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{"id":28702,"date":"2024-10-27T16:14:39","date_gmt":"2024-10-27T16:14:39","guid":{"rendered":"http:\/\/atmokpo.com\/w\/?p=28702"},"modified":"2024-11-26T06:58:52","modified_gmt":"2024-11-26T06:58:52","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%9d%80-%eb%8d%b0%ec%9d%b4%ed%84%b0%eb%a1%9c","status":"publish","type":"post","link":"https:\/\/atmokpo.com\/w\/28702\/","title":{"rendered":"\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, ML\uc740 \ub370\uc774\ud130\ub85c \ubb38\uc81c\ub97c \ud480\uae30 \uc704\ud55c \ub3c4\uad6c \ubaa8\uc74c\uc774\ub2e4"},"content":{"rendered":"

<\/p>\n

\ud000\ud2b8 \ub9e4\ub9e4\ub294 \ub370\uc774\ud130\uc640 \uc54c\uace0\ub9ac\uc998\uc744 \ud65c\uc6a9\ud558\uc5ec \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c\uc758 \uc758\uc0ac \uacb0\uc815\uc744 \uc790\ub3d9\ud654\ud558\ub294 \ubc29\ubc95\uc785\ub2c8\ub2e4. \ud2b9\ud788 \uba38\uc2e0\ub7ec\ub2dd(ML)\uacfc \ub525\ub7ec\ub2dd(DL) \uae30\uc220\uc758 \ubc1c\uc804\uc740 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc5d0 \ud601\uc2e0\uc744 \uac00\uc838\uc654\uc2b5\ub2c8\ub2e4. \uc774 \uac15\uc88c\uc5d0\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc774 \ud2b8\ub808\uc774\ub529\uc5d0 \uc5b4\ub5bb\uac8c \ud65c\uc6a9\ub418\ub294\uc9c0, \ub2e4\uc591\ud55c \uc54c\uace0\ub9ac\uc998\uacfc \uae30\ubc95\ub4e4\uc744 \uc0b4\ud3b4\ubcf4\uba70, \uc2e4\uc81c \ub370\uc774\ud130\ub85c \ubb38\uc81c\ub97c \ud574\uacb0\ud558\ub294 \ubc29\ubc95\uc5d0 \ub300\ud574 \uc124\uba85\ud558\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n

1. \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc758 \uae30\ubcf8 \uac1c\ub150<\/h2>\n
\uba38\uc2e0\ub7ec\ub2dd\uc740 \ub370\uc774\ud130\uc5d0\uc11c \ud328\ud134\uc744 \ud559\uc2b5\ud558\uc5ec \uc608\uce21 \ubaa8\ub378\uc744 \ub9cc\ub4dc\ub294 \uae30\uc220\uc785\ub2c8\ub2e4. \ub525\ub7ec\ub2dd\uc740 \uba38\uc2e0\ub7ec\ub2dd\uc758 \ud55c \ubd84\uc57c\ub85c, \uc778\uacf5\uc2e0\uacbd\ub9dd\uc744 \uae30\ubc18\uc73c\ub85c \ub354 \ubcf5\uc7a1\ud55c \ub370\uc774\ud130 \uad6c\uc870\ub97c \ucc98\ub9ac\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub450 \uae30\uc220 \ubaa8\ub450 \uae08\uc735 \ub370\uc774\ud130\uc640 \uac19\uc740 \ub300\uaddc\ubaa8 \ub370\uc774\ud130\ub97c \ubd84\uc11d\ud558\uace0 \uc608\uce21\ud558\ub294 \ub370 \ud6a8\uacfc\uc801\uc785\ub2c8\ub2e4.<\/p>\n

1.1 \uba38\uc2e0\ub7ec\ub2dd\uc758 \uc885\ub958<\/h3>\n
\uba38\uc2e0\ub7ec\ub2dd\uc740 \ud06c\uac8c \uc138 \uac00\uc9c0 \uc720\ud615\uc73c\ub85c \ub098\ub269\ub2c8\ub2e4.<\/p>\n
\n
\uc9c0\ub3c4\ud559\uc2b5(Supervised Learning)<\/strong>: \ub370\uc774\ud130\ub97c \ud1b5\ud574 \uc785\ub825\uacfc \ucd9c\ub825\uc758 \uad00\uacc4\ub97c \ud559\uc2b5\ud569\ub2c8\ub2e4. \uc8fc\uc2dd \uac00\uaca9 \uc608\uce21 \uac19\uc740 \ubb38\uc81c\uc5d0 \uc801\ud569\ud569\ub2c8\ub2e4.<\/li>\n
\ube44\uc9c0\ub3c4\ud559\uc2b5(Unsupervised Learning)<\/strong>: \ucd9c\ub825\uac12\uc774 \uc5c6\ub294 \ub370\uc774\ud130\uc5d0\uc11c \ud328\ud134\uc744 \ucc3e\ub294 \ud559\uc2b5 \ubc29\uc2dd\uc785\ub2c8\ub2e4. \ud074\ub7ec\uc2a4\ud130\ub9c1\uacfc \uac19\uc740 \uae30\uc220\uc774 \uc774\uc5d0 \ud574\ub2f9\ud569\ub2c8\ub2e4.<\/li>\n
\uac15\ud654\ud559\uc2b5(Reinforcement Learning)<\/strong>: \ud658\uacbd\uacfc \uc0c1\ud638\uc791\uc6a9\ud558\uba70 \ucd5c\uc801\uc758 \ud589\ub3d9 \uc804\ub7b5\uc744 \ud559\uc2b5\ud569\ub2c8\ub2e4. \uc8fc\uc2dd \uac70\ub798\uc5d0\uc11c\uc758 \uc804\ub7b5 \uac1c\ubc1c\uc5d0 \ub9ce\uc774 \uc0ac\uc6a9\ub429\ub2c8\ub2e4.<\/li>\n<\/ul>\n
1.2 \ub525\ub7ec\ub2dd\uc758 \uae30\ubcf8 \uad6c\uc870<\/h3>\n
\ub525\ub7ec\ub2dd\uc740 \uc5ec\ub7ec \uac1c\uc758 \uc740\ub2c9\uce35\uc744 \uac00\uc9c4 \uc778\uacf5\uc2e0\uacbd\ub9dd\uc744 \uc0ac\uc6a9\ud558\uc5ec \ub370\uc774\ud130\uc5d0\uc11c \ubcf5\uc7a1\ud55c \ucd94\uc0c1\ud654\ub97c \ud559\uc2b5\ud569\ub2c8\ub2e4. \uc77c\ubc18\uc801\uc778 \uc2e0\uacbd\ub9dd\uc758 \uad6c\uc870\ub294 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4.<\/p>\n
\n
\uc785\ub825\uce35(Input Layer)<\/strong>: \uc785\ub825 \ub370\uc774\ud130\ub97c \uc2e0\uacbd\ub9dd\uc5d0 \uc804\ub2ec\ud558\ub294 \uce35.<\/li>\n
\uc740\ub2c9\uce35(Hidden Layer)<\/strong>: \uc785\ub825 \ub370\uc774\ud130\ub97c \ucc98\ub9ac\ud558\ub294 \uc911\uac04 \uce35. \uc5ec\ub7ec \uac1c\uc758 \uc740\ub2c9\uce35\uc774 \uc788\uc744 \uc218 \uc788\uc74c.<\/li>\n
\ucd9c\ub825\uce35(Output Layer)<\/strong>: \ucd5c\uc885 \uc608\uce21 \uacb0\uacfc\ub97c \ucd9c\ub825\ud558\ub294 \uce35.<\/li>\n<\/ul>\n
2. \ud000\ud2b8 \ub9e4\ub9e4\uc5d0\uc11c\uc758 \ub370\uc774\ud130 \uc900\ube44<\/h2>\n
\uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc5d0\uc11c \uac00\uc7a5 \uc911\uc694\ud55c \uc694\uc18c \uc911 \ud558\ub098\ub294 \ub370\uc774\ud130\uc785\ub2c8\ub2e4. \ub370\uc774\ud130\ub97c \ud6a8\uacfc\uc801\uc73c\ub85c \uc218\uc9d1, \ucc98\ub9ac, \ubd84\uc11d\ud558\uc5ec \uc720\uc6a9\ud55c \uc815\ubcf4\ub97c \uc5bb\ub294 \uac83\uc774 \uc88b\uc2b5\ub2c8\ub2e4. \uc774 \uc139\uc158\uc5d0\uc11c\ub294 \ub370\uc774\ud130\ub97c \uc900\ube44\ud558\ub294 \uacfc\uc815\uc5d0 \ub300\ud574 \uc124\uba85\ud558\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n
2.1 \ub370\uc774\ud130 \uc218\uc9d1<\/h3>\n
\ub370\uc774\ud130\ub97c \uc218\uc9d1\ud558\ub294 \ubc29\ubc95\uc5d0\ub294 \ub2e4\uc591\ud55c \uacbd\ub85c\uac00 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
\n
\uc7ac\ubb34 \ub370\uc774\ud130 \uc81c\uacf5\uc5c5\uccb4<\/strong>: Bloomberg, Reuters\uc640 \uac19\uc740 \uc804\ubb38 \uc81c\uacf5\uc790\ub85c\ubd80\ud130 \ub370\uc774\ud130\ub97c \uad6c\ub9e4\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n
\uc624\ud508 \ub370\uc774\ud130<\/strong>: Yahoo Finance, Alpha Vantage\uc640 \uac19\uc740 \ubb34\ub8cc API\ub97c \ud1b5\ud574 \ub370\uc774\ud130\ub97c \uc218\uc9d1\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n
2.2 \ub370\uc774\ud130 \uc804\ucc98\ub9ac<\/h3>\n
\uc218\uc9d1\ub41c \ub370\uc774\ud130\ub294 ‘\uc6d0\uc2dc \ub370\uc774\ud130’ \uc0c1\ud0dc\uc5d0\uc11c \uae68\ub057\ud558\uace0 \ubd84\uc11d \uac00\ub2a5\ud55c \ub370\uc774\ud130\ub85c \ubcc0\ud658\ud574\uc57c \ud569\ub2c8\ub2e4. \ub370\uc774\ud130 \uc804\ucc98\ub9ac\uc758 \uc8fc\uc694 \ub2e8\uacc4\ub294 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4.<\/p>\n
\n
\uacb0\uce21\uce58 \ucc98\ub9ac<\/strong>: \uacb0\uce21\uce58\ub97c \ub300\uce58\ud558\uac70\ub098 \uc81c\uac70\ud574\uc57c \ud569\ub2c8\ub2e4.<\/li>\n
\uc815\uaddc\ud654(Normalization)<\/strong>: \ub370\uc774\ud130\uc758 \ubc94\uc704\ub97c \uc77c\uc815\ud558\uac8c \uc870\uc815\ud558\uc5ec \ub4dc\ub78d\ub418\ub294 \ubb38\uc81c\ub97c \ubc29\uc9c0\ud569\ub2c8\ub2e4.<\/li>\n
\ud2b9\uc9d5 \uc120\ud0dd(Feature Selection)<\/strong>: \ubaa8\ub378\uc5d0 \uc720\uc6a9\ud55c \uc815\ubcf4\ub97c \uc81c\uacf5\ud558\ub294 \ud2b9\uc9d5\uc744 \uc120\ud0dd\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n
3. \uba38\uc2e0\ub7ec\ub2dd \ubaa8\ub378 \uac1c\ubc1c<\/h2>\n
\ub370\uc774\ud130\uac00 \uc900\ube44\ub418\uba74 \uba38\uc2e0\ub7ec\ub2dd \ubaa8\ub378\uc744 \uac1c\ubc1c\ud558\uc5ec \ud2b8\ub808\uc774\ub529 \uc804\ub7b5\uc744 \uad6c\ud604\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \uacfc\uc815\uc740 \ub370\uc774\ud130 \uc900\ube44, \ubaa8\ub378 \uc120\ud0dd \ubc0f \ud3c9\uac00 \ub2e8\uacc4\ub85c \ub098\ub269\ub2c8\ub2e4.<\/p>\n
3.1 \ubaa8\ub378 \uc120\ud0dd<\/h3>\n
\uba38\uc2e0\ub7ec\ub2dd \ubaa8\ub378\uc758 \uc120\ud0dd\uc740 \ud2b8\ub808\uc774\ub529 \uc804\ub7b5\uc758 \uc131\uacfc\uc5d0 \ud06c\uac8c \uc601\ud5a5\uc744 \ubbf8\uce69\ub2c8\ub2e4. \uc77c\ubc18\uc801\uc73c\ub85c \uc0ac\uc6a9\ub418\ub294 \ubaa8\ub378\uc740 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4.<\/p>\n
\n
\uc120\ud615 \ud68c\uadc0(Linear Regression)<\/strong>: \uc8fc\uac00 \uc608\uce21\uc5d0 \uc0ac\uc6a9\ub418\ub294 \uae30\ubcf8\uc801\uc778 \ud1b5\uacc4 \ubaa8\ub378.<\/li>\n
\uacb0\uc815 \ud2b8\ub9ac(Decision Trees)<\/strong>: \uc758\uc0ac \uacb0\uc815 \uacfc\uc815\uc5d0\uc11c\uc758 \uc870\uac74\uc744 \uae30\ubc18\uc73c\ub85c \uc608\uce21\uc744 \uc218\ud589\ud569\ub2c8\ub2e4.<\/li>\n
\ub79c\ub364 \ud3ec\ub808\uc2a4\ud2b8(Random Forest)<\/strong>: \uc5ec\ub7ec \uacb0\uc815 \ud2b8\ub9ac\ub97c \uc559\uc0c1\ube14\ud558\uc5ec \uc608\uce21\uc758 \uc815\ud655\ub3c4\ub97c \ub192\uc785\ub2c8\ub2e4.<\/li>\n
\uc2e0\uacbd\ub9dd(Neural Networks)<\/strong>: \ube44\uc120\ud615 \ubb38\uc81c\ub97c \ucc98\ub9ac\ud558\ub294 \ub370 \ud6a8\uacfc\uc801\uc785\ub2c8\ub2e4 (\ud2b9\ud788 \ub525\ub7ec\ub2dd\uc73c\ub85c \ud655\uc7a5 \uac00\ub2a5).<\/li>\n<\/ul>\n
3.2 \ubaa8\ub378 \ud3c9\uac00<\/h3>\n
\uac1c\ubc1c\ud55c \ubaa8\ub378\uc758 \uc131\ub2a5\uc744 \ud3c9\uac00\ud558\uae30 \uc704\ud574 R\u00b2 \uc810\uc218, MSE(\ud3c9\uade0 \uc81c\uacf1 \uc624\ucc28), \uad50\ucc28 \uac80\uc99d \ub4f1\uc744 \ud65c\uc6a9\ud569\ub2c8\ub2e4. \uc774 \uacfc\uc815\uc744 \ud1b5\ud574 \ucd5c\uc801\uc758 \ubaa8\ub378\uc744 \uc120\ud0dd\ud569\ub2c8\ub2e4.<\/p>\n
4. \ub525\ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529<\/h2>\n
\ub525\ub7ec\ub2dd\uc740 \ud2b9\ud788 \ubcf5\uc7a1\ud55c \ud328\ud134 \uc778\uc2dd\uacfc \ub370\uc774\ud130\uc758 \ube44\uc120\ud615\uc131\uc744 \ub2e4\ub8e8\ub294 \ub370 \uc720\ub9ac\ud569\ub2c8\ub2e4. \ub525\ub7ec\ub2dd \ubaa8\ub378\uc744 \ud2b8\ub808\uc774\ub529\uc5d0 \uc801\uc6a9\ud558\ub294 \ubc29\ubc95\uc744 \uc54c\uc544\ubcf4\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n
4.1 LSTM(Long Short-Term Memory) \ub124\ud2b8\uc6cc\ud06c<\/h3>\n
LSTM\uc740 \uc2dc\uacc4\uc5f4 \ub370\uc774\ud130 \uc608\uce21\uc5d0 \ud2b9\ud654\ub41c \ub525\ub7ec\ub2dd \ubaa8\ub378\uc785\ub2c8\ub2e4. \uc8fc\uc2dd \uac00\uaca9 \uc608\uce21\uacfc \uac19\uc740 \uc2dc\uacc4\uc5f4 \ub370\uc774\ud130 \ubb38\uc81c\uc5d0 \ub9ce\uc774 \uc0ac\uc6a9\ub429\ub2c8\ub2e4.<\/p>\n
4.2 CNN(Convolutional Neural Networks)<\/h3>\n
CNN\uc740 \uc774\ubbf8\uc9c0 \ub370\uc774\ud130 \ucc98\ub9ac\uc5d0 \uc8fc\ub85c \uc0ac\uc6a9\ub418\uc9c0\ub9cc, \ucd5c\uadfc \uc5f0\uad6c\uc5d0\uc11c\ub294 \uc8fc\uc2dd \uc2dc\uc7a5 \ub370\uc774\ud130\uc758 \ud328\ud134 \uc778\uc2dd\uc5d0\ub3c4 \uc801\uc6a9\ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
5. \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \ud234\uacfc \ud504\ub808\uc784\uc6cc\ud06c<\/h2>\n
\ud2b8\ub808\uc774\ub529 \uc54c\uace0\ub9ac\uc998\uc744 \uac1c\ubc1c\ud558\ub294 \ub370 \ub3c4\uc6c0\uc744 \uc8fc\ub294 \ub2e4\uc591\ud55c \ud234\uacfc \ud504\ub808\uc784\uc6cc\ud06c\uac00 \uc788\uc2b5\ub2c8\ub2e4. \uc5ec\uae30\uc11c\ub294 \uba87 \uac00\uc9c0 \uc8fc\uc694 \ud234\uc744 \uc18c\uac1c\ud569\ub2c8\ub2e4.<\/p>\n
\n
Pandas<\/strong>: \ub370\uc774\ud130 \uc870\uc791\uacfc \ubd84\uc11d\uc744 \uc704\ud55c \ud30c\uc774\uc36c \ub77c\uc774\ube0c\ub7ec\ub9ac.<\/li>\n
Scikit-learn<\/strong>: \uae30\ubcf8\uc801\uc778 \uba38\uc2e0\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998\uc744 \uc81c\uacf5\ud558\ub294 \ub77c\uc774\ube0c\ub7ec\ub9ac.<\/li>\n
TensorFlow<\/strong>: \ub525\ub7ec\ub2dd \ubaa8\ub378 \uac1c\ubc1c\uc744 \uc704\ud55c \uac15\ub825\ud55c \ud504\ub808\uc784\uc6cc\ud06c.<\/li>\n
Keras<\/strong>: TensorFlow \uc704\uc5d0\uc11c \ub3d9\uc791\ud558\ub294 \uace0\uc218\uc900 API\ub85c, \ub525\ub7ec\ub2dd\uc5d0 \ucd5c\uc801\ud654\ub418\uc5b4 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n
6. \ubc31\ud14c\uc2a4\ud305\uacfc \uc2e4\uac70\ub798\ub85c\uc758 \uc804\ud658<\/h2>\n
\uac1c\ubc1c\ud55c \uc54c\uace0\ub9ac\uc998\uc758 \uc131\uacfc\ub97c \ud3c9\uac00\ud558\uace0 \uc2e4\uac70\ub798\uc5d0 \ub118\uc5b4\uac00\uae30 \uc804\uc5d0 \ubc31\ud14c\uc2a4\ud305\uc744 \uc2e4\uc2dc\ud574\uc57c \ud569\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \uc804\ub7b5\uc758 \ud6a8\uc728\uc131\uc744 \ubd84\uc11d\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
6.1 \ubc31\ud14c\uc2a4\ud305<\/h3>\n
\uacfc\uac70 \ub370\uc774\ud130\ub97c \uc0ac\uc6a9\ud558\uc5ec \uc54c\uace0\ub9ac\uc998\uc758 \uc218\uc775\ub960\uc744 \ubd84\uc11d\ud558\ub294 \uacfc\uc815\uc785\ub2c8\ub2e4. \uac70\ub798 \ube44\uc6a9, \uc2ac\ub9ac\ud53c\uc9c0 \ub4f1\uc744 \uace0\ub824\ud558\uc5ec \ud3c9\uac00\ud569\ub2c8\ub2e4.<\/p>\n
6.2 \uc2e4\uac70\ub798\ub85c \uc804\ud658<\/h3>\n
\ubc31\ud14c\uc2a4\ud305 \uacb0\uacfc\uc5d0 \ub530\ub77c \uc54c\uace0\ub9ac\uc998\uc774 \uc720\ud6a8\ud558\ub2e4\uace0 \ud310\ub2e8\ub418\uba74, \uc2e4\uac70\ub798 \ud658\uacbd\uc5d0\uc11c \ud14c\uc2a4\ud2b8\ub97c \uc2dc\uc791\ud569\ub2c8\ub2e4. \uc774 \ub2e8\uacc4\uc5d0\uc11c \ub354\uc6b1 \ub9ce\uc740 \ub9ac\uc2a4\ud06c \uad00\ub9ac \uc870\uce58\uac00 \ud544\uc694\ud569\ub2c8\ub2e4.<\/p>\n
7. \uc131\uacf5\uc801\uc778 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc744 \uc704\ud55c \ud301<\/h2>\n
\n
\ub370\uc774\ud130\uc758 \uc911\uc694\uc131<\/strong>: \uc88b\uc740 \ub370\uc774\ud130\ub294 \uc131\uacf5\uc801\uc778 \ubaa8\ub378 \uac1c\ubc1c\uc758 \uae30\ucd08\uc785\ub2c8\ub2e4.<\/li>\n
\ub9ac\uc2a4\ud06c \uad00\ub9ac<\/strong>: \uc190\uc2e4\uc744 \uc904\uc774\uae30 \uc704\ud55c \ub2e4\uc591\ud55c \ub9ac\uc2a4\ud06c \uad00\ub9ac \uae30\ubc95\uc744 \uc0ac\uc6a9\ud560 \ud544\uc694\uac00 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n
\uc9c0\uc18d\uc801\uc778 \ubaa8\ub378 \uac1c\uc120<\/strong>: \uc0c8\ub85c\uc6b4 \ub370\uc774\ud130\uc640 \uc2dc\uc7a5 \ubcc0\ud654\uc5d0 \ub9de\ucdb0 \uc54c\uace0\ub9ac\uc998\uc744 \uc9c0\uc18d\uc801\uc73c\ub85c \uc5c5\ub370\uc774\ud2b8\ud574\uc57c \ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n
\uacb0\ub860<\/h2>\n
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