{"id":28698,"date":"2024-10-27T16:14:37","date_gmt":"2024-10-27T16:14:37","guid":{"rendered":"http:\/\/atmokpo.com\/w\/?p=28698"},"modified":"2024-11-26T06:58:59","modified_gmt":"2024-11-26T06:58:59","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-ml-%ec%95%8c%ea%b3%a0%eb%a6%ac%eb%93%ac-%ec%84%a0","status":"publish","type":"post","link":"https:\/\/atmokpo.com\/w\/28698\/","title":{"rendered":"\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, ML \uc54c\uace0\ub9ac\ub4ec \uc120\ud0dd"},"content":{"rendered":"<p><body><\/p>\n<p>\uc0c1\uc7a5 \ub41c \uae08\uc735 \uc790\uc0b0\uc758 \uac00\uaca9 \ubcc0\ud654\ub294 \ubcf5\uc7a1\ud55c \ud328\ud134\uc744 \uac00\uc9c0\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ud328\ud134\uc744 \ucd94\ucd9c\ud558\uace0 \uc608\uce21\ud558\uae30 \uc704\ud574 \uba38\uc2e0\ub7ec\ub2dd(ML) \ubc0f \ub525\ub7ec\ub2dd(DL) \uc54c\uace0\ub9ac\uc998\uc774 \ub110\ub9ac \uc0ac\uc6a9\ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ubcf8 \uac15\uc88c\uc5d0\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud55c \ud2b8\ub808\uc774\ub529 \uc804\ub7b5\uc758 \uac1c\ubc1c \uacfc\uc815\uacfc, \uc801\ud569\ud55c \uc54c\uace0\ub9ac\uc998 \uc120\ud0dd \ubc29\ubc95\uc5d0 \ub300\ud574 \uc0c1\uc138\ud788 \ub2e4\ub8e8\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n<h2>1. \uba38\uc2e0\ub7ec\ub2dd \ud2b8\ub808\uc774\ub529 \uac1c\uc694<\/h2>\n<p>\uba38\uc2e0\ub7ec\ub2dd\uc740 \ub370\uc774\ud130\ub97c \ubd84\uc11d\ud558\uc5ec \ud328\ud134\uc744 \ucc3e\uc544\ub0b4\uace0, \uc774\ub97c \uae30\ubc18\uc73c\ub85c \uc608\uce21\uc744 \uc218\ud589\ud558\ub294 \uae30\uc220\uc785\ub2c8\ub2e4. \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c\uc758 \uba38\uc2e0\ub7ec\ub2dd \ud65c\uc6a9\uc740 \ub2e4\uc74c\uacfc \uac19\uc740 \uacfc\uc815\uc744 \ud3ec\ud568\ud569\ub2c8\ub2e4:<\/p>\n<ul>\n<li><strong>\ub370\uc774\ud130 \uc218\uc9d1:<\/strong> \uacfc\uac70\uc758 \uac00\uaca9 \ub370\uc774\ud130, \uac70\ub798\ub7c9, \uacbd\uc81c \uc9c0\ud45c \ub4f1 \ub2e4\uc591\ud55c \ub370\uc774\ud130\ub97c \uc218\uc9d1\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\ub370\uc774\ud130 \uc804\ucc98\ub9ac:<\/strong> \uacb0\uce21\uac12 \ucc98\ub9ac, \uc774\uc0c1\uce58 \uc81c\uac70, \uc815\uaddc\ud654 \ub4f1\uc758 \ub370\uc774\ud130 \uc804\ucc98\ub9ac \uacfc\uc815\uc774 \ud544\uc694\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\ud2b9\uc9d5 \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1:<\/strong> \uc608\uce21\uc5d0 \uc720\uc6a9\ud55c \ud2b9\uc9d5(feature)\uc744 \uc120\ud0dd\ud558\uace0 \uc0dd\uc131\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\ubaa8\ub378 \ud559\uc2b5:<\/strong> \uc120\ud0dd\ud55c \uc54c\uace0\ub9ac\uc998\uc744 \uae30\ubc18\uc73c\ub85c \ubaa8\ub378\uc744 \ud559\uc2b5\uc2dc\ud0b5\ub2c8\ub2e4.<\/li>\n<li><strong>\ubaa8\ub378 \ud3c9\uac00:<\/strong> \ud559\uc2b5\ub41c \ubaa8\ub378\uc758 \uc131\ub2a5\uc744 \uac80\uc99d\ud558\uace0 \ud3c9\uac00\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\uac70\ub798 \uc2e4\ud589:<\/strong> \ubaa8\ub378\uc758 \uc608\uce21 \uacb0\uacfc\ub97c \ubc14\ud0d5\uc73c\ub85c \uc2e4\uc81c \uac70\ub798\ub97c \uc218\ud589\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h2>2. \uba38\uc2e0\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \uc885\ub958<\/h2>\n<p>\uba38\uc2e0\ub7ec\ub2dd\uc758 \uc54c\uace0\ub9ac\uc998\uc740 \ud06c\uac8c \uc138 \uac00\uc9c0 \uc720\ud615\uc73c\ub85c \ub098\ub20c \uc218 \uc788\uc73c\uba70, \uac01\uac01\uc758 \ud2b9\uc131\uc5d0 \ub530\ub77c \ud2b8\ub808\uc774\ub529 \uc804\ub7b5\uc744 \uc218\ub9bd\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h3>2.1 \uc9c0\ub3c4 \ud559\uc2b5 (Supervised Learning)<\/h3>\n<p>\uc9c0\ub3c4 \ud559\uc2b5 \uc54c\uace0\ub9ac\uc998\uc740 \uc8fc\uc5b4\uc9c4 \ub370\uc774\ud130\uc640 \uadf8\uc5d0 \ub300\ud55c \ub808\uc774\ube14(\uc608: \uc0c1\uc2b9\/\ud558\uac15) \uc815\ubcf4\ub97c \uae30\ubc18\uc73c\ub85c \ud559\uc2b5\ud569\ub2c8\ub2e4. \ub300\ud45c\uc801\uc778 \uc54c\uace0\ub9ac\uc998\uc740 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4:<\/p>\n<ul>\n<li><strong>\uc120\ud615 \ud68c\uadc0 (Linear Regression):<\/strong> \uac00\uaca9\uc774\ub098 \uc218\uc775\ub960 \ub4f1\uc758 \uc5f0\uc18d\uc801\uc778 \uac12\uc744 \uc608\uce21\ud558\ub294 \ub370 \uc801\ud569\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\uacb0\uc815 \ud2b8\ub9ac (Decision Tree):<\/strong> \uc870\uac74\uc5d0 \ub530\ub77c \ubd84\uae30\ud558\uc5ec \uc608\uce21\ud558\ub294 \ubc29\uc2dd\uc73c\ub85c, \ud574\uc11d\uc774 \uc6a9\uc774\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\uc11c\ud3ec\ud2b8 \ubca1\ud130 \uba38\uc2e0 (Support Vector Machine):<\/strong> \ubca1\ud130 \uac04\uc758 \ucd5c\uc801 \uacbd\uacc4\uba74\uc744 \ucc3e\ub294 \uc54c\uace0\ub9ac\uc998\uc73c\ub85c, \ubd84\ub958 \ubb38\uc81c\uc5d0 \uac15\ub825\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\ub79c\ub364 \ud3ec\ub808\uc2a4\ud2b8 (Random Forest):<\/strong> \uc5ec\ub7ec \uac1c\uc758 \uacb0\uc815 \ud2b8\ub9ac\ub97c \uacb0\ud569\ud558\uc5ec \uc608\uce21 \uc131\ub2a5\uc744 \ud5a5\uc0c1\uc2dc\ud0b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h3>2.2 \ube44\uc9c0\ub3c4 \ud559\uc2b5 (Unsupervised Learning)<\/h3>\n<p>\ube44\uc9c0\ub3c4 \ud559\uc2b5 \uc54c\uace0\ub9ac\uc998\uc740 \ub808\uc774\ube14\uc774 \uc5c6\ub294 \ub370\uc774\ud130\ub97c \ubd84\uc11d\ud558\uc5ec \ud328\ud134\uc744 \ucc3e\uc2b5\ub2c8\ub2e4. \uc774\ub294 \uc8fc\ub85c \ud074\ub7ec\uc2a4\ud130\ub9c1\uc5d0 \uc0ac\uc6a9\ub429\ub2c8\ub2e4:<\/p>\n<ul>\n<li><strong>K-\ud3c9\uade0 (K-Means):<\/strong> \ub370\uc774\ud130\ub97c K\uac1c\uc758 \ud074\ub7ec\uc2a4\ud130\ub85c \ub098\ub204\ub294 \uc54c\uace0\ub9ac\uc998\uc785\ub2c8\ub2e4.<\/li>\n<li><strong>\uc8fc\uc131\ubd84 \ubd84\uc11d (PCA):<\/strong> \uace0\ucc28\uc6d0 \ub370\uc774\ud130\ub97c \uc800\ucc28\uc6d0\uc73c\ub85c \ucd95\uc18c\ud558\uc5ec \uc2dc\uac01\ud654 \ubc0f \ubd84\uc11d\uc744 \uc6a9\uc774\ud558\uac8c \ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h3>2.3 \uac15\ud654 \ud559\uc2b5 (Reinforcement Learning)<\/h3>\n<p>\uac15\ud654 \ud559\uc2b5\uc740 \uc5d0\uc774\uc804\ud2b8\uac00 \ud658\uacbd\uacfc \uc0c1\ud638\uc791\uc6a9\ud558\uba70 \ucd5c\uc801\uc758 \ud589\ub3d9\uc744 \ud559\uc2b5\ud558\ub294 \ubc29\uc2dd\uc785\ub2c8\ub2e4. \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c\uc758 \uc801\uc6a9 \uc608\uc2dc\ub294 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4:<\/p>\n<ul>\n<li><strong>Q-\ud559\uc2b5 (Q-Learning):<\/strong> \uc8fc\uc5b4\uc9c4 \uc0c1\ud0dc\uc5d0\uc11c \ucd5c\uc801\uc758 \ud589\ub3d9\uc744 \uc120\ud0dd\ud558\uae30 \uc704\ud55c \uc815\ucc45\uc744 \ud559\uc2b5\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\ub525 \uac15\ud654 \ud559\uc2b5 (Deep Reinforcement Learning):<\/strong> \uc2ec\uce35 \uc2e0\uacbd\ub9dd\uc744 \uc774\uc6a9\ud55c \uac15\ud654 \ud559\uc2b5\uc73c\ub85c, \ubcf5\uc7a1\ud55c \ud658\uacbd\uc5d0\uc11c \ud6a8\uacfc\uc801\uc785\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h2>3. \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998<\/h2>\n<p>\ub525\ub7ec\ub2dd\uc740 \uc778\uacf5\uc2e0\uacbd\ub9dd\uc744 \uae30\ubc18\uc73c\ub85c \ud558\ub294 \uba38\uc2e0\ub7ec\ub2dd\uc758 \ud55c \ubd84\uc57c\ub85c, \ub300\ub7c9\uc758 \ub370\uc774\ud130\ub97c \ucc98\ub9ac\ud558\ub294 \ub370 \uac15\ub825\ud55c \uc131\ub2a5\uc744 \ubc1c\ud718\ud569\ub2c8\ub2e4. \uc8fc\ub85c \uc0ac\uc6a9\ub418\ub294 \ub525\ub7ec\ub2dd \uc544\ud0a4\ud14d\ucc98\ub294 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4.<\/p>\n<h3>3.1 \uc778\uacf5\uc2e0\uacbd\ub9dd (Artificial Neural Networks)<\/h3>\n<p>\uae30\ubcf8\uc801\uc778 \uc2e0\uacbd\ub9dd \uad6c\uc870\ub85c, \uc785\ub825\uce35, \uc740\ub2c9\uce35, \ucd9c\ub825\uce35\uc73c\ub85c \uad6c\uc131\ub429\ub2c8\ub2e4. \ubcf5\uc7a1\ud55c \ube44\uc120\ud615 \ud328\ud134 \uc778\uc2dd\uc5d0 \uc801\ud569\ud569\ub2c8\ub2e4.<\/p>\n<h3>3.2 \ud569\uc131\uacf1 \uc2e0\uacbd\ub9dd (Convolutional Neural Networks, CNN)<\/h3>\n<p>\uc774\ubbf8\uc9c0 \ucc98\ub9ac\uc5d0 \ud2b9\ud654\ub41c \uc2e0\uacbd\ub9dd\uc73c\ub85c, \uc8fc\uc2dd \ucc28\ud2b8\uc640 \uac19\uc740 \uc2dc\uacc4\uc5f4 \ub370\uc774\ud130\ub97c \ubd84\uc11d\ud558\ub294 \ub370 \uc720\uc6a9\ud569\ub2c8\ub2e4.<\/p>\n<h3>3.3 \uc21c\ud658 \uc2e0\uacbd\ub9dd (Recurrent Neural Networks, RNN)<\/h3>\n<p>\uc2dc\uac04 \uc758\uc874\uc131\uc744 \uac00\uc9c4 \ub370\uc774\ud130 \ubd84\uc11d\uc5d0 \uac15\uc810\uc744 \uac00\uc9c0\uace0 \uc788\uc73c\uba70, LSTM\uc774\ub098 GRU\uc640 \uac19\uc740 \ubcc0\ud615\uc774 \uc790\uc8fc \uc0ac\uc6a9\ub429\ub2c8\ub2e4.<\/p>\n<h2>4. ML \uc54c\uace0\ub9ac\ub4ec \uc120\ud0dd \ubc29\ubc95<\/h2>\n<p>\uc54c\uace0\ub9ac\uc998\uc744 \uc120\ud0dd\ud558\ub294 \uacfc\uc815\uc740 \ub370\uc774\ud130\uc758 \ud2b9\uc131\uacfc \ubaa9\ud45c\uc5d0 \ub530\ub77c \ud06c\uac8c \ub2ec\ub77c\uc9d1\ub2c8\ub2e4. \uc544\ub798\uc758 \uac00\uc774\ub4dc\ub97c \ucc38\uace0\ud558\uc5ec \uc54c\ub9de\uc740 \uc54c\uace0\ub9ac\uc998\uc744 \uc120\ud0dd\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h3>4.1 \ub370\uc774\ud130 \ubd84\uc11d<\/h3>\n<p>\uadf8\ub798\ud504\ub098 \ud1b5\uacc4\uc801 \ubc29\ubc95\uc744 \ud65c\uc6a9\ud574 \ub370\uc774\ud130\uc758 \ubd84\ud3ec\uc640 \ud2b8\ub80c\ub4dc\ub97c \ubd84\uc11d\ud569\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \uc5b4\ub5a4 \uc54c\uace0\ub9ac\uc998\uc774 \ud6a8\uacfc\uc801\uc77c\uc9c0\ub97c \uac00\ub2a0\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h3>4.2 \ubb38\uc81c \uc815\uc758<\/h3>\n<p>\ubaa9\ud45c\ub97c \uba85\ud655\ud788 \ud558\ub294 \uac83\uc774 \uc911\uc694\ud569\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \uc8fc\uc2dd \uac00\uaca9 \uc608\uce21\uc744 \ubaa9\uc801\uc73c\ub85c \ud560 \uacbd\uc6b0 \ud68c\uadc0 \uc54c\uace0\ub9ac\uc998\uc774 \ud544\uc694\ud558\uace0, \uc774\uc775\/\uc190\ud574 \ubd84\uc11d\uc774 \ud544\uc694\ud560 \uacbd\uc6b0 \ubd84\ub958 \uc54c\uace0\ub9ac\uc998\uc774\ub098 \uac15\ud654 \ud559\uc2b5\uc774 \ud544\uc694\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h3>4.3 \uac80\uc99d \ubc29\ubc95 \uc120\ud0dd<\/h3>\n<p>\uad50\ucc28 \uac80\uc99d, \ud640\ub4dc\uc544\uc6c3 \uac80\uc99d \ub4f1\uc758 \ub2e4\uc591\ud55c \uac80\uc99d \ubc29\ubc95\uc744 \uc0ac\uc6a9\ud558\uc5ec \uc120\ud0dd\ud55c \uc54c\uace0\ub9ac\uc998\uc774 \ub370\uc774\ud130\ub97c \uc798 \uc77c\ubc18\ud654\ud558\ub294\uc9c0\ub97c \ud655\uc778\ud574\uc57c \ud569\ub2c8\ub2e4.<\/p>\n<h3>4.4 \ubaa8\ub378 \ud29c\ub2dd<\/h3>\n<p>\ud558\uc774\ud37c\ud30c\ub77c\ubbf8\ud130 \ucd5c\uc801\ud654 \uae30\ubc95\uc744 \ud65c\uc6a9\ud558\uc5ec \ubaa8\ub378\uc758 \uc131\ub2a5\uc744 \uadf9\ub300\ud654\ud569\ub2c8\ub2e4. Grid Search, Random Search \ub4f1\uc758 \ubc29\ubc95\uc774 \uc77c\ubc18\uc801\uc73c\ub85c \uc0ac\uc6a9\ub429\ub2c8\ub2e4.<\/p>\n<h2>5. \uacb0\ub860<\/h2>\n<p>\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud55c \ud2b8\ub808\uc774\ub529 \uc804\ub7b5 \uac1c\ubc1c\uc740 \uacfc\uac70\uc758 \ub370\uc774\ud130\uc640 \ud604\uc7ac \uc2dc\uc7a5 \uc0c1\ud0dc\ub97c \ubd84\uc11d\ud558\uc5ec \ubcf4\ub2e4 \ud5a5\uc0c1\ub41c \uc608\uce21\ub825\uc744 \uc81c\uacf5\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ud558\uc9c0\ub9cc \uc774\ub7ec\ud55c \uae30\uc220\ub4e4\uc744 \uc0ac\uc6a9\ud560 \ub54c\ub294 \ub370\uc774\ud130\uc758 \ud488\uc9c8, \uc54c\uace0\ub9ac\uc998 \uc120\ud0dd, \uacfc\uc801\ud569 \ub4f1\uc758 \uc8fc\uc758\uc0ac\ud56d\uc744 \uc5fc\ub450\uc5d0 \ub450\uc5b4\uc57c \ud569\ub2c8\ub2e4. \ubcf8 \uac15\uc88c\ub97c \ud1b5\ud574 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uae30\ucd08\uc640 \ub2e4\uc591\ud55c \uc54c\uace0\ub9ac\uc998 \uc120\ud0dd \ubc29\ubc95\uc744 \uc775\ud788\uc168\ub2e4\uba74, \uc774\uc81c \uc2e4\uc804\uc5d0\uc11c \uc774\ub97c \uc801\uc6a9\ud560 \uc218 \uc788\ub294 \ub2a5\ub825\uc774 \uc0dd\uae30\uae38 \ubc14\ub78d\ub2c8\ub2e4.<\/p>\n<h2>\ucc38\uace0 \ubb38\ud5cc<\/h2>\n<ul>\n<li>Jump Trading, &#8220;Algorithmic Trading&#8221; by Ernie Chan<\/li>\n<li>Markus Heitkoetter, &#8220;Algorithmic Trading: How to Write a Trading Robot&#8221; by Michael Halls-Moore<\/li>\n<li>Ian Goodfellow, Yoshua Bengio, Aaron Courville, &#8220;Deep Learning&#8221;<\/li>\n<\/ul>\n<div class=\"reference\">\n<p>\uc774 \uae00\uc740 \uc815\ubcf4 \uc81c\uacf5\uc744 \ubaa9\uc801\uc73c\ub85c \ud558\uba70, \ud22c\uc790 \uacb0\uc815\uc744 \ub0b4\ub9ac\uae30 \uc804\uc5d0 \uc804\ubb38\uac00\uc758 \uc870\uc5b8\uc744 \ubc1b\ub294 \uac83\uc744 \uad8c\uc7a5\ud569\ub2c8\ub2e4.<\/p>\n<\/div>\n<p><\/body><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\uc0c1\uc7a5 \ub41c \uae08\uc735 \uc790\uc0b0\uc758 \uac00\uaca9 \ubcc0\ud654\ub294 \ubcf5\uc7a1\ud55c \ud328\ud134\uc744 \uac00\uc9c0\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ud328\ud134\uc744 \ucd94\ucd9c\ud558\uace0 \uc608\uce21\ud558\uae30 \uc704\ud574 \uba38\uc2e0\ub7ec\ub2dd(ML) \ubc0f \ub525\ub7ec\ub2dd(DL) \uc54c\uace0\ub9ac\uc998\uc774 \ub110\ub9ac \uc0ac\uc6a9\ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ubcf8 \uac15\uc88c\uc5d0\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud55c \ud2b8\ub808\uc774\ub529 \uc804\ub7b5\uc758 \uac1c\ubc1c \uacfc\uc815\uacfc, \uc801\ud569\ud55c \uc54c\uace0\ub9ac\uc998 \uc120\ud0dd \ubc29\ubc95\uc5d0 \ub300\ud574 \uc0c1\uc138\ud788 \ub2e4\ub8e8\uaca0\uc2b5\ub2c8\ub2e4. 1. \uba38\uc2e0\ub7ec\ub2dd \ud2b8\ub808\uc774\ub529 \uac1c\uc694 \uba38\uc2e0\ub7ec\ub2dd\uc740 \ub370\uc774\ud130\ub97c \ubd84\uc11d\ud558\uc5ec \ud328\ud134\uc744 \ucc3e\uc544\ub0b4\uace0, \uc774\ub97c \uae30\ubc18\uc73c\ub85c \uc608\uce21\uc744 \uc218\ud589\ud558\ub294 \uae30\uc220\uc785\ub2c8\ub2e4. \uae08\uc735 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