\n
\n \ud604\ub300 \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c \uc778\uacf5\uc9c0\ub2a5(AI)\uacfc \uba38\uc2e0\ub7ec\ub2dd(ML), \ub525\ub7ec\ub2dd(DL)\uc740 \ube60\ub974\uac8c \ubc1c\uc804\ud558\uace0 \uc788\uc73c\uba70, \uc774\ub97c \uc774\uc6a9\ud55c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uc911\uc694\uc131\uc774 \uc99d\uac00\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc774\ub780, \ucef4\ud4e8\ud130 \ud504\ub85c\uadf8\ub7a8\uc744 \uc0ac\uc6a9\ud558\uc5ec \ud2b9\uc815 \uae30\uc900\uc774\ub098 \uc54c\uace0\ub9ac\uc998\uc5d0 \ub530\ub77c \uc790\ub3d9\uc73c\ub85c \uac70\ub798\ub97c \uc218\ud589\ud558\ub294 \uc2dc\uc2a4\ud15c\uc744 \uc758\ubbf8\ud569\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc2dc\uc2a4\ud15c\uc740 \uc218\ub9ce\uc740 \ub370\uc774\ud130 \ud3ec\uc778\ud2b8\ub97c \ubd84\uc11d\ud558\uba74\uc11c \uc2e4\uc2dc\uac04\uc73c\ub85c \ub9e4\ub9e4 \uacb0\uc815\uc744 \ub0b4\ub9ac\uae30\uc5d0 \uc801\ud569\ud569\ub2c8\ub2e4.\n <\/p>\n
1. \uba38\uc2e0\ub7ec\ub2dd\uacfc \ud2b8\ub808\uc774\ub529<\/h2>\n
\n \uba38\uc2e0\ub7ec\ub2dd\uc740 \ub370\uc774\ud130\uc5d0\uc11c \ud328\ud134\uacfc \uaddc\uce59\uc744 \ud559\uc2b5\ud558\uc5ec \uc608\uce21\ud558\uac70\ub098 \uacb0\uc815\uc744 \ub0b4\ub9ac\ub294 \uae30\uc220\uc785\ub2c8\ub2e4. \ud2b8\ub808\uc774\ub529\uc5d0\uc11c \uba38\uc2e0\ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud558\ub294 \ubc29\ubc95\uc740 \ud06c\uac8c \ub450 \uac00\uc9c0\ub85c \ub098\ub20c \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uccab\uc9f8, \uac00\uaca9 \uc608\uce21 \ubaa8\ub378\uc744 \ud1b5\ud55c \uc608\uce21 \ub9e4\ub9e4 \uc804\ub7b5 \uac1c\ubc1c, \ub458\uc9f8, \ud3ec\ud2b8\ud3f4\ub9ac\uc624 \ucd5c\uc801\ud654 \ubc0f \ub9ac\uc2a4\ud06c \uad00\ub9ac\uc785\ub2c8\ub2e4.\n <\/p>\n
\n \uae30\uc874\uc758 \uc804\ud1b5\uc801\uc778 \ud2b8\ub808\uc774\ub529 \ubc29\uc2dd\uc740 \uc8fc\ub85c \uae30\uc220\uc801 \ubd84\uc11d\uc774\ub098 \uae30\ubcf8\uc801 \ubd84\uc11d\uc744 \uae30\ubc18\uc73c\ub85c \ud558\uc9c0\ub9cc, \uba38\uc2e0\ub7ec\ub2dd\uc744 \ud1b5\ud574 \ub354\uc6b1 \uc815\uad50\ud558\uace0 \uc815\ud655\ud55c \ubd84\uc11d\uc774 \uac00\ub2a5\ud569\ub2c8\ub2e4. \ud2b9\ud788, \ub300\ub7c9\uc758 \ub370\uc774\ud130 \ucc98\ub9ac\uac00 \uc6a9\uc774\ud558\ub2e4\ub294 \uc810\uc5d0\uc11c \uba38\uc2e0\ub7ec\ub2dd\uc740 \uc778\uc0ac\uc774\ud2b8\ub97c \uc81c\uacf5\ud558\ub294 \ub370 \ub9e4\uc6b0 \uc720\uc6a9\ud569\ub2c8\ub2e4.\n <\/p>\n
1.1 \uac00\uaca9 \uc608\uce21 \ubaa8\ub378<\/h3>\n
\n \uac00\uaca9 \uc608\uce21 \ubaa8\ub378\uc740 \uacfc\uac70\uc758 \uac00\uaca9 \ub370\uc774\ud130\uc640 \uc5ec\ub7ec \ubcc0\uc218(\uc608: \uac70\ub798\ub7c9, \uc2dc\uc7a5 \uc9c0\uc218, \uacbd\uc81c \uc9c0\ud45c \ub4f1)\ub97c \uc0ac\uc6a9\ud558\uc5ec \ubbf8\ub798 \uac00\uaca9\uc744 \uc608\uce21\ud569\ub2c8\ub2e4. \ub2e4\uc591\ud55c \uba38\uc2e0\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998(\uc608: \ud68c\uadc0, \uacb0\uc815\ud2b8\ub9ac, \ub79c\ub364 \ud3ec\ub808\uc2a4\ud2b8, \uc11c\ud3ec\ud2b8 \ubca1\ud130 \uba38\uc2e0 \ub4f1)\uc744 \uc0ac\uc6a9\ud560 \uc218 \uc788\uc73c\uba70, \ucd5c\uadfc\uc5d0\ub294 \ub525\ub7ec\ub2dd \ubaa8\ub378(\uc608: LSTM, CNN)\ub3c4 \ub110\ub9ac \uc0ac\uc6a9\ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4.\n <\/p>\n
2. \ub525\ub7ec\ub2dd\uc758 \uc5ed\ud560<\/h2>\n
\n \ub525\ub7ec\ub2dd\uc740 \uc778\uacf5\uc9c0\ub2a5\uc758 \ud55c \uac08\ub798\ub85c, \uc778\uacf5\uc2e0\uacbd\ub9dd\uc744 \ud1b5\ud574 \uace0\ucc28\uc6d0\uc758 \ub370\uc774\ud130\uc5d0\uc11c \ub354\uc6b1 \ubcf5\uc7a1\ud55c \ud328\ud134\uc744 \ud559\uc2b5\ud560 \uc218 \uc788\ub294 \uae30\uc220\uc785\ub2c8\ub2e4. \uae08\uc735 \ub370\uc774\ud130\ub294 \ubcf5\uc7a1\ud558\uace0 \ube44\uc120\ud615\uc801\uc774\uae30 \ub54c\ubb38\uc5d0 \ub525\ub7ec\ub2dd\uc774 \ud2b9\ud788 \ud6a8\uacfc\uc801\uc785\ub2c8\ub2e4.\n <\/p>\n
2.1 LSTM(Long Short-Term Memory)<\/h3>\n
\n LSTM\uc740 \uc21c\ud658 \uc2e0\uacbd\ub9dd(RNN)\uc758 \ud55c \uc720\ud615\uc73c\ub85c, \uc2dc\uacc4\uc5f4 \ub370\uc774\ud130\uc758 \ud328\ud134\uc744 \ud559\uc2b5\ud558\ub294 \ub370 \uac15\ub825\ud55c \uc131\ub2a5\uc744 \ubcf4\uc785\ub2c8\ub2e4. \uae08\uc735 \uac70\ub798\uc5d0\uc11c LSTM\uc740 \uc8fc\uac00 \uc608\uce21, \uac70\ub798 \ud0c0\uc774\ubc0d \uacb0\uc815 \ub4f1\uc5d0 \ud65c\uc6a9\ub429\ub2c8\ub2e4.\n <\/p>\n
\n LSTM\uc758 \uac15\uc810\uc740 \uacfc\uac70\uc758 \uc815\ubcf4\uac00 \uc7a5\uae30\uac04\uc5d0 \uac78\uccd0 \ubaa8\ub378\uc5d0 \uc601\ud5a5\uc744 \ubbf8\uce5c\ub2e4\ub294 \uc810\uc785\ub2c8\ub2e4. \uc774\ub294 \ud2b9\ud788 \uc8fc\uc2dd \uc2dc\uc7a5\uacfc \uac19\uc740 \uc2dc\uacc4\uc5f4 \ub370\uc774\ud130\uc5d0\uc11c \uacfc\uac70 \uac00\uaca9\uc774 \ubbf8\ub798 \uac00\uaca9\uc5d0 \ud070 \uc601\ud5a5\uc744 \ubbf8\uce58\ub294 \uacbd\ud5a5\uc774 \uc788\uc74c\uc744 \uc798 \ubc18\uc601\ud569\ub2c8\ub2e4.\n <\/p>\n
2.2 CNN(Convolutional Neural Networks)<\/h3>\n
\n CNN\uc740 \uc774\ubbf8\uc9c0 \ucc98\ub9ac \ubd84\uc57c\uc5d0\uc11c \ub9ce\uc774 \uc0ac\uc6a9\ub418\uc9c0\ub9cc, \ucd5c\uadfc\uc5d0\ub294 \uc2dc\uacc4\uc5f4 \ub370\uc774\ud130 \ubd84\uc11d\uc5d0\ub3c4 \ud65c\uc6a9\ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc8fc\uc2dd \ucc28\ud2b8\uc640 \uac19\uc740 \ub370\uc774\ud130\uc5d0\uc11c \ud328\ud134\uc744 \uc778\uc2dd\ud558\ub294 \ub370 \uc801\ud569\ud569\ub2c8\ub2e4.\n <\/p>\n
\n CNN\uc744 \ud1b5\ud574 \uc2dc\uac01\uc801\uc73c\ub85c \ub098\ud0c0\ub098\ub294 \ub370\uc774\ud130 \ud328\ud134\uc744 \ud559\uc2b5\ud558\uc5ec \uc774\ub97c \uae30\ubc18\uc73c\ub85c \ub9e4\ub9e4 \uc2e0\ud638\ub97c \uc0dd\uc131\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \ud2b9\uc815 \ucc28\ud2b8 \ud328\ud134\uc774 \ud615\uc131\ub420 \ub54c \ub9e4\uc218 \ub610\ub294 \ub9e4\ub3c4 \uc2e0\ud638\ub97c \uc0dd\uc131\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.\n <\/p>\n
3. \ube14\ub799\ubc15\uc2a4 \ubaa8\ub378\uc758 \uc774\ud574<\/h2>\n
\n \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd \ubaa8\ub378\uc740 \uc885\uc885 ‘\ube14\ub799\ubc15\uc2a4’\ub85c \ubd88\ub9ac\ub294\ub370 \uc774\ub294 \ubaa8\ub378\uc758 \ub0b4\ubd80 \uc791\ub3d9 \ubc29\uc2dd\uc774 \uc9c1\uad00\uc801\uc73c\ub85c \uc774\ud574\ud558\uae30 \uc5b4\ub835\uae30 \ub54c\ubb38\uc785\ub2c8\ub2e4. \ud558\uc9c0\ub9cc \ud2b8\ub808\uc774\ub529\uc5d0\uc11c\ub294 \ubaa8\ub378\uc758 \uacb0\uc815 \uacfc\uc815\uacfc \uadf8 \uadfc\uac70\ub97c \uc774\ud574\ud558\ub294 \uac83\uc774 \uc911\uc694\ud569\ub2c8\ub2e4.\n <\/p>\n
3.1 \ube14\ub799\ubc15\uc2a4\uc758 \ubb38\uc81c\uc810<\/h3>\n
\n \ube14\ub799\ubc15\uc2a4 \ubaa8\ub378\uc758 \uac00\uc7a5 \ud070 \ubb38\uc81c\ub294 \uacb0\uacfc\ub97c \uc2e0\ub8b0\ud560 \uc218 \uc788\ub294\uc9c0\uc5d0 \ub300\ud55c \uc758\ubb38\uc785\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \ud2b9\uc815 \uac70\ub798 \uc804\ub7b5\uc774 \uacfc\uac70 \ub370\uc774\ud130\uc5d0\uc11c\ub294 \uc798 \uc791\ub3d9\ud588\ub354\ub77c\ub3c4 \ubbf8\ub798\uc5d0 \ub3d9\uc77c\ud55c \uc131\uacfc\ub97c \ubcf4\uc7a5\ud558\uc9c0\ub294 \uc54a\uc2b5\ub2c8\ub2e4. \ub530\ub77c\uc11c \ube14\ub799\ubc15\uc2a4 \ubaa8\ub378\uc758 \uc608\uce21 \uacb0\uacfc\ub97c \uc2e0\ub8b0\ud558\uae30 \uc704\ud574\uc11c\ub294 \ucd94\uac00\uc801\uc778 \ubd84\uc11d\uc774 \ud544\uc694\ud569\ub2c8\ub2e4.\n <\/p>\n
3.2 \ubaa8\ub378 \ud574\uc11d \uae30\ubc95<\/h3>\n
\n \ubaa8\ub378\uc758 \uc2e0\ub8b0\uc131\uc744 \ub192\uc774\uae30 \uc704\ud574 \ub2e4\uc591\ud55c \ud574\uc11d \uae30\ubc95\uc774 \uac1c\ubc1c\ub418\uc5c8\uc2b5\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, SHAP(Shapley Additive Explanations)\uc640 LIME(Local Interpretable Model-agnostic Explanations) \uac19\uc740 \uae30\ubc95\ub4e4\uc740 \ubaa8\ub378\uc758 \uac01 \uc785\ub825 \ubcc0\uc218\uc5d0 \ub300\ud55c \uc911\uc694\ub3c4\ub97c \ud3c9\uac00\ud558\uc5ec \ubaa8\ub378\uc774 \uc5b4\ub5bb\uac8c \uacb0\uc815\uc744 \ub0b4\ub838\ub294\uc9c0 \uc774\ud574\ud558\ub294 \ub370 \ub3c4\uc6c0\uc744 \uc90d\ub2c8\ub2e4.\n <\/p>\n
\n \uc774\ub7ec\ud55c \ud574\uc11d \uae30\ubc95\uc744 \ud65c\uc6a9\ud558\uba74, \ud2b8\ub808\uc774\ub354\ub294 \ubaa8\ub378\uc774 \ud2b9\uc815 \ub9e4\ub9e4 \uc2e0\ud638\ub97c \uc0dd\uc131\ud55c \uc774\uc720\ub97c \uc774\ud574\ud560 \uc218 \uc788\uc73c\uba70, \uc774\ub97c \ud1b5\ud574 \uc804\ub7b5\uc758 \uac1c\uc120 \ubc29\ud5a5\uc744 \ubaa8\uc0c9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.\n <\/p>\n
4. \uc2e4\uc6a9 \uc0ac\ub840 \uc5f0\uad6c<\/h2>\n
\n \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud55c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uc2e4\uc6a9\uc801\uc778 \uc0ac\ub840\ub97c \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc0ac\ub840\ub4e4\uc740 \uac01\uae30 \ub2e4\ub978 \ubc29\uc2dd\uc73c\ub85c AI \uae30\uc220\uc744 \uc801\uc6a9\ud558\uc5ec \uc131\uacf5\uc801\uc778 \uacb0\uacfc\ub97c \uac70\ub454 \uc608\uc2dc\ub4e4\uc785\ub2c8\ub2e4.\n <\/p>\n
4.1 \ud5e4\uc9c0\ud380\ub4dc \uc0ac\ub840<\/h3>\n
\n \uc5ec\ub7ec \ub300\ud615 \ud5e4\uc9c0\ud380\ub4dc\ub294 \uba38\uc2e0\ub7ec\ub2dd\uc744 \uc774\uc6a9\ud558\uc5ec \ub9e4\ub9e4 \uc804\ub7b5\uc744 \ucd5c\uc801\ud654\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, AQR Capital Management\ub294 \uba38\uc2e0\ub7ec\ub2dd\uc744 \ud1b5\ud574 \ub370\uc774\ud130\ub97c \ubd84\uc11d\ud558\uace0 \ub9ac\uc2a4\ud06c\ub97c \uad00\ub9ac\ud558\ub294 \ubc29\uc2dd\uc73c\ub85c \uc720\uba85\ud569\ub2c8\ub2e4.\n <\/p>\n
\n \uc774\ub4e4\uc740 \uacfc\uac70\uc758 \ud2b8\ub80c\ub4dc\uc640 \ud328\ud134\uc744 \uae30\ubc18\uc73c\ub85c \uc54c\uace0\ub9ac\uc998\uc744 \uac1c\ubc1c\ud558\uc5ec \uc9c0\uc18d\uc801\uc73c\ub85c \uc131\uacfc\ub97c \ub0b4\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uadf8\ub4e4\uc758 \uc811\uadfc\ubc95\uc740 \ub370\uc774\ud130\uc5d0 \ub300\ud55c \uae4a\uc740 \uc774\ud574\uc640 \ub354\ubd88\uc5b4 \uc2dc\uc7a5\uc758 \ube44\ud6a8\uc728\uc131\uc744 \ud30c\uc545\ud558\ub294 \ub370 \uc911\uc810\uc744 \ub450\uace0 \uc788\uc2b5\ub2c8\ub2e4.\n <\/p>\n
4.2 \uc2a4\ud0c0\ud2b8\uc5c5 \uc0ac\ub840<\/h3>\n
\n \ub9ce\uc740 \uc2a4\ud0c0\ud2b8\uc5c5\ub4e4\ub3c4 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uac00\ub2a5\uc131\uc744 \uc778\uc2dd\ud558\uace0 \uba38\uc2e0\ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud55c \ud601\uc2e0\uc801\uc778 \ubaa8\ub378\uc744 \uac1c\ubc1c\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, QuantConnect\uc640 Quantopian \uac19\uc740 \ud50c\ub7ab\ud3fc\uc740 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529 \uc544\uc774\ub514\uc5b4\ub97c \uc2e4\ud5d8\ud560 \uc218 \uc788\ub294 \ud658\uacbd\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4. \uc774\ub4e4 \ud50c\ub7ab\ud3fc\uc740 \uc0ac\uc6a9\uc790\uac00 \ub370\uc774\ud130 \ubc0f \ubaa8\ub378\uc744 \ubc14\ud0d5\uc73c\ub85c \uc9c1\uc811 \uac70\ub798 \uc54c\uace0\ub9ac\uc998\uc744 \uad6c\ucd95\ud558\uace0 \uc774\ub97c \ud14c\uc2a4\ud2b8\ud574\ubcfc \uc218 \uc788\ub294 \uae30\ud68c\ub97c \uc81c\uacf5\ud569\ub2c8\ub2e4.\n <\/p>\n
5. \ub9c8\ubb34\ub9ac<\/h2>\n
\n \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd\uc744 \ud1b5\ud55c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc740 \ub354\uc6b1 \ub9ce\uc740 \ud22c\uc790\uc790\uc640 \ud2b8\ub808\uc774\ub354\ub4e4\uc5d0\uac8c \uae30\ud68c\ub97c \uc81c\uacf5\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ube14\ub799\ubc15\uc2a4 \ubaa8\ub378\uc758 \uc2e0\ub8b0\uc131\uc744 \ub192\uc774\uace0, \uadf8 \uacb0\uc815 \uacfc\uc815\uc744 \uc774\ud574\ud558\uae30 \uc704\ud574 \ub2e4\uc591\ud55c \ud574\uc11d \uae30\ubc95\uacfc \uc804\ub7b5\uc744 \uc801\uc6a9\ud558\ub294 \uac83\uc774 \uc911\uc694\ud569\ub2c8\ub2e4.\n <\/p>\n
\n \uc774 \uac15\uc88c\ub97c \ud1b5\ud574 \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uae30\ubc18\uc758 \ud2b8\ub808\uc774\ub529\uc758 \uae30\ucd08\uc640 \uae30\ubc95\uc744 \ubc30\uc6e0\ub2e4\uba74, \uc774\uc81c \uc2e4\uc81c\ub85c \ubcf8\uc778\uc758 \ud22c\uc790 \uc804\ub7b5\uc5d0 \uc801\uc6a9\ud574\ubcf4\ub294 \uac83\uc744 \ucd94\ucc9c\ud569\ub2c8\ub2e4. \uc9c0\uc18d\uc801\uc778 \ud559\uc2b5\uacfc \ub370\uc774\ud130 \ubd84\uc11d\uc744 \ud1b5\ud574 \uc790\uc2e0\ub9cc\uc758 \uc131\uacf5\uc801\uc778 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529 \uc804\ub7b5\uc744 \uad6c\ucd95\ud574\ubcf4\uc138\uc694.\n <\/p>\n<\/div>\n
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\ud604\ub300 \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c \uc778\uacf5\uc9c0\ub2a5(AI)\uacfc \uba38\uc2e0\ub7ec\ub2dd(ML), \ub525\ub7ec\ub2dd(DL)\uc740 \ube60\ub974\uac8c \ubc1c\uc804\ud558\uace0 \uc788\uc73c\uba70, \uc774\ub97c \uc774\uc6a9\ud55c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uc911\uc694\uc131\uc774 \uc99d\uac00\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc774\ub780, \ucef4\ud4e8\ud130 \ud504\ub85c\uadf8\ub7a8\uc744 \uc0ac\uc6a9\ud558\uc5ec \ud2b9\uc815 \uae30\uc900\uc774\ub098 \uc54c\uace0\ub9ac\uc998\uc5d0 \ub530\ub77c \uc790\ub3d9\uc73c\ub85c \uac70\ub798\ub97c \uc218\ud589\ud558\ub294 \uc2dc\uc2a4\ud15c\uc744 \uc758\ubbf8\ud569\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc2dc\uc2a4\ud15c\uc740 \uc218\ub9ce\uc740 \ub370\uc774\ud130 \ud3ec\uc778\ud2b8\ub97c \ubd84\uc11d\ud558\uba74\uc11c \uc2e4\uc2dc\uac04\uc73c\ub85c \ub9e4\ub9e4 \uacb0\uc815\uc744 \ub0b4\ub9ac\uae30\uc5d0 \uc801\ud569\ud569\ub2c8\ub2e4. 1. 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