{"id":28884,"date":"2024-10-27T16:15:33","date_gmt":"2024-10-27T16:15:33","guid":{"rendered":"http:\/\/atmokpo.com\/w\/?p=28884"},"modified":"2024-11-26T06:56:30","modified_gmt":"2024-11-26T06:56:30","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%8b%a8%ec%88%9c-%ec%88%9c%ec%a0%84%ed%8c%8c","status":"publish","type":"post","link":"https:\/\/atmokpo.com\/w\/28884\/","title":{"rendered":"\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \ub2e8\uc21c \uc21c\uc804\ud30c \uc2e0\uacbd\ub9dd \uad6c\uc870"},"content":{"rendered":"<p><body><\/p>\n<p>\uc624\ub298\ub0a0 \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c\uc758 \uacbd\uc7c1\uc774 \uce58\uc5f4\ud574\uc9d0\uc5d0 \ub530\ub77c, \ud22c\uc790\uc790\ub4e4\uc740 \uc810\uc810 \ub354 \ud6a8\uacfc\uc801\uc778 \ubc29\ubc95\uc73c\ub85c \ub9e4\ub9e4 \uacb0\uc815\uc744 \ub0b4\ub9ac\uae30 \uc704\ud574 \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd \uac19\uc740 \ud601\uc2e0\uc801\uc778 \uae30\uc220\uc5d0 \uc758\uc874\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \uac15\uc88c\uc5d0\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uae30\ucd08\ubd80\ud130 \ub2e8\uc21c \uc21c\uc804\ud30c \uc2e0\uacbd\ub9dd \uad6c\uc870\uc5d0 \ub300\ud574 \uc790\uc138\ud788 \uc54c\uc544\ubcf4\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n<h2>1. \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc758 \uc774\ud574<\/h2>\n<h3>1.1 \uba38\uc2e0\ub7ec\ub2dd\uc774\ub780?<\/h3>\n<p>\uba38\uc2e0\ub7ec\ub2dd\uc740 \ucef4\ud4e8\ud130\uac00 \ub370\uc774\ud130\ub97c \ud1b5\ud574 \ud559\uc2b5\ud558\uace0 \uc774\ub97c \uae30\ubc18\uc73c\ub85c \uc608\uce21\ud558\uac70\ub098 \uacb0\uc815\uc744 \ub0b4\ub9ac\ub294 \uc54c\uace0\ub9ac\uc998\uc758 \uc9d1\ud569\uc785\ub2c8\ub2e4. \uba38\uc2e0\ub7ec\ub2dd\uc758 \uc8fc\uc694 \ubaa9\ud45c\ub294 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4:<\/p>\n<ul>\n<li>\ub370\uc774\ud130\ub85c\ubd80\ud130 \ud328\ud134\uc744 \ucc3e\uace0 \uc608\uce21 \ubaa8\ub378\uc744 \uad6c\ucd95\ud558\uae30<\/li>\n<li>\uc0c8\ub85c\uc6b4 \ub370\uc774\ud130\uc5d0 \ub300\ud55c \uc77c\ubc18\ud654 \ub2a5\ub825 \ud5a5\uc0c1<\/li>\n<li>\ubcf5\uc7a1\ud55c \ubb38\uc81c\ub97c \ud6a8\uacfc\uc801\uc73c\ub85c \ud574\uacb0\ud558\uae30<\/li>\n<\/ul>\n<h3>1.2 \ub525\ub7ec\ub2dd\uc774\ub780?<\/h3>\n<p>\ub525\ub7ec\ub2dd\uc740 \uba38\uc2e0\ub7ec\ub2dd\uc758 \ud55c \ubd84\uc57c\ub85c, \uc5ec\ub7ec \uce35\uc758 \uc778\uacf5 \uc2e0\uacbd\ub9dd\uc744 \uc0ac\uc6a9\ud558\uc5ec \ub370\uc774\ud130\ub97c \ub354\uc6b1 \ubcf5\uc7a1\ud558\uac8c \ucc98\ub9ac\ud558\ub294 \ubc29\ubc95\ub860\uc785\ub2c8\ub2e4. \ub525\ub7ec\ub2dd\uc740 \ud2b9\ud788 \uc774\ubbf8\uc9c0 \uc778\uc2dd, \uc790\uc5f0\uc5b4 \ucc98\ub9ac, \uc74c\uc131 \uc778\uc2dd \ubd84\uc57c\uc5d0\uc11c \ub450\uac01\uc744 \ub098\ud0c0\ub0b4\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ud2b9\uc9d5\uc73c\ub85c\ub294:<\/p>\n<ul>\n<li>\ub2e4\uc911 \uce35\uc744 \ud1b5\ud55c \uc790\ub3d9 \ud2b9\uc131 \ud559\uc2b5<\/li>\n<li>\ube44\uc120\ud615 \ud568\uc218\uc758 \uc0ac\uc6a9<\/li>\n<li>\ub300\ub7c9\uc758 \ub370\uc774\ud130\uc5d0\uc11c \uc131\ub2a5 \ud5a5\uc0c1<\/li>\n<\/ul>\n<h2>2. \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529 \uac1c\uc694<\/h2>\n<p>\uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc740 \ubbf8\ub9ac \ud504\ub85c\uadf8\ub798\ubc0d\ub41c \uba85\ub839\uc5b4\ub97c \ubc14\ud0d5\uc73c\ub85c \uc8fc\uc2dd, \uc120\ubb3c, \uc635\uc158\uacfc \uac19\uc740 \uae08\uc735 \uc790\uc0b0\uc744 \uc790\ub3d9\uc73c\ub85c \uac70\ub798\ud558\ub294 \ubc29\ubc95\uc785\ub2c8\ub2e4. \uc774 \ubc29\uc2dd\uc758 \uc7a5\uc810\uc740 \uac10\uc815\uc801\uc778 \uc694\uc18c\ub97c \ubc30\uc81c\ud558\uace0 \ubcf4\ub2e4 \uc77c\uad00\ub41c \ud22c\uc790 \uacb0\uc815\uc744 \ub0b4\ub9b4 \uc218 \uc788\ub2e4\ub294 \uac83\uc785\ub2c8\ub2e4.<\/p>\n<h3>2.1 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uae30\ucd08<\/h3>\n<p>\uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc740 \uc2dc\uc7a5\uc5d0\uc11c\uc758 \uc815\ubcf4\ub97c \ud655\ubcf4\ud558\uace0, \uc774\ub97c \uae30\ubc18\uc73c\ub85c \ub9e4\ub9e4 \uc2dc\uc810\uc744 \uc815\ud558\ub294 \uc811\uadfc\ubc95\uc785\ub2c8\ub2e4. \uc8fc\ub85c \uc0ac\uc6a9\ub418\ub294 \uc804\ub7b5\uc740 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4:<\/p>\n<ul>\n<li>\uc2dc\uc7a5 \ucd94\uc138 \ucd94\uc885<\/li>\n<li>\ud1b5\uacc4\uc801 \ucc28\uc775 \uac70\ub798<\/li>\n<li>\ubaa8\uba58\ud140 \uac70\ub798<\/li>\n<\/ul>\n<h3>2.2 \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc758 \uc5ed\ud560<\/h3>\n<p>\uae30\uc220\uc801 \ubd84\uc11d\uacfc \ucc28\ud2b8 \ud328\ud134 \uc778\uc2dd, \uadf8\ub9ac\uace0 \uc2e4\uc2dc\uac04 \ub370\uc774\ud130 \ubd84\uc11d\uc744 \ud1b5\ud574, \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc740 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc5d0\uc11c \ub9e4\uc6b0 \uc911\uc694\ud55c \uc5ed\ud560\uc744 \ud569\ub2c8\ub2e4. \ud2b9\ud788, \uc778\uacf5 \uc2e0\uacbd\ub9dd\uc740 \ubbf8\ubb18\ud55c \ud328\ud134\uc744 \uc2dd\ubcc4\ud558\ub294 \ub370 \uc801\ud569\ud558\uc5ec, \ub9e4\ub9e4 \uacb0\uc815\uc758 \uc815\ud655\uc131\uc744 \ub192\uc774\ub294 \ub370 \uae30\uc5ec\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h2>3. \ub2e8\uc21c \uc21c\uc804\ud30c \uc2e0\uacbd\ub9dd \uad6c\uc870<\/h2>\n<p>\ub2e8\uc21c \uc21c\uc804\ud30c \uc2e0\uacbd\ub9dd(Feedforward Neural Network)\uc740 \uac00\uc7a5 \uae30\ubcf8\uc801\uc778 \ud615\ud0dc\uc758 \uc778\uacf5 \uc2e0\uacbd\ub9dd\uc785\ub2c8\ub2e4. \uc774 \uad6c\uc870\ub294 \uc785\ub825\uce35, \uc740\ub2c9\uce35, \ucd9c\ub825\uce35\uc73c\ub85c \uad6c\uc131\ub418\uc5b4 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h3>3.1 \uc2e0\uacbd\ub9dd\uc758 \uad6c\uc131 \uc694\uc18c<\/h3>\n<ul>\n<li><strong>\uc785\ub825\uce35:<\/strong> \uc678\ubd80 \ub370\uc774\ud130\ub97c \uc2e0\uacbd\ub9dd\uc5d0 \uc785\ub825\ud558\ub294 \uce35\uc785\ub2c8\ub2e4.<\/li>\n<li><strong>\uc740\ub2c9\uce35:<\/strong> \uc785\ub825 \ub370\uc774\ud130\ub97c \ucc98\ub9ac\ud558\uace0, \ud328\ud134\uc744 \uc778\uc2dd\ud558\ub294 \uc5ed\ud560\uc744 \ud569\ub2c8\ub2e4. \uc5ec\ub7ec \uac1c\uc758 \uc740\ub2c9\uce35\uc744 \uc0ac\uc6a9\ud560 \uacbd\uc6b0, \uae4a\uc740 \uc2e0\uacbd\ub9dd\uc73c\ub85c \ubd84\ub958\ub429\ub2c8\ub2e4.<\/li>\n<li><strong>\ucd9c\ub825\uce35:<\/strong> \ud3c9\uac00\ud560 \uacb0\uacfc\ub97c \uc0dd\uc131\ud558\ub294 \uc9c0\uc810\uc73c\ub85c, \ud1b5\uc0c1\uc801\uc73c\ub85c \uc608\uce21\uc774\ub098 \ubd84\ub958 \uacb0\uacfc\ub97c \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h3>3.2 \uc21c\uc804\ud30c \uacfc\uc815<\/h3>\n<p>\uc2e0\uacbd\ub9dd\uc740 \uc785\ub825 data\uac00 \uc785\ub825\uce35\uc744 \ud1b5\ud574 \uc740\ub2c9\uce35\uc73c\ub85c \uc804\ub2ec\ub418\uace0, \uac01 \ub274\ub7f0\uc5d0\uc11c activation function\uc744 \ud1b5\ud574 \uacc4\uc0b0\ub429\ub2c8\ub2e4. \ucd5c\uc885\uc801\uc73c\ub85c \ucd9c\ub825\uce35\uc5d0 \ub3c4\ub2ec\ud558\uc5ec \uc608\uce21 \uacb0\uacfc\ub97c \uc5bb\uc2b5\ub2c8\ub2e4.<\/p>\n<pre><code>def sigmoid(x):\n    return 1 \/ (1 + np.exp(-x))\n<\/code><\/pre>\n<h2>4. \uc2e0\uacbd\ub9dd \ud559\uc2b5 \uacfc\uc815<\/h2>\n<p>\uc2e0\uacbd\ub9dd\uc740 \ub9e4\uac1c\ubcc0\uc218(\uac00\uc911\uce58\uc640 \ubc14\uc774\uc5b4\uc2a4)\ub97c \uc870\uc815\ud558\uc5ec \ub370\uc774\ud130\uc5d0 \ucd5c\uc801\ud654\ub429\ub2c8\ub2e4. \ud559\uc2b5 \uacfc\uc815\uc740 \uc8fc\ub85c \ub450 \uac00\uc9c0 \ub2e8\uacc4\ub85c \ub098\ub269\ub2c8\ub2e4:<\/p>\n<h3>4.1 \uc21c\uc804\ud30c(Feedforward)<\/h3>\n<p>\uc785\ub825 \ub370\uc774\ud130\ub97c \ud1b5\ud574 \ucd9c\ub825 \uacb0\uacfc\ub97c \uc0dd\uc131\ud558\ub294 \uacfc\uc815\uc785\ub2c8\ub2e4. \uac01 \uce35\uc758 \ub274\ub7f0\uc740 \uc774\uc804 \uce35\uc73c\ub85c\ubd80\ud130 \uc804\ub2ec\ubc1b\uc740 \uac12\uc744 \uac00\uc911\uce58\uc640 \ubc14\uc774\uc5b4\uc2a4\uc5d0 \ub530\ub77c \ubcc0\ud658\ud558\uc5ec \ub2e4\uc74c \uce35\uc73c\ub85c \uc804\ub2ec\ud569\ub2c8\ub2e4.<\/p>\n<h3>4.2 \uc5ed\uc804\ud30c(Backpropagation)<\/h3>\n<p>\ucd9c\ub825\uc774 \uc2e4\uc81c\uac12\uacfc\uc758 \uc624\ucc28\ub97c \ubc14\ud0d5\uc73c\ub85c \uac00\uc911\uce58\ub97c \uc870\uc815\ud558\ub294 \uacfc\uc815\uc785\ub2c8\ub2e4. \uc190\uc2e4 \ud568\uc218(loss function)\ub97c \ucd5c\uc18c\ud654\ud558\ub294 \ubc29\ud5a5\uc73c\ub85c \ub9e4\uac1c\ubcc0\uc218\ub97c \uc5c5\ub370\uc774\ud2b8\ud569\ub2c8\ub2e4.<\/p>\n<pre><code>def backpropagation(X, y, weights, biases, learning_rate):\n    # \uc624\ucc28 \uacc4\uc0b0\n    # \uac00\uc911\uce58\uc640 \ubc14\uc774\uc5b4\uc2a4 \uc5c5\ub370\uc774\ud2b8 \ub85c\uc9c1\n    return updated_weights, updated_biases\n<\/code><\/pre>\n<h2>5. \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc5d0\uc11c\uc758 \uc2e4\uc6a9\ud654<\/h2>\n<p>\ub2e8\uc21c \uc21c\uc804\ud30c \uc2e0\uacbd\ub9dd\uc744 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc5d0 \uc801\uc6a9\ud558\ub294 \ubc29\ubc95\uc740 \ub370\uc774\ud130 \uc218\uc9d1, \uc804\ucc98\ub9ac, \ubaa8\ub378 \uad6c\ucd95 \ubc0f \ud3c9\uac00\ub85c \ub098\ub20c \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \ubaa9\ud45c\ud55c \ud2b8\ub808\uc774\ub529 \uc804\ub7b5\uc744 \uc644\uc131\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h3>5.1 \ub370\uc774\ud130 \uc218\uc9d1<\/h3>\n<p>\uc2dc\uc7a5 \ub370\uc774\ud130\ub97c \uc2e4\uc2dc\uac04\uc73c\ub85c \uc218\uc9d1\ud558\ub294 \ubc29\ubc95\uc740 \uc5ec\ub7ec \uac00\uc9c0\uac00 \uc788\uc73c\uba70, API\ub97c \ud65c\uc6a9\ud558\uac70\ub098 \uc6f9 \uc2a4\ud06c\ub798\ud551\uc744 \ud1b5\ud574 \ud544\uc694\ud55c \ub370\uc774\ud130\ub97c \uc218\uc9d1\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h3>5.2 \ub370\uc774\ud130 \uc804\ucc98\ub9ac<\/h3>\n<p>\uc218\uc9d1\ud55c \ub370\uc774\ud130\ub294 \uba38\uc2e0\ub7ec\ub2dd \ubaa8\ub378\uc5d0 \uc785\ub825\ud558\uae30 \uc804\uc5d0 \uc804\ucc98\ub9ac \uacfc\uc815\uc744 \uac70\uccd0\uc57c \ud569\ub2c8\ub2e4. \uc774 \uacfc\uc815\uc5d0\uc11c\ub294 \uacb0\uce21\uac12 \ucc98\ub9ac, \uc815\uaddc\ud654, \ud2b9\uc131 \uc0dd\uc131 \ub4f1\uc774 \ud3ec\ud568\ub429\ub2c8\ub2e4.<\/p>\n<h3>5.3 \ubaa8\ub378 \uad6c\ucd95<\/h3>\n<p>\ub2e8\uc21c \uc2e0\uacbd\ub9dd\uc744 \uad6c\uc131\ud558\uae30 \uc704\ud574 \uac01 \uce35\uc758 \ub274\ub7f0 \uc218\uc640 \ucd08\uae30 \uac00\uc911\uce58\ub97c \uc124\uc815\ud55c \ud6c4, \ud559\uc2b5 \uacfc\uc815\uc744 \ud1b5\ud574 \ucd5c\uc801\uc758 \ub9e4\uac1c\ubcc0\uc218\ub97c \ucc3e\uc2b5\ub2c8\ub2e4.<\/p>\n<h3>5.4 \ubaa8\ub378 \ud3c9\uac00<\/h3>\n<p>\ubaa8\ub378\uc758 \uc131\ub2a5\uc744 \ud3c9\uac00\ud558\uae30 \uc704\ud574 \uac80\uc99d \ub370\uc774\ud130\uc14b\uc744 \uc0ac\uc6a9\ud558\uc5ec \uc608\uce21 \uacb0\uacfc\ub97c \ubd84\uc11d\ud558\uace0, \ud544\uc694\ud55c \uacbd\uc6b0 \ud30c\ub77c\ubbf8\ud130 \uc870\uc815\uc774\ub098 \uacfc\uc801\ud569 \ubc29\uc9c0 \uae30\ubc95\uc744 \ud65c\uc6a9\ud569\ub2c8\ub2e4.<\/p>\n<pre><code>from sklearn.model_selection import train_test_split\n\n# \ub370\uc774\ud130\uc14b \ubd84\ud560\nX_train, X_valid, y_train, y_valid = train_test_split(X, y, test_size=0.2)\n<\/code><\/pre>\n<h2>6. \uacb0\ub860 \ubc0f \ud5a5\ud6c4 \uc5f0\uad6c \ubc29\ud5a5<\/h2>\n<p>\ub2e8\uc21c \uc21c\uc804\ud30c \uc2e0\uacbd\ub9dd\uc744 \uc774\uc6a9\ud55c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc740 \uba38\uc2e0\ub7ec\ub2dd \uae30\ubc18 \ud22c\uc790 \uc804\ub7b5\uc744 \uad6c\uc0ac\ud558\ub294 \uac15\ub825\ud55c \ub3c4\uad6c\uc785\ub2c8\ub2e4. \ub2e4\uc591\ud55c \ub370\uc774\ud130\uc640 \uc870\uac74\uc744 \uc870\ud569\ud558\uc5ec \uac1c\uc120\ub41c \ubaa8\ub378\uc744 \uc2e4\ud5d8\ud558\uace0, \ucd94\uac00\uc801\uc778 \ub525\ub7ec\ub2dd \uae30\ubc95(\uc608: CNN, RNN \ub4f1)\ub85c \ubc1c\uc804\uc2dc\ud0ac \uc218 \uc788\uc744 \uac83\uc785\ub2c8\ub2e4.<\/p>\n<p>\ud5a5\ud6c4 \uc5f0\uad6c\uc5d0\uc11c\ub294 \uc5ec\ub7ec \uc2dc\uc7a5\uc758 \ub370\uc774\ud130\ub97c \ud1b5\ud569\ud558\uc5ec \uba40\ud2f0 \ubaa8\ub2ec \ubaa8\ub378\ub9c1\uc744 \uc2dc\ub3c4\ud558\uac70\ub098, \uc559\uc0c1\ube14 \uae30\ubc95 \ub4f1\uc744 \ub3c4\uc785\ud558\uc5ec \uc608\uce21 \uc131\ub2a5\uc744 \uadf9\ub300\ud654\ud560 \uc218 \uc788\ub294 \ubc29\ubc95\uc744 \ubaa8\uc0c9\ud574\uc57c \ud569\ub2c8\ub2e4. \uc774 \uacfc\uc815\uc5d0\uc11c \uc5bb\uc740 \uc778\uc0ac\uc774\ud2b8\ub294 \ud22c\uc790 \uc804\ub7b5\uc758 \uc218\uc775\uc131\uc744 \ud55c\uce35 \uac15\ud654\ud560 \uc218 \uc788\ub294 \uae30\ucd08\uac00 \ub420 \uac83\uc785\ub2c8\ub2e4.<\/p>\n<p>\uadf8\ub7fc, \uc5ec\ub7ec\ubd84\ub3c4 \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud558\uc5ec \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uc138\uacc4\uc5d0 \ubc1c\uc744 \ub4e4\uc5ec\ubcf4\uc2dc\uae30 \ubc14\ub78d\ub2c8\ub2e4!<\/p>\n<p><\/body><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\uc624\ub298\ub0a0 \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c\uc758 \uacbd\uc7c1\uc774 \uce58\uc5f4\ud574\uc9d0\uc5d0 \ub530\ub77c, \ud22c\uc790\uc790\ub4e4\uc740 \uc810\uc810 \ub354 \ud6a8\uacfc\uc801\uc778 \ubc29\ubc95\uc73c\ub85c \ub9e4\ub9e4 \uacb0\uc815\uc744 \ub0b4\ub9ac\uae30 \uc704\ud574 \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd \uac19\uc740 \ud601\uc2e0\uc801\uc778 \uae30\uc220\uc5d0 \uc758\uc874\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \uac15\uc88c\uc5d0\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uae30\ucd08\ubd80\ud130 \ub2e8\uc21c \uc21c\uc804\ud30c \uc2e0\uacbd\ub9dd \uad6c\uc870\uc5d0 \ub300\ud574 \uc790\uc138\ud788 \uc54c\uc544\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. 1. \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc758 \uc774\ud574 1.1 \uba38\uc2e0\ub7ec\ub2dd\uc774\ub780? \uba38\uc2e0\ub7ec\ub2dd\uc740 \ucef4\ud4e8\ud130\uac00 \ub370\uc774\ud130\ub97c \ud1b5\ud574 \ud559\uc2b5\ud558\uace0 \uc774\ub97c \uae30\ubc18\uc73c\ub85c \uc608\uce21\ud558\uac70\ub098 \uacb0\uc815\uc744 \ub0b4\ub9ac\ub294 \uc54c\uace0\ub9ac\uc998\uc758 \uc9d1\ud569\uc785\ub2c8\ub2e4. &hellip; <a href=\"https:\/\/atmokpo.com\/w\/28884\/\" 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, \ub2e8\uc21c \uc21c\uc804\ud30c \uc2e0\uacbd\ub9dd \uad6c\uc870&#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-28884","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 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