{"id":29051,"date":"2024-10-27T16:16:32","date_gmt":"2024-10-27T16:16:32","guid":{"rendered":"http:\/\/atmokpo.com\/w\/?p=29051"},"modified":"2024-11-26T06:54:56","modified_gmt":"2024-11-26T06:54:56","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%b6%80%ec%8a%a4%ed%8c%85%ec%9d%84-%ec%82%ac","status":"publish","type":"post","link":"https:\/\/atmokpo.com\/w\/29051\/","title":{"rendered":"\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \ubd80\uc2a4\ud305\uc744 \uc0ac\uc6a9\ud55c \ub871 \uc20f \uac70\ub798 \uc804\ub7b5"},"content":{"rendered":"<p><body><\/p>\n<h2>\uc18c\uac1c<\/h2>\n<p>\n        \ucd5c\uadfc \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c \uba38\uc2e0\ub7ec\ub2dd(ML)\uacfc \ub525\ub7ec\ub2dd(DL)\uc744 \ud65c\uc6a9\ud55c \uc54c\uace0\ub9ac\uc998 \uac70\ub798\uac00 \uae09\uc18d\ud788 \uc99d\uac00\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774<br \/>\n        \uae00\uc5d0\uc11c\ub294 \ubd80\uc2a4\ud305 \uae30\ubc95\uc744 \ud65c\uc6a9\ud558\uc5ec \ub871\/\uc20f(Long\/Short) \uac70\ub798 \uc804\ub7b5\uc744 \uc138\uc6b0\ub294 \ubc29\ubc95\uc5d0 \ub300\ud574 \uae4a\uc774 \uc788\uac8c<br \/>\n        \ub2e4\ub8e8\uc5b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. \ub871\/\uc20f \uac70\ub798 \uc804\ub7b5\uc740 \ub450 \uac00\uc9c0 \uc11c\ub85c \ub2e4\ub978 \uc790\uc0b0\uc744 \ub3d9\uc2dc\uc5d0 \ub9e4\ub9e4\ud558\uc5ec \uc2dc\uc7a5\uc758 \uc704\ud5d8\uc744 \ud5e4\uc9c0\ud558\ub294<br \/>\n        \ubc29\ubc95\uc785\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc804\ub7b5\uc740 \uc798 \uc124\uacc4\ub41c \uba38\uc2e0\ub7ec\ub2dd \ubaa8\ub378\uc744 \ud1b5\ud574 \ub354\uc6b1 \ud6a8\uacfc\uc801\uc73c\ub85c \uc2e4\ud589\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4.\n    <\/p>\n<h2>\uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc758 \uae30\ubcf8 \uac1c\ub150<\/h2>\n<h3>\uba38\uc2e0\ub7ec\ub2dd<\/h3>\n<p>\n        \uba38\uc2e0\ub7ec\ub2dd\uc740 \ub370\uc774\ud130\ub97c \ud1b5\ud574 \ud559\uc2b5\ud558\uace0 \uc608\uce21\ud560 \uc218 \uc788\ub294 \uc54c\uace0\ub9ac\uc998\uc758 \uc9d1\ud569\uc73c\ub85c, \ud1b5\uacc4\uc640 \ucef4\ud4e8\ud130 \uacfc\ud559\uc758<br \/>\n        \uc735\ud569\uc785\ub2c8\ub2e4. \uba38\uc2e0\ub7ec\ub2dd\uc758 \uc8fc\uc694 \ubaa9\ud45c\ub294 \ud328\ud134\uc744 \ucc3e\uc544\uc11c \uc0ac\uc6a9\uc790\uac00 \uc81c\uacf5\ud55c \uc785\ub825 \ub370\uc774\ud130\ub97c \ubc14\ud0d5\uc73c\ub85c<br \/>\n        \uc608\uce21\uc744 \uc218\ud589\ud558\ub294 \uac83\uc785\ub2c8\ub2e4. \uae30\uacc4\uac00 \ub370\uc774\ud130\uc5d0\uc11c \ud559\uc2b5\ud558\ub3c4\ub85d \ud5c8\uc6a9\ud558\ub294 \ubc14\ud0d5\uc5d0\uc11c \ub2e4\uc591\ud55c \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc774<br \/>\n        \uac00\ub2a5\ud569\ub2c8\ub2e4.\n    <\/p>\n<h3>\ub525\ub7ec\ub2dd<\/h3>\n<p>\n        \ub525\ub7ec\ub2dd\uc740 \uba38\uc2e0\ub7ec\ub2dd\uc758 \ud55c \ubd84\uc57c\ub85c, \uc778\uacf5 \uc2e0\uacbd\ub9dd\uc744 \uc0ac\uc6a9\ud558\uc5ec \uace0\ucc28\uc6d0\uc758 \ub370\uc774\ud130\uc5d0\uc11c \ucd94\uc0c1\ud654\ub97c \uc218\ud589\ud558\ub294<br \/>\n        \uae30\uc220\uc785\ub2c8\ub2e4. \ub525\ub7ec\ub2dd\uc740 \uc774\ubbf8\uc9c0 \uc778\uc2dd, \uc790\uc5f0\uc5b4 \ucc98\ub9ac \ubc0f \uc2dc\uacc4\uc5f4 \uc608\uce21\uacfc \uac19\uc740 \ubcf5\uc7a1\ud55c \ubb38\uc81c\ub97c \ud574\uacb0\ud558\ub294 \ub370<br \/>\n        \ub9e4\uc6b0 \ud6a8\uacfc\uc801\uc785\ub2c8\ub2e4. \uc8fc\uc2dd \uc2dc\uc7a5 \uc608\uce21\uc5d0\uc11c \ub525\ub7ec\ub2dd\uc740 \ud2b9\ud788 \uac15\ub825\ud55c \ub3c4\uad6c\uac00 \ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4.\n    <\/p>\n<h2>\ubd80\uc2a4\ud305 \uc54c\uace0\ub9ac\uc998<\/h2>\n<p>\n        \ubd80\uc2a4\ud305(Boosting)\uc740 \uc57d\ud55c \ud559\uc2b5\uae30(weak learner)\ub97c \uacb0\ud569\ud558\uc5ec \uac15\ud55c \ud559\uc2b5\uae30(strong learner)\ub97c \ub9cc\ub4dc\ub294<br \/>\n        \uae30\ubc95\uc785\ub2c8\ub2e4. \ubd80\uc2a4\ud305 \uc54c\uace0\ub9ac\uc998\uc740 \ubc18\ubcf5\uc801\uc73c\ub85c \uc57d\ud55c \ud559\uc2b5\uae30\ub97c \ub9cc\ub4e4\uc5b4 \uc624\ucc28\ub97c \uc904\uc5ec \ub098\uac00\uba70, \uac01 \ubc18\ubcf5\uc5d0\uc11c<br \/>\n        \uc798\ubabb \uc608\uce21\ub41c \ub370\uc774\ud130\uc5d0 \ub300\ud55c \uac00\uc911\uce58\ub97c \ubd80\uc5ec\ud558\uc5ec \ud559\uc2b5\ud569\ub2c8\ub2e4. \ub300\ud45c\uc801\uc778 \ubd80\uc2a4\ud305 \uc54c\uace0\ub9ac\uc998\ub4e4\uc5d0\ub294<br \/>\n        AdaBoost, Gradient Boosting, XGBoost, LightGBM \ub4f1\uc774 \uc788\uc2b5\ub2c8\ub2e4.\n    <\/p>\n<h3>\ubd80\uc2a4\ud305\uc758 \uc6d0\ub9ac<\/h3>\n<p>\n        \ubd80\uc2a4\ud305\uc740 \ub2e4\uc74c\uacfc \uac19\uc740 \uacfc\uc815\uc744 \ud1b5\ud574 \uc791\ub3d9\ud569\ub2c8\ub2e4:\n    <\/p>\n<ul>\n<li>\uccab \ubc88\uc9f8 \ud559\uc2b5\uae30\ub294 \uc6d0\ubcf8 \ub370\uc774\ud130\uc5d0\uc11c \ud559\uc2b5\ud558\uc5ec \uc608\uce21\uac12\uc744 \ub9cc\ub4e4\uace0, \uc774 \uc608\uce21\uc73c\ub85c \uc778\ud574 \ubc1c\uc0dd\ud55c \uc624\ucc28\ub97c<br \/>\n            \uacc4\uc0b0\ud569\ub2c8\ub2e4.<\/li>\n<li>\ud6c4\uc18d \ud559\uc2b5\uae30\ub294 \uc774\uc804 \ud559\uc2b5\uae30\uc758 \uc608\uce21 \uc624\ucc28\ub97c \uc218\uc815\ud558\uae30 \uc704\ud574 \uc774 \ub370\uc774\ud130\ub97c \uc0ac\uc6a9\ud558\uc5ec \ub2e4\uc2dc \ud559\uc2b5\ud569\ub2c8\ub2e4.<\/li>\n<li>\uc774 \uacfc\uc815\uc744 \ubc18\ubcf5\ud558\uba74\uc11c \uac01 \ud559\uc2b5\uae30\uc758 \uacb0\uacfc\ub97c \ud569\uccd0 \ucd5c\uc885 \uc608\uce21 \uacb0\uacfc\ub97c \ub3c4\ucd9c\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h2>\ub871\/\uc20f \uac70\ub798 \uc804\ub7b5\uc758 \uad6c\uc870<\/h2>\n<p>\n        \ub871\/\uc20f \uc804\ub7b5\uc740 \uc790\uc0b0\uc758 \uac00\uaca9 \uc0c1\uc2b9\uc744 \uc608\uc0c1\ud558\uc5ec \ub9e4\uc218(Long)\ud558\uace0, \uac00\uaca9 \ud558\ub77d\uc744 \uc608\uc0c1\ud558\uc5ec \ub9e4\ub3c4(Short)\ud558\ub294<br \/>\n        \ubc29\uc2dd\uc785\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc804\ub7b5\uc740 \uac00\uaca9 \uc0c1\uad00 \uad00\uacc4\ub97c \uc774\uc6a9\ud558\uac70\ub098, \ud2b9\uc815 \uc790\uc0b0\uc758 \uac00\uce58\ub97c \ud3c9\uac00\ud568\uc73c\ub85c\uc368<br \/>\n        \uc2e4\ud589\ub429\ub2c8\ub2e4. \uc5ec\uae30\uc11c\ub294 \ubd80\uc2a4\ud305 \uc54c\uace0\ub9ac\uc998\uc744 \ud1b5\ud574 \uc774\ub7ec\ud55c \uc804\ub7b5\uc744 \uc5b4\ub5bb\uac8c \uad6c\ud604\ud560 \uc218 \uc788\ub294\uc9c0 \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4.\n    <\/p>\n<h3>\ub871 \uac70\ub798 \uc804\ub7b5<\/h3>\n<p>\n        \ub871 \uac70\ub798 \uc804\ub7b5\uc740 \uc790\uc0b0\uc774 \uac00\uaca9\uc774 \uc0c1\uc2b9\ud560 \uac83\uc73c\ub85c \uc608\uc0c1\ud560 \ub54c, \ud574\ub2f9 \uc790\uc0b0\uc744 \ub9e4\uc218\ud558\ub294 \uac83\uc785\ub2c8\ub2e4. \uc774<br \/>\n        \uc804\ub7b5\uc5d0\uc11c \uc911\uc694\ud55c \uac83\uc740 \uc790\uc0b0 \uac00\uaca9\uc758 \uc0c1\uc2b9 \uc2e0\ud638\ub97c \uc815\ud655\ud558\uac8c \ud3ec\ucc29\ud558\ub294 \uac83\uc785\ub2c8\ub2e4.\n    <\/p>\n<h3>\uc20f \uac70\ub798 \uc804\ub7b5<\/h3>\n<p>\n        \ubc18\ub300\ub85c, \uc20f \uac70\ub798 \uc804\ub7b5\uc740 \uc790\uc0b0\uc758 \uac00\uaca9\uc774 \ud558\ub77d\ud560 \uac83\uc73c\ub85c \uc608\uce21\ud558\uc5ec \ud574\ub2f9 \uc790\uc0b0\uc744 \ub9e4\ub3c4\ud558\ub294 \uac83\uc785\ub2c8\ub2e4.<br \/>\n        \uc774\ub294 \uac00\uaca9 \ud558\ub77d\uc5d0 \ubca0\ud305\ud558\ub294 \uac83\uc73c\ub85c, \uc8fc\uc2dd \uc2dc\uc7a5\uc5d0\uc11c \uc77c\ubc18\uc801\uc73c\ub85c \uc0ac\uc6a9\ub429\ub2c8\ub2e4.\n    <\/p>\n<h2>\ubd80\uc2a4\ud305 \uc54c\uace0\ub9ac\uc998\uc744 \ud65c\uc6a9\ud55c \ub871\/\uc20f \uac70\ub798 \uc804\ub7b5 \uad6c\ud604<\/h2>\n<p>\n        \ubd80\uc2a4\ud305 \uc54c\uace0\ub9ac\uc998\uc744 \ud65c\uc6a9\ud55c \ub871\/\uc20f \uac70\ub798 \uc804\ub7b5\uc740 \uae30\ubcf8\uc801\uc73c\ub85c \ub370\uc774\ud130 \uc218\uc9d1, \uc804\ucc98\ub9ac, \ubaa8\ub378 \ud559\uc2b5 \ubc0f<br \/>\n        \ud3c9\uac00\uc758 \ub2e8\uacc4\ub85c \ub098\ub269\ub2c8\ub2e4. \uc774 \uacfc\uc815\uc744 \uac04\ub7b5\ud788 \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4.\n    <\/p>\n<h3>1. \ub370\uc774\ud130 \uc218\uc9d1<\/h3>\n<p>\n        \uc131\uacf5\uc801\uc778 \ud2b8\ub808\uc774\ub529 \uc804\ub7b5\uc758 \uccab \ubc88\uc9f8 \ub2e8\uacc4\ub294 \ub370\uc774\ud130 \uc218\uc9d1\uc785\ub2c8\ub2e4. \uc774\ub97c \uc704\ud574 \uc8fc\uc2dd \uac00\uaca9, \uac70\ub798\ub7c9,<br \/>\n        \uae30\uc220 \uc9c0\ud45c, \uc7ac\ubb34 \uc9c0\ud45c \ub4f1 \ub2e4\uc591\ud55c \ub370\uc774\ud130\ub97c \uc218\uc9d1\ud574\uc57c \ud569\ub2c8\ub2e4. \uc77c\ubc18\uc801\uc73c\ub85c \ub370\uc774\ud130\ub294 API\ub97c \ud1b5\ud574 \uc678\ubd80\uc5d0\uc11c<br \/>\n        \uac00\uc838\uc624\uac70\ub098, \uc790\uccb4\uc801\uc73c\ub85c \ud06c\ub864\ub9c1\ud558\uc5ec \uc218\uc9d1\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.\n    <\/p>\n<h3>2. \ub370\uc774\ud130 \uc804\ucc98\ub9ac<\/h3>\n<p>\n        \uc218\uc9d1\ud55c \ub370\uc774\ud130\ub294 \ub298 \uae68\ub057\ud55c \uc0c1\ud0dc\uac00 \uc544\ub2d9\ub2c8\ub2e4. \uacb0\uce21\uce58 \ucc98\ub9ac, \uc774\uc0c1\uce58 \uc81c\uac70, \uc815\uaddc\ud654 \ub4f1\uc758<br \/>\n        \uc804\ucc98\ub9ac \uacfc\uc815\uc774 \ud544\uc694\ud569\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \uac00\uaca9 \ub370\uc774\ud130\ub294 \ub85c\uadf8 \uc218\uc775\ub960\ub85c \ubcc0\ud658\ud558\uc5ec \ube44\uc728\ub85c \ub098\ud0c0\ub0bc \uc218 \uc788\uc73c\uba70,<br \/>\n        \uae30\uc220 \uc9c0\ud45c(\uc608: \uc774\ub3d9 \ud3c9\uade0)\ub294 \ud2b9\uc815 \uc2dc\uc810\uc5d0\uc11c\uc758 \uc2e0\ub8b0\uc131\uc744 \ub192\uc774\ub294 \uc5ed\ud560\uc744 \ud569\ub2c8\ub2e4.\n    <\/p>\n<h3>3. \ud2b9\uc131 \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1<\/h3>\n<p>\n        \ubaa8\ub378\uc5d0 \uc785\ub825\ud560 \ud2b9\uc131\uc744 \uc0dd\uc131\ud558\ub294 \uacfc\uc815\uc774 \ud2b9\uc131 \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1\uc785\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \uc8fc\uac00\uc758 \uc774\ub3d9 \ud3c9\uade0,<br \/>\n        \uc0c1\ub300 \uac15\ub3c4 \uc9c0\uc218(RSI), MACD\uc640 \uac19\uc740 \ub2e4\uc591\ud55c \uae30\uc220\uc801 \uc9c0\ud45c\ub97c \ud2b9\uc131\uc73c\ub85c \ucd94\uac00\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c<br \/>\n        \ud2b9\uc131\ub4e4\uc740 \uba38\uc2e0\ub7ec\ub2dd \ubaa8\ub378\uc758 \uc131\ub2a5\uc744 \ud06c\uac8c \ud5a5\uc0c1\uc2dc\ud0ac \uc218 \uc788\uc2b5\ub2c8\ub2e4.\n    <\/p>\n<h3>4. \ubaa8\ub378 \ud559\uc2b5<\/h3>\n<p>\n        \uc804\ucc98\ub9ac\ub41c \ub370\uc774\ud130\ub97c \uae30\ubc18\uc73c\ub85c \ubd80\uc2a4\ud305 \uc54c\uace0\ub9ac\uc998\uc744 \uc0ac\uc6a9\ud558\uc5ec \ubaa8\ub378\uc744 \ud559\uc2b5\uc2dc\ud0b5\ub2c8\ub2e4. \uc774 \uacfc\uc815\uc5d0\uc11c\ub294<br \/>\n        \uac01 \ub370\uc774\ud130 \ud3ec\uc778\ud2b8\uc5d0 \ub300\ud574 \ub871 \ub610\ub294 \uc20f \uc2e0\ud638\ub97c \uc0dd\uc131\ud558\ub294 \uac83\uc774 \ubaa9\ud45c\uc785\ub2c8\ub2e4. Python\uc758 Scikit-Learn<br \/>\n        \ud328\ud0a4\uc9c0\ub098 XGBoost\ub97c \uc0ac\uc6a9\ud558\uc5ec \uac04\ub2e8\ud788 \ubaa8\ub378\uc744 \uad6c\ud604\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc544\ub798\ub294 XGBoost\uc758 \uae30\ubcf8 \ucf54\ub4dc \uc608\uc2dc\uc785\ub2c8\ub2e4:\n    <\/p>\n<pre><code>import xgboost as xgb\nfrom sklearn.model_selection import train_test_split\nfrom sklearn.metrics import accuracy_score\n\n# \ub370\uc774\ud130 \ub85c\ub4dc \ubc0f \uc804\ucc98\ub9ac (\uac00\uc0c1\uc758 \ub370\uc774\ud130\ud504\ub808\uc784\uc744 \uac00\uc815)\nX = data[['feature1', 'feature2', 'feature3']]\ny = data['target']  # \ub871\/\uc20f \uc2e0\ud638\n\n# \ub370\uc774\ud130 \ubd84\ub9ac\nX_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)\n\n# XGBoost \ubaa8\ub378 \ud559\uc2b5\nmodel = xgb.XGBClassifier()\nmodel.fit(X_train, y_train)\n\n# \uc608\uce21 \ubc0f \ud3c9\uac00\npreds = model.predict(X_test)\naccuracy = accuracy_score(y_test, preds)\nprint(f'Accuracy: {accuracy:.2f}')  \n    <\/code><\/pre>\n<h3>5. \ubaa8\ub378 \ud3c9\uac00<\/h3>\n<p>\n        \ubaa8\ub378\uc758 \uc131\ub2a5\uc740 \ud3c9\uac00 \uc9c0\ud45c(\uc608: \uc815\ud655\ub3c4, F1 \uc2a4\ucf54\uc5b4)\ub85c \uce21\uc815\ud569\ub2c8\ub2e4. \uacfc\uac70 \ub370\uc774\ud130\ub97c \ud1b5\ud574 \ubaa8\ub378\uc744<br \/>\n        \uac80\uc99d\ud558\uace0, \uc2e4\uc138\uc5d0 \uc801\uc6a9\ud560 \ub54c \uacfc\ucd5c\uc801\ud654(overfitting) \ubb38\uc81c\uc5d0 \uc720\uc758\ud574\uc57c \ud569\ub2c8\ub2e4. \uad50\ucc28 \uac80\uc99d\uacfc \uc2dc\uacc4\uc5f4<br \/>\n        \ubd84\ud560 \ub4f1\uc758 \ubc29\ubc95\uc744 \ud1b5\ud574 \ubaa8\ub378\uc774 \uac00\uc0c1\uc758 \ub370\uc774\ud130\uc14b\uc744 \uc5bc\ub9c8\ub098 \uc798 \uc77c\ubc18\ud654\ud558\ub294\uc9c0 \uad00\ucc30\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.\n    <\/p>\n<h3>6. \uc804\ub7b5 \uc2e4\ud589<\/h3>\n<p>\n        \ud559\uc2b5\ub41c \ubaa8\ub378\uc744 \uc0ac\uc6a9\ud558\uc5ec \uc2e4\uc2dc\uac04 \uac70\ub798\ub97c \uc2e4\ud589\ud569\ub2c8\ub2e4. \uc774\ub97c \uc704\ud574 \uac70\ub798 \ud50c\ub7ab\ud3fc\uc758 API\uc640<br \/>\n        \ud1b5\ud569\ud558\uc5ec \ub9e4\uc218 \ubc0f \ub9e4\ub3c4 \uc2e0\ud638\uc5d0 \ub530\ub77c \uc8fc\ubb38\uc744 \uc790\ub3d9\uc73c\ub85c \uc0dd\uc131\ud558\ub294 \uc2dc\uc2a4\ud15c\uc744 \uad6c\ucd95\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.\n    <\/p>\n<h2>\uacb0\ub860<\/h2>\n<p>\n        \ubcf8 \uae00\uc5d0\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998\uc744 \ud65c\uc6a9\ud55c \ud2b8\ub808\uc774\ub529 \uc804\ub7b5 \uc911 \ubd80\uc2a4\ud305\uc744 \uc0ac\uc6a9\ud55c \ub871\/\uc20f<br \/>\n        \uc804\ub7b5\uc5d0 \ub300\ud574 \ubd84\uc11d\ud558\uc600\uc2b5\ub2c8\ub2e4. \uc131\uacf5\uc801\uc778 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc740 \ub2e8\uc21c\ud788 \ubaa8\ub378\uc744 \ub9cc\ub4dc\ub294 \uac83\uc744 \ub118\uc5b4\uc11c,<br \/>\n        \ub370\uc774\ud130 \uc218\uc9d1, \uc804\ucc98\ub9ac, \ud2b9\uc131 \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1, \ubaa8\ub378 \ud559\uc2b5 \ubc0f \ud3c9\uac00 \ub4f1\uc758 \uacfc\uc815\uc774 \ub9e4\uc6b0 \uc911\uc694\ud569\ub2c8\ub2e4.<br \/>\n        \ud2b9\ud788 \uae08\uc735 \uc2dc\uc7a5\uc740 \ubcc0\ub3d9\uc131\uc774 \ud06c\uae30 \ub54c\ubb38\uc5d0 \ud604\uba85\ud55c \uc811\uadfc \ubc29\uc2dd\uacfc \ud568\uaed8 \ubaa8\ub378\uc744 \uc9c0\uc18d\uc801\uc73c\ub85c<br \/>\n        \uc5c5\ub370\uc774\ud2b8\ud558\ub294 \uac83\uc774 \uc911\uc694\ud569\ub2c8\ub2e4.\n    <\/p>\n<h2>\ucd94\uac00 \ud559\uc2b5 \uc790\uc6d0<\/h2>\n<p>\ub2e4\uc591\ud55c \ubd80\uc2a4\ud305 \uc54c\uace0\ub9ac\uc998\uacfc \uba38\uc2e0\ub7ec\ub2dd\uc758 \uae30\ubcf8 \uac1c\ub150\uc744 \uc774\ud574\ud558\uae30 \uc704\ud574 \ub2e4\uc74c \uc790\uc6d0\uc744 \ucd94\ucc9c\ud569\ub2c8\ub2e4:<\/p>\n<ul>\n<li><a href=\"https:\/\/scikit-learn.org\/stable\/\" target=\"_blank\" rel=\"noopener\">Scikit-Learn \uacf5\uc2dd \ubb38\uc11c<\/a><\/li>\n<li><a href=\"https:\/\/xgboost.readthedocs.io\/en\/latest\/\" target=\"_blank\" rel=\"noopener\">XGBoost \uacf5\uc2dd \ubb38\uc11c<\/a><\/li>\n<li><a href=\"https:\/\/towardsdatascience.com\/boosting-algorithms-explained-4e8acd3cc357\" target=\"_blank\" rel=\"noopener\">\ubd80\uc2a4\ud305 \uc54c\uace0\ub9ac\uc998 \uc124\uba85 \uae00<\/a><\/li>\n<li><a href=\"https:\/\/www.kaggle.com\/\" target=\"_blank\" rel=\"noopener\">Kaggle &#8211; \ub370\uc774\ud130 \uacfc\ud559\uacfc \uba38\uc2e0\ub7ec\ub2dd\uc744 \uc704\ud55c \ud50c\ub7ab\ud3fc<\/a><\/li>\n<\/ul>\n<p><\/body><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\uc18c\uac1c \ucd5c\uadfc \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c \uba38\uc2e0\ub7ec\ub2dd(ML)\uacfc \ub525\ub7ec\ub2dd(DL)\uc744 \ud65c\uc6a9\ud55c \uc54c\uace0\ub9ac\uc998 \uac70\ub798\uac00 \uae09\uc18d\ud788 \uc99d\uac00\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \uae00\uc5d0\uc11c\ub294 \ubd80\uc2a4\ud305 \uae30\ubc95\uc744 \ud65c\uc6a9\ud558\uc5ec \ub871\/\uc20f(Long\/Short) \uac70\ub798 \uc804\ub7b5\uc744 \uc138\uc6b0\ub294 \ubc29\ubc95\uc5d0 \ub300\ud574 \uae4a\uc774 \uc788\uac8c \ub2e4\ub8e8\uc5b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. \ub871\/\uc20f \uac70\ub798 \uc804\ub7b5\uc740 \ub450 \uac00\uc9c0 \uc11c\ub85c \ub2e4\ub978 \uc790\uc0b0\uc744 \ub3d9\uc2dc\uc5d0 \ub9e4\ub9e4\ud558\uc5ec \uc2dc\uc7a5\uc758 \uc704\ud5d8\uc744 \ud5e4\uc9c0\ud558\ub294 \ubc29\ubc95\uc785\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc804\ub7b5\uc740 \uc798 \uc124\uacc4\ub41c \uba38\uc2e0\ub7ec\ub2dd \ubaa8\ub378\uc744 \ud1b5\ud574 \ub354\uc6b1 \ud6a8\uacfc\uc801\uc73c\ub85c \uc2e4\ud589\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc758 \uae30\ubcf8 &hellip; <a href=\"https:\/\/atmokpo.com\/w\/29051\/\" 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, \ubd80\uc2a4\ud305\uc744 \uc0ac\uc6a9\ud55c \ub871 \uc20f \uac70\ub798 \uc804\ub7b5&#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-29051","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, \ubd80\uc2a4\ud305\uc744 \uc0ac\uc6a9\ud55c \ub871 \uc20f \uac70\ub798 \uc804\ub7b5 - \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\/29051\/\" \/>\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, \ubd80\uc2a4\ud305\uc744 \uc0ac\uc6a9\ud55c \ub871 \uc20f \uac70\ub798 \uc804\ub7b5 - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" \/>\n<meta property=\"og:description\" content=\"\uc18c\uac1c \ucd5c\uadfc \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c \uba38\uc2e0\ub7ec\ub2dd(ML)\uacfc \ub525\ub7ec\ub2dd(DL)\uc744 \ud65c\uc6a9\ud55c \uc54c\uace0\ub9ac\uc998 \uac70\ub798\uac00 \uae09\uc18d\ud788 \uc99d\uac00\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \uae00\uc5d0\uc11c\ub294 \ubd80\uc2a4\ud305 \uae30\ubc95\uc744 \ud65c\uc6a9\ud558\uc5ec \ub871\/\uc20f(Long\/Short) \uac70\ub798 \uc804\ub7b5\uc744 \uc138\uc6b0\ub294 \ubc29\ubc95\uc5d0 \ub300\ud574 \uae4a\uc774 \uc788\uac8c \ub2e4\ub8e8\uc5b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. \ub871\/\uc20f \uac70\ub798 \uc804\ub7b5\uc740 \ub450 \uac00\uc9c0 \uc11c\ub85c \ub2e4\ub978 \uc790\uc0b0\uc744 \ub3d9\uc2dc\uc5d0 \ub9e4\ub9e4\ud558\uc5ec \uc2dc\uc7a5\uc758 \uc704\ud5d8\uc744 \ud5e4\uc9c0\ud558\ub294 \ubc29\ubc95\uc785\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc804\ub7b5\uc740 \uc798 \uc124\uacc4\ub41c \uba38\uc2e0\ub7ec\ub2dd \ubaa8\ub378\uc744 \ud1b5\ud574 \ub354\uc6b1 \ud6a8\uacfc\uc801\uc73c\ub85c \uc2e4\ud589\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc758 \uae30\ubcf8 &hellip; \ub354 \ubcf4\uae30 &quot;\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \ubd80\uc2a4\ud305\uc744 \uc0ac\uc6a9\ud55c \ub871 \uc20f \uac70\ub798 \uc804\ub7b5&quot;\" \/>\n<meta property=\"og:url\" content=\"https:\/\/atmokpo.com\/w\/29051\/\" \/>\n<meta property=\"og:site_name\" content=\"\ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" \/>\n<meta property=\"article:published_time\" content=\"2024-10-27T16:16:32+00:00\" \/>\n<meta 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