{"id":29357,"date":"2024-10-27T16:18:02","date_gmt":"2024-10-27T16:18:02","guid":{"rendered":"http:\/\/atmokpo.com\/w\/?p=29357"},"modified":"2024-11-26T06:52:56","modified_gmt":"2024-11-26T06:52:56","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-%ed%85%8d%ec%8a%a4%ed%8a%b8-%eb%8d%b0%ec%9d%b4","status":"publish","type":"post","link":"https:\/\/atmokpo.com\/w\/29357\/","title":{"rendered":"\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130 \uc791\uc5c5\uc758 \uc8fc\uc694 \uacfc\uc81c"},"content":{"rendered":"<article>\n<p>\ucd5c\uadfc \uba87 \ub144 \uac04 \uae08\uc735 \uc2dc\uc7a5\uc758 \ud2b8\ub808\uc774\ub529 \uc804\ub7b5\uc740 \ub610\ud55c \ub2e4\uc591\ud55c \uba38\uc2e0\ub7ec\ub2dd(ML) \ubc0f \ub525\ub7ec\ub2dd(DL) \uc54c\uace0\ub9ac\uc998\uc758 \ubc1c\uc804\uc5d0 \ud06c\uac8c \uc758\uc874\ud558\uac8c \ub418\uc5c8\uc2b5\ub2c8\ub2e4. \uc774 \uae00\uc5d0\uc11c\ub294 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc5d0 \uc788\uc5b4\uc11c\uc758 \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \ud65c\uc6a9\uc758 \uc911\uc694\uc131\uc744 \uc0b4\ud3b4\ubcf4\uace0, \ud2b9\ud788 \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130\ub97c \ub2e4\ub8f0 \ub54c\uc758 \uc8fc\uc694 \uacfc\uc81c\uc640 \ud574\uacb0\ucc45\uc5d0 \ub300\ud574 \uc790\uc138\ud788 \uc124\uba85\ud558\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n<h2>1. \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529 \uac1c\uc694<\/h2>\n<p>\uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc774\ub780 \ucef4\ud4e8\ud130 \ud504\ub85c\uadf8\ub7a8\uc5d0 \uc758\ud574 \uc815\uc758\ub41c \uaddc\uce59\uc744 \ubc14\ud0d5\uc73c\ub85c \uc790\ub3d9\uc73c\ub85c \uac70\ub798\ub97c \uc2e4\ud589\ud558\ub294 \uac83\uc744 \uc758\ubbf8\ud569\ub2c8\ub2e4. \uac70\ub798 \uc804\ub7b5\uc740 \uacfc\uac70\uc758 \ub370\uc774\ud130 \ubc0f \uc2dc\uc7a5 \ub3d9\ud5a5\uc744 \uae30\ubc18\uc73c\ub85c \uad6c\ucd95\ub429\ub2c8\ub2e4. \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd \uae30\uc220\uc774 \uc811\uadfc\ub428\uc5d0 \ub530\ub77c, \uc774\ub7ec\ud55c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc740 \ub354\uc6b1 \uc815\uad50\ud574\uc9c0\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \uacbd\uc81c \uc9c0\ud45c \ub610\ub294 \ub274\uc2a4 \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130\ub97c \ubd84\uc11d\ud558\uc5ec \uc2dc\uc7a5 \ub3d9\ud5a5\uc744 \uc608\uce21\ud558\ub294 \ubc29\ubc95\uc774 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h2>2. \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd\uc758 \uae30\ubcf8 \uac1c\ub150<\/h2>\n<p>\uba38\uc2e0\ub7ec\ub2dd\uc740 \ub370\uc774\ud130\ub85c\ubd80\ud130 \ud559\uc2b5\ud558\uace0, \uc774\ub97c \ud1b5\ud574 \uc608\uce21 \ubc0f \uacb0\uc815\uc744 \ub0b4\ub9ac\ub294 \uae30\uc220\uc785\ub2c8\ub2e4. \ub525\ub7ec\ub2dd\uc740 \uba38\uc2e0\ub7ec\ub2dd\uc758 \ud558\uc704 \ubd84\uc57c\ub85c, \uc2e0\uacbd\ub9dd\uc744 \uc774\uc6a9\ud558\uc5ec \ubcf5\uc7a1\ud55c \ub370\uc774\ud130 \uad6c\uc870\ub97c \ubaa8\ub378\ub9c1\ud558\ub294 \ub370 \ucd08\uc810\uc744 \ub9de\ucd94\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc54c\uace0\ub9ac\uc998\uc744 \uae08\uc735 \ub370\uc774\ud130 \ubd84\uc11d\uc5d0 \uc801\uc6a9\ud568\uc73c\ub85c\uc368, \ud2b8\ub808\uc774\ub354\ub294 \ub370\uc774\ud130 \ud328\ud134\uc744 \uc778\uc2dd\ud558\uace0, \ube44\uc815\uc0c1\uc801 \uac70\ub798\ub97c \ud0d0\uc9c0\ud558\uac70\ub098, \uc2dc\uc7a5\uc758 \uc6c0\uc9c1\uc784\uc744 \uc608\uce21\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h3>2.1 \uba38\uc2e0\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998\uc758 \uc885\ub958<\/h3>\n<ul>\n<li><strong>\ud68c\uadc0 \ubd84\uc11d:<\/strong> \uc5f0\uc18d\uc801\uc778 \uac12\uc744 \uc608\uce21\ud558\ub294 \ub370 \uc0ac\uc6a9\ub429\ub2c8\ub2e4.<\/li>\n<li><strong>\ubd84\ub958:<\/strong> \ub370\uc774\ud130\ub97c \ud2b9\uc815 \ud074\ub798\uc2a4\ub098 \ubc94\uc8fc\ub85c \ubd84\ub958\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\uad70\uc9d1\ud654:<\/strong> \ube44\uc2b7\ud55c \ub370\uc774\ud130\ub97c \uadf8\ub8f9\uc73c\ub85c \ub098\ub204\ub294 \uc791\uc5c5\uc785\ub2c8\ub2e4.<\/li>\n<li><strong>\ub525\ub7ec\ub2dd \ubaa8\ub378:<\/strong> \uc774\ubbf8\uc9c0 \uc778\uc2dd, \uc790\uc5f0\uc5b4 \ucc98\ub9ac \ub4f1 \ub2e4\uc591\ud55c \ubd84\uc57c\uc5d0 \ud65c\uc6a9\ub429\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h2>3. \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130 \ubd84\uc11d\uc758 \uc911\uc694\uc131<\/h2>\n<p>\uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c \ub274\uc2a4, \uc7ac\ubb34 \ubcf4\uace0\uc11c, \uc18c\uc15c \ubbf8\ub514\uc5b4 \ucf58\ud150\uce20\uc640 \uac19\uc740 \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130\ub294 \ud22c\uc790\uc790 \uc2ec\ub9ac\ub97c \uc774\ud574\ud558\uace0 \uc608\uc0c1\ud558\ub294 \ub370 \uc788\uc5b4 \uc911\uc694\ud55c \uc5ed\ud560\uc744 \ud569\ub2c8\ub2e4. \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130 \ubd84\uc11d\uc740 \uc774\ub7ec\ud55c \uc815\ubcf4 \uc18d\uc5d0\uc11c \ud328\ud134 \ubc0f \uc778\uc0ac\uc774\ud2b8\ub97c \ubc1c\uacac\ud558\ub294 \uac83\uc744 \ubaa9\ud45c\ub85c \ud569\ub2c8\ub2e4.<\/p>\n<h3>3.1 \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130\uc758 \uc720\ud615<\/h3>\n<ul>\n<li><strong>\ub274\uc2a4 \uae30\ud68d:<\/strong> \uae08\uc735 \ub274\uc2a4\uc758 \ubc29\ud5a5\uc131\uc744 \uc774\ud574\ud558\ub294 \ub370 \uc911\uc694\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\uc18c\uc15c \ubbf8\ub514\uc5b4:<\/strong> \ud22c\uc790\uc790\ub4e4\uc758 \uc2e4\uc2dc\uac04 \uac10\uc815\uc744 \ubd84\uc11d\ud558\ub294 \ub370 \uc720\uc6a9\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\uc7ac\ubb34 \ubcf4\uace0\uc11c:<\/strong> \uae30\uc5c5\uc758 \uc7ac\ubb34 \uc0c1\ud0dc\uc640 \uc804\ub9dd\uc744 \uc774\ud574\ud558\ub294 \ub370 \ud544\uc218\uc801\uc785\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h2>4. \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130 \uc791\uc5c5\uc758 \uc8fc\uc694 \uacfc\uc81c<\/h2>\n<p>\ud14d\uc2a4\ud2b8 \ub370\uc774\ud130 \ubd84\uc11d\uc5d0\ub294 \uc5ec\ub7ec \uac00\uc9c0 \ub3c4\uc804 \uacfc\uc81c\uac00 \ubc1c\uc0dd\ud569\ub2c8\ub2e4. \ub2e4\uc74c\uc740 \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130 \uc791\uc5c5 \uc911 \uc790\uc8fc \uc9c1\uba74\ud558\ub294 \uc8fc\uc694 \uacfc\uc81c\uc785\ub2c8\ub2e4.<\/p>\n<h3>4.1 \ub370\uc774\ud130 \uc804\ucc98\ub9ac<\/h3>\n<p>\ud14d\uc2a4\ud2b8 \ub370\uc774\ud130\ub294 \uc5ec\ub7ec \ud615\ud0dc\uc640 \ud06c\uae30\ub85c \uc874\uc7ac\ud558\ubbc0\ub85c, \uc77c\uad00\ub41c \ud615\uc2dd\uc73c\ub85c \ubcc0\ud658\ud558\ub294 \uacfc\uc815\uc774 \ud544\uc694\ud569\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \ud14d\uc2a4\ud2b8\uc5d0\uc11c \ubd88\uc6a9\uc5b4\ub97c \uc81c\uac70\ud558\uace0, \uc5b4\uac04 \ubc0f \ud45c\uc81c\uc5b4 \ucd94\ucd9c\uc744 \ud1b5\ud574 \ub2e8\uc5b4\uc758 \ubcc0\ud615\uc744 \uc77c\uad00\ub418\uac8c \ub9cc\ub4e4\uc5b4\uc57c \ud569\ub2c8\ub2e4. \ub610\ud55c, \ud14d\uc2a4\ud2b8\uc758 \uae38\uc774\ub098 \uad6c\uc870\uc5d0 \ub530\ub77c \ub370\uc774\ud130\uc758 \ud488\uc9c8\uacfc \uc591\uc774 \ub2ec\ub77c\uc9c8 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc804\ucc98\ub9ac \uacfc\uc815\uc740 \ubaa8\ub378\uc758 \uc131\ub2a5\uc5d0 \ub9e4\uc6b0 \uc911\uc694\ud55c \uc694\uc18c\uac00 \ub429\ub2c8\ub2e4.<\/p>\n<h3>4.2 \ub370\uc774\ud130 \ub808\uc774\ube14\ub9c1<\/h3>\n<p>\ud2b9\ud788, \uac10\uc815 \ubd84\uc11d\uacfc \uac19\uc740 \ubd84\ub958 \uc791\uc5c5\uc5d0\uc11c\ub294 \uc801\uc808\ud55c \ub808\uc774\ube14\ub9c1\uc774 \ud544\uc218\uc801\uc785\ub2c8\ub2e4. \uc218\ub3d9\uc73c\ub85c \ub808\uc774\ube14\ub9c1\ud558\ub294 \uac83\uc740 \uc2dc\uac04\uc774 \ub9ce\uc774 \uac78\ub9ac\uace0 \uc624\ub958\uac00 \ubc1c\uc0dd\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc790\ub3d9\ud654\ub41c \ub808\uc774\ube14\ub9c1 \uae30\ubc95 \uac1c\ubc1c\uc774 \uc694\uad6c\ub418\uba70, \uc774\ub97c \ud1b5\ud574 \ub370\uc774\ud130\uc758 \ud488\uc9c8\uc744 \uc720\uc9c0\ud558\uba74\uc11c \ud6a8\uc728\uc131\uc744 \ub192\uc77c \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h3>4.3 \ubd88\uade0\ud615 \ub370\uc774\ud130 \ubb38\uc81c<\/h3>\n<p>\uc77c\ubc18\uc801\uc73c\ub85c \uae08\uc735 \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130\ub294 \ud2b9\uc815 \ud074\ub798\uc2a4\uc5d0 \ub300\ud55c \ub370\uc774\ud130\uac00 \ubd80\uc871\ud558\uac70\ub098 \ub9ce\uc744 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ubd88\uade0\ud615 \ubb38\uc81c\ub294 \ubaa8\ub378 \uc131\ub2a5\uc5d0 \uc9c1\uc811\uc801\uc778 \uc601\ud5a5\uc744 \ubbf8\uce69\ub2c8\ub2e4. \uc774 \ubb38\uc81c\ub97c \ud574\uacb0\ud558\uae30 \uc704\ud55c \ub2e4\uc591\ud55c \uae30\ubc95\uc774 \uc788\uc73c\uba70, \uc624\ubc84\uc0d8\ud50c\ub9c1(\ub300\uc0c1 \ud074\ub798\uc2a4\uc758 \ub370\uc774\ud130\ub97c \ub298\ub9ac\uae30 \uc704\ud55c \uae30\ubc95) \ubc0f \uc5b8\ub354\uc0d8\ud50c\ub9c1(\ube44\ub300\uc0c1 \ud074\ub798\uc2a4\uc758 \ub370\uc774\ud130\ub97c \uc904\uc774\uae30 \uc704\ud55c \uae30\ubc95) \ub4f1\uc774 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h3>4.4 \ubb38\ub9e5 \uc774\ud574\uc758 \uc5b4\ub824\uc6c0<\/h3>\n<p>\uc790\uc5f0\uc5b4 \ucc98\ub9ac\ub294 \ubb38\ub9e5\uc744 \uc774\ud574\ud558\ub294 \uac83\uc774 \ud575\uc2ec\uc785\ub2c8\ub2e4. \ub3d9\uc77c\ud55c \ub2e8\uc5b4\uac00 \uc11c\ub85c \ub2e4\ub978 \ubb38\ub9e5\uc5d0\uc11c \ub2e4\ub978 \uc758\ubbf8\ub97c \uac00\uc9c8 \uc218 \uc788\uc5b4\uc11c, \uc774\ub97c \ud574\uacb0\ud558\uae30 \uc704\ud574 \uc6cc\ub4dc \uc784\ubca0\ub529 \uae30\uc220\uc774\ub098 Transformer \ubaa8\ub378\uacfc \uac19\uc740 \uace0\uae09 \uae30\ubc95\ub4e4\uc774 \ud544\uc694\ud569\ub2c8\ub2e4.<\/p>\n<h3>4.5 \uc131\ub2a5 \ud3c9\uac00<\/h3>\n<p>\ubaa8\ub378\uc758 \uc131\ub2a5\uc744 \ud3c9\uac00\ud558\ub294 \uac83\ub3c4 \ud070 \uacfc\uc81c\uc785\ub2c8\ub2e4. \uc8fc\ub85c \uc0ac\uc6a9\ub418\ub294 \uc9c0\ud45c\ub85c\ub294 \uc815\ud655\ub3c4, \uc815\ubc00\ub3c4, \uc7ac\ud604\uc728, F1 \uc810\uc218 \ub4f1\uc774 \uc788\uc73c\uba70, \ub370\uc774\ud130\uc758 \ud2b9\uc131\uacfc \ubb38\uc81c\uc5d0 \ub530\ub77c \ud3c9\uac00 \ubc29\ubc95\uc774 \ub2ec\ub77c\uc9c8 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h2>5. \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130 \ubd84\uc11d\uc744 \uc704\ud55c \uae30\uc220 \uc2a4\ud0dd<\/h2>\n<p>\ud6a8\uacfc\uc801\uc73c\ub85c \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130 \uc791\uc5c5\uc744 \uc218\ud589\ud558\uae30 \uc704\ud574 \ud544\uc694\ud55c \uae30\uc220 \uc2a4\ud0dd\uc744 \uc18c\uac1c\ud569\ub2c8\ub2e4.<\/p>\n<ul>\n<li><strong>Python:<\/strong> \ub370\uc774\ud130 \uacfc\ud559 \ubc0f \uba38\uc2e0\ub7ec\ub2dd \uc791\uc5c5\uc5d0\uc11c \uac00\uc7a5 \ub9ce\uc774 \uc0ac\uc6a9\ub418\ub294 \ud504\ub85c\uadf8\ub798\ubc0d \uc5b8\uc5b4\uc785\ub2c8\ub2e4.<\/li>\n<li><strong>Pandas:<\/strong> \ub370\uc774\ud130 \uc870\uc791 \ubc0f \ubd84\uc11d\uc744 \uc704\ud55c \ub77c\uc774\ube0c\ub7ec\ub9ac\uc785\ub2c8\ub2e4.<\/li>\n<li><strong>Numpy:<\/strong> \uc218\uce58 \ub370\uc774\ud130 \ucc98\ub9ac\uc5d0 \uc720\uc6a9\ud55c \ub77c\uc774\ube0c\ub7ec\ub9ac\uc785\ub2c8\ub2e4.<\/li>\n<li><strong>NLTK, SpaCy:<\/strong> \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc5d0 \ud2b9\ud654\ub41c \ub77c\uc774\ube0c\ub7ec\ub9ac\ub4e4\uc785\ub2c8\ub2e4.<\/li>\n<li><strong>TensorFlow, Keras, PyTorch:<\/strong> \ub525\ub7ec\ub2dd \ubaa8\ub378\uc744 \uad6c\ucd95\ud558\uace0 \ud6c8\ub828\uc2dc\ud0a4\ub294 \ub370 \uc0ac\uc6a9\ub418\ub294 \ud504\ub808\uc784\uc6cc\ud06c\uc785\ub2c8\ub2e4.<\/li>\n<li><strong>Scikit-learn:<\/strong> \ub2e4\uc591\ud55c \uba38\uc2e0\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998\uc744 \uc81c\uacf5\ud558\ub294 \ub77c\uc774\ube0c\ub7ec\ub9ac\uc785\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h2>6. \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130 \ubd84\uc11d\uc758 \uc0ac\ub840 \uc5f0\uad6c<\/h2>\n<p>\uc774 \ud56d\ubaa9\uc5d0\uc11c\ub294 \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c\uc758 \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130 \ubd84\uc11d\uc758 \uc2e4\uc81c \uc0ac\ub840\ub97c \ub2e4\ub8e8\uc5b4 \ubcf4\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n<h3>6.1 \ub274\uc2a4 \uae30\uc0ac \uac10\uc815 \ubd84\uc11d<\/h3>\n<p>\ub274\uc2a4 \uae30\uc0ac\uc5d0 \ub300\ud55c \uac10\uc815 \ubd84\uc11d\uc744 \ud1b5\ud574 \uc8fc\uac00\uc758 \ubcc0\ud654\ub97c \uc608\uce21\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \uae0d\uc815\uc801 \ub610\ub294 \ubd80\uc815\uc801\uc778 \ub274\uc2a4 \uae30\uc0ac\ub97c \uae30\uc874 \ub370\uc774\ud130\uc640 \ube44\uad50\ud558\uc5ec \uc8fc\uac00\uc758 \ubbf8\ub798 \ubc29\ud5a5\uc744 \uc608\uce21\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uba38\uc2e0\ub7ec\ub2dd \ubaa8\ub378\uc744 \uc0ac\uc6a9\ud558\uc5ec \uacfc\uac70 \ub370\uc774\ud130\ub85c\ubd80\ud130 \ud559\uc2b5\ud558\uace0, \uc774\ub97c \uae30\ubc18\uc73c\ub85c \ud604\uc7ac \ub274\uc2a4 \uae30\uc0ac\ub97c \ubd84\uc11d\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h3>6.2 \uc18c\uc15c \ubbf8\ub514\uc5b4 \ubd84\uc11d<\/h3>\n<p>\uc18c\uc15c \ubbf8\ub514\uc5b4\uc5d0\uc11c \uc0ac\uc6a9\uc790\ub4e4\uc774 \ub0a8\uae30\ub294 \uc758\uacac\uc744 \ubd84\uc11d\ud568\uc73c\ub85c\uc368 \uc2dc\uc7a5\uc758 \uac10\uc815\uc744 \ud30c\uc545\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \ud2b9\uc815 \uc8fc\uc2dd\uc5d0 \ub300\ud55c \uc758\uacac\uc774 \uae0d\uc815\uc801\uc774\uba74 \ud574\ub2f9 \uc8fc\uc2dd\uc758 \uc0c1\uc2b9 \uac00\ub2a5\uc131\uc774 \ub192\uc544\uc9c8 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \uc815\ubcf4\ub97c \uc0ac\ub78c\uc758 \uac10\uc815\uc774 \ubc18\uc601\ub41c \uc608\uce21 \ubaa8\ub378\uc5d0 \ud65c\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h2>7. \uacb0\ub860<\/h2>\n<p>\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud55c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc740 \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c\uc758 \uc131\uacf5\uc801\uc778 \uc804\ub7b5\uc744 \uac1c\ubc1c\ud558\ub294 \ub370 \ud070 \ub3c4\uc6c0\uc744 \uc90d\ub2c8\ub2e4. \ud2b9\ud788, \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130\ub97c \ubd84\uc11d\ud558\ub294 \uacfc\uc815\uc5d0\uc11c\uc758 \uc8fc\uc694 \uacfc\uc81c\ub97c \uc778\uc2dd\ud558\uace0 \uc774\ub97c \ud574\uacb0\ud558\ub294 \ubc29\ubc95\uc744 \ubaa8\uc0c9\ud558\ub294 \uac83\uc740 \ud2b8\ub808\uc774\ub354\uc5d0\uac8c \ud544\uc218\uc801\uc785\ub2c8\ub2e4.<\/p>\n<p>\ubbf8\ub798\uc5d0\ub294 \ub354\uc6b1 \ubc1c\uc804\ub41c \uae30\uc220\ub4e4\uc774 \ub4f1\uc7a5\ud560 \uac83\uc774\uba70, \uc774\ub97c \ud1b5\ud574 \ub354\uc6b1 \uc815\uad50\ud55c \ubd84\uc11d\uacfc \uc608\uce21\uc774 \uac00\ub2a5\ud574\uc9c8 \uac83\uc785\ub2c8\ub2e4. \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uc138\uacc4\uc5d0\uc11c\ub294 \ub370\uc774\ud130\ub97c \ubd84\uc11d\ud558\uace0 \uc774\ub97c \uae30\ubc18\uc73c\ub85c \uc758\uc0ac\uacb0\uc815\uc744 \ub0b4\ub9ac\ub294 \ub2a5\ub825\uc774 \uc911\uc694\ud558\uba70, \uc774\ub7ec\ud55c \ub2a5\ub825\uc744 \uae30\ub974\uae30 \uc704\ud574 \uc9c0\uc18d\uc801\uc73c\ub85c \ud559\uc2b5\ud558\uace0 \ubc1c\uc804\ud558\ub294 \ub178\ub825\uc774 \ud544\uc694\ud569\ub2c8\ub2e4.<\/p>\n<\/article>\n","protected":false},"excerpt":{"rendered":"<p>\ucd5c\uadfc \uba87 \ub144 \uac04 \uae08\uc735 \uc2dc\uc7a5\uc758 \ud2b8\ub808\uc774\ub529 \uc804\ub7b5\uc740 \ub610\ud55c \ub2e4\uc591\ud55c \uba38\uc2e0\ub7ec\ub2dd(ML) \ubc0f \ub525\ub7ec\ub2dd(DL) \uc54c\uace0\ub9ac\uc998\uc758 \ubc1c\uc804\uc5d0 \ud06c\uac8c \uc758\uc874\ud558\uac8c \ub418\uc5c8\uc2b5\ub2c8\ub2e4. \uc774 \uae00\uc5d0\uc11c\ub294 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc5d0 \uc788\uc5b4\uc11c\uc758 \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \ud65c\uc6a9\uc758 \uc911\uc694\uc131\uc744 \uc0b4\ud3b4\ubcf4\uace0, \ud2b9\ud788 \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130\ub97c \ub2e4\ub8f0 \ub54c\uc758 \uc8fc\uc694 \uacfc\uc81c\uc640 \ud574\uacb0\ucc45\uc5d0 \ub300\ud574 \uc790\uc138\ud788 \uc124\uba85\ud558\uaca0\uc2b5\ub2c8\ub2e4. 1. \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529 \uac1c\uc694 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc774\ub780 \ucef4\ud4e8\ud130 \ud504\ub85c\uadf8\ub7a8\uc5d0 \uc758\ud574 \uc815\uc758\ub41c \uaddc\uce59\uc744 \ubc14\ud0d5\uc73c\ub85c \uc790\ub3d9\uc73c\ub85c \uac70\ub798\ub97c \uc2e4\ud589\ud558\ub294 &hellip; <a href=\"https:\/\/atmokpo.com\/w\/29357\/\" class=\"more-link\">\ub354 \ubcf4\uae30<span class=\"screen-reader-text\"> &#8220;\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130 \uc791\uc5c5\uc758 \uc8fc\uc694 \uacfc\uc81c&#8221;<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[29],"tags":[],"class_list":["post-29357","post","type-post","status-publish","format-standard","hentry","category-29"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.2 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130 \uc791\uc5c5\uc758 \uc8fc\uc694 \uacfc\uc81c - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/atmokpo.com\/w\/29357\/\" \/>\n<meta property=\"og:locale\" content=\"ko_KR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130 \uc791\uc5c5\uc758 \uc8fc\uc694 \uacfc\uc81c - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" \/>\n<meta property=\"og:description\" content=\"\ucd5c\uadfc \uba87 \ub144 \uac04 \uae08\uc735 \uc2dc\uc7a5\uc758 \ud2b8\ub808\uc774\ub529 \uc804\ub7b5\uc740 \ub610\ud55c \ub2e4\uc591\ud55c \uba38\uc2e0\ub7ec\ub2dd(ML) \ubc0f \ub525\ub7ec\ub2dd(DL) \uc54c\uace0\ub9ac\uc998\uc758 \ubc1c\uc804\uc5d0 \ud06c\uac8c \uc758\uc874\ud558\uac8c \ub418\uc5c8\uc2b5\ub2c8\ub2e4. \uc774 \uae00\uc5d0\uc11c\ub294 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc5d0 \uc788\uc5b4\uc11c\uc758 \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \ud65c\uc6a9\uc758 \uc911\uc694\uc131\uc744 \uc0b4\ud3b4\ubcf4\uace0, \ud2b9\ud788 \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130\ub97c \ub2e4\ub8f0 \ub54c\uc758 \uc8fc\uc694 \uacfc\uc81c\uc640 \ud574\uacb0\ucc45\uc5d0 \ub300\ud574 \uc790\uc138\ud788 \uc124\uba85\ud558\uaca0\uc2b5\ub2c8\ub2e4. 1. \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529 \uac1c\uc694 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc774\ub780 \ucef4\ud4e8\ud130 \ud504\ub85c\uadf8\ub7a8\uc5d0 \uc758\ud574 \uc815\uc758\ub41c \uaddc\uce59\uc744 \ubc14\ud0d5\uc73c\ub85c \uc790\ub3d9\uc73c\ub85c \uac70\ub798\ub97c \uc2e4\ud589\ud558\ub294 &hellip; \ub354 \ubcf4\uae30 &quot;\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130 \uc791\uc5c5\uc758 \uc8fc\uc694 \uacfc\uc81c&quot;\" 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