{"id":28991,"date":"2024-10-27T16:16:14","date_gmt":"2024-10-27T16:16:14","guid":{"rendered":"http:\/\/atmokpo.com\/w\/?p=28991"},"modified":"2024-11-26T06:55:37","modified_gmt":"2024-11-26T06:55:37","slug":"%eb%a8%b8%ec%8b%a0%eb%9f%ac%eb%8b%9d-%eb%b0%8f-%eb%94%a5%eb%9f%ac%eb%8b%9d-%ec%95%8c%ea%b3%a0%eb%a6%ac%ec%a6%98-%ed%8a%b8%eb%a0%88%ec%9d%b4%eb%94%a9-%eb%aa%a8%eb%8d%b8-%ed%9b%88%eb%a0%a8","status":"publish","type":"post","link":"https:\/\/atmokpo.com\/w\/28991\/","title":{"rendered":"\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \ubaa8\ub378 \ud6c8\ub828"},"content":{"rendered":"<p>\ud604\ub300 \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc740 \uc810\uc810 \ub354 \ub110\ub9ac \uc0ac\uc6a9\ub418\uace0 \uc788\uc73c\uba70, \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd \uae30\uc220\uc774 \uc774 \ubd84\uc57c\uc5d0 \ud070 \uc601\ud5a5\uc744 \ubbf8\uce58\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ubcf8 \uac15\uc88c\uc5d0\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud55c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uae30\ucd08\ubd80\ud130 \ubaa8\ub378 \ud6c8\ub828\uc5d0 \uc774\ub974\uae30\uae4c\uc9c0, \uc790\uc138\ud558\uace0 \uc2ec\uce35\uc801\uc73c\ub85c \uc124\uba85\ud558\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n<h2>1. \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uac1c\uc694<\/h2>\n<p>\uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc740 \ubbf8\ub9ac \uc815\uc758\ub41c \uaddc\uce59\uc5d0 \ub530\ub77c \uc790\ub3d9\uc73c\ub85c \uac70\ub798\ub97c \uc218\ud589\ud558\ub294 \uc2dc\uc2a4\ud15c\uc744 \ub9d0\ud569\ub2c8\ub2e4. \uc774 \uc2dc\uc2a4\ud15c\uc740 \uac00\uaca9, \uac70\ub798\ub7c9, \uc2dc\uc7a5 \ub3d9\ud5a5 \ub4f1\uc758 \ub370\uc774\ud130\ub97c \ubd84\uc11d\ud558\uc5ec \uac70\ub798 \uacb0\uc815\uc744 \ub0b4\ub9bd\ub2c8\ub2e4. \uc804\ud1b5\uc801\uc778 \ubc29\ubc95\uacfc \ube44\uad50\ud560 \ub54c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc740 \ub354 \ub192\uc740 \uc18d\ub3c4\uc640 \uc815\ud655\uc131\uc744 \ubc1c\ud718\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h3>1.1 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uc7a5\uc810<\/h3>\n<ul>\n<li>\uc2e0\uc18d\ud55c \uac70\ub798 \uc2e4\ud589: \ub370\uc774\ud130 \uc218\uc9d1 \ubc0f \ubd84\uc11d\uc774 \uc790\ub3d9\uc73c\ub85c \uc774\ub8e8\uc5b4\uc9c0\ubbc0\ub85c, \uc0ac\ub78c\uc758 \uac1c\uc785 \uc5c6\uc774 \uc21c\uac04\uc801\uc73c\ub85c \uac70\ub798\ub97c \ucc98\ub9ac\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<li>\uac10\uc815 \ubc30\uc81c: \uc54c\uace0\ub9ac\uc998\uc740 \uac10\uc815\uc5d0 \ud718\ub458\ub9ac\uc9c0 \uc54a\uace0 \uac1d\uad00\uc801\uc778 \ud310\ub2e8\uc744 \ub0b4\ub9b4 \uc218 \uc788\ub3c4\ub85d \uc124\uacc4\ub418\uc5c8\uc2b5\ub2c8\ub2e4.<\/li>\n<li>\ubcf5\uc7a1\ud55c \uc804\ub7b5 \uac00\ub2a5: \uc218\ub9ce\uc740 \ubcc0\uc218\ub97c \uace0\ub824\ud55c \ubcf5\uc7a1\ud55c \uac70\ub798 \uc804\ub7b5\uc744 \uad6c\ud604\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h2>2. \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd \uac1c\uc694<\/h2>\n<p>\uba38\uc2e0\ub7ec\ub2dd\uc740 \ub370\uc774\ud130\ub97c \ud1b5\ud574 \ud328\ud134\uc744 \ud559\uc2b5\ud558\uace0 \uc608\uce21\ud558\ub294 \uc54c\uace0\ub9ac\uc998\uc744 \uac1c\ubc1c\ud558\ub294 \uae30\uc220\uc785\ub2c8\ub2e4. \ub525\ub7ec\ub2dd\uc740 \uba38\uc2e0\ub7ec\ub2dd\uc758 \ud55c \ubd84\uc57c\ub85c, \uc778\uacf5 \uc2e0\uacbd\ub9dd\uc744 \uc0ac\uc6a9\ud558\uc5ec \ub354 \ubcf5\uc7a1\ud55c \ud328\ud134 \ubc0f \uad00\uacc4\ub97c \ud559\uc2b5\ud569\ub2c8\ub2e4.<\/p>\n<h3>2.1 \uba38\uc2e0\ub7ec\ub2dd\uc758 \uc8fc\uc694 \uc54c\uace0\ub9ac\uc998<\/h3>\n<ul>\n<li><strong>\ud68c\uadc0 \ubd84\uc11d:<\/strong> \uc5f0\uc18d\ud615 \uac12\uc744 \uc608\uce21\ud558\uae30 \uc704\ud55c \uc54c\uace0\ub9ac\uc998\uc785\ub2c8\ub2e4.<\/li>\n<li><strong>\ubd84\ub958 \uc54c\uace0\ub9ac\uc998:<\/strong> \ub370\uc774\ud130\ub97c \uc5ec\ub7ec \ud074\ub798\uc2a4 \uc911 \ud558\ub098\ub85c \ubd84\ub958\ud558\ub294 \ub370 \uc0ac\uc6a9\ub429\ub2c8\ub2e4. (\uc608: \ub85c\uc9c0\uc2a4\ud2f1 \ud68c\uadc0, \uacb0\uc815 \ud2b8\ub9ac)<\/li>\n<li><strong>\uad70\uc9d1\ud654:<\/strong> \ube44\uc2b7\ud55c \ud2b9\uc131\uc744 \uac00\uc9c4 \ub370\uc774\ud130 \ud3ec\uc778\ud2b8\ub97c \uadf8\ub8f9\ud654\ud558\ub294 \uc54c\uace0\ub9ac\uc998\uc785\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h3>2.2 \ub525\ub7ec\ub2dd\uc758 \uc8fc\uc694 \uc544\ud0a4\ud14d\ucc98<\/h3>\n<ul>\n<li><strong>\uc778\uacf5 \uc2e0\uacbd\ub9dd (ANN):<\/strong> \uae30\ubcf8\uc801\uc778 \ub525\ub7ec\ub2dd \uc544\ud0a4\ud14d\ucc98\ub85c \uc785\ub825\uce35, \uc740\ub2c9\uce35, \ucd9c\ub825\uce35\uc73c\ub85c \uad6c\uc131\ub429\ub2c8\ub2e4.<\/li>\n<li><strong>\ud569\uc131\uacf1 \uc2e0\uacbd\ub9dd (CNN):<\/strong> \uc774\ubbf8\uc9c0 \ub370\uc774\ud130 \ucc98\ub9ac\uc5d0 \ud6a8\uacfc\uc801\uc778 \uc544\ud0a4\ud14d\ucc98\uc785\ub2c8\ub2e4.<\/li>\n<li><strong>\uc21c\ud658 \uc2e0\uacbd\ub9dd (RNN):<\/strong> \uc2dc\ud000\uc2a4 \ub370\uc774\ud130, \uc608\ub97c \ub4e4\uc5b4 \uc2dc\uac04\uc5d0 \ub530\ub978 \uc8fc\uac00 \ubcc0\ub3d9\uc744 \ubd84\uc11d\ud558\ub294 \ub370 \uc720\uc6a9\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h2>3. \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc744 \uc704\ud55c \ub370\uc774\ud130 \uc218\uc9d1<\/h2>\n<p>\ubaa8\ub378 \ud6c8\ub828\uc744 \uc704\ud574\uc11c\ub294 \ub300\ub7c9\uc758 \ub370\uc774\ud130\uac00 \ud544\uc694\ud569\ub2c8\ub2e4. \uac00\uaca9, \uac70\ub798\ub7c9, \uc7ac\ubb34 \uc9c0\ud45c \ub4f1 \ub2e4\uc591\ud55c \ub370\uc774\ud130\ub97c \uc218\uc9d1\ud574\uc57c \ud569\ub2c8\ub2e4. \ub370\uc774\ud130 \uc218\uc9d1 \ubc29\ubc95\uc5d0\ub294 \uc5ec\ub7ec \uac00\uc9c0\uac00 \uc788\uc73c\uba70, API\ub97c \ud1b5\ud574 \uac70\ub798\uc18c\uc5d0\uc11c \uc9c1\uc811 \ub370\uc774\ud130\ub97c \ubc1b\uc544\uc624\uac70\ub098, \uacf5\uac1c\ub41c \ub370\uc774\ud130 \uc18c\uc2a4\ub97c \ud65c\uc6a9\ud558\ub294 \ubc29\ubc95\uc774 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h3>3.1 \ub370\uc774\ud130 \uc218\uc9d1 \ubc29\ubc95<\/h3>\n<ul>\n<li><strong>API \ud65c\uc6a9:<\/strong> \ub300\ubd80\ubd84\uc758 \uac70\ub798\uc18c\ub294 \ub370\uc774\ud130\uc5d0 \uc811\uadfc\ud560 \uc218 \uc788\ub294 API\ub97c \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\uc6f9 \uc2a4\ud06c\ub798\ud551:<\/strong> \ud2b9\uc815 \uc6f9\uc0ac\uc774\ud2b8\uc5d0\uc11c \ub370\uc774\ud130\ub97c \uc790\ub3d9\uc73c\ub85c \ucd94\ucd9c\ud558\ub294 \uae30\uc220\uc785\ub2c8\ub2e4.<\/li>\n<li><strong>\ub370\uc774\ud130\ubca0\uc774\uc2a4 \uc774\uc6a9:<\/strong> \uc608\uc804\uc758 \uac70\ub798 \ub370\uc774\ud130\ub97c \uc800\uc7a5\ud55c \ub370\uc774\ud130\ubca0\uc774\uc2a4\uc5d0\uc11c \uac00\uc838\uc624\ub294 \ubc29\ubc95\uc785\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h3>3.2 \ub370\uc774\ud130 \uc804\ucc98\ub9ac<\/h3>\n<p>\uc218\uc9d1\ud55c \ub370\uc774\ud130\ub294 \ubaa8\ub378 \ud6c8\ub828 \uc804\uc5d0 \uc804\ucc98\ub9ac \uacfc\uc815\uc774 \ud544\uc694\ud569\ub2c8\ub2e4. \uacb0\uce21\uac12 \ucc98\ub9ac, \uc774\uc0c1\uce58 \uc81c\uac70, \uc815\uaddc\ud654 \ub4f1\uc758 \uacfc\uc815\uc774 \ud3ec\ud568\ub429\ub2c8\ub2e4. \uc774\ub294 \ubaa8\ub378\uc758 \uc131\ub2a5\uc5d0 \ud070 \uc601\ud5a5\uc744 \ubbf8\uce58\ubbc0\ub85c \uc2e0\uc911\ud558\uac8c \uc9c4\ud589\ud574\uc57c \ud569\ub2c8\ub2e4.<\/p>\n<h2>4. \ubaa8\ub378 \ud6c8\ub828<\/h2>\n<p>\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \ubaa8\ub378\uc744 \ud6c8\ub828\ud558\ub294 \uacfc\uc815\uc740 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \ud575\uc2ec\uc785\ub2c8\ub2e4. \uc801\uc808\ud55c \uc54c\uace0\ub9ac\uc998 \uc120\ud0dd, \ud558\uc774\ud37c\ud30c\ub77c\ubbf8\ud130 \ud29c\ub2dd, \uad50\ucc28 \uac80\uc99d \ub4f1\uc758 \uae30\uc220\uc774 \ud544\uc694\ud569\ub2c8\ub2e4.<\/p>\n<h3>4.1 \ubaa8\ub378 \uc120\ud0dd<\/h3>\n<p>\uac01 \uc54c\uace0\ub9ac\uc998\uc758 \ud2b9\uc131\uacfc \uc7a5\ub2e8\uc810\uc744 \uace0\ub824\ud558\uc5ec \uc801\uc808\ud55c \ubaa8\ub378\uc744 \uc120\ud0dd\ud574\uc57c \ud569\ub2c8\ub2e4. \ud68c\uadc0 \ubd84\uc11d\uc740 \uc218\uce58 \uc608\uce21\uc5d0 \uc801\ud569\ud558\uace0, \ubd84\ub958 \uc54c\uace0\ub9ac\uc998\uc740 \ud2b9\uc815 \uc774\ubca4\ud2b8 \ubc1c\uc0dd \uc5ec\ubd80\ub97c \uc608\uce21\ud558\ub294 \ub370 \uc720\ub9ac\ud569\ub2c8\ub2e4. RNN\uacfc LSTM\uc740 \uc2dc\uacc4\uc5f4 \ub370\uc774\ud130\uc5d0 \ud6a8\uacfc\uc801\uc785\ub2c8\ub2e4.<\/p>\n<h3>4.2 \ud558\uc774\ud37c\ud30c\ub77c\ubbf8\ud130 \ud29c\ub2dd<\/h3>\n<p>\ubaa8\ub378\uc758 \uc131\ub2a5\uc744 \ucd5c\uc801\ud654\ud558\uae30 \uc704\ud574 \ud558\uc774\ud37c\ud30c\ub77c\ubbf8\ud130 \ud29c\ub2dd\uc774 \ud544\uc694\ud569\ub2c8\ub2e4. \uc774\ub294 \ubaa8\ub378 \ud6c8\ub828 \uacfc\uc815\uc5d0\uc11c \uc870\uc815\ud560 \uc218 \uc788\ub294 \uc124\uc815\uac12\ub4e4\ub85c, \ucd5c\uc801\uc758 \ud30c\ub77c\ubbf8\ud130 \uc870\ud569\uc744 \ucc3e\uae30 \uc704\ud574 Grid Search, Random Search \ub4f1\uc758 \uae30\ubc95\uc744 \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h3>4.3 \uad50\ucc28 \uac80\uc99d<\/h3>\n<p>\ubaa8\ub378\uc758 \uc77c\ubc18\ud654 \uc131\ub2a5\uc744 \ud3c9\uac00\ud558\uae30 \uc704\ud574 \uad50\ucc28 \uac80\uc99d \uae30\ubc95\uc744 \uc0ac\uc6a9\ud569\ub2c8\ub2e4. \ub370\uc774\ud130 \uc804\uccb4\ub97c K\uac1c\uc758 \ud3f4\ub4dc\ub85c \ub098\ub204\uc5b4 K\ubc88 \ud6c8\ub828\uc744 \uc218\ud589\ud558\uace0, \uac01\uac01\uc758 \uac80\uc99d \uacb0\uacfc\ub97c \uc885\ud569\ud558\uc5ec \ubaa8\ub378 \uc131\ub2a5\uc744 \ud3c9\uac00\ud569\ub2c8\ub2e4.<\/p>\n<h2>5. \ubaa8\ub378 \ud3c9\uac00<\/h2>\n<p>\ubaa8\ub378\uc758 \uc131\ub2a5\uc744 \ud3c9\uac00\ud558\ub294 \uac83\uc740 \ud6c8\ub828 \ud6c4 \ub9e4\uc6b0 \uc911\uc694\ud55c \ub2e8\uacc4\uc785\ub2c8\ub2e4. \ud3c9\uac00 \uc9c0\ud45c\ub85c\ub294 \uc815\ud655\ub3c4, \uc815\ubc00\ub3c4, \uc7ac\ud604\uc728, F1 \uc2a4\ucf54\uc5b4\ub97c \ud65c\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \ubaa8\ub378\uc774 \uc5bc\ub9c8\ub098 \uc798 \uc608\uce21\ud558\ub294\uc9c0\ub97c \uc815\ub7c9\uc801\uc73c\ub85c \ud3c9\uac00\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h3>5.1 \ud3c9\uac00 \uc9c0\ud45c \uc124\uba85<\/h3>\n<ul>\n<li><strong>\uc815\ud655\ub3c4:<\/strong> \uc804\uccb4 \uc608\uce21 \uc911 \ub9de\ucd98 \ube44\uc728\uc744 \ub098\ud0c0\ub0c5\ub2c8\ub2e4.<\/li>\n<li><strong>\uc815\ubc00\ub3c4:<\/strong> \uc591\uc131\uc73c\ub85c \uc608\uce21\ud55c \uac83 \uc911 \uc2e4\uc81c \uc591\uc131\uc758 \ube44\uc728\uc744 \ub098\ud0c0\ub0c5\ub2c8\ub2e4.<\/li>\n<li><strong>\uc7ac\ud604\uc728:<\/strong> \uc2e4\uc81c \uc591\uc131 \uc911 \ub9de\ucd98 \ube44\uc728\uc744 \ub098\ud0c0\ub0c5\ub2c8\ub2e4.<\/li>\n<li><strong>F1 \uc2a4\ucf54\uc5b4:<\/strong> \uc815\ubc00\ub3c4\uc640 \uc7ac\ud604\uc728\uc758 \uc870\ud654 \ud3c9\uade0\uc73c\ub85c, \ubd88\uade0\ud615 \ud074\ub798\uc2a4 \ubb38\uc81c\uc5d0\uc11c \ud6a8\uacfc\uc801\uc785\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h2>6. \uc804\ub7b5 \uac1c\ubc1c \ubc0f \uc2e4\ud589<\/h2>\n<p>\ud6c8\ub828\ub41c \ubaa8\ub378\uc744 \uc2e4\uc81c \ud2b8\ub808\uc774\ub529\uc5d0 \uc801\uc6a9\ud558\uae30 \uc704\ud55c \uc804\ub7b5 \uac1c\ubc1c\uc774 \uc694\uad6c\ub429\ub2c8\ub2e4. \ubaa8\ub378\uc758 \uc608\uce21 \uacb0\uacfc\ub97c \ubc14\ud0d5\uc73c\ub85c \uac70\ub798 \uc2e0\ud638\ub97c \uc0dd\uc131\ud558\uace0, \uc774\ub97c \uc2e4\ud589\ud558\uae30 \uc704\ud55c \uc2dc\uc2a4\ud15c\uc744 \uad6c\ucd95\ud569\ub2c8\ub2e4.<\/p>\n<h3>6.1 \uac70\ub798 \uc2e0\ud638 \uc0dd\uc131<\/h3>\n<p>\ubaa8\ub378\uc774 \uc608\uce21\ud55c \uacb0\uacfc\ub97c \uae30\ubc18\uc73c\ub85c \ub9e4\uc218\/\ub9e4\ub3c4 \uc2e0\ud638\ub97c \uc0dd\uc131\ud569\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \ud2b9\uc815 \uc8fc\uac00\uac00 \uc624\ub97c \uac83\uc73c\ub85c \uc608\uce21\ub418\uba74 \ub9e4\uc218 \uc2e0\ud638\ub97c, \ubc18\ub300\uc758 \uacbd\uc6b0\uc5d0\ub294 \ub9e4\ub3c4 \uc2e0\ud638\ub97c \uc0dd\uc131\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h3>6.2 \ub9ac\uc2a4\ud06c \uad00\ub9ac<\/h3>\n<p>\ud22c\uc790\uc5d0\ub294 \ud56d\uc0c1 \ub9ac\uc2a4\ud06c\uac00 \ub530\ub985\ub2c8\ub2e4. \uc774\ub97c \uad00\ub9ac\ud558\uae30 \uc704\ud574 \ud3ec\ud2b8\ud3f4\ub9ac\uc624 \ub2e4\uac01\ud654, \uc190\uc808\ub9e4 \ubc0f \uc774\uc775 \uc2e4\ud604 \uc804\ub7b5\uc744 \uc218\ub9bd\ud574\uc57c \ud569\ub2c8\ub2e4. \uc190\uc2e4\uc774 \ud2b9\uc815 \ube44\uc728\uc744 \ucd08\uacfc\ud558\uba74 \uc790\ub3d9\uc73c\ub85c \ub9e4\ub3c4\ud558\uc5ec \uc190\ud574\ub97c \uc904\uc774\ub294 \ubc29\ubc95\uc774 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h2>7. \uacb0\ub860<\/h2>\n<p>\uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud55c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc740 \ub370\uc774\ud130 \uae30\ubc18\uc758 \uc804\ub7b5 \uac1c\ubc1c\uc5d0 \ud070 \ud798\uc744 \uc2e4\uc5b4\uc90d\ub2c8\ub2e4. \ubcf8 \uac15\uc88c\uc5d0\uc11c\ub294 \ubaa8\ub378 \ud6c8\ub828 \uacfc\uc815\uacfc \ud568\uaed8 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uae30\ucd08\ubd80\ud130 \uc2ec\ud654 \uacfc\uc815\uae4c\uc9c0 \ud3ec\uad04\uc801\uc73c\ub85c \ub2e4\ub8e8\uc5c8\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc9c0\uc2dd\uc744 \ubc14\ud0d5\uc73c\ub85c \uc131\uacf5\uc801\uc778 \ud2b8\ub808\uc774\ub529 \uc804\ub7b5\uc744 \uac1c\ubc1c\ud558\uc2dc\uae38 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