{"id":29241,"date":"2024-10-27T16:17:28","date_gmt":"2024-10-27T16:17:28","guid":{"rendered":"http:\/\/atmokpo.com\/w\/?p=29241"},"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%b3%b5%ec%9c%84%ec%84%b1-%ec%9d%b4","status":"publish","type":"post","link":"https:\/\/atmokpo.com\/w\/29241\/","title":{"rendered":"\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \uc778\uacf5\uc704\uc131 \uc774\ubbf8\uc9c0\uc640 \ubb3c\uccb4 \uc778\uc2dd\uc744 \uc704\ud55c CNN"},"content":{"rendered":"<p><body><\/p>\n<h2>\uc18c\uac1c<\/h2>\n<p>\ubcf8 \uac15\uc88c\uc5d0\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd\uc744 \uae30\ubc18\uc73c\ub85c \ud55c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uac1c\ub150\uacfc \uc778\uacf5\uc704\uc131 \uc774\ubbf8\uc9c0 \ucc98\ub9ac\uc5d0 \uc788\uc5b4\uc11c\uc758 \ud569\uc131\uacf1 \uc2e0\uacbd\ub9dd(CNN)\uc5d0 \ub300\ud55c \uc774\ud574\ub97c \ub3d5\uace0, \uc774\ub97c \ud65c\uc6a9\ud55c \uc2e4\uc804 \ud2b8\ub808\uc774\ub529 \uc804\ub7b5 \uac1c\ubc1c \ubc29\ubc95\uc5d0 \ub300\ud574 \ub2e4\ub8f0 \uac83\uc785\ub2c8\ub2e4. \ud604\ub300 \uae08\uc735 \uc2dc\uc7a5\uc758 \ubcf5\uc7a1\uc131\uacfc \ub370\uc774\ud130 \uc591\uc758 \ubc29\ub300\ud568\uc73c\ub85c \uc778\ud574 \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd \uae30\uc220\uc774 \ud544\uc218\uc801\uc774\uac8c \ub418\uc5c8\uc73c\uba70, \ud2b9\ud788 \uc778\uacf5\uc704\uc131 \uc774\ubbf8\uc9c0\ub97c \ud65c\uc6a9\ud55c \ubb3c\uccb4 \uc778\uc2dd \uae30\uc220\uc740 \uc0c8\ub85c\uc6b4 \ud22c\uc790 \uae30\ud68c\ub97c \ucc3d\ucd9c\ud558\ub294 \ub370 \ub9ce\uc740 \ub3c4\uc6c0\uc774 \ub429\ub2c8\ub2e4.<\/p>\n<h2>\uba38\uc2e0\ub7ec\ub2dd \uae30\ucd08<\/h2>\n<p>\uba38\uc2e0\ub7ec\ub2dd\uc740 \ub370\uc774\ud130\uc5d0\uc11c \ud328\ud134\uc744 \ud559\uc2b5\ud558\uace0 \uc774\ub97c \ubc14\ud0d5\uc73c\ub85c \uc608\uce21\uc744 \uc218\ud589\ud558\ub294 \uc54c\uace0\ub9ac\uc998\uc785\ub2c8\ub2e4. \uc77c\ubc18\uc801\uc73c\ub85c \ubd84\ub958(Classification)\uc640 \ud68c\uadc0(Regression) \ubb38\uc81c\ub85c \uad6c\ubd84\ub418\uba70, \uc54c\uace0\ub9ac\uc998\uc758 \ud2b9\uc131\uc5d0 \ub530\ub77c \ub2e4\uc591\ud55c \ubc29\uc2dd\uc73c\ub85c \ub370\uc774\ud130\ub97c \ud559\uc2b5\ud569\ub2c8\ub2e4. \uc8fc\uc2dd \uc2dc\uc7a5\uc5d0\uc11c \uba38\uc2e0\ub7ec\ub2dd\uc744 \uc801\uc6a9\ud560 \ub54c, \ud22c\uc790\uc790\uc758 \uc758\uc0ac\uacb0\uc815\uc744 \uc9c0\uc6d0\ud558\uace0 \uc8fc\uac00 \uc608\uce21\uc744 \ud1b5\ud574 \uc218\uc775\uc744 \uadf9\ub300\ud654\ud558\ub294 \uac83\uc774 \ubaa9\ud45c\uc785\ub2c8\ub2e4.<\/p>\n<h3>\uc8fc\uc694 \uc54c\uace0\ub9ac\uc998 \uc18c\uac1c<\/h3>\n<ul>\n<li><strong>\uc120\ud615 \ud68c\uadc0(Linear Regression):<\/strong> \uc785\ub825 \ubcc0\uc218\uc640 \ucd9c\ub825 \ubcc0\uc218 \uac04\uc758 \uc120\ud615 \uad00\uacc4\ub97c \ubaa8\ub378\ub9c1.<\/li>\n<li><strong>\ub85c\uc9c0\uc2a4\ud2f1 \ud68c\uadc0(Logistic Regression):<\/strong> \uc774\uc9c4 \ubd84\ub958 \ubb38\uc81c\ub97c \ud574\uacb0\ud558\uae30 \uc704\ud574 \uc0ac\uc6a9.<\/li>\n<li><strong>\uacb0\uc815 \ud2b8\ub9ac(Decision Tree):<\/strong> \ud2b8\ub9ac \uad6c\uc870\ub97c \ud1b5\ud574 \ub370\uc774\ud130\ub97c \ubd84\ub958\ud568.<\/li>\n<li><strong>\uc11c\ud3ec\ud2b8 \ubca1\ud130 \uba38\uc2e0(Support Vector Machine):<\/strong> \ub370\uc774\ud130\ub97c \ubd84\ub9ac\ud558\ub294 \ucd5c\uc801\uc758 \uacbd\uacc4\ub97c \ucc3e\uc74c.<\/li>\n<li><strong>\ub79c\ub364 \ud3ec\ub808\uc2a4\ud2b8(Random Forest):<\/strong> \uc5ec\ub7ec \uacb0\uc815 \ud2b8\ub9ac\ub97c \uc870\ud569\ud558\uc5ec \uc608\uce21 \uc131\ub2a5 \ud5a5\uc0c1.<\/li>\n<\/ul>\n<h2>\ub525\ub7ec\ub2dd \uae30\ucd08<\/h2>\n<p>\ub525\ub7ec\ub2dd\uc740 \uc778\uacf5\uc2e0\uacbd\ub9dd\uc744 \ud65c\uc6a9\ud55c \uba38\uc2e0\ub7ec\ub2dd\uc758 \ud55c \ubd84\uc57c\ub85c, \uc5ec\ub7ec \uce35\uc758 \ub274\ub7f0\uc744 \ud1b5\ud574 \ub370\uc774\ud130\ub97c \ucc98\ub9ac\ud569\ub2c8\ub2e4. \ub525\ub7ec\ub2dd\uc758 \uc8fc\ub41c \uc7a5\uc810\uc740 \ube44\uc120\ud615 \uc801 \ubcc0\ud658\uc744 \ud6a8\uacfc\uc801\uc73c\ub85c \uc218\ud589\ud560 \uc218 \uc788\ub2e4\ub294 \uc810\uc785\ub2c8\ub2e4. \uc8fc\uc2dd \uc2dc\uc7a5\uc5d0\uc11c \ub525\ub7ec\ub2dd\uc740 \uace0\ucc28\uc6d0 \ub370\uc774\ud130\ub85c\ubd80\ud130 \ubcf5\uc7a1\ud55c \ud328\ud134\uc744 \ud559\uc2b5\ud558\ub294 \ub370 \ud6a8\uacfc\uc801\uc785\ub2c8\ub2e4.<\/p>\n<h3>\ud569\uc131\uacf1 \uc2e0\uacbd\ub9dd(CNN)<\/h3>\n<p>\ud569\uc131\uacf1 \uc2e0\uacbd\ub9dd(CNN)\uc740 \uc8fc\ub85c \uc774\ubbf8\uc9c0 \ucc98\ub9ac\uc5d0 \uc0ac\uc6a9\ub418\ub294 \ub525\ub7ec\ub2dd \ubaa8\ub378\ub85c, \uacf5\uac04\uc801 \uacc4\uce35 \uad6c\uc870\ub97c \uc7a1\uc544\ub0b4\ub294 \ub370 \ucd5c\uc801\ud654\ub418\uc5b4 \uc788\uc2b5\ub2c8\ub2e4. CNN\uc740 \uc774\ubbf8\uc9c0\uc758 \ud2b9\uc9d5\uc744 \uc790\ub3d9\uc73c\ub85c \ucd94\ucd9c\ud558\ub294 \ub2a5\ub825\uc774 \ub6f0\uc5b4\ub098, \uc778\uacf5\uc704\uc131 \uc774\ubbf8\uc9c0 \ucc98\ub9ac\uc640 \uac19\uc740 \ubd84\uc57c\uc5d0\uc11c\ub3c4 \uac15\ub825\ud55c \uc131\ub2a5\uc744 \ubc1c\ud718\ud569\ub2c8\ub2e4.<\/p>\n<h2>\uc778\uacf5\uc704\uc131 \uc774\ubbf8\uc9c0\uc640 \ubb3c\uccb4 \uc778\uc2dd<\/h2>\n<p>\uc778\uacf5\uc704\uc131 \uc774\ubbf8\uc9c0\ub780 \uc9c0\uad6c\uc758 \ud45c\uba74\uc744 \ucd2c\uc601\ud558\uae30 \uc704\ud574 \uc778\uacf5\uc704\uc131\uc774 \uc0ac\uc6a9\ub418\ub294 \uc774\ubbf8\uc9c0\ub97c \ub9d0\ud569\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc774\ubbf8\uc9c0\ub294 \ub18d\uc5c5, \uc0b0\ub9bc, \ub3c4\uc2dc \uacc4\ud68d \ub4f1 \ub2e4\uc591\ud55c \ubd84\uc57c\uc5d0\uc11c \ud65c\uc6a9\ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ubb3c\uccb4 \uc778\uc2dd\uc740 \uc774\ubbf8\uc9c0 \ub0b4 \ud2b9\uc815 \uac1d\uccb4\ub97c \uc2dd\ubcc4\ud558\uace0 \ubd84\ub958\ud558\ub294 \uacfc\uc815\uc744 \uc758\ubbf8\ud569\ub2c8\ub2e4. CNN\uc744 \ud65c\uc6a9\ud558\uc5ec \uc774\ub7ec\ud55c \ubb3c\uccb4 \uc778\uc2dd \uc131\ub2a5\uc744 \ud5a5\uc0c1\uc2dc\ud0ac \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h3>CNN\uc758 \uad6c\uc870<\/h3>\n<p>CNN\uc740 \ub2e4\uc74c\uacfc \uac19\uc740 \uc8fc\uc694 \uce35\uc73c\ub85c \uad6c\uc131\ub429\ub2c8\ub2e4:<\/p>\n<ul>\n<li><strong>\ud569\uc131\uacf1 \uce35(Convolutional Layer):<\/strong> \uc785\ub825 \uc774\ubbf8\uc9c0\uc5d0 \ud544\ud130\ub97c \uc801\uc6a9\ud558\uc5ec Feature Map\uc744 \uc0dd\uc131.<\/li>\n<li><strong>\ud480\ub9c1 \uce35(Pooling Layer):<\/strong> Feature Map\uc758 \ud06c\uae30\ub97c \ucd95\uc18c\ud558\uc5ec \uc5f0\uc0b0\ub7c9\uc744 \uac10\uc18c\uc2dc\ud0a4\uace0, \uc911\uc694\ud55c \ud2b9\uc9d5\uc744 \uac15\uc870.<\/li>\n<li><strong>\uc644\uc804 \uc5f0\uacb0 \uce35(Fully Connected Layer):<\/strong> \ucd5c\uc885\uc801\uc73c\ub85c \ud074\ub798\uc2a4\ub97c \ubd84\ub958\ud558\uae30 \uc704\ud55c \uce35\uc73c\ub85c, \ub9c8\uc9c0\ub9c9\uc5d0 \uc18c\ud504\ud2b8\ub9e5\uc2a4 \ud568\uc218\uac00 \uc0ac\uc6a9\ub428.<\/li>\n<\/ul>\n<h2>\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \ud2b8\ub808\uc774\ub529\uc5d0\uc758 \uc801\uc6a9<\/h2>\n<p>\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998\uc744 \ud2b8\ub808\uc774\ub529\uc5d0 \uc801\uc6a9\ud558\ub824\uba74, \uba3c\uc800 \ub370\uc774\ud130 \uc218\uc9d1\uacfc \ucc98\ub9ac \uacfc\uc815\uc774 \uc911\uc694\ud569\ub2c8\ub2e4. \uc8fc\uac00 \ub370\uc774\ud130, \uc778\uacf5\uc704\uc131 \uc774\ubbf8\uc9c0 \ubc0f \uc5ec\ud0c0 \ud53c\ucc98\ub4e4\uc744 \uacb0\ud569\ud558\uc5ec \ubaa8\ub378\uc744 \ud559\uc2b5\uc2dc\ud0a4\ub294 \uacfc\uc815\uc774 \ud544\uc694\ud569\ub2c8\ub2e4.<\/p>\n<h3>\ub370\uc774\ud130 \uc218\uc9d1<\/h3>\n<p>\ud2b8\ub808\uc774\ub529\uc5d0 \ud544\uc694\ud55c \ub370\uc774\ud130\ub294 \uc5ec\ub7ec \ucd9c\ucc98\uc5d0\uc11c \uc218\uc9d1\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc8fc\uac00 \ub370\uc774\ud130\ub294 Yahoo Finance API, Alpha Vantage API \ub4f1\uc5d0\uc11c \ubb34\ub8cc\ub85c \uc81c\uacf5\ub429\ub2c8\ub2e4. \uc778\uacf5\uc704\uc131 \uc774\ubbf8\uc9c0\ub294 Google Earth Engine, Sentinel Hub \ub4f1\uc5d0\uc11c \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h3>\ub370\uc774\ud130 \ucc98\ub9ac<\/h3>\n<p>\ub370\uc774\ud130\uac00 \uc900\ube44\ub418\uba74, \uc774\ub97c \uc804\ucc98\ub9ac\ud558\ub294 \uac83\uc774 \uc911\uc694\ud569\ub2c8\ub2e4. \uacb0\uce21\uce58\ub97c \ucc98\ub9ac\ud558\uace0 \ub370\uc774\ud130 \uc815\uaddc\ud654 \ubc0f \ud45c\uc900\ud654\ub97c \ud1b5\ud574 \ubaa8\ub378\uc758 \uc131\ub2a5\uc744 \ud5a5\uc0c1\uc2dc\ud0ac \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub610\ud55c, \ud2b9\uc131 \uc120\ud0dd(feature selection) \uae30\ubc95\uc744 \ud1b5\ud574 \uc911\uc694\ud55c \ud2b9\uc131\ub9cc\uc744 \uc120\ud0dd\ud558\uc5ec \ubaa8\ub378\uc758 \ubcf5\uc7a1\uc131\uc744 \uc904\uc77c \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h3>\ubaa8\ub378 \ud559\uc2b5 \ubc0f \ud3c9\uac00<\/h3>\n<p>\ud559\uc2b5 \ub370\uc774\ud130\uc640 \ud3c9\uac00 \ub370\uc774\ud130\ub97c \ubd84\ub9ac\ud558\uace0 \ubaa8\ub378\uc744 \ud559\uc2b5\uc2dc\ud0a8 \ud6c4, \ud3c9\uac00 \ub370\uc774\ud130\ub85c \uc131\ub2a5\uc744 \uce21\uc815\ud569\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \uc624\ubc84\ud53c\ud305\uc744 \ubc29\uc9c0\ud558\uace0 \ubaa8\ub378\uc758 \uc77c\ubc18\ud654 \uc131\ub2a5\uc744 \ub192\uc77c \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h4>\ubaa8\ub378 \uc131\ub2a5 \uc9c0\ud45c<\/h4>\n<ul>\n<li><strong>\uc815\ud655\ub3c4(Accuracy):<\/strong> \uc804\ubc18\uc801\uc778 \uc608\uce21\uc758 \uc815\ud655\uc131.<\/li>\n<li><strong>\uc815\ubc00\ub3c4(Precision):<\/strong> Positive \uc608\uce21 \uc911 \uc2e4\uc81c Positive \ube44\uc728.<\/li>\n<li><strong>\uc7ac\ud604\uc728(Recall):<\/strong> \uc2e4\uc81c Positive \uc911 Positive \uc608\uce21 \ube44\uc728.<\/li>\n<\/ul>\n<h2>\uc0ac\ub840 \uc5f0\uad6c<\/h2>\n<p>\uc774\uc81c \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud55c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uc131\uacf5 \uc0ac\ub840\ub97c \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. \ub9ce\uc740 \ud5e4\uc9c0 \ud380\ub4dc\uc640 \uae08\uc735\uae30\uad00\uc774 AI \uae30\ubc18\uc758 \ud2b8\ub808\uc774\ub529 \uc2dc\uc2a4\ud15c\uc744 \ub3c4\uc785\ud558\uc5ec \uc131\uacfc\ub97c \ubcf4\uace0\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \ube4c \uadf8\ub85c\uc2a4\uc758 PIMCO\ub294 \uba38\uc2e0\ub7ec\ub2dd\uc744 \ud1b5\ud574 \uae08\ub9ac \ubcc0\ub3d9\uc744 \uc608\uce21\ud558\uace0 \ud3ec\ud2b8\ud3f4\ub9ac\uc624 \uc131\uacfc\ub97c \ud5a5\uc0c1\uc2dc\ucf30\uc2b5\ub2c8\ub2e4.<\/p>\n<h3>\uc778\uacf5\uc704\uc131 \uc774\ubbf8\uc9c0 \uae30\ubc18 \ub18d\uc5c5 \ud22c\uc790<\/h3>\n<p>\uc778\uacf5\uc704\uc131 \uc774\ubbf8\uc9c0\ub97c \ud65c\uc6a9\ud55c \ub18d\uc5c5 \ub370\uc774\ud130\ub97c \ubd84\uc11d\ud558\uc5ec \uae30\ud6c4 \ubcc0\ud654 \ubc0f \uc218\ud655\ub7c9 \ubcc0\ub3d9\uc744 \uc608\uce21\ud558\uc5ec \ub18d\uc5c5 \uad00\ub828 \uc8fc\uc2dd\uc5d0 \ub300\ud55c \ud22c\uc790 \uacb0\uc815\uc744 \ub0b4\ub9b4 \uc218 \uc788\uc2b5\ub2c8\ub2e4. CNN\uc744 \ud1b5\ud574 \uc791\ubb3c \uc885\ub958\ub97c \uc2dd\ubcc4\ud558\uace0 \ud574\ub2f9 \uc9c0\uc5ed\uc758 \uc0dd\uc0b0 \uac00\ub2a5\uc131\uc744 \ud3c9\uac00\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h2>\uacb0\ub860<\/h2>\n<p>\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd\uc740 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc5d0 \ud601\uc2e0\uc801\uc778 \ubcc0\ud654\ub97c \uac00\uc838\uc654\uc2b5\ub2c8\ub2e4. \ud2b9\ud788 \uc778\uacf5\uc704\uc131 \uc774\ubbf8\uc9c0\ub97c \uae30\ubc18\uc73c\ub85c \ud55c \ubb3c\uccb4 \uc778\uc2dd \uae30\uc220\uc740 \uc0c8\ub85c\uc6b4 \ud22c\uc790 \uae30\ud68c\ub97c \uc81c\uacf5\ud558\uba70, \ub370\uc774\ud130 \uacfc\ud559\uacfc \uae08\uc735\uc758 \uc735\ud569 \uac00\ub2a5\uc131\uc744 \uc5f4\uc5b4\uc8fc\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ubcf8 \uac15\uc88c\uc5d0\uc11c \ubc30\uc6b4 \ub0b4\uc6a9\uc744 \ubc14\ud0d5\uc73c\ub85c \uc2e4\uc81c \ud2b8\ub808\uc774\ub529 \uc804\ub7b5\uc744 \uac1c\ubc1c\ud558\uace0 \uc131\uacfc\ub97c \uac70\ub450\uc2dc\uae38 \ubc14\ub78d\ub2c8\ub2e4.<\/p>\n<h2>\ucc38\uace0 \uc790\ub8cc<\/h2>\n<ul>\n<li>Russell, A. (2020). <em>Machine Learning for Asset Managers<\/em>. Springer.<\/li>\n<li>Goodfellow, I., Bengio, Y., &amp; Courville, A. (2016). <em>Deep Learning<\/em>. MIT Press.<\/li>\n<li>\u885b\u661f\u30c7\u30fc\u30bf\u304c\u5909\u3048\u308b\u672a\u6765\u306e\u6295\u8cc7 (<em>Satellite Data Changes the Future of Investment<\/em>). (2021). Translated by Author. Kyoto University Press.<\/li>\n<\/ul>\n<p><\/body><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\uc18c\uac1c \ubcf8 \uac15\uc88c\uc5d0\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd\uc744 \uae30\ubc18\uc73c\ub85c \ud55c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uac1c\ub150\uacfc \uc778\uacf5\uc704\uc131 \uc774\ubbf8\uc9c0 \ucc98\ub9ac\uc5d0 \uc788\uc5b4\uc11c\uc758 \ud569\uc131\uacf1 \uc2e0\uacbd\ub9dd(CNN)\uc5d0 \ub300\ud55c \uc774\ud574\ub97c \ub3d5\uace0, \uc774\ub97c \ud65c\uc6a9\ud55c \uc2e4\uc804 \ud2b8\ub808\uc774\ub529 \uc804\ub7b5 \uac1c\ubc1c \ubc29\ubc95\uc5d0 \ub300\ud574 \ub2e4\ub8f0 \uac83\uc785\ub2c8\ub2e4. \ud604\ub300 \uae08\uc735 \uc2dc\uc7a5\uc758 \ubcf5\uc7a1\uc131\uacfc \ub370\uc774\ud130 \uc591\uc758 \ubc29\ub300\ud568\uc73c\ub85c \uc778\ud574 \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd \uae30\uc220\uc774 \ud544\uc218\uc801\uc774\uac8c \ub418\uc5c8\uc73c\uba70, \ud2b9\ud788 \uc778\uacf5\uc704\uc131 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