{"id":28694,"date":"2024-10-27T16:14:36","date_gmt":"2024-10-27T16:14:36","guid":{"rendered":"http:\/\/atmokpo.com\/w\/?p=28694"},"modified":"2024-11-26T06:59:05","modified_gmt":"2024-11-26T06:59:05","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-%ea%b8%b0%eb%b0%98-%ec%a0%84%eb%9e%b5%ec%9d%98","status":"publish","type":"post","link":"https:\/\/atmokpo.com\/w\/28694\/","title":{"rendered":"\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, ML \uae30\ubc18 \uc804\ub7b5\uc758 \ubc31\ud14c\uc2a4\ud2b8 \ubc29\ubc95"},"content":{"rendered":"<p><body><\/p>\n<p>\ucd5c\uadfc \uba87 \ub144 \uac04 \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uae30\uc220\uc774 \ub2e4\uc591\ud55c \ubd84\uc57c\uc5d0 \uac78\uccd0 \uad11\ubc94\uc704\ud558\uac8c \uc751\uc6a9\ub418\uace0 \uc788\uc73c\uba70, \ud2b9\ud788 \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c\ub3c4 \uadf8 \ud65c\uc6a9\ub3c4\uac00 \uc99d\uac00\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc5d0\uc11c \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud558\uba74, \ub300\ub7c9\uc758 \ub370\uc774\ud130\ub97c \ubd84\uc11d\ud558\uace0, \ubcf5\uc7a1\ud55c \ud328\ud134\uc744 \uc778\uc2dd\ud558\uc5ec \uc218\uc775\uc744 \uadf9\ub300\ud654\ud558\ub294 \uc804\ub7b5\uc744 \uac1c\ubc1c\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ubcf8 \uae00\uc5d0\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uae30\ucd08\ubd80\ud130 \uace0\uae09 \uc9c0\uc2dd\uae4c\uc9c0, \uadf8\ub9ac\uace0 ML \uae30\ubc18 \uc804\ub7b5\uc758 \ubc31\ud14c\uc2a4\ud2b8 \ubc29\ubc95\uc5d0 \ub300\ud574 \uc0c1\uc138\ud788 \uc124\uba85\ud558\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n<h2>1. \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uac1c\uc694<\/h2>\n<p>\uba38\uc2e0\ub7ec\ub2dd\uc740 \ub370\uc774\ud130\ub85c\ubd80\ud130 \ud559\uc2b5\ud558\uc5ec \ud2b9\uc815 \uc791\uc5c5\uc744 \uc218\ud589\ud558\ub294 \uc54c\uace0\ub9ac\uc998\uc744 \uac1c\ubc1c\ud558\ub294 \uae30\uc220\uc785\ub2c8\ub2e4. \uc8fc\ub85c \ub2e4\uc74c\uacfc \uac19\uc740 \ub450 \uac00\uc9c0 \uc720\ud615\uc774 \uc788\uc2b5\ub2c8\ub2e4:<\/p>\n<ul>\n<li><strong>\uc9c0\ub3c4 \ud559\uc2b5(Supervised Learning)<\/strong>: \uc8fc\uc5b4\uc9c4 \uc785\ub825\uacfc \uc815\ub2f5(\ub808\uc774\ube14)\uc744 \uc774\uc6a9\ud574 \ubaa8\ub378\uc744 \ud559\uc2b5\uc2dc\ud0a4\ub294 \ubc29\ubc95\uc785\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \uc5ed\uc0ac\uc801\uc778 \uc8fc\uac00 \ub370\uc774\ud130\uc640 \ud574\ub2f9 \ub370\uc774\ud130\uc758 \uac00\uaca9 \uc0c1\uc2b9 \ud639\uc740 \ud558\ub77d \uc5ec\ubd80\ub97c \ub808\uc774\ube14\ub85c \uc0ac\uc6a9\ud558\uc5ec \ubaa8\ub378\uc744 \ud6c8\ub828\uc2dc\ud0ac \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<li><strong>\ube44\uc9c0\ub3c4 \ud559\uc2b5(Unsupervised Learning)<\/strong>: \uc815\ub2f5\uc774 \uc5c6\ub294 \ub370\uc774\ud130\ub9cc \uac00\uc9c0\uace0 \ubaa8\ub378\uc744 \ud559\uc2b5\ud558\ub294 \ubc29\ubc95\uc785\ub2c8\ub2e4. \ud074\ub7ec\uc2a4\ud130\ub9c1 \uc54c\uace0\ub9ac\uc998\uc744 \ud1b5\ud574 \uc2dc\uc7a5\uc758 \uc5ec\ub7ec \ud328\ud134\uc744 \ubc1c\uacac\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h3>1.1 \ub525\ub7ec\ub2dd\uc758 \ubc1c\uc804<\/h3>\n<p>\ub525\ub7ec\ub2dd\uc740 \uba38\uc2e0\ub7ec\ub2dd\uc758 \ud55c \ubd84\uc57c\ub85c, \uc778\uacf5\uc2e0\uacbd\ub9dd(ANN)\uc744 \uae30\ubc18\uc73c\ub85c \ud569\ub2c8\ub2e4. \uc5ec\ub7ec \uce35\uc758 \uc2e0\uacbd\ub9dd\uc744 \ud1b5\ud574 \ub370\uc774\ud130\ub97c \ub354 \uc2ec\ub3c4 \uc788\uac8c \ubd84\uc11d\ud560 \uc218 \uc788\uc73c\uba70, \ud2b9\ud788 \uc774\ubbf8\uc9c0\ub098 \uc2dc\ud000\uc2a4 \ub370\uc774\ud130 \ucc98\ub9ac\uc5d0 \ub6f0\uc5b4\ub09c \uc131\ub2a5\uc744 \ubc1c\ud718\ud569\ub2c8\ub2e4. \uc54c\ud30c\uace0\uc5d0\uc11c\uc758 \uc131\uacf5\uacfc \uc790\uc728\uc8fc\ud589\ucc28 \uac1c\ubc1c \ub4f1 \uc5ec\ub7ec \ud601\uc2e0\uc801\uc778 \uc0ac\ub840\ub85c \uc778\ud574 \ub525\ub7ec\ub2dd\uc740 \uc8fc\ubaa9\ubc1b\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h2>2. \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uac1c\ub150<\/h2>\n<p>\uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc774\ub780, \uc218\uc775\uc744 \uadf9\ub300\ud654\ud558\uae30 \uc704\ud574 \ub124\ud2b8\uc6cc\ud06c \ubc0f \ucef4\ud4e8\ud130 \ud504\ub85c\uadf8\ub798\ubc0d\uc744 \uc774\uc6a9\ud558\uc5ec \uc790\ub3d9\uc73c\ub85c \uc8fc\uc2dd, \uc678\ud658, \ud30c\uc0dd\uc0c1\ud488 \ub4f1\uc744 \uac70\ub798\ud558\ub294 \ubc29\ubc95\uc785\ub2c8\ub2e4. \uae30\ubcf8\uc801\uc73c\ub85c \ub2e4\uc74c\uc758 \ub2e8\uacc4\ub85c \uc9c4\ud589\ub429\ub2c8\ub2e4:<\/p>\n<ol>\n<li>\ub370\uc774\ud130 \uc218\uc9d1<\/li>\n<li>\uc2dc\uc7a5 \ubd84\uc11d<\/li>\n<li>\ub9e4\ub9e4 \uc2e0\ud638 \uc0dd\uc131<\/li>\n<li>\ud3ec\ud2b8\ud3f4\ub9ac\uc624 \uad6c\uc131<\/li>\n<li>\ub9ac\uc2a4\ud06c \uad00\ub9ac<\/li>\n<\/ol>\n<h3>2.1 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uc7a5\uc810<\/h3>\n<p>\uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc740 \uc778\uac04\uc758 \uac10\uc815\uc801 \uc694\uc18c\ub97c \ubc30\uc81c\ud558\uace0, \ub370\uc774\ud130 \uae30\ubc18\uc758 \uc758\uc0ac\uacb0\uc815\uc744 \uac00\ub2a5\ud558\uac8c \ud569\ub2c8\ub2e4. \ub610\ud55c, \ub300\ub7c9\uc758 \ub370\uc774\ud130\ub97c \ubd84\uc11d\ud558\uace0 \uc2e0\uc18d\ud558\uac8c \uac70\ub798\ub97c \uc218\ud589\ud560 \uc218 \uc788\ub294 \uc7a5\uc810\uc774 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h2>3. \uba38\uc2e0\ub7ec\ub2dd \uae30\ubc18\uc758 \ud2b8\ub808\uc774\ub529 \uc804\ub7b5<\/h2>\n<p>\uba38\uc2e0\ub7ec\ub2dd \uae30\ubc18\uc758 \ud2b8\ub808\uc774\ub529 \uc804\ub7b5\uc740 \uc8fc\ub85c \uac00\uaca9 \uc608\uce21, \uc2dc\uc7a5 \uc608\uce21 \ubc0f \uc704\ud5d8 \uad00\ub9ac\uc5d0 \uc0ac\uc6a9\ub429\ub2c8\ub2e4. \ub2e4\uc74c\uc740 \uba87 \uac00\uc9c0 \uc8fc\uc694 \uc804\ub7b5\uc785\ub2c8\ub2e4:<\/p>\n<ul>\n<li><strong>\uc2dc\uacc4\uc5f4 \ubd84\uc11d<\/strong>: \uacfc\uac70 \uac00\uaca9 \ub370\uc774\ud130\ub97c \uc0ac\uc6a9\ud558\uc5ec \ubbf8\ub798 \uac00\uaca9 \ubc29\ud5a5\uc744 \uc608\uce21\ud569\ub2c8\ub2e4. ARIMA, LSTM\uacfc \uac19\uc740 \ubaa8\ub378\uc744 \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<li><strong>\ud53c\uccd0 \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1<\/strong>: \uac00\uaca9 \uc678\uc5d0\ub3c4 \uac70\ub798\ub7c9, \uac70\ub798 \uc2ec\ub9ac \ub4f1 \ub2e4\uc591\ud55c \uc694\uc18c\ub4e4\uc744 \uace0\ub824\ud558\uc5ec \ud2b9\uc9d5\uc744 \ucd94\ucd9c\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\uac15\ud654 \ud559\uc2b5<\/strong>: \uc5d0\uc774\uc804\ud2b8\uac00 \ud658\uacbd\uacfc \uc0c1\ud638\uc791\uc6a9\ud558\uba74\uc11c \ucd5c\uc801\uc758 \ub9e4\ub9e4 \uc804\ub7b5\uc744 \ud559\uc2b5\ud558\ub294 \ubc29\ubc95\uc785\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, Deep Q-Network(DQN)\uacfc \uac19\uc740 \uc54c\uace0\ub9ac\uc998\uc744 \ud65c\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h3>3.1 \ud2b9\uc131(Feature) \uc120\ud0dd<\/h3>\n<p>\uba38\uc2e0\ub7ec\ub2dd \ubaa8\ub378\uc758 \uc131\ub2a5\uc740 \ud2b9\uc131 \uc120\ud0dd\uc5d0 \ud06c\uac8c \uc758\uc874\ud569\ub2c8\ub2e4. \uae08\uc735 \ub370\uc774\ud130\uc5d0\uc11c \uc720\uc6a9\ud55c \ud2b9\uc131\uc73c\ub85c\ub294 \uc774\ub3d9 \ud3c9\uade0, \uc0c1\ub300 \uac15\ub3c4 \uc9c0\uc218(RSI), MACD \ub4f1\uc774 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \uacfc\uc815\uc740 \ubaa8\ub378\uc758 \ubcf5\uc7a1\ub3c4\ub97c \uc904\uc774\uace0, \uacfc\uc801\ud569(overfitting)\uc758 \uc704\ud5d8\uc744 \uc644\ud654\ud558\ub294 \ub370 \uc911\uc694\ud55c \uc5ed\ud560\uc744 \ud569\ub2c8\ub2e4.<\/p>\n<h2>4. \ubc31\ud14c\uc2a4\ud2b8\uc758 \uc911\uc694\uc131<\/h2>\n<p>\ubc31\ud14c\uc2a4\ud2b8\ub294 \ud2b9\uc815 \uc804\ub7b5\uc774 \uc5ed\uc0ac\uc801 \ub370\uc774\ud130\uc5d0\uc11c \uc5bc\ub9c8\ub098 \uc798 \uc791\ub3d9\ud588\ub294\uc9c0\ub97c \ud3c9\uac00\ud558\ub294 \uacfc\uc815\uc785\ub2c8\ub2e4. \uc774\ub294 \uacfc\uac70 \ub370\uc774\ud130\ub97c \uae30\ubc18\uc73c\ub85c \ubaa8\ub378\uc758 \uc131\ub2a5\uc744 \uac80\uc99d\ud558\ub294 \ub370 \uc0ac\uc6a9\ub418\uba70, \uc2e4\uc81c \uac70\ub798\uc5d0 \uc801\uc6a9\ud558\uae30 \uc804 \uc804\ub7b5\uc758 \uc720\ud6a8\uc131\uc744 \uac80\ud1a0\ud558\ub294 \uc911\uc694\ud55c \ub2e8\uacc4\uc785\ub2c8\ub2e4.<\/p>\n<h3>4.1 \ubc31\ud14c\uc2a4\ud2b8 \uacfc\uc815<\/h3>\n<ol>\n<li>\uc804\ub7b5 \uc815\uc758: \uac70\ub798 \uc2e0\ud638, \ud3ec\uc9c0\uc158 \ud06c\uae30, \uc9c4\uc785 \ubc0f \uccad\uc0b0 \uaddc\uce59\uc744 \uc815\uc758\ud569\ub2c8\ub2e4.<\/li>\n<li>\ub370\uc774\ud130 \uc218\uc9d1: \uacfc\uac70\uc758 \uac00\uaca9, \uac70\ub798\ub7c9, \uc2e4\uc801 \ub370\uc774\ud130\ub97c \uc218\uc9d1\ud569\ub2c8\ub2e4.<\/li>\n<li>\ubaa8\ub378 \uc801\uc6a9: \uc815\uc758\ub41c \uc804\ub7b5\uc744 \ub370\uc774\ud130\uc5d0 \uc801\uc6a9\ud558\uc5ec \uac70\ub798\ub97c \uc2dc\ubbac\ub808\uc774\uc158\ud569\ub2c8\ub2e4.<\/li>\n<li>\uacb0\uacfc \ubd84\uc11d: \uc218\uc775\ub960, \ucd5c\ub300 \ub099\ud3ed, \uc0e4\ud504 \ube44\uc728 \ub4f1\uc758 \uc131\uacfc \uc9c0\ud45c\ub97c \uac80\ud1a0\ud569\ub2c8\ub2e4.<\/li>\n<\/ol>\n<h3>4.2 \ubc31\ud14c\uc2a4\ud2b8\uc5d0\uc11c\uc758 \uc8fc\uc758\uc0ac\ud56d<\/h3>\n<p>\ubc31\ud14c\uc2a4\ud305\uc744 \uc218\ud589\ud560 \ub54c\ub294 \ub2e4\uc74c\uacfc \uac19\uc740 \uc810\uc5d0 \uc8fc\uc758\ud574\uc57c \ud569\ub2c8\ub2e4:<\/p>\n<ul>\n<li><strong>\ub370\uc774\ud130 \uc2a4\ub204\ud551(Data Snooping)<\/strong>: \ub370\uc774\ud130\uc5d0 \uc9c0\ub098\uce58\uac8c \ub9de\ucd98 \uc804\ub7b5\uc740 \uc2e4\uc81c \uc2dc\uc7a5\uc5d0\uc11c \uc2e4\ud328\ud560 \uac00\ub2a5\uc131\uc774 \ud07d\ub2c8\ub2e4.<\/li>\n<li><strong>\uc5c5\uacc4 \ud45c\uc900\uacfc\uc758 \ube44\uad50<\/strong>: \uc2dc\uc7a5 \ud3c9\uade0 \uc218\uc775\ub960, \ubca4\uce58\ub9c8\ud06c \uc9c0\uc218 \ub4f1\uacfc \ube44\uad50\ud558\uc5ec \uc804\ub7b5\uc758 \uc720\ud6a8\uc131\uc744 \ud3c9\uac00\ud574\uc57c \ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\ub9ac\uc2a4\ud06c \uad00\ub9ac<\/strong>: \ubaa8\ub4e0 \uc804\ub7b5\uc740 \ub9ac\uc2a4\ud06c\ub97c \ub3d9\ubc18\ud558\ubbc0\ub85c, \ub9ac\uc2a4\ud06c \uad00\ub9ac \uae30\ubc95\uc744 \uc801\uc6a9\ud574\uc57c \ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h2>5. \ubc31\ud14c\uc2a4\ud2b8\ub97c \uc704\ud55c Python \ub77c\uc774\ube0c\ub7ec\ub9ac<\/h2>\n<p>Python\uc740 \ub370\uc774\ud130 \uacfc\ud559 \ubc0f \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529 \ubd84\uc57c\uc5d0\uc11c \ub110\ub9ac \uc0ac\uc6a9\ub418\ub294 \uc5b8\uc5b4\ub85c, \uc720\uc6a9\ud55c \ub77c\uc774\ube0c\ub7ec\ub9ac\uac00 \ub9ce\uc774 \uc788\uc2b5\ub2c8\ub2e4. \ub2e4\uc74c\uc740 \ubc31\ud14c\uc2a4\ud2b8\uc5d0 \uc720\uc6a9\ud55c \uc8fc\uc694 \ub77c\uc774\ube0c\ub7ec\ub9ac\uc785\ub2c8\ub2e4:<\/p>\n<ul>\n<li><strong>Backtrader<\/strong>: \uc804\ub7b5\uc744 \ub9e4\uc6b0 \uc720\uc5f0\ud558\uac8c \uc815\uc758\ud560 \uc218 \uc788\ub294 \uac15\ub825\ud55c \ubc31\ud14c\uc2a4\ud305 \ub77c\uc774\ube0c\ub7ec\ub9ac\uc785\ub2c8\ub2e4. \uc0ac\uc6a9\uc790 \uc815\uc758\uac00 \uc6a9\uc774\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>Zipline<\/strong>: Quantopian\uc5d0\uc11c \uac1c\ubc1c\ud55c \ubc31\ud14c\uc2a4\ud130\ub85c, \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uc2e0\uc18d\ud55c \ud504\ub85c\ud1a0\ud0c0\uc774\ud551\uc744 \uc9c0\uc6d0\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>PyAlgoTrade<\/strong>: \ub2e4\uc591\ud55c \uc720\ud615\uc758 \ub370\uc774\ud130\ub97c \ucc98\ub9ac\ud558\uace0, \uc2dc\ubbac\ub808\uc774\uc158\uc744 \ud1b5\ud574 \uc804\ub7b5\uc744 \ud14c\uc2a4\ud2b8\ud560 \uc218 \uc788\ub294 \ub77c\uc774\ube0c\ub7ec\ub9ac\uc785\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h3>5.1 Backtrader \uc0ac\uc6a9 \uc608\uc2dc<\/h3>\n<pre><code>\nimport backtrader as bt\n\n# \uc804\ub7b5 \ud074\ub798\uc2a4 \uc815\uc758\nclass MyStrategy(bt.Strategy):\n    def log(self, txt, dt=None):\n        dt = dt or self.datas[0].datetime.date(0)\n        print(f'{dt.isoformat()} {txt}')\n\n    def __init__(self):\n        self.sma = bt.indicators.SimpleMovingAverage(self.data.close, period=15)\n\n    def next(self):\n        if self.data.close[0] &gt; self.sma[0]:\n            self.buy()\n        elif self.data.close[0] &lt; self.sma[0]:\n            self.sell()\n\n# Cerebro \uc778\uc2a4\ud134\uc2a4 \uc0dd\uc131 \ubc0f \ub370\uc774\ud130 \ucd94\uac00\ncerebro = bt.Cerebro()\ndata = bt.feeds.YahooFinanceData(dataname='AAPL', fromdate=datetime(2020, 1, 1), todate=datetime(2021, 1, 1))\ncerebro.adddata(data)\n\n# \uc804\ub7b5 \ucd94\uac00\ncerebro.addstrategy(MyStrategy)\n\n# \uc2e4\ud589\ncerebro.run()\n    <\/code><\/pre>\n<h2>6. \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 \ub370\uc774\ud130 \ubd84\uc11d\uc758 \uc0c8\ub85c\uc6b4 \uc218\uc900\uc744 \uc5f4\uc5b4\uc90d\ub2c8\ub2e4. \uc218\uc775\uc744 \uadf9\ub300\ud654\ud560 \uc218 \uc788\ub294 \uace0\uae09 \uc804\ub7b5\uc744 \uac1c\ubc1c\ud558\uace0, \ucca0\uc800\ud55c \ubc31\ud14c\uc2a4\ud2b8\ub97c \ud1b5\ud574 \uc2dc\uc7a5\uc5d0\uc11c\uc758 \uc131\uacf5 \uac00\ub2a5\uc131\uc744 \ub192\uc77c \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uae30\uc220\ub4e4\uc740 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \ubbf8\ub798\ub97c \ubc1d\ud788\uace0 \uc788\uc73c\uba70, \uc9c0\uc18d\uc801\uc778 \uc5f0\uad6c\uc640 \uac1c\ubc1c\uc774 \ud544\uc694\ud569\ub2c8\ub2e4.<\/p>\n<p>\ub610\ud55c, \uae08\uc735 \uc2dc\uc7a5\uc740 \ub9ce\uc740 \ubcc0\uc218\uac00 \uc874\uc7ac\ud558\ubbc0\ub85c, \uacfc\uac70 \ub370\uc774\ud130 \uae30\ubc18\uc758 \uc804\ub7b5\uc774 \ud56d\uc0c1 \ubbf8\ub798\uc5d0 \ub3d9\uc77c\ud55c \uc131\uacfc\ub97c \uac70\ub450\ub294 \uac83\uc740 \uc544\ub2d9\ub2c8\ub2e4. \ub530\ub77c\uc11c \ub9ac\uc2a4\ud06c \uad00\ub9ac\uc640 \uc62c\ubc14\ub978 \ud22c\uc790 \uacb0\uc815\uc744 \uc704\ud55c \uc9c0\uc18d\uc801\uc778 \ud559\uc2b5\uacfc \uacbd\ud5d8\uc774 \uc911\uc694\ud569\ub2c8\ub2e4.<\/p>\n<p>\uc774 \uae00\uc774 \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uae30\ubc18\uc758 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc5d0 \ub300\ud55c \uc774\ud574\ub97c \ub3d5\uace0, \uc131\uacf5\uc801\uc778 \ud2b8\ub808\uc774\ub529 \uc804\ub7b5 \uac1c\ubc1c\uc5d0 \uae30\uc5ec\ud560 \uc218 \uc788\uae30\ub97c \ubc14\ub78d\ub2c8\ub2e4.<\/p>\n<p><\/body><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\ucd5c\uadfc \uba87 \ub144 \uac04 \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uae30\uc220\uc774 \ub2e4\uc591\ud55c \ubd84\uc57c\uc5d0 \uac78\uccd0 \uad11\ubc94\uc704\ud558\uac8c \uc751\uc6a9\ub418\uace0 \uc788\uc73c\uba70, \ud2b9\ud788 \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c\ub3c4 \uadf8 \ud65c\uc6a9\ub3c4\uac00 \uc99d\uac00\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc5d0\uc11c \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud558\uba74, \ub300\ub7c9\uc758 \ub370\uc774\ud130\ub97c \ubd84\uc11d\ud558\uace0, \ubcf5\uc7a1\ud55c \ud328\ud134\uc744 \uc778\uc2dd\ud558\uc5ec \uc218\uc775\uc744 \uadf9\ub300\ud654\ud558\ub294 \uc804\ub7b5\uc744 \uac1c\ubc1c\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ubcf8 \uae00\uc5d0\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uae30\ucd08\ubd80\ud130 \uace0\uae09 \uc9c0\uc2dd\uae4c\uc9c0, \uadf8\ub9ac\uace0 ML \uae30\ubc18 \uc804\ub7b5\uc758 \ubc31\ud14c\uc2a4\ud2b8 \ubc29\ubc95\uc5d0 \ub300\ud574 &hellip; <a href=\"https:\/\/atmokpo.com\/w\/28694\/\" 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, ML \uae30\ubc18 \uc804\ub7b5\uc758 \ubc31\ud14c\uc2a4\ud2b8 \ubc29\ubc95&#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-28694","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, ML \uae30\ubc18 \uc804\ub7b5\uc758 \ubc31\ud14c\uc2a4\ud2b8 \ubc29\ubc95 - \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\/28694\/\" \/>\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, ML \uae30\ubc18 \uc804\ub7b5\uc758 \ubc31\ud14c\uc2a4\ud2b8 \ubc29\ubc95 - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" \/>\n<meta property=\"og:description\" content=\"\ucd5c\uadfc \uba87 \ub144 \uac04 \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uae30\uc220\uc774 \ub2e4\uc591\ud55c \ubd84\uc57c\uc5d0 \uac78\uccd0 \uad11\ubc94\uc704\ud558\uac8c \uc751\uc6a9\ub418\uace0 \uc788\uc73c\uba70, \ud2b9\ud788 \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c\ub3c4 \uadf8 \ud65c\uc6a9\ub3c4\uac00 \uc99d\uac00\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc5d0\uc11c \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud558\uba74, \ub300\ub7c9\uc758 \ub370\uc774\ud130\ub97c \ubd84\uc11d\ud558\uace0, \ubcf5\uc7a1\ud55c \ud328\ud134\uc744 \uc778\uc2dd\ud558\uc5ec \uc218\uc775\uc744 \uadf9\ub300\ud654\ud558\ub294 \uc804\ub7b5\uc744 \uac1c\ubc1c\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ubcf8 \uae00\uc5d0\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uae30\ucd08\ubd80\ud130 \uace0\uae09 \uc9c0\uc2dd\uae4c\uc9c0, \uadf8\ub9ac\uace0 ML \uae30\ubc18 \uc804\ub7b5\uc758 \ubc31\ud14c\uc2a4\ud2b8 \ubc29\ubc95\uc5d0 \ub300\ud574 &hellip; \ub354 \ubcf4\uae30 &quot;\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, ML \uae30\ubc18 \uc804\ub7b5\uc758 \ubc31\ud14c\uc2a4\ud2b8 \ubc29\ubc95&quot;\" \/>\n<meta property=\"og:url\" content=\"https:\/\/atmokpo.com\/w\/28694\/\" \/>\n<meta property=\"og:site_name\" content=\"\ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" \/>\n<meta property=\"article:published_time\" content=\"2024-10-27T16:14:36+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2024-11-26T06:59:05+00:00\" \/>\n<meta name=\"author\" content=\"root\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@bebubo4\" \/>\n<meta name=\"twitter:site\" content=\"@bebubo4\" \/>\n<meta name=\"twitter:label1\" content=\"\uae00\uc4f4\uc774\" \/>\n\t<meta name=\"twitter:data1\" content=\"root\" \/>\n\t<meta name=\"twitter:label2\" content=\"\uc608\uc0c1 \ub418\ub294 \ud310\ub3c5 \uc2dc\uac04\" \/>\n\t<meta name=\"twitter:data2\" content=\"1\ubd84\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/atmokpo.com\/w\/28694\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/atmokpo.com\/w\/28694\/\"},\"author\":{\"name\":\"root\",\"@id\":\"https:\/\/atmokpo.com\/w\/#\/schema\/person\/91b6b3b138fbba0efb4ae64b1abd81d7\"},\"headline\":\"\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, ML \uae30\ubc18 \uc804\ub7b5\uc758 \ubc31\ud14c\uc2a4\ud2b8 \ubc29\ubc95\",\"datePublished\":\"2024-10-27T16:14:36+00:00\",\"dateModified\":\"2024-11-26T06:59:05+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/atmokpo.com\/w\/28694\/\"},\"wordCount\":25,\"publisher\":{\"@id\":\"https:\/\/atmokpo.com\/w\/#organization\"},\"articleSection\":[\"\ub525\ub7ec\ub2dd \uba38\uc2e0\ub7ec\ub2dd \uc790\ub3d9 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