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\uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc740 \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uae30\uc220\uc744 \ud1b5\ud574 \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c \uc790\ub3d9\uc73c\ub85c \uac70\ub798 \uacb0\uc815\uc744 \ub0b4\ub9ac\ub294 \uc2dc\uc2a4\ud15c\uc785\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc2dc\uc2a4\ud15c\uc740 \uc218\ub9ce\uc740 \ub370\uc774\ud130\ub97c \ubd84\uc11d\ud558\uace0 \ud328\ud134\uc744 \ubc1c\uacac\ud558\uc5ec \ub9e4\ub9e4 \uc2e0\ud638\ub97c \uc0dd\uc131\ud569\ub2c8\ub2e4. \uadf8\ub7ec\ub098 \uba38\uc2e0\ub7ec\ub2dd \ubaa8\ub378\uc774 \uc2e4\uc81c\ub85c \ud6a8\uacfc\uc801\uc73c\ub85c \uc791\ub3d9\ud558\uae30 \uc704\ud574\uc11c\ub294 \uba87 \uac00\uc9c0 \uc911\uc694\ud55c \uac1c\ub150\uc744 \uc774\ud574\ud574\uc57c \ud569\ub2c8\ub2e4. \uadf8 \uc911\uc5d0\uc11c ‘\uacfc\ub300\uc801\ud569(overfitting)’\uacfc ‘\uaddc\uc81c\ud654(regularization)’\ub294 \ub9e4\uc6b0 \uc911\uc694\ud55c \uc694\uc18c\uc785\ub2c8\ub2e4. \uc774 \uae00\uc5d0\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc5d0\uc11c \uacfc\ub300\uc801\ud569\uacfc \uaddc\uc81c\ud654\uc5d0 \ub300\ud574 \uc2ec\ub3c4 \uc788\uac8c \ub17c\uc758\ud569\ub2c8\ub2e4.<\/p>\n

1. \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uae30\ubcf8 \uac1c\ub150<\/h2>\n
\uba38\uc2e0\ub7ec\ub2dd\uc774\ub780 \ucef4\ud4e8\ud130\uac00 \ub370\uc774\ud130\ub85c\ubd80\ud130 \ud559\uc2b5\ud558\uc5ec \uc608\uce21 \ub610\ub294 \uacb0\uc815\uc744 \ub0b4\ub9ac\ub294 \uc54c\uace0\ub9ac\uc998\uacfc \ubaa8\ub378\uc744 \ub9cc\ub4dc\ub294 \uae30\uc220\uc744 \uc758\ubbf8\ud569\ub2c8\ub2e4. \uba38\uc2e0\ub7ec\ub2dd\uc740 \uc5ec\ub7ec \ud558\uc704 \ubd84\uc57c\ub85c \ub098\ub20c \uc218 \uc788\uc73c\uba70, \uadf8 \uc911 \ud558\ub098\uac00 \ub525\ub7ec\ub2dd\uc785\ub2c8\ub2e4. \ub525\ub7ec\ub2dd\uc740 \uc2e0\uacbd\ub9dd(neural network)\uc744 \uae30\ubc18\uc73c\ub85c \ud55c \uba38\uc2e0\ub7ec\ub2dd\uc758 \ud55c \uc720\ud615\uc73c\ub85c, \ud2b9\ud788 \ubcf5\uc7a1\ud55c \ud328\ud134 \uc778\uc2dd \ubc0f \ub370\uc774\ud130 \ud45c\ud604 \ud559\uc2b5\uc5d0 \uac15\ub825\ud55c \uc131\ub2a5\uc744 \ubcf4\uc785\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uae30\uc220\ub4e4\uc740 \uae08\uc735 \ub370\uc774\ud130 \ubd84\uc11d\uc5d0 \uc8fc\ub85c \uc0ac\uc6a9\ub418\uc5b4 \ub2e4\uc74c\uacfc \uac19\uc740 \uc791\uc5c5\uc744 \uc218\ud589\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4:<\/p>\n
\n
\ub9ac\uc2a4\ud06c \uad00\ub9ac \ubc0f \ud3ec\ud2b8\ud3f4\ub9ac\uc624 \ucd5c\uc801\ud654<\/li>\n
\uc2dc\uc7a5 \uc608\uce21 \ubc0f \ud2b8\ub80c\ub4dc \ubd84\uc11d<\/li>\n
\uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529 \uc804\ub7b5 \uac1c\ubc1c<\/li>\n<\/ul>\n
2. \uacfc\ub300\uc801\ud569\uc774\ub780?<\/h2>\n
\uacfc\ub300\uc801\ud569\uc740 \ubaa8\ub378\uc774 \ud559\uc2b5 \ub370\uc774\ud130\uc5d0 \uc9c0\ub098\uce58\uac8c \uc801\ud569\ud558\uc5ec \uc0c8\ub85c\uc6b4 \ub370\uc774\ud130\uc5d0 \ub300\ud55c \uc77c\ubc18\ud654 \uc131\ub2a5\uc774 \ub5a8\uc5b4\uc9c0\ub294 \ud604\uc0c1\uc744 \uc758\ubbf8\ud569\ub2c8\ub2e4. \uc989, \ubaa8\ub378\uc774 \ud559\uc2b5 \ub370\uc774\ud130\uc758 \uc138\ubd80\uc0ac\ud56d\uacfc \ub178\uc774\uc988(noise)\uae4c\uc9c0 “\uae30\uc5b5”\ud558\uac8c \ub418\uc5b4, \uc2e4\uc81c \ub370\uc774\ud130 \uc608\uce21 \uc2dc \uc798\ubabb\ub41c \uacb0\uacfc\ub97c \ucd08\ub798\ud569\ub2c8\ub2e4. \uae08\uc735 \uc2dc\uc7a5\uc758 \ubcf5\uc7a1\uc131\uacfc \ubcc0\ud654\uc131 \ub54c\ubb38\uc5d0 \uacfc\ub300\uc801\ud569\uc740 \ud2b9\ud788 \uacbd\uacc4\ud574\uc57c \ud560 \uc0ac\ud56d\uc785\ub2c8\ub2e4.<\/p>\n
2.1 \uacfc\ub300\uc801\ud569\uc758 \uc608\uc2dc<\/h3>\n
\uacfc\ub300\uc801\ud569\uc758 \ub300\ud45c\uc801\uc778 \uc608\uc2dc\ub85c\ub294 \ub2e4\uc74c\uacfc \uac19\uc740 \uacbd\uc6b0\ub97c \ub4e4 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ud2b9\uc815 \uc8fc\uc2dd\uc758 \uacfc\uac70 \uac00\uaca9 \ub370\uc774\ud130\ub97c \uae30\ubc18\uc73c\ub85c \uc608\uce21 \ubaa8\ub378\uc744 \uad6c\ucd95\ud588\uc744 \ub54c, \ubaa8\ub378\uc774 \ub370\uc774\ud130\uc758 \uc138\ubd80\uc801\uc778 \ubcc0\ub3d9\uc131\uc5d0 \uc9c0\ub098\uce58\uac8c \uc801\ud569\ud558\uc5ec \uc2dc\uc7a5\uc758 \uae30\ubcf8\uc801\uc778 \ud750\ub984\uc774\ub098 \ud328\ud134\uc744 \uc774\ud574\ud558\uc9c0 \ubabb\ud558\uba74 \uc608\uce21 \uacb0\uacfc\uac00 \uc65c\uace1\ub429\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ud604\uc0c1\uc740 \uc885\uc885 \uac70\ub798 \uc190\uc2e4\ub85c \uc774\uc5b4\uc9c8 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
3. \uacfc\ub300\uc801\ud569\uc758 \uc6d0\uc778<\/h2>\n
\uacfc\ub300\uc801\ud569\uc758 \uc77c\ubc18\uc801\uc778 \uc6d0\uc778\uc740 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4:<\/p>\n
\n
\ubaa8\ub378 \ubcf5\uc7a1\uc131:<\/strong> \ubaa8\ub378\uc758 \ud30c\ub77c\ubbf8\ud130 \uc218\uac00 \uc9c0\ub098\uce58\uac8c \ub9ce\uc744 \uacbd\uc6b0, \ubaa8\ub378\uc740 \ud559\uc2b5 \ub370\uc774\ud130\uc5d0 \uacfc\ud558\uac8c \uc801\ud569\ud560 \uc704\ud5d8\uc774 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n
\ub370\uc774\ud130 \ubd80\uc871:<\/strong> \ud6c8\ub828 \ub370\uc774\ud130\uac00 \uc801\uc744 \uacbd\uc6b0, \ubaa8\ub378\uc740 \ucda9\ubd84\ud788 \uc77c\ubc18\ud654\ud560 \uc218 \uc788\ub294 \ub2a5\ub825\uc774 \ub5a8\uc5b4\uc9d1\ub2c8\ub2e4.<\/li>\n
\ub178\uc774\uc988:<\/strong> \ub370\uc774\ud130\uc5d0 \uc874\uc7ac\ud558\ub294 \ub178\uc774\uc988\uac00 \ubaa8\ub378\uc5d0 \uc601\ud5a5\uc744 \ubbf8\uce60 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n
4. \uacfc\ub300\uc801\ud569 \ubc29\uc9c0 \ubc29\ubc95<\/h2>\n
\uacfc\ub300\uc801\ud569\uc744 \ubc29\uc9c0\ud558\uae30 \uc704\ud55c \ubc29\ubc95\uc740 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4:<\/p>\n
\n
\uad50\ucc28 \uac80\uc99d (Cross-validation):<\/strong> \ub370\uc774\ud130\ub97c \uc5ec\ub7ec \uac1c\uc758 \uc11c\ube0c\uc14b\uc73c\ub85c \ub098\ub204\uc5b4 \ud6c8\ub828\uacfc \uac80\uc99d\uc744 \ubc18\ubcf5\ud558\uc5ec \ubaa8\ub378\uc758 \uc77c\ubc18\ud654 \uc131\ub2a5\uc744 \ud3c9\uac00\ud569\ub2c8\ub2e4.<\/li>\n
\ub2e8\uc21c\ud55c \ubaa8\ub378 \uc120\ud0dd:<\/strong> \ubcf5\uc7a1\ud55c \ubaa8\ub378\ubcf4\ub2e4\ub294 \uac04\ub2e8\ud55c \ubaa8\ub378\uc744 \uc0ac\uc6a9\ud558\ub294 \uac83\uc774 \uacfc\ub300\uc801\ud569\uc744 \uc904\uc774\ub294 \ub370 \ub3c4\uc6c0\uc774 \ub429\ub2c8\ub2e4.<\/li>\n
\uc815\uaddc\ud654 (Regularization):<\/strong> \ubaa8\ub378\uc758 \ud30c\ub77c\ubbf8\ud130 \uac12\uc5d0 \ub300\ud55c \uc81c\ud55c\uc744 \ub450\uc5b4 \ubaa8\ub378\uc758 \ubcf5\uc7a1\uc131\uc744 \uc81c\uc5b4\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n
5. \uc815\uaddc\ud654(Regularization)\ub780?<\/h2>\n
\uc815\uaddc\ud654\ub294 \ubaa8\ub378\uc774 \uacfc\ub300\uc801\ud569\ub418\ub294 \uac83\uc744 \ubc29\uc9c0\ud558\uae30 \uc704\ud55c \uae30\ubc95\uc73c\ub85c, \ubaa8\ub378\uc758 \ud30c\ub77c\ubbf8\ud130 \uac12\uc5d0 \ub300\ud55c \uc81c\ud55c\uc744 \ub450\uc5b4 \ubaa8\ub378\uc758 \ubcf5\uc7a1\uc131\uc744 \uc904\uc774\ub294 \ubc29\ubc95\uc785\ub2c8\ub2e4. \uba38\uc2e0\ub7ec\ub2dd\uc5d0\uc11c \uc815\uaddc\ud654\ub294 \ubaa8\ub378 \uc131\ub2a5\uc744 \ud5a5\uc0c1\uc2dc\ud0a4\uace0 \uc77c\ubc18\ud654 \ub2a5\ub825\uc744 \ub192\uc774\ub294 \ub370 \ud544\uc218\uc801\uc785\ub2c8\ub2e4.<\/p>\n
5.1 L1 \ubc0f L2 \uc815\uaddc\ud654<\/h3>\n
\uc815\uaddc\ud654 \ubc29\ubc95\uc5d0\ub294 \ub2e4\uc591\ud55c \uc885\ub958\uac00 \uc788\uc9c0\ub9cc, \ub300\ud45c\uc801\uc778 \ub450 \uac00\uc9c0 \ubc29\ubc95\uc740 L1 \uc815\uaddc\ud654\uc640 L2 \uc815\uaddc\ud654\uc785\ub2c8\ub2e4:<\/p>\n
\n
L1 \uc815\uaddc\ud654 (Lasso):<\/strong> L1 \uc815\uaddc\ud654\ub294 \uc190\uc2e4 \ud568\uc218\uc5d0 \ud30c\ub77c\ubbf8\ud130\uc758 \uc808\ub300\uac12\uc758 \ud569\uc744 \ucd94\uac00\ud558\ub294 \ubc29\ubc95\uc73c\ub85c, \uc77c\ubd80 \ud30c\ub77c\ubbf8\ud130\ub97c 0\uc73c\ub85c \ub9cc\ub4e4\uc5b4 \ubcc0\uc218 \uc120\ud0dd\uc774 \uac00\ub2a5\ud558\uac8c \ud569\ub2c8\ub2e4.<\/li>\n
L2 \uc815\uaddc\ud654 (Ridge):<\/strong> L2 \uc815\uaddc\ud654\ub294 \uc190\uc2e4 \ud568\uc218\uc5d0 \ud30c\ub77c\ubbf8\ud130\uc758 \uc81c\uacf1\ud569\uc744 \ucd94\uac00\ud558\uc5ec \ubaa8\ub4e0 \ud30c\ub77c\ubbf8\ud130\ub97c \uc791\uac8c \ub9cc\ub4dc\ub294 \ud6a8\uacfc\ub97c \uac00\uc9c0\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n
5.2 \uc815\uaddc\ud654\uc758 \ud6a8\uacfc<\/h3>\n
\uc815\uaddc\ud654\ub294 \ubaa8\ub378\uc758 \ubcf5\uc7a1\uc131\uc744 \uc904\uc5ec\uc11c \uacfc\ub300\uc801\ud569\uc744 \ubc29\uc9c0\ud560 \ubfd0\ub9cc \uc544\ub2c8\ub77c, \ub2e4\uc74c\uacfc \uac19\uc740 \ucd94\uac00\uc801\uc778 \uc774\uc810\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4:<\/p>\n
\n
\ubaa8\ub378\uc758 \ud574\uc11d \uac00\ub2a5\uc131\uc744 \ud5a5\uc0c1\uc2dc\ud0b5\ub2c8\ub2e4.<\/li>\n
\ubaa8\ub378 \ud559\uc2b5\uc758 \uc548\uc815\uc131\uc744 \ub192\uc785\ub2c8\ub2e4.<\/li>\n
\uc77c\ubc18\ud654 \uc131\ub2a5\uc744 \uac1c\uc120\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n
6. \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c\uc758 \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc801\uc6a9<\/h2>\n
\uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998\uc744 \ud6a8\uacfc\uc801\uc73c\ub85c \uc801\uc6a9\ud558\uae30 \uc704\ud574\uc11c\ub294 \uacfc\ub300\uc801\ud569 \ubb38\uc81c\uc5d0 \ub300\ud55c \uae4a\uc740 \uc774\ud574\uc640 \uc801\uc808\ud55c \uc815\uaddc\ud654 \uae30\ubc95\uc758 \ud65c\uc6a9\uc774 \ud544\uc218\uc801\uc785\ub2c8\ub2e4. \uc544\ub798\uc758 \ub0b4\uc6a9\uc744 \ud1b5\ud574 \uba38\uc2e0\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998\uc774 \uae08\uc735 \ub370\uc774\ud130\uc5d0 \uc801\uc6a9\ub418\ub294 \uad6c\uccb4\uc801\uc778 \ubc29\ubc95\uc744 \uc124\uba85\ud558\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n
6.1 \uae08\uc735 \ub370\uc774\ud130 \uc900\ube44<\/h3>\n
\uba38\uc2e0\ub7ec\ub2dd \ubaa8\ub378\uc744 \uc704\ud574 \uae08\uc735 \ub370\uc774\ud130\ub97c \uc900\ube44\ud558\ub294 \uacfc\uc815\uc740 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4:<\/p>\n
\n
\ub370\uc774\ud130 \uc218\uc9d1: \ub2e4\uc591\ud55c \ub370\uc774\ud130 \uc18c\uc2a4\uc5d0\uc11c \uc8fc\uc2dd \uac00\uaca9, \uac70\ub798\ub7c9, \ub274\uc2a4 \uae30\uc0ac \ub4f1 \uc5ec\ub7ec \uac00\uc9c0 \ud615\ud0dc\uc758 \ub370\uc774\ud130\ub97c \uc218\uc9d1\ud569\ub2c8\ub2e4.<\/li>\n
\uc804\ucc98\ub9ac: \uacb0\uce21\uac12 \ucc98\ub9ac, \ub370\uc774\ud130 \uc815\uaddc\ud654, \ud2b9\uc131 \uc120\ud0dd \ubc0f \ubcc0\ud658 \ub4f1\uc758 \uc804\ucc98\ub9ac \uacfc\uc815\uc744 \uc218\ud589\ud569\ub2c8\ub2e4.<\/li>\n
\ud2b9\uc131 \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1: \uc0c8\ub85c\uc6b4 \ud2b9\uc131\uc744 \uc0dd\uc131\ud558\uc5ec \ubaa8\ub378\uc758 \uc131\ub2a5\uc744 \ud5a5\uc0c1\uc2dc\ud0b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n
6.2 \ubaa8\ub378 \uc120\ud0dd \ubc0f \ud30c\ub77c\ubbf8\ud130 \ud29c\ub2dd<\/h3>\n
\ud6a8\uacfc\uc801\uc778 \ubaa8\ub378\uc744 \uc120\ud0dd\ud558\uace0 \uadf8 \uc131\ub2a5\uc744 \uadf9\ub300\ud654\ud558\uae30 \uc704\ud574 \ud558\uc774\ud37c\ud30c\ub77c\ubbf8\ud130 \ud29c\ub2dd\uc744 \uc218\ud589\ud569\ub2c8\ub2e4. \ub2e4\uc74c\uc758 \uc811\uadfc \ubc29\uc2dd\uc744 \uace0\ub824\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4:<\/p>\n
\n
\uc5ec\ub7ec \ubaa8\ub378\uc744 \ud3c9\uac00\ud558\uace0 \ube44\uad50\ud558\uc5ec \uac00\uc7a5 \uc801\ud569\ud55c \ubaa8\ub378\uc744 \uc120\ud0dd\ud569\ub2c8\ub2e4.<\/li>\n
\uadf8\ub9ac\ub4dc \uc11c\uce6d(Grid Search) \ub610\ub294 \ub79c\ub364 \uc11c\uce6d(Random Search)\uc744 \ud1b5\ud574 \ud558\uc774\ud37c\ud30c\ub77c\ubbf8\ud130\ub97c \uc870\uc815\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n
6.3 \ubc31\ud14c\uc2a4\ud305 \ubc0f \uac80\uc99d<\/h3>\n
\ubaa8\ub378\uc744 \uc2e4\uc81c \uc2dc\uc7a5\uc5d0 \uc801\uc6a9\ud558\uae30 \uc804\uc5d0 \ubc31\ud14c\uc2a4\ud305\uc744 \ud1b5\ud574 \uc5ed\uc0ac\uc801\uc778 \ub370\uc774\ud130\uc5d0\uc11c \uc131\ub2a5\uc744 \ud3c9\uac00\ud574\uc57c \ud569\ub2c8\ub2e4. \uacfc\ub300\uc801\ud569\uc744 \ubc29\uc9c0\ud558\uae30 \uc704\ud574 \ub2e4\uc74c\uacfc \uac19\uc740 \ubc29\ubc95\uc744 \uc801\uc6a9\ud569\ub2c8\ub2e4:<\/p>\n
\n
\ud14c\uc2a4\ud2b8 \uc138\ud2b8\ub97c \ubcc4\ub3c4\ub85c \ub450\uc5b4 \ubaa8\ub378\uc758 \uc77c\ubc18\ud654 \uc131\ub2a5\uc744 \uac80\ud1a0\ud569\ub2c8\ub2e4.<\/li>\n
\ub2e4\uc591\ud55c \uc2dc\uc7a5 \uc870\uac74\uc5d0\uc11c \ubaa8\ub378\uc744 \ud3c9\uac00\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n
7. \uacb0\ub860<\/h2>\n
\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc5d0\uc11c \uacfc\ub300\uc801\ud569\uacfc \uaddc\uc81c\ud654\ub294 \ubb34\uc2dc\ud560 \uc218 \uc5c6\ub294 \uc911\uc694\ud55c \uc694\uc18c\uc785\ub2c8\ub2e4. \uacfc\ub300\uc801\ud569\uc744 \uc720\uc758 \uae4a\uac8c \ub2e4\ub8e8\uace0, \uc801\uc808\ud55c \uaddc\uc81c\ud654 \uae30\ubc95\uc744 \ud1b5\ud574 \ubaa8\ub378\uc758 \uc77c\ubc18\ud654 \uc131\ub2a5\uc744 \ud5a5\uc0c1\uc2dc\ud0a8\ub2e4\uba74, \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c \ubcf4\ub2e4 \ud6a8\uacfc\uc801\uc778 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529 \uc2dc\uc2a4\ud15c\uc744 \uad6c\ucd95\ud560 \uc218 \uc788\uc744 \uac83\uc785\ub2c8\ub2e4. \uc9c0\uc18d\uc801\uc778 \ubaa8\ub378 \uac80\uc99d\uacfc \uac1c\uc120\uc744 \ud1b5\ud574, \uae09\ubcc0\ud558\ub294 \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c\ub3c4 \uc6b0\uc218\ud55c \uc131\uacfc\ub97c \uac70\ub458 \uc218 \uc788\ub294 \uc774\uc810\uc744 \uac00\uc9c8 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
\uc774 \uacfc\uc815\uc5d0\uc11c \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uae30\uc220\uc758 \uae4a\uc740 \uc774\ud574\ub294 \ud544\uc218\uc801\uc774\uba70, \uc774\ub97c \ubc14\ud0d5\uc73c\ub85c \uac80\uc0c9\ud558\uace0 \uc2e4\ud5d8\ud558\ub294 \uacfc\uc815\uc744 \ud1b5\ud574 \uacbd\ud5d8\uc744 \uc313\uc544\uac00\ub294 \uac83\uc774 \uc911\uc694\ud569\ub2c8\ub2e4. \uc55e\uc73c\ub85c\uc758 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc740 \uacfc\ud559\uacfc \uc608\uc220\uc774 \uacb0\ud569\ub41c \uc5ed\ub3d9\uc801\uc778 \ubd84\uc57c\ub85c \ubc1c\uc804\ud560 \uac83\uc774\uba70, \uae08\uc735 \ud22c\uc790\uc790\ub4e4\uc740 \uc774\ub97c \ud1b5\ud574 \uc0c8\ub85c\uc6b4 \uae30\ud68c\ub97c \ucc3d\ucd9c\ud560 \uc218 \uc788\uc744 \uac83\uc785\ub2c8\ub2e4.<\/p>\n
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