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\ud604\ub300\uc758 \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc740 \ud22c\uc790\uc790\ub4e4\uc5d0\uac8c \ub9e4\uc6b0 \uc911\uc694\ud55c \ub3c4\uad6c\uac00 \ub418\uc5c8\uc2b5\ub2c8\ub2e4. \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd \uae30\uc220\uc740 \uc774\ub7ec\ud55c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc744 \ubc1c\uc804\uc2dc\ud0a4\ub294 \ub370 \ud575\uc2ec\uc801\uc778 \uc5ed\ud560\uc744 \ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \uac15\uc88c\uc5d0\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud55c \ud2b8\ub808\uc774\ub529 \uc804\ub7b5, \uc77c\ubc18\uc801\uc778 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529 \ub77c\uc774\ube0c\ub7ec\ub9ac, \uadf8\ub9ac\uace0 \uc774\ub7ec\ud55c \uae30\uc220\uc744 \uc0ac\uc6a9\ud558\ub294 \uacfc\uc815\uc5d0\uc11c\uc758 \ubaa8\ubc94 \uc0ac\ub840\ub97c \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n

1. \uba38\uc2e0\ub7ec\ub2dd \uac1c\uc694<\/h2>\n
\uba38\uc2e0\ub7ec\ub2dd\uc740 \ub370\uc774\ud130\ub85c\ubd80\ud130 \ud559\uc2b5\ud558\uace0 \uc608\uce21\ud558\ub294 \uae30\uc220\ub85c, \ud1b5\uacc4\ud559\uacfc \ucef4\ud4e8\ud130 \uacfc\ud559\uc758 \uc735\ud569\ub41c \uacb0\uacfc\ubb3c\uc785\ub2c8\ub2e4. \uc54c\uace0\ub9ac\uc998\uc740 \uc8fc\uc5b4\uc9c4 \ub370\uc774\ud130\ub97c \ubc14\ud0d5\uc73c\ub85c \ud328\ud134\uc744 \ubc1c\uacac\ud558\uace0, \uc774\ub97c \uc774\uc6a9\ud574 \uc608\uce21 \ubaa8\ub378\uc744 \uad6c\ucd95\ud569\ub2c8\ub2e4. \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uacbd\uc6b0, \uba38\uc2e0\ub7ec\ub2dd\uc740 \uc2dc\uc7a5 \ub370\uc774\ud130\ub97c \ubd84\uc11d\ud558\uc5ec \uac70\ub798 \uc2e0\ud638\ub97c \ubc1c\uacac\ud558\ub294 \ub370 \uc0ac\uc6a9\ub429\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\ub20c \uc218 \uc788\uc2b5\ub2c8\ub2e4:<\/p>\n
\n
\uc9c0\ub3c4\ud559\uc2b5 (Supervised Learning):<\/strong> \uc785\ub825\uacfc \ucd9c\ub825 \uc30d\uc744 \uc774\uc6a9\ud574 \uc54c\uace0\ub9ac\uc998\uc744 \ud559\uc2b5\uc2dc\ud0b5\ub2c8\ub2e4. \uc8fc\uc2dd \uac00\uaca9 \uc608\uce21 \ubaa8\ub378\uc774 \uc774\uc5d0 \ud574\ub2f9\ud569\ub2c8\ub2e4.<\/li>\n
\ube44\uc9c0\ub3c4\ud559\uc2b5 (Unsupervised Learning):<\/strong> \uc8fc\uc5b4\uc9c4 \ub370\uc774\ud130\uc5d0\uc11c \ud328\ud134\uc744 \ubc1c\uacac\ud558\ub294 \ub370 \uc9d1\uc911\ud569\ub2c8\ub2e4. \ud074\ub7ec\uc2a4\ud130\ub9c1 \uae30\ubc95\uc774 \uc5ec\uae30\uc5d0 \uc18d\ud569\ub2c8\ub2e4.<\/li>\n
\uac15\ud654\ud559\uc2b5 (Reinforcement Learning):<\/strong> \uc5d0\uc774\uc804\ud2b8\uac00 \ud658\uacbd\uacfc \uc0c1\ud638\uc791\uc6a9\ud558\uba70 \ubcf4\uc0c1\uc744 \uadf9\ub300\ud654\ud558\ub294 \ubc29\ud5a5\uc73c\ub85c \ud559\uc2b5\ud569\ub2c8\ub2e4. \ud2b8\ub808\uc774\ub529 \uc804\ub7b5 \ucd5c\uc801\ud654\uc5d0 \uc801\ud569\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n
2. \ub525\ub7ec\ub2dd \uac1c\uc694<\/h2>\n
\ub525\ub7ec\ub2dd\uc740 \uba38\uc2e0\ub7ec\ub2dd\uc758 \ud55c \ubd84\uc57c\ub85c, \uc778\uacf5 \uc2e0\uacbd\ub9dd\uc744 \uc0ac\uc6a9\ud558\uc5ec \ub354 \ubcf5\uc7a1\ud55c \ub370\uc774\ud130\uc758 \ud328\ud134\uc744 \ud559\uc2b5\ud569\ub2c8\ub2e4. \ud2b9\ud788, \uc2e0\uacbd\ub9dd\uc758 \uae4a\uc774\uc640 \uad6c\uc870\uc5d0 \ub530\ub77c \ub2e4\uc591\ud55c \ud615\ud0dc\uc758 \ub370\uc774\ud130(\uc608: \uc774\ubbf8\uc9c0, \ud14d\uc2a4\ud2b8)\ub97c \ucc98\ub9ac\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uae08\uc735 \ub370\uc774\ud130\uc758 \uacbd\uc6b0, \ub525\ub7ec\ub2dd\uc744 \ud1b5\ud55c \uc2dc\uacc4\uc5f4 \uc608\uce21 \ubaa8\ub378\uc774 \uac15\ub825\ud55c \ub3c4\uad6c\ub85c \uc790\ub9ac\uc7a1\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
2.1 \ub525\ub7ec\ub2dd\uc758 \uad6c\uc870<\/h3>\n
\ub525\ub7ec\ub2dd \ubaa8\ub378\uc740 \uc8fc\ub85c \ub2e4\uc74c\uacfc \uac19\uc740 \uad6c\uc870\ub85c \uc124\uacc4\ub429\ub2c8\ub2e4:<\/p>\n
\n
\uc785\ub825\uce35 (Input Layer):<\/strong> \ubaa8\ub378\uc5d0 \uc785\ub825\ub418\ub294 \ub370\uc774\ud130\uc785\ub2c8\ub2e4.<\/li>\n
\uc740\ub2c9\uce35 (Hidden Layers):<\/strong> \ub370\uc774\ud130\ub97c \ucc98\ub9ac\ud558\uace0 \ud2b9\uc9d5\uc744 \ucd94\ucd9c\ud558\ub294 \uc5ed\ud560\uc744 \ud569\ub2c8\ub2e4. \uc5ec\ub7ec \uac1c\uc758 \uc740\ub2c9\uce35\uc744 \uac00\uc9c8 \uacbd\uc6b0 ‘\ub525’\ud558\uac8c \uc778\uc2dd\ub429\ub2c8\ub2e4.<\/li>\n
\ucd9c\ub825\uce35 (Output Layer):<\/strong> \ucd5c\uc885 \uc608\uce21 \uacb0\uacfc\ub97c \ub0b4\ub294 \uce35\uc785\ub2c8\ub2e4.<\/li>\n<\/ul>\n
3. \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uae30\ucd08<\/h2>\n
\uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc740 \ubbf8\ub9ac \uc815\ud574\uc9c4 \uaddc\uce59\uc5d0 \ub530\ub77c \uc790\ub3d9\uc73c\ub85c \ub9e4\ub9e4\ub97c \uc2e4\ud589\ud558\ub294 \uc2dc\uc2a4\ud15c\uc744 \uc758\ubbf8\ud569\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc54c\uace0\ub9ac\uc998\uc740 \uae30\uc220\uc801 \ubd84\uc11d, \uae30\ubcf8\uc801 \ubd84\uc11d, \ub610\ub294 \uc774 \ub458\uc744 \ud63c\ud569\ud558\uc5ec \uac70\ub798 \uacb0\uc815\uc744 \ub0b4\ub9bd\ub2c8\ub2e4. \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uc774\uc810\uc740 \uc778\uac04\uc758 \uac10\uc815\uc801 \ud310\ub2e8\uc744 \ubc30\uc81c\ud558\uace0, \ube60\ub978 \uac70\ub798 \uc2e4\ud589\uc744 \uac00\ub2a5\ud558\uac8c \ud558\uba70, \ub300\ub7c9\uc758 \ub370\uc774\ud130\ub97c \uc2e0\uc18d\ud788 \ucc98\ub9ac\ud560 \uc218 \uc788\ub2e4\ub294 \uc810\uc785\ub2c8\ub2e4.<\/p>\n
3.1 \uc8fc\uc694 \uc54c\uace0\ub9ac\uc998 \uc720\ud615<\/h3>\n
\ud2b8\ub808\uc774\ub529 \uc54c\uace0\ub9ac\uc998\uc758 \uc8fc\uc694 \uc720\ud615\uc5d0\ub294 \ub2e4\uc74c\uacfc \uac19\uc740 \uac83\ub4e4\uc774 \uc788\uc2b5\ub2c8\ub2e4:<\/p>\n
\n
\ucd94\uc138 \ucd94\uc885 \uc804\ub7b5 (Trend Following):<\/strong> \uc2dc\uc7a5\uc758 \ucd94\uc138\ub97c \ub530\ub77c \ub9e4\ub9e4\ud558\ub294 \uc804\ub7b5\uc785\ub2c8\ub2e4.<\/li>\n
\ub418\ub3cc\ub9bc \uc804\ub7b5 (Mean Reversion):<\/strong> \uacfc\uac70 \ub370\uc774\ud130\ub85c\ubd80\ud130 \ud3c9\uade0\uc73c\ub85c \ub3cc\uc544\uac08 \uac83\uc774\ub77c\ub294 \uac00\uc815\uc5d0 \uae30\ubc18\ud558\uc5ec \ub9e4\ub9e4\ud569\ub2c8\ub2e4.<\/li>\n
\uc2dc\uc7a5 \uc911\ub9bd \uc804\ub7b5 (Market Neutral):<\/strong> \ub871 \ud3ec\uc9c0\uc158\uacfc \uc20f \ud3ec\uc9c0\uc158\uc744 \ub3d9\uc2dc\uc5d0 \ucde8\ud574 \uc2dc\uc7a5\uc758 \ubcc0\ub3d9\uc131\uc5d0 \uc601\ud5a5\uc744 \ubc1b\uc9c0 \uc54a\ub3c4\ub85d \uc124\uacc4\ub41c \uc804\ub7b5\uc785\ub2c8\ub2e4.<\/li>\n<\/ul>\n
4. \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \ud2b8\ub808\uc774\ub529 \ubaa8\ub378<\/h2>\n
\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \ubaa8\ub378\uc740 \ub2e4\uc591\ud55c \ubc29\uc2dd\uc73c\ub85c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc5d0 \uc751\uc6a9\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub300\ud45c\uc801\uc778 \uc0ac\uc6a9 \uc0ac\ub840 \ubc0f \uc54c\uace0\ub9ac\uc998\uc740 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4:<\/p>\n
4.1 \uba38\uc2e0\ub7ec\ub2dd \uae30\ubc18 \ud2b8\ub808\uc774\ub529 \ubaa8\ub378 \uc124\uacc4<\/h3>\n
\uba38\uc2e0\ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \ud2b8\ub808\uc774\ub529 \ubaa8\ub378 \uac1c\ubc1c\uc740 \uc77c\ubc18\uc801\uc73c\ub85c \ub2e4\uc74c \ub2e8\uacc4\ub97c \ud3ec\ud568\ud569\ub2c8\ub2e4:<\/p>\n
\n
\ub370\uc774\ud130 \uc218\uc9d1: \uc5ed\uc0ac\uc801 \uac00\uaca9 \ub370\uc774\ud130, \uac70\ub798\ub7c9, \uac70\ub798 \uc2dc\uac04 \ub4f1\uc758 \ub370\uc774\ud130\ub97c \uc218\uc9d1\ud569\ub2c8\ub2e4.<\/li>\n
\ub370\uc774\ud130 \uc804\ucc98\ub9ac: \uacb0\uce21\uce58 \ucc98\ub9ac, \uc815\uaddc\ud654, \ud53c\uccd0 \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1 \ub4f1\uc758 \uc791\uc5c5\uc744 \ud1b5\ud574 \ub370\uc774\ud130\ub97c \uc900\ube44\ud569\ub2c8\ub2e4.<\/li>\n
\ubaa8\ub378 \uc120\ud0dd: \uc120\ud615 \ud68c\uadc0, \ub79c\ub364 \ud3ec\ub808\uc2a4\ud2b8, \uc11c\ud3ec\ud2b8 \ubca1\ud130 \uba38\uc2e0(SVM) \ub4f1 \ub2e4\uc591\ud55c \uc54c\uace0\ub9ac\uc998 \uc911 \uc801\uc808\ud55c \ubaa8\ub378\uc744 \uc120\ud0dd\ud569\ub2c8\ub2e4.<\/li>\n
\ubaa8\ub378 \ud559\uc2b5: \ud559\uc2b5 \ub370\uc774\ud130\ub97c \uc0ac\uc6a9\ud558\uc5ec \ubaa8\ub378\uc744 \ud559\uc2b5\uc2dc\ud0b5\ub2c8\ub2e4.<\/li>\n
\ubaa8\ub378 \ud3c9\uac00: \ud14c\uc2a4\ud2b8 \ub370\uc774\ud130\ub97c \uc774\uc6a9\ud558\uc5ec \ubaa8\ub378\uc758 \uc131\ub2a5\uc744 \ud3c9\uac00\ud558\uace0, \ud544\uc694\uc2dc \ud558\uc774\ud37c\ud30c\ub77c\ubbf8\ud130 \ud29c\ub2dd\uc744 \uc9c4\ud589\ud569\ub2c8\ub2e4.<\/li>\n<\/ol>\n
4.2 \ub525\ub7ec\ub2dd \uae30\ubc18 \ud2b8\ub808\uc774\ub529 \ubaa8\ub378 \uc124\uacc4<\/h3>\n
\ub525\ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud55c \ud2b8\ub808\uc774\ub529 \ubaa8\ub378\uc740 \uc77c\ubc18\uc801\uc73c\ub85c \ub2e4\uc74c\uacfc \uac19\uc740 \uad6c\uc870\ub97c \uac00\uc9d1\ub2c8\ub2e4:<\/p>\n
\n
\ub370\uc774\ud130 \uc218\uc9d1: \uace0\uc8fc\ud30c \ub370\uc774\ud130, \ub274\uc2a4 \ub370\uc774\ud130, \uc18c\uc15c \ubbf8\ub514\uc5b4 \ub370\uc774\ud130 \ub4f1\uc744 \uc218\uc9d1\ud569\ub2c8\ub2e4.<\/li>\n
\ub370\uc774\ud130 \uc804\ucc98\ub9ac: \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130\uc758 \uacbd\uc6b0 \uc790\uc5f0\uc5b4 \ucc98\ub9ac(NLP) \uae30\ubc95\uc774 \ud544\uc694\ud569\ub2c8\ub2e4.<\/li>\n
\uc2e0\uacbd\ub9dd \uad6c\uc870 \uc124\uacc4: LSTM(Long Short-Term Memory) \ub124\ud2b8\uc6cc\ud06c\uc640 \uac19\uc740 \uc21c\ud658 \uc2e0\uacbd\ub9dd(RNN) \ub610\ub294 CNN(Convolutional Neural Network) \ud658\uacbd\uc5d0\uc11c \ubaa8\ub378\uc744 \uc124\uacc4\ud569\ub2c8\ub2e4.<\/li>\n
\ubaa8\ub378 \ud559\uc2b5 \ubc0f \ud3c9\uac00: \ud559\uc2b5\uacfc \uac80\uc99d \uacfc\uc815\uc744 \ud1b5\ud574 \ucd5c\uc801\uc758 \ubaa8\ub378\uc744 \ucc3e\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ol>\n
5. \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc744 \uc704\ud55c \uc8fc\uc694 \ub77c\uc774\ube0c\ub7ec\ub9ac<\/h2>\n
\ud30c\uc774\uc36c\uc744 \uc0ac\uc6a9\ud55c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529 \uac1c\ubc1c\uc5d0 \ud754\ud788 \uc0ac\uc6a9\ub418\ub294 \uc5ec\ub7ec \ub77c\uc774\ube0c\ub7ec\ub9ac\uac00 \uc788\uc2b5\ub2c8\ub2e4. \ub2e4\uc74c\uc740 \uc8fc\uc694 \ub77c\uc774\ube0c\ub7ec\ub9ac \ubc0f \uadf8 \uae30\ub2a5\uc785\ub2c8\ub2e4:<\/p>\n
5.1 \ud30c\uc774\uc36c \ub77c\uc774\ube0c\ub7ec\ub9ac<\/h3>\n
\n
Pandas:<\/strong> \ub370\uc774\ud130 \ubd84\uc11d \ubc0f \uc870\uc791\uc744 \uc704\ud55c \ud544\uc218 \ub77c\uc774\ube0c\ub7ec\ub9ac\ub85c, \uc2dc\uac04 \uc2dc\uacc4\uc5f4 \ub370\uc774\ud130 \ucc98\ub9ac\uc5d0 \uc720\uc6a9\ud569\ub2c8\ub2e4.<\/li>\n
NumPy:<\/strong> \uc218\uce58 \uacc4\uc0b0\uc744 \uc704\ud55c \uae30\ubcf8 \ub77c\uc774\ube0c\ub7ec\ub9ac\ub85c, \uace0\uc131\ub2a5 \ub2e4\ucc28\uc6d0 \ubc30\uc5f4 \uac1d\uccb4\ub97c \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/li>\n
Scikit-learn:<\/strong> \ud68c\uadc0, \ubd84\ub958 \ubc0f \ud074\ub7ec\uc2a4\ud130\ub9c1 \ub4f1 \ub2e4\uc591\ud55c \uba38\uc2e0\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998\uc774 \ud3ec\ud568\ub41c \ub77c\uc774\ube0c\ub7ec\ub9ac\uc785\ub2c8\ub2e4.<\/li>\n
Keras:<\/strong> \ub525\ub7ec\ub2dd \ubaa8\ub378\uc744 \uac04\ud3b8\ud558\uac8c \uad6c\ucd95\ud560 \uc218 \uc788\ub294 \uace0\uc218\uc900\uc758 \uc2e0\uacbd\ub9dd \ub77c\uc774\ube0c\ub7ec\ub9ac\uc785\ub2c8\ub2e4.<\/li>\n
TensorFlow:<\/strong> \uad6c\uae00\uc5d0\uc11c \uac1c\ubc1c\ud55c \ub525\ub7ec\ub2dd \ud504\ub808\uc784\uc6cc\ud06c\ub85c, \ubcf5\uc7a1\ud55c \uc2e0\uacbd\ub9dd \ubaa8\ub378\uc744 \uad6c\ucd95\ud558\uace0 \ud559\uc2b5\ud558\ub294 \ub370 \uc720\uc6a9\ud569\ub2c8\ub2e4.<\/li>\n
Backtrader:<\/strong> \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529 \uc804\ub7b5\uc744 \ubc31\ud14c\uc2a4\ud2b8\ud560 \uc218 \uc788\ub294 \ud504\ub808\uc784\uc6cc\ud06c\ub85c, \ub2e4\uc591\ud55c \uc9c0\ud45c\uc640 \uc2e0\ud638\ub97c \uc9c0\uc6d0\ud569\ub2c8\ub2e4.<\/li>\n
Zipline:<\/strong> Quantopian\uc758 \uc624\ud508\uc18c\uc2a4 \ubc31\ud14c\uc2a4\ud305 \ub77c\uc774\ube0c\ub7ec\ub9ac\ub85c, Python\uc5d0\uc11c \uae08\uc735 \ub370\uc774\ud130 \ubd84\uc11d\uacfc \uc804\ub7b5 \uad6c\ud604\uc5d0 \ucd5c\uc801\ud654\ub418\uc5b4 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n
6. \uacb0\ub860<\/h2>\n
\uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc740 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \ubbf8\ub798\ub97c \uc5f4\uc5b4\uc8fc\ub294 \uc911\uc694\ud55c \uae30\uc220\uc785\ub2c8\ub2e4. \uc774 \uae30\uc220\ub4e4\uc744 \ud65c\uc6a9\ud558\uc5ec \ub9cc\ub4e4\uc5b4\uc9c4 \ud2b8\ub808\uc774\ub529 \uc804\ub7b5\ub4e4\uc740 \uc2dc\uc7a5\uc5d0\uc11c\uc758 \uacbd\uc7c1\ub825\uc744 \ud655\ubcf4\ud558\ub294 \ub370 \ub3c4\uc6c0\uc744 \uc904 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub97c \uc704\ud574 \ucc98\uc74c\uc5d0\ub294 \uac04\ub2e8\ud55c \ubaa8\ub378\ubd80\ud130 \uc2dc\uc791\ud558\uc5ec \uc810\ucc28\uc801\uc73c\ub85c \ubcf5\uc7a1\ud55c \ubaa8\ub378\ub85c \ubc1c\uc804\uc2dc\ud0a4\ub294 \uac83\uc774 \uc88b\uc2b5\ub2c8\ub2e4. \ub370\uc774\ud130 \uc804\ucc98\ub9ac, \ubaa8\ub378 \uc120\ud0dd \ubc0f \ud558\uc774\ud37c\ud30c\ub77c\ubbf8\ud130 \ud29c\ub2dd\uacfc \uac19\uc740 \uacfc\uc815\uc5d0\uc11c\uc758 \uacbd\ud5d8\uc774 \uc911\uc694\ud558\uba70, \uc9c0\uc18d\uc801\uc778 \ud559\uc2b5\uacfc \uc5f0\uad6c\ub97c \ud1b5\ud574 \ub354 \ub098\uc740 \uacb0\uacfc\ub97c \ub3c4\ucd9c\ud560 \uc218 \uc788\uc744 \uac83\uc785\ub2c8\ub2e4.<\/p>\n
\uc774 \uac15\uc88c\ub294 \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud55c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc5d0 \ub300\ud55c \uae30\ubcf8\uc801\uc778 \uc774\ud574\ub97c \ub3d5\uace0\uc790 \uc791\uc131\ub418\uc5c8\uc2b5\ub2c8\ub2e4. \ub3c5\uc790 \uc5ec\ub7ec\ubd84\uc774 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uc138\uacc4\uc5d0 \uc9c4\uc785\ud558\ub294 \ub370 \uc788\uc5b4 \uc720\uc775\ud55c \uc790\ub8cc\uac00 \ub418\uae30\ub97c \ubc14\ub78d\ub2c8\ub2e4.<\/p>\n
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