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<\/p>\n

\ucd5c\uadfc \uba87 \ub144 \ub3d9\uc548 \uae08\uc735 \uc2dc\uc7a5\uc758 \ubcc0\ub3d9\uc131\uacfc \ubcf5\uc7a1\uc131\uc774 \uc99d\uac00\ud568\uc5d0 \ub530\ub77c, \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uc911\uc694\uc131\uc774 \ub354\uc6b1 \ucee4\uc84c\uc2b5\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \ud2b8\ub808\uc774\ub354\ub4e4\uc740 \uba38\uc2e0\ub7ec\ub2dd(ML)\uacfc \ub525\ub7ec\ub2dd(DL) \uae30\uc220\uc744 \ud65c\uc6a9\ud558\uc5ec \uc2dc\uc7a5 \ub370\uc774\ud130\ub97c \ubd84\uc11d\ud558\uace0, \uc608\uce21 \ubaa8\ub378\uc744 \uad6c\ucd95\ud558\uba70, \uacb0\uc815\uc801\uc778 \ub9e4\ub9e4 \uc2e0\ud638\ub97c \uc0dd\uc131\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \uae00\uc5d0\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd\uc758 \uae30\ucd08\ubd80\ud130 \uc2e0\uacbd\ub9dd \uc124\uacc4\uc5d0 \uc774\ub974\uae30\uae4c\uc9c0, \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uc2e4\uc9c8\uc801\uc778 \ud65c\uc6a9 \ubc29\ubc95\uc744 \uc54c\uc544\ubcf4\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n

1. \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc758 \uae30\ucd08<\/h2>\n

1.1 \uba38\uc2e0\ub7ec\ub2dd\uc774\ub780?<\/h3>\n

\uba38\uc2e0\ub7ec\ub2dd\uc740 \ucef4\ud4e8\ud130\uac00 \ub370\uc774\ud130\uc5d0\uc11c \ud559\uc2b5\ud558\uc5ec \uc608\uce21\uc774\ub098 \uacb0\uc815\uc744 \ub0b4\ub9ac\ub294 \uae30\uc220\uc785\ub2c8\ub2e4. \uba38\uc2e0\ub7ec\ub2dd\uc740 \ud06c\uac8c \uc138 \uac00\uc9c0 \uc720\ud615\uc73c\ub85c \ubd84\ub958\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4:<\/p>\n

\uc9c0\ub3c4 \ud559\uc2b5(Supervised Learning):<\/strong> \uc785\ub825 \ub370\uc774\ud130\uc640 \ud574\ub2f9\ud558\ub294 \ucd9c\ub825 \ub370\uc774\ud130(\ub808\uc774\ube14)\uac00 \uc8fc\uc5b4\uc9c8 \ub54c, \ubaa8\ub378\uc774 \uc774 \ub370\uc774\ud130\ub97c \ud559\uc2b5\ud558\uc5ec \ubbf8\ub798\uc758 \ub370\uc774\ud130\ub97c \uc608\uce21\ud558\ub3c4\ub85d \ud558\ub294 \ubc29\ubc95\uc785\ub2c8\ub2e4.<\/li>\n
\ube44\uc9c0\ub3c4 \ud559\uc2b5(Unsupervised Learning):<\/strong> \uc785\ub825 \ub370\uc774\ud130\ub9cc \uc788\uc744 \ub54c, \ubaa8\ub378\uc774 \ub370\uc774\ud130\ub97c \ud074\ub7ec\uc2a4\ud130\ub9c1\ud558\uac70\ub098 \ud328\ud134\uc744 \ucc3e\ub294 \ubc29\ubc95\uc785\ub2c8\ub2e4.<\/li>\n

\uac15\ud654 \ud559\uc2b5(Reinforcement Learning):<\/strong> \uc5d0\uc774\uc804\ud2b8\uac00 \ud658\uacbd\uacfc \uc0c1\ud638\uc791\uc6a9\ud558\uba74\uc11c \ubcf4\uc0c1\uc744 Maximizing\ud558\ub294 \uacbd\ud5d8\uc744 \ud1b5\ud574 \ud559\uc2b5\ud558\ub294 \ubc29\ubc95\uc785\ub2c8\ub2e4.<\/li>\n<\/ul>\n
1.2 \ub525\ub7ec\ub2dd\uc774\ub780?<\/h3>\n
\ub525\ub7ec\ub2dd\uc740 \uc2e0\uacbd\ub9dd\uc744 \ud65c\uc6a9\ud558\uc5ec \ubcf5\uc7a1\ud55c \ud328\ud134\uc744 \uc778\uc2dd\ud558\ub294 \uba38\uc2e0\ub7ec\ub2dd\uc758 \ud55c \ubd84\uc57c\uc785\ub2c8\ub2e4. \ub525\ub7ec\ub2dd\uc740 \uc5ec\ub7ec \uac1c\uc758 \uc740\ub2c9\uce35\uc744 \uac00\uc9c4 \uc778\uacf5 \uc2e0\uacbd\ub9dd(ANN)\uc744 \uc0ac\uc6a9\ud558\uc5ec \ub370\uc774\ud130\uc758 \ud2b9\uc9d5\uc744 \uc790\ub3d9\uc73c\ub85c \ucd94\ucd9c\ud569\ub2c8\ub2e4. \uc774\ub294 \uc774\ubbf8\uc9c0 \uc778\uc2dd, \uc790\uc5f0\uc5b4 \ucc98\ub9ac, \uc74c\uc131 \uc778\uc2dd \ub4f1 \ub2e4\uc591\ud55c \ubd84\uc57c\uc5d0\uc11c \ud68d\uae30\uc801\uc778 \uc131\uacfc\ub97c \ub2ec\uc131\ud558\uac8c \ud574\uc90d\ub2c8\ub2e4.<\/p>\n
2. \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \ud544\uc694\uc131<\/h2>\n
\uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc740 \uc5ec\ub7ec \uac00\uc9c0 \uc774\uc720\ub85c \uc911\uc694\ud569\ub2c8\ub2e4:<\/p>\n
\n
\uc2e0\uc18d\ud55c \uacb0\uc815: \uc54c\uace0\ub9ac\uc998\uc740 \uc0ac\ub78c\ubcf4\ub2e4 \ube60\ub974\uac8c \uc2dc\uc7a5 \uc8fc\ubb38\uc744 \uc2e4\ud589\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n
\uac10\uc815\uc801 \uacb0\uc815 \ubc29\uc9c0: \uc54c\uace0\ub9ac\uc998\uc740 \uac10\uc815\uc774\ub098 \ud3b8\uacac \uc5c6\uc774 \uac1d\uad00\uc801\uc73c\ub85c \uac70\ub798\ub97c \uc218\ud589\ud569\ub2c8\ub2e4.<\/li>\n
\ub300\ub7c9\uc758 \ub370\uc774\ud130 \ucc98\ub9ac: \uc54c\uace0\ub9ac\uc998\uc740 \ub300\ub7c9\uc758 \ub370\uc774\ud130\ub97c \uc2e0\uc18d\ud558\uac8c \ubd84\uc11d\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n
3. \uc2e0\uacbd\ub9dd\uc758 \uae30\ubcf8 \uad6c\uc870<\/h2>\n
3.1 \uc778\uacf5 \uc2e0\uacbd\ub9dd(ANN)<\/h3>\n
\uc778\uacf5 \uc2e0\uacbd\ub9dd\uc740 \ub178\ub4dc(\ub610\ub294 \uc720\ub2db)\ub85c \uad6c\uc131\ub41c \uacc4\uce35 \uad6c\uc870\ub85c \uc774\ub8e8\uc5b4\uc838 \uc788\uc2b5\ub2c8\ub2e4. \uac01\uac01\uc758 \ub178\ub4dc\ub294 \uc785\ub825 \ub370\uc774\ud130\ub97c \ucc98\ub9ac\ud558\uace0 \ucd9c\ub825\ud569\ub2c8\ub2e4.<\/p>\n
\n\uc785\ub825\uce35 \u2192 \uc740\ub2c9\uce35 \u2192 \ucd9c\ub825\uce35\n<\/code><\/pre>\n3.2 \ud65c\uc131\ud654 \ud568\uc218<\/h3>\n\ud65c\uc131\ud654 \ud568\uc218\ub294 \uc2e0\uacbd\ub9dd \ub178\ub4dc\uc758 \ucd9c\ub825\uac12\uc744 \uacb0\uc815\ud558\ub294 \ud568\uc218\uc785\ub2c8\ub2e4. \ud754\ud788 \uc0ac\uc6a9\ub418\ub294 \ud65c\uc131\ud654 \ud568\uc218\ub294 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4:<\/p>\n \n\uc2dc\uadf8\ubaa8\uc774\ub4dc(Sigmoid):<\/strong> 0\uacfc 1 \uc0ac\uc774\uc758 \uac12\uc744 \ucd9c\ub825\ud569\ub2c8\ub2e4.<\/li>\n ReLU(Rectified Linear Unit):<\/strong> 0 \uc774\uc0c1\uc758 \uac12\uc740 \uadf8\ub300\ub85c \ucd9c\ub825\ud558\uace0, 0 \uc774\ud558\uc758 \uac12\uc740 0\uc73c\ub85c \ubcc0\ud658\ud569\ub2c8\ub2e4.<\/li>\n Softmax:<\/strong> \ub2e4\uc911 \ubd84\ub958 \ubb38\uc81c\uc5d0\uc11c \uc0ac\uc6a9, \uac01 \ud074\ub798\uc2a4\uc758 \ud655\ub960\uc744 \ucd9c\ub825\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n4. \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc744 \uc704\ud55c \ub370\uc774\ud130 \uc218\uc9d1<\/h2>\n\uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc744 \uc704\ud574\uc11c\ub294 \ub370\uc774\ud130 \uc218\uc9d1\uc774 \ud544\uc218\uc801\uc785\ub2c8\ub2e4. \uc5ec\uae30\uc5d0 \ud3ec\ud568\ub418\ub294 \ub370\uc774\ud130\ub294 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4:<\/p>\n \n\uac00\uaca9 \ub370\uc774\ud130: \uc8fc\uc2dd, ETF, \uc120\ubb3c \ub4f1\uc758 \uacfc\uac70 \uac00\uaca9 \ub370\uc774\ud130<\/li>\n \uae30\uc220\uc801 \uc9c0\ud45c: \uc774\ub3d9 \ud3c9\uade0, \uc0c1\ub300\uac15\ub3c4\uc9c0\uc218(RSI) \ub4f1<\/li>\n \ub274\uc2a4 \ubc0f \uc18c\uc15c \ubbf8\ub514\uc5b4 \ub370\uc774\ud130: \uc2dc\uc7a5\uc5d0 \uc601\ud5a5\uc744 \ubbf8\uce58\ub294 \ub274\uc2a4\ub098 \ud2b8\uc717 \ub4f1<\/li>\n<\/ul>\n5. \ub370\uc774\ud130 preprocessing<\/h2>\n\ubaa8\ub378 \ud6c8\ub828 \uc804 \ub370\uc774\ud130 \uc804\ucc98\ub9ac\ub294 \uc911\uc694\ud55c \ub2e8\uacc4\uc785\ub2c8\ub2e4. \uc77c\ubc18\uc801\uc73c\ub85c \ub2e4\uc74c\uacfc \uac19\uc740 \uc791\uc5c5\uc774 \ud544\uc694\ud569\ub2c8\ub2e4:<\/p>\n \n\uacb0\uce21\uce58 \ucc98\ub9ac:<\/strong> \uacb0\uce21\uce58\ub294 \uc0ad\uc81c\ud558\uac70\ub098 \ud3c9\uade0, \uc911\uc704\uc218 \ub4f1\uc73c\ub85c \ub300\uccb4\ud569\ub2c8\ub2e4.<\/li>\n \uc815\uaddc\ud654:<\/strong> \ub370\uc774\ud130\uc758 \uc2a4\ucf00\uc77c\uc744 \ub9de\ucd94\uae30 \uc704\ud574 \uc815\uaddc\ud654\ub97c \uc218\ud589\ud569\ub2c8\ub2e4.<\/li>\n \ud53c\ucc98 \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1:<\/strong> \ubaa8\ub378\uc5d0 \uc720\uc6a9\ud55c \uc0c8\ub85c\uc6b4 \ud53c\ucc98\ub97c \uc0dd\uc131\ud558\ub294 \uacfc\uc815\uc785\ub2c8\ub2e4.<\/li>\n<\/ul>\n6. \uba38\uc2e0\ub7ec\ub2dd \ubaa8\ub378 \uc120\ud0dd<\/h2>\n\ub2e4\uc591\ud55c \uba38\uc2e0\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \uc911\uc5d0\uc11c \ud2b8\ub808\uc774\ub529\uc5d0 \uc801\ud569\ud55c \ubaa8\ub378\uc744 \uc120\ud0dd\ud558\ub294 \uac83\uc774 \uc911\uc694\ud569\ub2c8\ub2e4. \ud754\ud788 \uc0ac\uc6a9\ub418\ub294 \uc54c\uace0\ub9ac\uc998\uc740 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4:<\/p>\n \n\uc120\ud615 \ud68c\uadc0(Linear Regression):<\/strong> \uac00\uaca9 \uc608\uce21\uc5d0 \uc0ac\uc6a9\ub429\ub2c8\ub2e4.<\/li>\n \uc758\uc0ac \uacb0\uc815 \ub098\ubb34(Decision Trees):<\/strong> \ube44\uc120\ud615 \ub370\uc774\ud130\ub97c \ucc98\ub9ac\ud560 \uc218 \uc788\ub294 \uc54c\uace0\ub9ac\uc998\uc785\ub2c8\ub2e4.<\/li>\n \ub79c\ub364 \ud3ec\ub808\uc2a4\ud2b8(Random Forest):<\/strong> \uc5ec\ub7ec \uac1c\uc758 \uacb0\uc815 \ub098\ubb34\ub97c \uc870\ud569\ud558\uc5ec \ub354 \ub098\uc740 \uc608\uce21 \uc131\ub2a5\uc744 \ub098\ud0c0\ub0c5\ub2c8\ub2e4.<\/li>\n \uc11c\ud3ec\ud2b8 \ubca1\ud130 \uba38\uc2e0(Support Vector Machine):<\/strong> \ubd84\ub958 \ubb38\uc81c\uc5d0 \ud6a8\uacfc\uc801\uc778 \uc54c\uace0\ub9ac\uc998\uc785\ub2c8\ub2e4.<\/li>\n<\/ul>\n7. \ub525\ub7ec\ub2dd \ubaa8\ub378 \uc124\uacc4<\/h2>\n\uc2e0\uacbd\ub9dd \ubaa8\ub378\uc744 \uc124\uacc4\ud560 \ub54c \uace0\ub824\ud574\uc57c \ud560 \uc694\uc18c\ub294 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4:<\/p>\n 7.1 \ub178\ub4dc \uc218\uc640 \uce35 \uc218 \uacb0\uc815<\/h3>\n\ubaa8\ub378\uc758 \ubcf5\uc7a1\uc131\uc740 \ub178\ub4dc \uc218\uc640 \uce35 \uc218\uc5d0 \ub530\ub77c \uacb0\uc815\ub429\ub2c8\ub2e4. \ubcf5\uc7a1\ud55c \ud328\ud134\uc744 \ud559\uc2b5\ud558\uae30 \uc704\ud574 \ub9ce\uc740 \uce35\uacfc \ub178\ub4dc\uac00 \ud544\uc694\ud560 \uc218 \uc788\uc9c0\ub9cc, \uacfc\uc801\ud569(overfitting)\uc758 \uc704\ud5d8\uc744 \ud53c\ud558\uae30 \uc704\ud574 \uc801\uc808\ud55c \uc218\uce58\ub97c \uc120\ud0dd\ud558\ub294 \uac83\uc774 \uc911\uc694\ud569\ub2c8\ub2e4.<\/p>\n 7.2 \ud559\uc2b5\ub960 \uc124\uc815<\/h3>\n\ud559\uc2b5\ub960\uc740 \ubaa8\ub378\uc774 \uac00\uc911\uce58\ub97c \uc5c5\ub370\uc774\ud2b8\ud558\ub294 \uc18d\ub3c4\ub97c \uacb0\uc815\ud569\ub2c8\ub2e4. \ub108\ubb34 \ud070 \ud559\uc2b5\ub960\uc740 \ubd88\uc548\uc815\ud55c \uacb0\uacfc\ub97c \ucd08\ub798\ud560 \uc218 \uc788\uc73c\uba70, \ub108\ubb34 \uc791\uc740 \ud559\uc2b5\ub960\uc740 \ud559\uc2b5 \uc18d\ub3c4\ub97c \ub2a6\ucd9c \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n 7.3 \uc190\uc2e4 \ud568\uc218 \uc120\ud0dd<\/h3>\n\uc190\uc2e4 \ud568\uc218\ub294 \ubaa8\ub378\uc758 \uc131\ub2a5\uc744 \ud3c9\uac00\ud558\ub294 \uae30\uc900\uc785\ub2c8\ub2e4. \ud68c\uadc0 \ubb38\uc81c\uc5d0\uc11c\ub294 \ud3c9\uade0 \uc81c\uacf1 \uc624\ucc28(MSE), \ubd84\ub958 \ubb38\uc81c\uc5d0\uc11c\ub294 \uad50\ucc28 \uc5d4\ud2b8\ub85c\ud53c(cross-entropy) \uc190\uc2e4\uc744 \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n 8. \uacfc\uc801\ud569 \ubc29\uc9c0<\/h2>\n\ubaa8\ub378\uc774 \ud6c8\ub828 \ub370\uc774\ud130\uc5d0 \ub108\ubb34 \uce58\uc6b0\uccd0 \uacfc\uc801\ud569(overfitting)\ub418\ub294 \uac83\uc744 \ubc29\uc9c0\ud558\uae30 \uc704\ud55c \uc5ec\ub7ec \uae30\uc220\uc774 \uc788\uc2b5\ub2c8\ub2e4:<\/p>\n \n\uc815\uaddc\ud654(Regularization):<\/strong> L1 \ub610\ub294 L2 \uc815\uaddc\ud654\ub97c \uc0ac\uc6a9\ud558\uc5ec \ubaa8\ub378 \ubcf5\uc7a1\uc131\uc744 \uc904\uc785\ub2c8\ub2e4.<\/li>\n \ub4dc\ub86d\uc544\uc6c3(Dropout):<\/strong> \ud559\uc2b5 \uc911 \uc77c\ubd80 \ub178\ub4dc\ub97c \ub79c\ub364\ud558\uac8c \uc81c\uac70\ud558\uc5ec \uacfc\uc801\ud569\uc744 \ubc29\uc9c0\ud569\ub2c8\ub2e4.<\/li>\n \uc870\uae30 \uc885\ub8cc(Early Stopping):<\/strong> \uac80\uc99d \ub370\uc774\ud130\uc5d0\uc11c \uc131\ub2a5\uc774 \ub5a8\uc5b4\uc9c0\uae30 \uc2dc\uc791\ud558\uba74 \ud559\uc2b5\uc744 \uc870\uae30\uc5d0 \uc885\ub8cc\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n9. \ubaa8\ub378 \ud6c8\ub828\uacfc \uac80\uc99d<\/h2>\n\ubaa8\ub378\uc744 \ud6c8\ub828\ud558\uae30 \uc704\ud574\uc11c\ub294 \ud6c8\ub828 \ub370\uc774\ud130\uc640 \uac80\uc99d \ub370\uc774\ud130\ub97c \ubd84\ub9ac\ud574\uc57c \ud569\ub2c8\ub2e4. \uc774 \uacfc\uc815\uc5d0\uc11c K-\uacb9 \uad50\ucc28 \uac80\uc99d(K-fold Cross-Validation)\uc744 \ud65c\uc6a9\ud558\uba74, \ubaa8\ub378\uc758 \uc77c\ubc18\ud654 \uc131\ub2a5\uc744 \ub192\uc77c \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n 10. \uc2e4\uc2b5: \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529 \uad6c\ud604<\/h2>\n\n# Python \uc608\uc81c \ucf54\ub4dc\nimport pandas as pd\nimport numpy as np\nfrom sklearn.model_selection import train_test_split\nfrom sklearn.ensemble import RandomForestClassifier\n\n# \ub370\uc774\ud130 \ub85c\ub4dc\ndata = pd.read_csv('stock_data.csv')\n\n# \ud2b9\uc131\uacfc \ub808\uc774\ube14 \ubd84\ub9ac\nX = data.drop('target', axis=1)\ny = data['target']\n\n# \ud559\uc2b5 \ub370\uc774\ud130\uc640 \ud14c\uc2a4\ud2b8 \ub370\uc774\ud130\ub85c \ubd84\ub9ac\nX_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2)\n\n# \ubaa8\ub378 \ud6c8\ub828\nmodel = RandomForestClassifier()\nmodel.fit(X_train, y_train)\n\n# \uc608\uce21\npredictions = model.predict(X_test)\n<\/code><\/pre>\n\uacb0\ub860<\/h2>\n\uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc758 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc740 \ud2b8\ub808\uc774\ub354\ub4e4\uc5d0\uac8c \ud544\uc218\uc801\uc778 \ub3c4\uad6c\uac00 \ub418\uc5c8\uc2b5\ub2c8\ub2e4. \ubcf8 \uae00\uc5d0\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc758 \uae30\ubcf8 \uac1c\ub150, \uc2e0\uacbd\ub9dd \uc124\uacc4, \ub370\uc774\ud130 \uc218\uc9d1\uacfc \uc804\ucc98\ub9ac, \ubaa8\ub378 \uc120\ud0dd \ubc0f \ud6c8\ub828 \uacfc\uc815\uc5d0 \ub300\ud574 \uc124\uba85\ud588\uc2b5\ub2c8\ub2e4. \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uae30\ucd08\ub97c \uc775\ud78c \ud6c4, \uc2e4\uc2b5\uc744 \ud1b5\ud574 \uc2e4\uc81c \uc801\uc6a9 \uc0ac\ub840\ub97c \uacbd\ud5d8\ud574 \ubcf4\uc2dc\uae30\ub97c \uad8c\uc7a5\ud569\ub2c8\ub2e4.<\/p>\n \n\uc800\uc790: \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529 \uc804\ubb38\uac00<\/p>\n \uac8c\uc2dc\uc77c: 2023\ub144 10\uc6d4 20\uc77c<\/p>\n<\/footer>\n <\/body><\/p>\n","protected":false},"excerpt":{"rendered":" \ucd5c\uadfc \uba87 \ub144 \ub3d9\uc548 \uae08\uc735 \uc2dc\uc7a5\uc758 \ubcc0\ub3d9\uc131\uacfc \ubcf5\uc7a1\uc131\uc774 \uc99d\uac00\ud568\uc5d0 \ub530\ub77c, \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uc911\uc694\uc131\uc774 \ub354\uc6b1 \ucee4\uc84c\uc2b5\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \ud2b8\ub808\uc774\ub354\ub4e4\uc740 \uba38\uc2e0\ub7ec\ub2dd(ML)\uacfc \ub525\ub7ec\ub2dd(DL) \uae30\uc220\uc744 \ud65c\uc6a9\ud558\uc5ec \uc2dc\uc7a5 \ub370\uc774\ud130\ub97c \ubd84\uc11d\ud558\uace0, \uc608\uce21 \ubaa8\ub378\uc744 \uad6c\ucd95\ud558\uba70, \uacb0\uc815\uc801\uc778 \ub9e4\ub9e4 \uc2e0\ud638\ub97c \uc0dd\uc131\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \uae00\uc5d0\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd\uc758 \uae30\ucd08\ubd80\ud130 \uc2e0\uacbd\ub9dd \uc124\uacc4\uc5d0 \uc774\ub974\uae30\uae4c\uc9c0, \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uc2e4\uc9c8\uc801\uc778 \ud65c\uc6a9 \ubc29\ubc95\uc744 \uc54c\uc544\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. 1. \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc758 \uae30\ucd08 1.1 \uba38\uc2e0\ub7ec\ub2dd\uc774\ub780? … \ub354 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