ub2a5\ud55c AI(\ub610\ub294 XAI)\ub294 \uc778\uac04 \uc0ac\uc6a9\uc790\uac00 ML \uc54c\uace0\ub9ac\uc998\uc774 \uc0dd\uc131\ud55c \uacb0\uacfc\ubb3c\uc744 \uc774\ud574\ud560 \uc218 \uc788\ub3c4\ub85d \ud558\ub294 \ud504\ub85c\uc138\uc2a4\uc640 \ub3c4\uad6c\ub97c \ub2e4\ub8f9\ub2c8\ub2e4.","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/skimai.com\/ko\/\ube14\ub85c\uadf8-\uc124\uba85-\uac00\ub2a5\ud55c-ai\ub780-\ubb34\uc5c7\uc778\uac00\uc694\/","og_locale":"ko_KR","og_type":"article","og_title":"What is Explainable AI? - Skim AI","og_description":"Explainable AI (or XAI) covers the processes and tools that enable human users to comprehend the outputs generated by ML algorithms.","og_url":"https:\/\/skimai.com\/ko\/\ube14\ub85c\uadf8-\uc124\uba85-\uac00\ub2a5\ud55c-ai\ub780-\ubb34\uc5c7\uc778\uac00\uc694\/","og_site_name":"Skim AI","article_published_time":"2022-12-08T00:29:23+00:00","article_modified_time":"2024-04-29T22:27:40+00:00","og_image":[{"width":960,"height":640,"url":"https:\/\/skimai.com\/wp-content\/uploads\/2022\/12\/cover8.jpg","type":"image\/jpeg"}],"author":"Greggory Elias","twitter_card":"summary_large_image","twitter_misc":{"\uae00\uc4f4\uc774":"Greggory Elias","\uc608\uc0c1 \ub418\ub294 \ud310\ub3c5 \uc2dc\uac04":"4\ubd84"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/skimai.com\/blog-what-is-explainable-ai\/#article","isPartOf":{"@id":"https:\/\/skimai.com\/blog-what-is-explainable-ai\/"},"author":{"name":"Greggory Elias","@id":"https:\/\/skimai.com\/uk\/#\/schema\/person\/7a883b4a2d2ea22040f42a7975eb86c6"},"headline":"What is Explainable AI?","datePublished":"2022-12-08T00:29:23+00:00","dateModified":"2024-04-29T22:27:40+00:00","mainEntityOfPage":{"@id":"https:\/\/skimai.com\/blog-what-is-explainable-ai\/"},"wordCount":784,"publisher":{"@id":"https:\/\/skimai.com\/uk\/#organization"},"image":{"@id":"https:\/\/skimai.com\/blog-what-is-explainable-ai\/#primaryimage"},"thumbnailUrl":"https:\/\/skimai.com\/wp-content\/uploads\/2022\/12\/cover8.jpg","articleSection":["Enterprise AI"],"inLanguage":"ko-KR"},{"@type":"WebPage","@id":"https:\/\/skimai.com\/blog-what-is-explainable-ai\/","url":"https:\/\/skimai.com\/blog-what-is-explainable-ai\/","name":"\uc124\uba85 \uac00\ub2a5\ud55c AI\ub780 \ubb34\uc5c7\uc778\uac00\uc694? - \uc2a4\ud0a4\ubc0d AI","isPartOf":{"@id":"https:\/\/skimai.com\/uk\/#website"},"primaryImageOfPage":{"@id":"https:\/\/skimai.com\/blog-what-is-explainable-ai\/#primaryimage"},"image":{"@id":"https:\/\/skimai.com\/blog-what-is-explainable-ai\/#primaryimage"},"thumbnailUrl":"https:\/\/skimai.com\/wp-content\/uploads\/2022\/12\/cover8.jpg","datePublished":"2022-12-08T00:29:23+00:00","dateModified":"2024-04-29T22:27:40+00:00","description":"\uc124\uba85 \uac00\ub2a5\ud55c AI(\ub610\ub294 XAI)\ub294 \uc778\uac04 \uc0ac\uc6a9\uc790\uac00 ML \uc54c\uace0\ub9ac\uc998\uc774 \uc0dd\uc131\ud55c \uacb0\uacfc\ubb3c\uc744 \uc774\ud574\ud560 \uc218 \uc788\ub3c4\ub85d \ud558\ub294 \ud504\ub85c\uc138\uc2a4\uc640 \ub3c4\uad6c\ub97c \ub2e4\ub8f9\ub2c8\ub2e4.","breadcrumb":{"@id":"https:\/\/skimai.com\/blog-what-is-explainable-ai\/#breadcrumb"},"inLanguage":"ko-KR","potentialAction":[{"@type":"ReadAction","target":["https:\/\/skimai.com\/blog-what-is-explainable-ai\/"]}]},{"@type":"ImageObject","inLanguage":"ko-KR","@id":"https:\/\/skimai.com\/blog-what-is-explainable-ai\/#primaryimage","url":"https:\/\/skimai.com\/wp-content\/uploads\/2022\/12\/cover8.jpg","contentUrl":"https:\/\/skimai.com\/wp-content\/uploads\/2022\/12\/cover8.jpg","width":960,"height":640,"caption":"cover8"},{"@type":"BreadcrumbList","@id":"https:\/\/skimai.com\/blog-what-is-explainable-ai\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/skimai.com\/"},{"@type":"ListItem","position":2,"name":"What is Explainable AI?"}]},{"@type":"WebSite","@id":"https:\/\/skimai.com\/uk\/#website","url":"https:\/\/skimai.com\/uk\/","name":"\uc2a4\ud0a4\ubc0d AI","description":"AI \uc0c1\ub2f4\uc6d0 \uc6cc\ud06c\ud3ec\uc2a4 \ud50c\ub7ab\ud3fc","publisher":{"@id":"https:\/\/skimai.com\/uk\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/skimai.com\/uk\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"ko-KR"},{"@type":"Organization","@id":"https:\/\/skimai.com\/uk\/#organization","name":"\uc2a4\ud0a4\ubc0d AI","url":"https:\/\/skimai.com\/uk\/","logo":{"@type":"ImageObject","inLanguage":"ko-KR","@id":"https:\/\/skimai.com\/uk\/#\/schema\/logo\/image\/","url":"http:\/\/skimai.com\/wp-content\/uploads\/2020\/07\/SKIM-AI-Header-Logo.png","contentUrl":"http:\/\/skimai.com\/wp-content\/uploads\/2020\/07\/SKIM-AI-Header-Logo.png","width":194,"height":58,"caption":"Skim AI"},"image":{"@id":"https:\/\/skimai.com\/uk\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/www.linkedin.com\/company\/skim-ai"]},{"@type":"Person","@id":"https:\/\/skimai.com\/uk\/#\/schema\/person\/7a883b4a2d2ea22040f42a7975eb86c6","name":"\uadf8\ub808\uace0\ub9ac \uc5d8\ub9ac\uc544\uc2a4","url":"https:\/\/skimai.com\/ko\/author\/gregg\/"}]}},"_links":{"self":[{"href":"https:\/\/skimai.com\/ko\/wp-json\/wp\/v2\/posts\/4820","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/skimai.com\/ko\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/skimai.com\/ko\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/skimai.com\/ko\/wp-json\/wp\/v2\/users\/1003"}],"replies":[{"embeddable":true,"href":"https:\/\/skimai.com\/ko\/wp-json\/wp\/v2\/comments?post=4820"}],"version-history":[{"count":0,"href":"https:\/\/skimai.com\/ko\/wp-json\/wp\/v2\/posts\/4820\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/skimai.com\/ko\/wp-json\/wp\/v2\/media\/4821"}],"wp:attachment":[{"href":"https:\/\/skimai.com\/ko\/wp-json\/wp\/v2\/media?parent=4820"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/skimai.com\/ko\/wp-json\/wp\/v2\/categories?post=4820"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/skimai.com\/ko\/wp-json\/wp\/v2\/tags?post=4820"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}