{"id":27403,"date":"2025-05-07T15:09:32","date_gmt":"2025-05-07T08:09:32","guid":{"rendered":"https:\/\/hitek.com.vn\/?p=27403"},"modified":"2025-05-07T15:09:32","modified_gmt":"2025-05-07T08:09:32","slug":"explainable-ai","status":"publish","type":"post","link":"https:\/\/hitek.com.vn\/ko\/blog-ko\/explainable-ai\/","title":{"rendered":"\uc124\uba85 \uac00\ub2a5\ud55c AI\ub780 \ubb34\uc5c7\uc778\uac00\uc694?"},"content":{"rendered":"<p>\uc778\uacf5\uc9c0\ub2a5(AI)\uc740 \uc774\ubbf8 \uc6b0\ub9ac \uc0b6 \uae4a\uc219\uc774 \uc790\ub9ac \uc7a1\uc558\uc2b5\ub2c8\ub2e4. \ud558\uc9c0\ub9cc AI\uac00 \ub0b4\ub9b0 \uacb0\uc815\uc744 \uc774\ud574\ud558\uae30 \uc5b4\ub835\ub2e4\uba74? \uc608\ub97c \ub4e4\uc5b4, \ub300\ucd9c \uc2b9\uc778\uc774\ub098 \uc758\ub8cc \uc9c4\ub2e8\uc5d0\uc11c AI\uac00 \ud2b9\uc815 \uacb0\ub860\uc744 \ub0b4\ub838\uc744 \ub54c, \uadf8 \uc774\uc720\ub97c \uba85\ud655\ud788 \uc124\uba85\ud560 \uc218 \uc788\uc5b4\uc57c \uc2e0\ub8b0\uac00 \uc0dd\uae41\ub2c8\ub2e4. \uc774\ub54c \ud544\uc694\ud55c \uac1c\ub150\uc774 \ubc14\ub85c <strong>&#8220;\uc124\uba85 \uac00\ub2a5\ud55c AI(Explainable AI, XAI)&#8221;<\/strong>\uc785\ub2c8\ub2e4.<\/p>\n<p>\uc774 \uae00\uc5d0\uc11c\ub294 \uc124\uba85 \uac00\ub2a5\ud55c AI\uc758 \uc815\uc758, \uc65c \ud544\uc694\ud55c\uc9c0, \uadf8\ub9ac\uace0 \uc2e4\uc81c \uc801\uc6a9 \uc0ac\ub840\uae4c\uc9c0 \uc790\uc138\ud788 \uc54c\uc544\ubcf4\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n<hr \/>\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_80 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 ez-toc-toggle\" style=\"cursor:pointer\">Contents<\/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;\">Toggle<\/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-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/hitek.com.vn\/ko\/blog-ko\/explainable-ai\/#1_%EC%84%A4%EB%AA%85_%EA%B0%80%EB%8A%A5%ED%95%9C_AIXAI%EC%9D%98_%EA%B8%B0%EB%B3%B8_%EA%B0%9C%EB%85%90\" >1. \uc124\uba85 \uac00\ub2a5\ud55c AI(XAI)\uc758 \uae30\ubcf8 \uac1c\ub150<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/hitek.com.vn\/ko\/blog-ko\/explainable-ai\/#XAI%EC%9D%98_%EC%A3%BC%EC%9A%94_%EB%AA%A9%EC%A0%81\" >XAI\uc758 \uc8fc\uc694 \ubaa9\uc801<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/hitek.com.vn\/ko\/blog-ko\/explainable-ai\/#2_%EC%84%A4%EB%AA%85_%EA%B0%80%EB%8A%A5%ED%95%9C_AI%EA%B0%80_%EC%99%9C_%EC%A4%91%EC%9A%94%ED%95%9C%EA%B0%80\" >2. \uc124\uba85 \uac00\ub2a5\ud55c AI\uac00 \uc65c \uc911\uc694\ud55c\uac00?<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/hitek.com.vn\/ko\/blog-ko\/explainable-ai\/#1_%EC%9D%98%EB%A3%8C_%EB%B6%84%EC%95%BC_AI%EC%9D%98_%EC%A7%84%EB%8B%A8%EC%9D%84_%EB%AF%BF%EC%9D%84_%EC%88%98_%EC%9E%88%EC%9D%84%EA%B9%8C\" >(1) \uc758\ub8cc \ubd84\uc57c: AI\uc758 \uc9c4\ub2e8\uc744 \ubbff\uc744 \uc218 \uc788\uc744\uae4c?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/hitek.com.vn\/ko\/blog-ko\/explainable-ai\/#2_%EA%B8%88%EC%9C%B5_%EB%B6%84%EC%95%BC_%EB%8C%80%EC%B6%9C_%EC%8B%AC%EC%82%AC%EC%9D%98_%EA%B3%B5%EC%A0%95%EC%84%B1\" >(2) \uae08\uc735 \ubd84\uc57c: \ub300\ucd9c \uc2ec\uc0ac\uc758 \uacf5\uc815\uc131<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/hitek.com.vn\/ko\/blog-ko\/explainable-ai\/#3_%EC%9E%90%EC%9C%A8_%EC%A3%BC%ED%96%89_%EC%82%AC%EA%B3%A0_%EC%9B%90%EC%9D%B8_%EB%B6%84%EC%84%9D\" >(3) \uc790\uc728 \uc8fc\ud589: \uc0ac\uace0 \uc6d0\uc778 \ubd84\uc11d<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/hitek.com.vn\/ko\/blog-ko\/explainable-ai\/#3_%EC%84%A4%EB%AA%85_%EA%B0%80%EB%8A%A5%ED%95%9C_AI%EC%9D%98_%EC%A3%BC%EC%9A%94_%EA%B8%B0%EB%B2%95\" >3. \uc124\uba85 \uac00\ub2a5\ud55c AI\uc758 \uc8fc\uc694 \uae30\ubc95<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/hitek.com.vn\/ko\/blog-ko\/explainable-ai\/#4_%EC%84%A4%EB%AA%85_%EA%B0%80%EB%8A%A5%ED%95%9C_AI%EC%9D%98_%ED%95%9C%EA%B3%84%EC%99%80_%EB%AF%B8%EB%9E%98\" >4. \uc124\uba85 \uac00\ub2a5\ud55c AI\uc758 \ud55c\uacc4\uc640 \ubbf8\ub798<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/hitek.com.vn\/ko\/blog-ko\/explainable-ai\/#1_%EC%A0%95%ED%99%95%EC%84%B1_vs_%EC%84%A4%EB%AA%85_%EA%B0%80%EB%8A%A5%EC%84%B1%EC%9D%98_Trade-off\" >(1) \uc815\ud655\uc131 vs. \uc124\uba85 \uac00\ub2a5\uc131\uc758 Trade-off<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/hitek.com.vn\/ko\/blog-ko\/explainable-ai\/#2_%E2%80%9C%EC%84%A4%EB%AA%85%E2%80%9D_%EC%9E%90%EC%B2%B4%EC%9D%98_%EC%A3%BC%EA%B4%80%EC%84%B1\" >(2) &#8220;\uc124\uba85&#8221; \uc790\uccb4\uc758 \uc8fc\uad00\uc131<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/hitek.com.vn\/ko\/blog-ko\/explainable-ai\/#3_%EA%B7%9C%EC%A0%9C%EC%99%80_%ED%91%9C%EC%A4%80%ED%99%94%EC%9D%98_%ED%95%84%EC%9A%94%EC%84%B1\" >(3) \uaddc\uc81c\uc640 \ud45c\uc900\ud654\uc758 \ud544\uc694\uc131<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/hitek.com.vn\/ko\/blog-ko\/explainable-ai\/#5_%EA%B2%B0%EB%A1%A0_%EC%84%A4%EB%AA%85_%EA%B0%80%EB%8A%A5%ED%95%9C_AI%EB%8A%94_AI_%EC%8B%A0%EB%A2%B0%EC%9D%98_%ED%95%B5%EC%8B%AC\" >5. \uacb0\ub860: \uc124\uba85 \uac00\ub2a5\ud55c AI\ub294 AI \uc2e0\ub8b0\uc758 \ud575\uc2ec<\/a><\/li><\/ul><\/nav><\/div>\n<h2 id=\"-1-ai-xai-\"><span class=\"ez-toc-section\" id=\"1_%EC%84%A4%EB%AA%85_%EA%B0%80%EB%8A%A5%ED%95%9C_AIXAI%EC%9D%98_%EA%B8%B0%EB%B3%B8_%EA%B0%9C%EB%85%90\"><\/span><strong>1. \uc124\uba85 \uac00\ub2a5\ud55c AI(XAI)\uc758 \uae30\ubcf8 \uac1c\ub150<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><strong>\uc124\uba85 \uac00\ub2a5\ud55c AI<\/strong>\ub294 \uc778\uacf5\uc9c0\ub2a5\uc758 \uc758\uc0ac \uacb0\uc815 \uacfc\uc815\uc744 \uc778\uac04\uc774 \uc774\ud574\ud560 \uc218 \uc788\ub3c4\ub85d \ud22c\uba85\ud558\uac8c \ubcf4\uc5ec\uc8fc\ub294 \uae30\uc220\uc785\ub2c8\ub2e4. \uc77c\ubc18\uc801\uc778 AI \ubaa8\ub378(\ud2b9\ud788 \ub525\ub7ec\ub2dd)\uc740 \ubcf5\uc7a1\ud55c \uacc4\uc0b0\uc744 \uac70\uccd0 \uacb0\uacfc\ub97c \ub3c4\ucd9c\ud558\uc9c0\ub9cc, \uadf8 \uacfc\uc815\uc774 &#8220;\ube14\ub799\ubc15\uc2a4&#8221;\ucc98\ub7fc \ubcf4\uc77c \ub54c\uac00 \ub9ce\uc2b5\ub2c8\ub2e4. XAI\ub294 \uc774 \ube14\ub799\ubc15\uc2a4\ub97c \uc5f4\uc5b4, <strong>&#8220;\uc65c \uc774\ub7f0 \uacb0\uacfc\uac00 \ub098\uc654\ub294\uc9c0?&#8221;<\/strong>\ub97c \uba85\ud655\ud788 \uc124\uba85\ud569\ub2c8\ub2e4.<\/p>\n<h3 id=\"-xai-\"><span class=\"ez-toc-section\" id=\"XAI%EC%9D%98_%EC%A3%BC%EC%9A%94_%EB%AA%A9%EC%A0%81\"><\/span><strong>XAI\uc758 \uc8fc\uc694 \ubaa9\uc801<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li><strong>\ud22c\uba85\uc131(Transparency)<\/strong>: AI\uc758 \ud310\ub2e8 \uadfc\uac70\ub97c \ud655\uc778\ud560 \uc218 \uc788\uc5b4\uc57c \ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\ucc45\uc784\uc131(Accountability)<\/strong>: \uc798\ubabb\ub41c \uacb0\uc815\uc774 \uc788\uc744 \ub54c, \ubb38\uc81c\uc758 \uc6d0\uc778\uc744 \ucd94\uc801\ud560 \uc218 \uc788\uc5b4\uc57c \ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\uc2e0\ub8b0\uc131(Trust)<\/strong>: \uc758\ub8cc, \uae08\uc735, \ubc95\ub960 \ub4f1 \uc911\uc694\ud55c \ubd84\uc57c\uc5d0\uc11c AI\ub97c \uc2e0\ub8b0\ud558\uace0 \ud65c\uc6a9\ud558\uae30 \uc704\ud574 \ud544\uc694\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n<p>\uc608\ub97c \ub4e4\uc5b4, <a href=\"https:\/\/gdpr-info.eu\/\" target=\"_blank\" rel=\"noopener\">EU\uc758 GDPR(\uc77c\ubc18 \ub370\uc774\ud130 \ubcf4\ud638 \uaddc\uc815)<\/a>\uc5d0\uc11c\ub294 AI \uc2dc\uc2a4\ud15c\uc774 \uc790\ub3d9\ud654\ub41c \uacb0\uc815\uc744 \ub0b4\ub9b4 \ub54c \uadf8 \uc774\uc720\ub97c \uc124\uba85\ud560 \uac83\uc744 \uc694\uad6c\ud569\ub2c8\ub2e4.<\/p>\n<hr \/>\n<h2 id=\"-2-ai-\"><span class=\"ez-toc-section\" id=\"2_%EC%84%A4%EB%AA%85_%EA%B0%80%EB%8A%A5%ED%95%9C_AI%EA%B0%80_%EC%99%9C_%EC%A4%91%EC%9A%94%ED%95%9C%EA%B0%80\"><\/span><strong>2. \uc124\uba85 \uac00\ub2a5\ud55c AI\uac00 \uc65c \uc911\uc694\ud55c\uac00?<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>AI\uac00 \uc810\uc810 \ub354 \ubcf5\uc7a1\ud574\uc9c0\uba74\uc11c, \uc124\uba85 \uac00\ub2a5\uc131\uc740 \ud544\uc218 \uc694\uc18c\uac00 \ub418\uc5c8\uc2b5\ub2c8\ub2e4. \ub2e4\uc74c \uc0ac\ub840\ub97c \ubcf4\uba74 \uadf8 \uc911\uc694\uc131\uc744 \uc54c \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h3 id=\"-1-ai-\"><span class=\"ez-toc-section\" id=\"1_%EC%9D%98%EB%A3%8C_%EB%B6%84%EC%95%BC_AI%EC%9D%98_%EC%A7%84%EB%8B%A8%EC%9D%84_%EB%AF%BF%EC%9D%84_%EC%88%98_%EC%9E%88%EC%9D%84%EA%B9%8C\"><\/span><strong>(1) \uc758\ub8cc \ubd84\uc57c: AI\uc758 \uc9c4\ub2e8\uc744 \ubbff\uc744 \uc218 \uc788\uc744\uae4c?<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\uc758\ub8cc AI\ub294 \ud3d0\uc554\uc774\ub098 \uc548\uad6c \uc9c8\ud658\uc744 \uc9c4\ub2e8\ud558\ub294 \ub370 \ub6f0\uc5b4\ub09c \uc131\ub2a5\uc744 \ubcf4\uc774\uc9c0\ub9cc, \uc758\uc0ac\ub4e4\uc740 <strong>&#8220;\uc65c \uc774\ub807\uac8c \ud310\ub2e8\ud588\ub294\uc9c0?&#8221;<\/strong>\ub97c \uc54c\uc544\uc57c \uc2e0\ub8b0\ud558\uace0 \ud65c\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. XAI\ub294 AI\uac00 \ud2b9\uc815 \ubcd1\ubcc0\uc744 \uc554\uc73c\ub85c \ud310\ub2e8\ud55c \uc774\uc720\ub97c \uc2dc\uac01\ud654\ud574 \uc758\uc0ac\uc5d0\uac8c \uc81c\uc2dc\ud569\ub2c8\ub2e4.<\/p>\n<h3 id=\"-2-\"><span class=\"ez-toc-section\" id=\"2_%EA%B8%88%EC%9C%B5_%EB%B6%84%EC%95%BC_%EB%8C%80%EC%B6%9C_%EC%8B%AC%EC%82%AC%EC%9D%98_%EA%B3%B5%EC%A0%95%EC%84%B1\"><\/span><strong>(2) \uae08\uc735 \ubd84\uc57c: \ub300\ucd9c \uc2ec\uc0ac\uc758 \uacf5\uc815\uc131<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>AI\uac00 \ub300\ucd9c \uc2b9\uc778 \uc5ec\ubd80\ub97c \uacb0\uc815\ud560 \ub54c, \ud2b9\uc815 \uc778\uc885\uc774\ub098 \uc131\ubcc4\uc5d0 \ud3b8\ud5a5\ub41c \uacb0\uacfc\ub97c \ub0b4\ub193\uc744 \uc218 \uc788\uc2b5\ub2c8\ub2e4. XAI\ub294 \uc774\ub7ec\ud55c <strong>\ud3b8\ud5a5(Bias)<\/strong>\uc744 \ucc3e\uc544\ub0b4\uace0, \uc5b4\ub5a4 \uc694\uc18c\uac00 \uacb0\uc815\uc5d0 \uc601\ud5a5\uc744 \ubbf8\ucce4\ub294\uc9c0 \ubd84\uc11d\ud574 \uacf5\uc815\uc131\uc744 \uac80\uc99d\ud569\ub2c8\ub2e4.<\/p>\n<h3 id=\"-3-\"><span class=\"ez-toc-section\" id=\"3_%EC%9E%90%EC%9C%A8_%EC%A3%BC%ED%96%89_%EC%82%AC%EA%B3%A0_%EC%9B%90%EC%9D%B8_%EB%B6%84%EC%84%9D\"><\/span><strong>(3) \uc790\uc728 \uc8fc\ud589: \uc0ac\uace0 \uc6d0\uc778 \ubd84\uc11d<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\uc790\uc728\uc8fc\ud589\ucc28\uac00 \uc0ac\uace0\ub97c \ub0b8\ub2e4\uba74, \uc5b4\ub5a4 \ud310\ub2e8 \uc624\ub958\uac00 \uc788\uc5c8\ub294\uc9c0 \ud30c\uc545\ud574\uc57c \ud569\ub2c8\ub2e4. XAI\ub294 \ucc28\ub7c9\uc758 \uc13c\uc11c \ub370\uc774\ud130\uc640 AI\uc758 \uacb0\uc815 \uacfc\uc815\uc744 \ubd84\uc11d\ud574 \ubb38\uc81c\uc810\uc744 \uba85\ud655\ud788 \ud569\ub2c8\ub2e4.<\/p>\n<hr \/>\n<h2 id=\"-3-ai-\"><span class=\"ez-toc-section\" id=\"3_%EC%84%A4%EB%AA%85_%EA%B0%80%EB%8A%A5%ED%95%9C_AI%EC%9D%98_%EC%A3%BC%EC%9A%94_%EA%B8%B0%EB%B2%95\"><\/span><strong>3. \uc124\uba85 \uac00\ub2a5\ud55c AI\uc758 \uc8fc\uc694 \uae30\ubc95<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>XAI\ub97c \uad6c\ud604\ud558\ub294 \ubc29\ubc95\uc740 \ub2e4\uc591\ud569\ub2c8\ub2e4. \ub300\ud45c\uc801\uc778 \uae30\ubc95\uc744 \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n<table>\n<thead>\n<tr>\n<th><strong>\uae30\ubc95<\/strong><\/th>\n<th><strong>\uc124\uba85<\/strong><\/th>\n<th><strong>\uc801\uc6a9 \uc608\uc2dc<\/strong><\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><strong>LIME (Local Interpretable Model-agnostic Explanations)<\/strong><\/td>\n<td>\ubcf5\uc7a1\ud55c AI \ubaa8\ub378\uc744 \uc9c0\uc5ed\uc801\uc73c\ub85c \ub2e8\uc21c\ud654\ud574 \uc124\uba85<\/td>\n<td>\uc774\ubbf8\uc9c0 \ubd84\ub958\uc5d0\uc11c \uc5b4\ub5a4 \ud53d\uc140\uc774 \uacb0\uc815\uc5d0 \uc601\ud5a5\uc744 \ubbf8\ucce4\ub294\uc9c0 \ud45c\uc2dc<\/td>\n<\/tr>\n<tr>\n<td><strong>SHAP (SHapley Additive exPlanations)<\/strong><\/td>\n<td>\uac8c\uc784 \uc774\ub860\uc744 \ud65c\uc6a9\ud574 \uac01 \uc785\ub825 \ubcc0\uc218\uc758 \uae30\uc5ec\ub3c4 \uacc4\uc0b0<\/td>\n<td>\uae08\uc735 \ubaa8\ub378\uc5d0\uc11c \uc18c\ub4dd, \uc2e0\uc6a9 \uc810\uc218 \ub4f1\uc774 \ub300\ucd9c \uc2b9\uc778\uc5d0 \ubbf8\uce5c \uc601\ud5a5 \ubd84\uc11d<\/td>\n<\/tr>\n<tr>\n<td><strong>\uc758\uc0ac \uacb0\uc815 \ud2b8\ub9ac (Decision Trees)<\/strong><\/td>\n<td>\uaddc\uce59 \uae30\ubc18 \ubaa8\ub378\ub85c \uc9c1\uad00\uc801\uc778 \uc124\uba85 \uc81c\uacf5<\/td>\n<td>\uace0\uac1d \uc138\ubd84\ud654 \ubc0f \ub9c8\ucf00\ud305 \uc804\ub7b5 \uc218\ub9bd<\/td>\n<\/tr>\n<tr>\n<td><strong>Attention Mechanism<\/strong><\/td>\n<td>\ub525\ub7ec\ub2dd \ubaa8\ub378\uc774 \uc5b4\ub5a4 \ubd80\ubd84\uc5d0 \uc9d1\uc911\ud588\ub294\uc9c0 \uac15\uc870<\/td>\n<td>\uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc5d0\uc11c \uc911\uc694\ud55c \ub2e8\uc5b4\ub97c \ud558\uc774\ub77c\uc774\ud2b8<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\uc774 \uc911 <strong>SHAP<\/strong>\uc640 <strong>LIME<\/strong>\uc740 \uac00\uc7a5 \ub110\ub9ac \uc0ac\uc6a9\ub418\ub294 \ubc29\ubc95\uc73c\ub85c, <a href=\"https:\/\/ai.google\/responsibilities\/explainable-ai\/\" target=\"_blank\" rel=\"noopener\">Google\uc758 AI \uc124\uba85 \uac00\ub2a5\uc131 \uc5f0\uad6c<\/a>\uc5d0\uc11c\ub3c4 \ud65c\uc6a9\ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<hr \/>\n<h2 id=\"-4-ai-\"><span class=\"ez-toc-section\" id=\"4_%EC%84%A4%EB%AA%85_%EA%B0%80%EB%8A%A5%ED%95%9C_AI%EC%9D%98_%ED%95%9C%EA%B3%84%EC%99%80_%EB%AF%B8%EB%9E%98\"><\/span><strong>4. \uc124\uba85 \uac00\ub2a5\ud55c AI\uc758 \ud55c\uacc4\uc640 \ubbf8\ub798<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>XAI\ub294 \uc544\uc9c1 \uc644\ubcbd\ud558\uc9c0 \uc54a\uc2b5\ub2c8\ub2e4. \uba87 \uac00\uc9c0 \ud55c\uacc4\uc810\uacfc \ud574\uacb0 \ubc29\ud5a5\uc744 \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n<h3 id=\"-1-vs-trade-off-\"><span class=\"ez-toc-section\" id=\"1_%EC%A0%95%ED%99%95%EC%84%B1_vs_%EC%84%A4%EB%AA%85_%EA%B0%80%EB%8A%A5%EC%84%B1%EC%9D%98_Trade-off\"><\/span><strong>(1) \uc815\ud655\uc131 vs. \uc124\uba85 \uac00\ub2a5\uc131\uc758 Trade-off<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\uac04\ub2e8\ud55c \ubaa8\ub378(\uc758\uc0ac \uacb0\uc815 \ud2b8\ub9ac)\uc740 \uc124\uba85\ud558\uae30 \uc27d\uc9c0\ub9cc, \uc815\ud655\ub3c4\uac00 \ub0ae\uc744 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ubc18\uba74, \ub525\ub7ec\ub2dd \ubaa8\ub378\uc740 \uc815\ud655\ud558\uc9c0\ub9cc \uc124\uba85\uc774 \uc5b4\ub835\uc8e0. \ub450 \uac00\uc9c0\ub97c \ubaa8\ub450 \ub9cc\uc871\uc2dc\ud0a4\ub294 \uae30\uc220\uc774 \ud544\uc694\ud569\ub2c8\ub2e4.<\/p>\n<h3 id=\"-2-\"><span class=\"ez-toc-section\" id=\"2_%E2%80%9C%EC%84%A4%EB%AA%85%E2%80%9D_%EC%9E%90%EC%B2%B4%EC%9D%98_%EC%A3%BC%EA%B4%80%EC%84%B1\"><\/span><strong>(2) &#8220;\uc124\uba85&#8221; \uc790\uccb4\uc758 \uc8fc\uad00\uc131<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>AI\uc758 \uc124\uba85\uc774 \ucda9\ubd84\ud788 \uba85\ud655\ud55c\uc9c0, \uc0ac\uc6a9\uc790\uac00 \uc774\ud574\ud560 \uc218 \uc788\ub294\uc9c0\ub3c4 \uc911\uc694\ud569\ub2c8\ub2e4. \uc5f0\uad6c\uc5d0 \ub530\ub974\uba74, <a href=\"https:\/\/arxiv.org\/abs\/2002.07631\" target=\"_blank\" rel=\"noopener\">\uc0ac\ub78c\ub9c8\ub2e4 AI \uc124\uba85\uc5d0 \ub300\ud55c \uc774\ud574\ub3c4\uac00 \ub2e4\ub974\uae30 \ub54c\ubb38<\/a>\uc785\ub2c8\ub2e4.<\/p>\n<h3 id=\"-3-\"><span class=\"ez-toc-section\" id=\"3_%EA%B7%9C%EC%A0%9C%EC%99%80_%ED%91%9C%EC%A4%80%ED%99%94%EC%9D%98_%ED%95%84%EC%9A%94%EC%84%B1\"><\/span><strong>(3) \uaddc\uc81c\uc640 \ud45c\uc900\ud654\uc758 \ud544\uc694\uc131<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\uc758\ub8cc, \uae08\uc735, \uad70\uc0ac \ub4f1 \uace0\uc704\ud5d8 \ubd84\uc57c\uc5d0\uc11c\ub294 XAI\uc758 \uae30\uc900\uc774 \ubc95\uc801\uc73c\ub85c \uba85\ud655\ud788 \uc815\ud574\uc838\uc57c \ud569\ub2c8\ub2e4. \ud604\uc7ac <a href=\"https:\/\/www.nist.gov\/\" target=\"_blank\" rel=\"noopener\">\ubbf8\uad6d NIST<\/a>\uc5d0\uc11c\ub294 XAI \ud45c\uc900\uc744 \uac1c\ubc1c \uc911\uc785\ub2c8\ub2e4.<\/p>\n<hr \/>\n<h2 id=\"-5-ai-ai-\"><span class=\"ez-toc-section\" id=\"5_%EA%B2%B0%EB%A1%A0_%EC%84%A4%EB%AA%85_%EA%B0%80%EB%8A%A5%ED%95%9C_AI%EB%8A%94_AI_%EC%8B%A0%EB%A2%B0%EC%9D%98_%ED%95%B5%EC%8B%AC\"><\/span><strong>5. \uacb0\ub860: \uc124\uba85 \uac00\ub2a5\ud55c AI\ub294 AI \uc2e0\ub8b0\uc758 \ud575\uc2ec<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>AI\uac00 \ub354\uc6b1 \ubc1c\uc804\ud560\uc218\ub85d, \uadf8 \ub0b4\ubd80\ub97c \ub4e4\uc5ec\ub2e4\ubcfc \uc218 \uc788\ub294 <strong>\uc124\uba85 \uac00\ub2a5\uc131<\/strong>\uc740 \uc810\uc810 \uc911\uc694\ud574\uc9c8 \uac83\uc785\ub2c8\ub2e4. \ud22c\uba85\ud558\uc9c0 \uc54a\uc740 AI\ub294 \uc624\ub958\ub97c \ubc18\ubcf5\ud560 \uc704\ud5d8\uc774 \uc788\uace0, \uc0ac\ud68c\uc801 \ub17c\ub780\uc744 \uc77c\uc73c\ud0ac \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ubc18\uba74, XAI\ub294 <strong>&#8220;AI\uc758 \uacf5\uc815\uc131, \uc2e0\ub8b0\uc131, \ucc45\uc784\uc131&#8221;<\/strong>\uc744 \ub192\uc5ec \ub354 \uc548\uc804\ud55c \uae30\uc220\ub85c \ubc1c\uc804\uc2dc\ud0a4\ub294 \uc5f4\uc1e0\uac00 \ub429\ub2c8\ub2e4.<\/p>\n<p>\uc5ec\ub7ec\ubd84\uc740 AI\uc758 \uacb0\uc815\uc744 \uc5bc\ub9c8\ub098 \uc2e0\ub8b0\ud558\uc2dc\ub098\uc694? \ub9cc\uc57d AI\uac00 \uc5ec\ub7ec\ubd84\uc758 \uc9c1\uc5c5, \uac74\uac15, \uae08\uc735 \uc0c1\ud669\uc744 \ud310\ub2e8\ud55c\ub2e4\uba74, \uadf8 \uc774\uc720\ub97c \uc54c\uace0 \uc2f6\uc9c0 \uc54a\uc744\uae4c\uc694? \uc124\uba85 \uac00\ub2a5\ud55c AI\ub294 \ub2e8\uc21c\ud55c \uae30\uc220\uc774 \uc544\ub2c8\ub77c, <strong>\uc778\uac04\uacfc AI\uc758 \ud611\ub825\uc744 \uc704\ud55c \ud544\uc218 \uc870\uac74<\/strong>\uc785\ub2c8\ub2e4.<\/p>\n<blockquote><p><strong>\ud83d\udca1 \ub354 \uc54c\uc544\ubcf4\uae30<\/strong><\/p>\n<ul>\n<li><a href=\"https:\/\/cloud.google.com\/explainable-ai\" target=\"_blank\" rel=\"noopener\">Google\uc758 Explainable AI \ud504\ub85c\uc81d\ud2b8<\/a><\/li>\n<li><a href=\"https:\/\/digital-strategy.ec.europa.eu\/en\/policies\/regulatory-framework-ai\" target=\"_blank\" rel=\"noopener\">EU\uc758 AI \uaddc\uc81c \ud504\ub808\uc784\uc6cc\ud06c<\/a><\/li>\n<li><a href=\"https:\/\/www.microsoft.com\/en-us\/ai\/responsible-ai\" target=\"_blank\" rel=\"noopener\">Microsoft\uc758 Responsible AI \uc6d0\uce59<\/a><\/li>\n<\/ul>\n<\/blockquote>\n<p>AI\uc758 \ubbf8\ub798\ub294 <strong>\uc774\ud574\ud560 \uc218 \uc788\uc744 \ub54c<\/strong> \uc9c4\uc815\ud55c \ud601\uc2e0\uc774 \uc77c\uc5b4\ub0a9\ub2c8\ub2e4.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\uc778\uacf5\uc9c0\ub2a5(AI)\uc740 \uc774\ubbf8 \uc6b0\ub9ac \uc0b6 \uae4a\uc219\uc774 \uc790\ub9ac \uc7a1\uc558\uc2b5\ub2c8\ub2e4. \ud558\uc9c0\ub9cc AI\uac00 \ub0b4\ub9b0 \uacb0\uc815\uc744 \uc774\ud574\ud558\uae30 \uc5b4\ub835\ub2e4\uba74? \uc608\ub97c \ub4e4\uc5b4, \ub300\ucd9c \uc2b9\uc778\uc774\ub098 \uc758\ub8cc \uc9c4\ub2e8\uc5d0\uc11c AI\uac00 \ud2b9\uc815 \uacb0\ub860\uc744 \ub0b4\ub838\uc744 \ub54c, \uadf8 \uc774\uc720\ub97c \uba85\ud655\ud788 \uc124\uba85\ud560 \uc218 \uc788\uc5b4\uc57c \uc2e0\ub8b0\uac00 \uc0dd\uae41\ub2c8\ub2e4. \uc774\ub54c \ud544\uc694\ud55c \uac1c\ub150\uc774 \ubc14\ub85c &#8220;\uc124\uba85 \uac00\ub2a5\ud55c AI(Explainable AI, XAI)&#8221;\uc785\ub2c8\ub2e4. \uc774 \uae00\uc5d0\uc11c\ub294 \uc124\uba85 \uac00\ub2a5\ud55c AI\uc758 \uc815\uc758, \uc65c \ud544\uc694\ud55c\uc9c0, \uadf8\ub9ac\uace0 \uc2e4\uc81c \uc801\uc6a9 \uc0ac\ub840\uae4c\uc9c0 \uc790\uc138\ud788 \uc54c\uc544\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. [&hellip;]<\/p>\n","protected":false},"author":2,"featured_media":27404,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"default","adv-header-id-meta":"","stick-header-meta":"default","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"set","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"categories":[70],"tags":[],"class_list":["post-27403","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-blog-ko"],"_links":{"self":[{"href":"https:\/\/hitek.com.vn\/ko\/wp-json\/wp\/v2\/posts\/27403","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/hitek.com.vn\/ko\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/hitek.com.vn\/ko\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/hitek.com.vn\/ko\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/hitek.com.vn\/ko\/wp-json\/wp\/v2\/comments?post=27403"}],"version-history":[{"count":2,"href":"https:\/\/hitek.com.vn\/ko\/wp-json\/wp\/v2\/posts\/27403\/revisions"}],"predecessor-version":[{"id":27409,"href":"https:\/\/hitek.com.vn\/ko\/wp-json\/wp\/v2\/posts\/27403\/revisions\/27409"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/hitek.com.vn\/ko\/wp-json\/wp\/v2\/media\/27404"}],"wp:attachment":[{"href":"https:\/\/hitek.com.vn\/ko\/wp-json\/wp\/v2\/media?parent=27403"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/hitek.com.vn\/ko\/wp-json\/wp\/v2\/categories?post=27403"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/hitek.com.vn\/ko\/wp-json\/wp\/v2\/tags?post=27403"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}