{"id":29243,"date":"2024-10-27T16:17:28","date_gmt":"2024-10-27T16:17:28","guid":{"rendered":"http:\/\/atmokpo.com\/w\/?p=29243"},"modified":"2024-11-26T06:53:28","modified_gmt":"2024-11-26T06:53:28","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-%ec%9d%b8%ea%b8%b0-%ec%9e%88%eb%8a%94-%eb%94%a5","status":"publish","type":"post","link":"https:\/\/atmokpo.com\/w\/29243\/","title":{"rendered":"\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \uc778\uae30 \uc788\ub294 \ub525\ub7ec\ub2dd \ub77c\uc774\ube0c\ub7ec\ub9ac"},"content":{"rendered":"<p><body><\/p>\n<p>\n    \ucd5c\uadfc \uba87 \ub144 \ub3d9\uc548 \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c \uba38\uc2e0\ub7ec\ub2dd(ML)\uacfc \ub525\ub7ec\ub2dd(DL)\uc758 \ud65c\uc6a9\uc774 \uae09\uaca9\ud788 \uc99d\uac00\ud574 \uc654\uc2b5\ub2c8\ub2e4.<br \/>\n    \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529 \ubd84\uc57c\uc5d0\uc11c \uc774 \ub450 \uae30\uc220\uc740 \uc2dc\uc7a5 \uc608\uce21, \uc790\uc0b0 \ubc30\ubd84, \ub9ac\uc2a4\ud06c \uad00\ub9ac \ubc0f \uc804\ub7b5 \ucd5c\uc801\ud654\uc640 \uac19\uc740 \uc5ec\ub7ec \uc911\uc694 \uc601\uc5ed\uc5d0\uc11c \uc0ac\uc6a9\ub429\ub2c8\ub2e4.<br \/>\n    \ubcf8 \uae00\uc5d0\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uac1c\ub150\uacfc \uc8fc\uc694 \uae30\uc220, \uadf8\ub9ac\uace0 \uc778\uae30 \uc788\ub294 \ub525\ub7ec\ub2dd \ub77c\uc774\ube0c\ub7ec\ub9ac\ub4e4\uc774 \uc5b4\ub5bb\uac8c \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c \ud65c\uc6a9\ub418\ub294\uc9c0\ub97c \uae4a\uc774 \uc788\uac8c \uc0b4\ud3b4\ubcf4\ub3c4\ub85d \ud558\uaca0\uc2b5\ub2c8\ub2e4.\n<\/p>\n<h2>1. \uba38\uc2e0\ub7ec\ub2dd\uc774\ub780?<\/h2>\n<p>\n    \uba38\uc2e0\ub7ec\ub2dd\uc740 \ub370\uc774\ud130\ub97c \ud1b5\ud574 \ud328\ud134\uc744 \ud559\uc2b5\ud558\uace0 \ubbf8\ub798\uc758 \uacb0\uacfc\ub97c \uc608\uce21\ud560 \uc218 \uc788\ub3c4\ub85d \ud558\ub294 \uc778\uacf5\uc9c0\ub2a5\uc758 \ud55c \ubd84\uc57c\uc785\ub2c8\ub2e4.<br \/>\n    \uc804\ud1b5\uc801\uc778 \ud504\ub85c\uadf8\ub798\ubc0d\uc774 \uc8fc\uc5b4\uc9c4 \uaddc\uce59\uc744 \ub530\ub974\ub294 \ubc29\uc2dd\uc774\ub77c\uba74, \uba38\uc2e0\ub7ec\ub2dd\uc5d0\uc11c\ub294 \ub370\uc774\ud130\uac00 \uc2a4\uc2a4\ub85c \uaddc\uce59\uc744 \ucc3e\uc544\ub0b4\uc5b4 \uc758\uc0ac \uacb0\uc815\uc744 \ub0b4\ub9ac\uac8c \ub429\ub2c8\ub2e4.\n<\/p>\n<h3>1.1 \uba38\uc2e0\ub7ec\ub2dd\uc758 \uc791\ub3d9 \uc6d0\ub9ac<\/h3>\n<p>\n    \uba38\uc2e0\ub7ec\ub2dd\uc758 \uae30\ubcf8\uc801\uc778 \uc791\ub3d9 \ud750\ub984\uc740 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4:\n<\/p>\n<pre>\n1. \ub370\uc774\ud130 \uc218\uc9d1\n2. \ub370\uc774\ud130 \uc804\ucc98\ub9ac\n3. \ubaa8\ub378 \uc120\ud0dd\n4. \ubaa8\ub378 \ud559\uc2b5\n5. \ubaa8\ub378 \ud3c9\uac00\n6. \uc608\uce21 \uc218\ud589\n<\/pre>\n<h3>1.2 \ud2b8\ub808\uc774\ub529\uc5d0 \uc801\uc6a9\ud558\uae30<\/h3>\n<p>\n    \ud2b8\ub808\uc774\ub529\uc5d0\uc11c \uba38\uc2e0\ub7ec\ub2dd\uc740 \uc8fc\uac00 \uc608\uce21, \ud3ec\ud2b8\ud3f4\ub9ac\uc624 \ucd5c\uc801\ud654, \uc54c\uace0\ub9ac\uc998 \ubb34\uc5ed \ub4f1 \ub2e4\uc591\ud55c \ubd84\uc57c\uc5d0\uc11c \uc0ac\uc6a9\ub429\ub2c8\ub2e4.<br \/>\n    \uc608\ub97c \ub4e4\uc5b4, \uba38\uc2e0\ub7ec\ub2dd \ubaa8\ub378\uc740 \uacfc\uac70 \ub370\uc774\ud130\uc5d0 \uae30\ubc18\ud558\uc5ec \uc8fc\uac00\uc758 \uc0c1\uc2b9 \ud639\uc740 \ud558\ub77d\uc744 \uc608\uce21\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.\n<\/p>\n<h2>2. \ub525\ub7ec\ub2dd\uc774\ub780?<\/h2>\n<p>\n    \ub525\ub7ec\ub2dd\uc740 \uc778\uacf5\uc2e0\uacbd\ub9dd\uc744 \uae30\ubc18\uc73c\ub85c \ud55c \uba38\uc2e0\ub7ec\ub2dd\uc758 \ud55c \ubd84\uc57c\ub85c, \ud2b9\ud788 \ub9ce\uc740 \ub370\uc774\ud130\uc640 \ubcf5\uc7a1\ud55c \ud328\ud134\uc744 \ucc98\ub9ac\ud558\ub294 \ub370 \uac15\uc810\uc744 \uac00\uc9c0\uace0 \uc788\uc2b5\ub2c8\ub2e4.<br \/>\n    \uace0\ucc28\uc6d0 \ub370\uc774\ud130(\uc608: \uc774\ubbf8\uc9c0, \uc74c\uc131, \ud14d\uc2a4\ud2b8 \ub4f1)\ub97c \ucc98\ub9ac\ud558\ub294 \ub370 \ub9e4\uc6b0 \ud6a8\uacfc\uc801\uc774\uba70, \ucd5c\uadfc\uc5d0\ub294 \uae08\uc735 \ub370\uc774\ud130 \ubd84\uc11d\uc5d0\ub3c4 \ub110\ub9ac \uc0ac\uc6a9\ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4.\n<\/p>\n<h3>2.1 \ub525\ub7ec\ub2dd\uc758 \uad6c\uc870<\/h3>\n<p>\n    \ub525\ub7ec\ub2dd \ubaa8\ub378\uc740 \uc5ec\ub7ec \uce35\uc73c\ub85c \uad6c\uc131\ub41c \uc778\uacf5\uc2e0\uacbd\ub9dd\uc73c\ub85c, \uc785\ub825\uce35, \uc740\ub2c9\uce35(\uc5ec\ub7ec \uac1c\uc758 \uce35), \ucd9c\ub825\uce35\uc73c\ub85c \ub098\ub269\ub2c8\ub2e4.<br \/>\n    \ubaa8\ub378\uc740 \uc785\ub825 \ub370\uc774\ud130\uc5d0 \ub300\ud574 \uc5ec\ub7ec \ube44\uc120\ud615 \ubcc0\ud658\uc744 \uc801\uc6a9\ud558\uc5ec \ucd5c\uc885 \uc608\uce21\uc744 \uc218\ud589\ud569\ub2c8\ub2e4.\n<\/p>\n<h3>2.2 \ud2b8\ub808\uc774\ub529\uc5d0 \uc801\uc6a9\ud558\uae30<\/h3>\n<p>\n    \ub525\ub7ec\ub2dd\uc744 \ud2b8\ub808\uc774\ub529\uc5d0 \ud65c\uc6a9\ud558\ub294 \ubc29\ubc95\uc740 \uc5ec\ub7ec \uac00\uc9c0\uac00 \uc788\uc2b5\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, CNN(\ud569\uc131\uacf1 \uc2e0\uacbd\ub9dd)\uc740<br \/>\n    \uc2dc\uacc4\uc5f4 \ub370\uc774\ud130\uc5d0\uc11c \ud328\ud134\uc744 \uc778\uc2dd\ud558\ub294 \ub370 \ub6f0\uc5b4\ub09c \uc131\ub2a5\uc744 \ubcf4\uc774\uba70, RNN(\uc21c\ud658 \uc2e0\uacbd\ub9dd)\uc740 \uc2dc\uacc4\uc5f4 \uc608\uce21\uc5d0 \uc801\ud569\ud55c \uad6c\uc870\uc785\ub2c8\ub2e4.<br \/>\n    \uc774\ub7ec\ud55c \ub450 \uc2e0\uacbd\ub9dd\uc740 \uc8fc\uac00 \ubcc0\ub3d9\uc131\uc744 \uc608\uce21\ud558\ub294 \ub370 \uc720\uc6a9\ud569\ub2c8\ub2e4.\n<\/p>\n<h2>3. \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uc774\uc810<\/h2>\n<p>\n    &#8211; **\ub370\uc774\ud130 \ucc98\ub9ac \ub2a5\ub825**: \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc740 \ub300\ub7c9\uc758 \ub370\uc774\ud130\ub97c \ub9e4\uc6b0 \ube60\ub974\uac8c \ucc98\ub9ac\ud560 \uc218 \uc788\uc5b4,<br \/>\n    \ub354 \ub9ce\uc740 \uc815\ubcf4\ub97c \uae30\ubc18\uc73c\ub85c \uc758\uc0ac \uacb0\uc815\uc744 \ub0b4\ub9b4 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<br \/>\n    &#8211; **\uc790\ub3d9\ud654\ub41c \uc758\uc0ac\uacb0\uc815**: \uc0ac\ub78c\uc774 \uac1c\uc785\ud558\uc9c0 \uc54a\uace0\ub3c4 \ubaa8\ub378\uc774 \uc2a4\uc2a4\ub85c \ud559\uc2b5\ud558\uace0 \uc608\uce21\uc744 \uc218\ud589\ud558\uc5ec<br \/>\n    \ub354 \ube60\ub974\uace0 \ud6a8\uc728\uc801\uc778 \ud2b8\ub808\uc774\ub529\uc774 \uac00\ub2a5\ud569\ub2c8\ub2e4.<br \/>\n    &#8211; **\uc815\ud655\uc131 \ud5a5\uc0c1**: \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998\uc744 \ud1b5\ud574<br \/>\n    \ubcf4\ub2e4 \uc815\uad50\ud55c \uc608\uce21 \ubaa8\ub378\uc744 \uad6c\ucd95\ud560 \uc218 \uc788\uc5b4 \uc815\ud655\uc131\uc744 \ub192\uc77c \uc218 \uc788\uc2b5\ub2c8\ub2e4.\n<\/p>\n<h2>4. \uc778\uae30 \uc788\ub294 \ub525\ub7ec\ub2dd \ub77c\uc774\ube0c\ub7ec\ub9ac<\/h2>\n<p>\n    \uc5ec\ub7ec \uac00\uc9c0 \ub525\ub7ec\ub2dd \ub77c\uc774\ube0c\ub7ec\ub9ac\uac00 \uc874\uc7ac\ud558\uba70, \uac01\uac01\uc758 \ub77c\uc774\ube0c\ub7ec\ub9ac\ub294 \ud2b9\uc815\ud55c \ud2b9\uc9d5 \ubc0f \uc7a5\uc810\uc744 \uac00\uc9c0\uace0 \uc788\uc2b5\ub2c8\ub2e4.<br \/>\n    \uc544\ub798\uc5d0\uc11c\ub294 \uae08\uc735 \ub370\uc774\ud130 \ubd84\uc11d \ubc0f \ud2b8\ub808\uc774\ub529\uc5d0 \uc790\uc8fc \uc0ac\uc6a9\ub418\ub294 \uba87 \uac00\uc9c0 \uc778\uae30 \uc788\ub294 \ub525\ub7ec\ub2dd \ub77c\uc774\ube0c\ub7ec\ub9ac\uc5d0 \ub300\ud574 \uc124\uba85\ud558\uaca0\uc2b5\ub2c8\ub2e4.\n<\/p>\n<h3>4.1 TensorFlow<\/h3>\n<p>\n    TensorFlow\ub294 Google\uc5d0\uc11c \uac1c\ubc1c\ud55c \uc624\ud508\uc18c\uc2a4 \ub525\ub7ec\ub2dd \ud504\ub808\uc784\uc6cc\ud06c\ub85c,<br \/>\n    \ub2e4\uc591\ud55c \ub525\ub7ec\ub2dd \ubaa8\ub378\uc744 \uc27d\uac8c \uad6c\ucd95\ud558\uace0 \ud6c8\ub828\uc2dc\ud0ac \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ud2b9\ud788, \ub300\uaddc\ubaa8 \ub370\uc774\ud130\uc14b\uc744 \ucc98\ub9ac\ud560 \ub54c \uac15\ub825\ud55c \uc131\ub2a5\uc744 \ubcf4\uc785\ub2c8\ub2e4.<br \/>\n    TensorFlow\ub294 \ucee4\ubba4\ub2c8\ud2f0\uac00 \ud65c\ubc1c\ud788 \ubc1c\uc804\uc2dc\ud0a4\uace0 \uc788\uc5b4 \ub9ce\uc740 \uc11c\ub4dc\ud30c\ud2f0 \ub3c4\uad6c \ubc0f \ub77c\uc774\ube0c\ub7ec\ub9ac\uac00 \uc874\uc7ac\ud569\ub2c8\ub2e4.\n<\/p>\n<h4>\uc7a5\uc810<\/h4>\n<ul>\n<li>\ub192\uc740 \uc720\uc5f0\uc131 \ubc0f \ud655\uc7a5\uc131<\/li>\n<li>\ub2e4\uc591\ud55c \ud50c\ub7ab\ud3fc \uc9c0\uc6d0 (\ubaa8\ubc14\uc77c, IoT \ub4f1)<\/li>\n<li>\uad11\ubc94\uc704\ud55c \ucee4\ubba4\ub2c8\ud2f0 \uc9c0\uc6d0<\/li>\n<\/ul>\n<h3>4.2 PyTorch<\/h3>\n<p>\n    PyTorch\ub294 Facebook\uc5d0\uc11c \uac1c\ubc1c\ud55c \ub610 \ub2e4\ub978 \uc624\ud508\uc18c\uc2a4 \ub525\ub7ec\ub2dd \ud504\ub808\uc784\uc6cc\ud06c\ub85c,<br \/>\n    \ub3d9\uc801 \uacc4\uc0b0 \uadf8\ub798\ud504\ub97c \uc0ac\uc6a9\ud558\uc5ec \uc9c1\uad00\uc801\uc778 \uc778\ud130\ud398\uc774\uc2a4\ub97c \uc81c\uacf5\ud569\ub2c8\ub2e4. \uc5f0\uad6c \ubd84\uc57c\uc5d0\uc11c \ub9ce\uc774 \uc0ac\uc6a9\ub418\uba70,<br \/>\n    \uc2e4\ud5d8 \ubc0f \ud504\ub85c\ud1a0\ud0c0\uc785 \uac1c\ubc1c\uc5d0 \uc6a9\uc774\ud569\ub2c8\ub2e4.\n<\/p>\n<h4>\uc7a5\uc810<\/h4>\n<ul>\n<li>\ub3d9\uc801 \uacc4\uc0b0 \uadf8\ub798\ud504 \uc81c\uacf5\uc73c\ub85c \uc778\ud55c \uc720\uc5f0\ud55c \uc2e4\ud5d8 \uac00\ub2a5<\/li>\n<li>Pythonic\ud55c \uc778\ud130\ud398\uc774\uc2a4\ub85c \uc26c\uc6b4 \uc0ac\uc6a9<\/li>\n<li>\ud65c\ubc1c\ud55c \ucee4\ubba4\ub2c8\ud2f0 \ubc0f \uc5c5\ub370\uc774\ud2b8<\/li>\n<\/ul>\n<h3>4.3 Keras<\/h3>\n<p>\n    Keras\ub294 TensorFlow \ubc0f Theano\ub97c \ubc31\uc5d4\ub4dc\ub85c \uc0ac\uc6a9\ud560 \uc218 \uc788\ub294 \uace0\uae09 \uc2e0\uacbd\ub9dd API\ub85c,<br \/>\n    \uc2e0\uc18d\ud55c \ud504\ub85c\ud1a0\ud0c0\uc785 \uac1c\ubc1c\uc744 \ubaa9\ud45c\ub85c \uc124\uacc4\ub418\uc5c8\uc2b5\ub2c8\ub2e4. \uc0ac\uc6a9\ud558\uae30 \uc27d\uace0 \uc9c1\uad00\uc801\uc778 API\ub97c \uc81c\uacf5\ud558\uc5ec<br \/>\n    \ub2e4\uc591\ud55c \ub525\ub7ec\ub2dd \ubaa8\ub378\uc744 \uac04\ub2e8\ud788 \uad6c\ucd95\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.\n<\/p>\n<h4>\uc7a5\uc810<\/h4>\n<ul>\n<li>\ub2e8\uc21c\ud558\uace0 \ube60\ub978 \ud504\ub85c\ud1a0\ud0c0\uc785 \uac1c\ubc1c<\/li>\n<li>\ub2e4\uc591\ud55c \ubaa8\ub378 \uad6c\ucd95\uc5d0 \uc801\ud569<\/li>\n<li>\uc790\uccb4\uc801\uc778 \ub370\uc774\ud130 \uc804\ucc98\ub9ac \ubc0f \ud655\uc7a5\uc131 \uc81c\uacf5<\/li>\n<\/ul>\n<h3>4.4 Scikit-learn<\/h3>\n<p>\n    Scikit-learn\uc740 \uba38\uc2e0\ub7ec\ub2dd\uc5d0 \uc911\uc810\uc744 \ub454 Python \ub77c\uc774\ube0c\ub7ec\ub9ac\ub85c,<br \/>\n    \uac04\ub2e8\ud55c \ub370\uc774\ud130 \uc804\ucc98\ub9ac, \ubd84\ub958, \ud68c\uadc0, \ud074\ub7ec\uc2a4\ud130\ub9c1, \ubaa8\ub378 \ud3c9\uac00 \ub4f1\uc744 \uc704\ud55c \ub2e4\uc591\ud55c \uae30\ub2a5\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4.<br \/>\n    \uc608\ub97c \ub4e4\uc5b4, \uae08\uc735 \uc2dc\uc7a5 \ub370\uc774\ud130\uc758 \ud45c\uc900\uc801\uc778 \ud6c8\ub828 \ubc0f \ud3c9\uac00 \uc791\uc5c5\uc744 \uc218\ud589\ud558\ub294 \ub370 \uc720\uc6a9\ud569\ub2c8\ub2e4.\n<\/p>\n<h4>\uc7a5\uc810<\/h4>\n<ul>\n<li>\uac04\ub2e8\ud558\uace0 \uc77c\uad00\ub41c API<\/li>\n<li>\ub2e4\uc591\ud55c \uc54c\uace0\ub9ac\uc998 \uc9c0\uc6d0<\/li>\n<li>\ud48d\ubd80\ud55c \ubb38\uc11c \ubc0f \uc608\uc81c \uc81c\uacf5<\/li>\n<\/ul>\n<h2>5. \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uc2e4\uc81c \uc0ac\ub840<\/h2>\n<p>\n    \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc5d0 \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd\uc744 \uc801\uc6a9\ud55c \uc5ec\ub7ec \uc2e4\uc81c \uc0ac\ub840\uac00 \uc788\uc2b5\ub2c8\ub2e4.<br \/>\n    \ub2e4\uc74c\uc740 \uba87 \uac00\uc9c0 \uc608\uc2dc\uc785\ub2c8\ub2e4.\n<\/p>\n<h3>5.1 \uc8fc\uac00 \uc608\uce21<\/h3>\n<p>\n    \ub9ce\uc740 \ud22c\uc790\uc790\ub4e4\uc774 \uacfc\uac70 \uc8fc\uac00 \ub370\uc774\ud130\ub97c \uc774\uc6a9\ud558\uc5ec \ubbf8\ub798 \uc8fc\uac00\ub97c \uc608\uce21\ud558\uace0\uc790 \ud569\ub2c8\ub2e4.<br \/>\n    LSTM(\uc7a5\uae30 \ub2e8\uae30 \uae30\uc5b5)\uc758 \uc0ac\uc6a9\uc740 \uc774\ub7ec\ud55c \uc2dc\uacc4\uc5f4 \ubb38\uc81c\uc5d0 \ub9e4\uc6b0 \ud6a8\uacfc\uc801\uc785\ub2c8\ub2e4.<br \/>\n    \uc608\ub97c \ub4e4\uc5b4, Keras\ub97c \uc0ac\uc6a9\ud574 LSTM \ubaa8\ub378\uc744 \uad6c\ucd95\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.\n<\/p>\n<pre class=\"code\">\nimport numpy as np\nimport pandas as pd\nfrom keras.models import Sequential\nfrom keras.layers import LSTM, Dense\n\n# \ub370\uc774\ud130 \ubd88\ub7ec\uc624\uae30\ndata = pd.read_csv('stock_prices.csv')\n# \uc804\ucc98\ub9ac \uacfc\uc815\n\n# LSTM \ubaa8\ub378 \uad6c\ucd95\nmodel = Sequential()\nmodel.add(LSTM(50, activation='relu', input_shape=(n_timesteps, n_features)))\nmodel.add(Dense(1))\nmodel.compile(optimizer='adam', loss='mse')\n\n# \ubaa8\ub378 \ud6c8\ub828\nmodel.fit(X_train, y_train, epochs=200, verbose=0)\n<\/pre>\n<h3>5.2 \uc790\uc0b0 \ubc30\ubd84<\/h3>\n<p>\n    \uba38\uc2e0\ub7ec\ub2dd \uae30\uc220\uc744 \ud1b5\ud574 \ub2e4\uc591\ud55c \uc790\uc0b0\uc758 \uc218\uc775\ub960\uc744 \ubd84\uc11d\ud558\uace0 \ucd5c\uc801\uc758 \uc790\uc0b0 \ubc30\ubd84\uc744 \ucc3e\ub294 \uac83\ub3c4 \uac00\ub2a5\ud569\ub2c8\ub2e4.<br \/>\n    \uc608\ub97c \ub4e4\uc5b4, MPT(\ud3c9\uade0-\ubd84\uc0b0 \ucd5c\uc801\ud654)\uc640 \ubcd1\ud589\ud558\uc5ec \uba38\uc2e0\ub7ec\ub2dd\uc744 \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.\n<\/p>\n<h2>6. \uacb0\ub860<\/h2>\n<p>\n    \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uae30\uc220\uc740 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \ubbf8\ub798\ub97c \uc774\ub04c\uc5b4\uac08 \uc911\uc694\ud55c \ub3c4\uad6c\uc785\ub2c8\ub2e4.<br \/>\n    \ub9ce\uc740 \ud22c\uc790\uc790\ub4e4\uc774 \uc774 \uae30\uc220\uc744 \ud1b5\ud574 \ub354 \ub098\uc740 \uacb0\uacfc\ub97c \uc5bb\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ubcf8 \uac15\uc88c\ub97c \ud1b5\ud574<br \/>\n    \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc758 \uae30\ubcf8 \uac1c\ub150\uacfc \uc2e4\uc81c \ud65c\uc6a9 \uc0ac\ub840, \uc778\uae30 \uc788\ub294 \ub77c\uc774\ube0c\ub7ec\ub9ac\ub4e4\uc744 \ubc30\uc6b8 \uc218 \uc788\uae30\ub97c \ubc14\ub78d\ub2c8\ub2e4.<br \/>\n    \uc774 \uae30\uc220\ub4e4\uc740 \ub2e8\uc21c\ud788 \ud2b8\ub808\uc774\ub529\uc758 \ud6a8\uc728\uc131\uc744 \ub192\uc774\ub294 \uac83\ubfd0\ub9cc \uc544\ub2c8\ub77c, \ud22c\uc790 \uc804\ub7b5\uc758 \uadfc\ubcf8\uc801\uc778 \ubcc0\ud654\ub97c \uc774\ub04c\uc5b4\ub0bc \uc218 \uc788\uc2b5\ub2c8\ub2e4.<br \/>\n    \uc55e\uc73c\ub85c\ub3c4 \uc9c0\uc18d\uc801\uc73c\ub85c \ubc1c\uc804\ud560 \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998\uc758 \uc138\uacc4\uc5d0\uc11c \ub9ce\uc740 \uae30\ud68c\ub97c \ubc1c\uacac\ud558\uc2dc\uae30\ub97c \ubc14\ub78d\ub2c8\ub2e4.\n<\/p>\n<p><\/body><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\ucd5c\uadfc \uba87 \ub144 \ub3d9\uc548 \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c \uba38\uc2e0\ub7ec\ub2dd(ML)\uacfc \ub525\ub7ec\ub2dd(DL)\uc758 \ud65c\uc6a9\uc774 \uae09\uaca9\ud788 \uc99d\uac00\ud574 \uc654\uc2b5\ub2c8\ub2e4. \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529 \ubd84\uc57c\uc5d0\uc11c \uc774 \ub450 \uae30\uc220\uc740 \uc2dc\uc7a5 \uc608\uce21, \uc790\uc0b0 \ubc30\ubd84, \ub9ac\uc2a4\ud06c \uad00\ub9ac \ubc0f \uc804\ub7b5 \ucd5c\uc801\ud654\uc640 \uac19\uc740 \uc5ec\ub7ec \uc911\uc694 \uc601\uc5ed\uc5d0\uc11c \uc0ac\uc6a9\ub429\ub2c8\ub2e4. \ubcf8 \uae00\uc5d0\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uac1c\ub150\uacfc \uc8fc\uc694 \uae30\uc220, \uadf8\ub9ac\uace0 \uc778\uae30 \uc788\ub294 \ub525\ub7ec\ub2dd \ub77c\uc774\ube0c\ub7ec\ub9ac\ub4e4\uc774 \uc5b4\ub5bb\uac8c \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c \ud65c\uc6a9\ub418\ub294\uc9c0\ub97c \uae4a\uc774 \uc788\uac8c \uc0b4\ud3b4\ubcf4\ub3c4\ub85d \ud558\uaca0\uc2b5\ub2c8\ub2e4. &hellip; <a href=\"https:\/\/atmokpo.com\/w\/29243\/\" 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, \uc778\uae30 \uc788\ub294 \ub525\ub7ec\ub2dd \ub77c\uc774\ube0c\ub7ec\ub9ac&#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-29243","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, \uc778\uae30 \uc788\ub294 \ub525\ub7ec\ub2dd \ub77c\uc774\ube0c\ub7ec\ub9ac - \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\/29243\/\" \/>\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, \uc778\uae30 \uc788\ub294 \ub525\ub7ec\ub2dd \ub77c\uc774\ube0c\ub7ec\ub9ac - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" \/>\n<meta property=\"og:description\" content=\"\ucd5c\uadfc \uba87 \ub144 \ub3d9\uc548 \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c \uba38\uc2e0\ub7ec\ub2dd(ML)\uacfc \ub525\ub7ec\ub2dd(DL)\uc758 \ud65c\uc6a9\uc774 \uae09\uaca9\ud788 \uc99d\uac00\ud574 \uc654\uc2b5\ub2c8\ub2e4. \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529 \ubd84\uc57c\uc5d0\uc11c \uc774 \ub450 \uae30\uc220\uc740 \uc2dc\uc7a5 \uc608\uce21, \uc790\uc0b0 \ubc30\ubd84, \ub9ac\uc2a4\ud06c \uad00\ub9ac \ubc0f \uc804\ub7b5 \ucd5c\uc801\ud654\uc640 \uac19\uc740 \uc5ec\ub7ec \uc911\uc694 \uc601\uc5ed\uc5d0\uc11c \uc0ac\uc6a9\ub429\ub2c8\ub2e4. \ubcf8 \uae00\uc5d0\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uac1c\ub150\uacfc \uc8fc\uc694 \uae30\uc220, \uadf8\ub9ac\uace0 \uc778\uae30 \uc788\ub294 \ub525\ub7ec\ub2dd \ub77c\uc774\ube0c\ub7ec\ub9ac\ub4e4\uc774 \uc5b4\ub5bb\uac8c \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c \ud65c\uc6a9\ub418\ub294\uc9c0\ub97c \uae4a\uc774 \uc788\uac8c \uc0b4\ud3b4\ubcf4\ub3c4\ub85d \ud558\uaca0\uc2b5\ub2c8\ub2e4. &hellip; \ub354 \ubcf4\uae30 &quot;\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \uc778\uae30 \uc788\ub294 \ub525\ub7ec\ub2dd \ub77c\uc774\ube0c\ub7ec\ub9ac&quot;\" \/>\n<meta property=\"og:url\" content=\"https:\/\/atmokpo.com\/w\/29243\/\" \/>\n<meta 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