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<\/p>\n

\ucd5c\uadfc \uae08\uc735 \uc2dc\uc7a5\uc758 \ubcc0\ub3d9\uc131\uc774 \uc99d\uac00\ud558\uba74\uc11c \ub9ce\uc740 \ud2b8\ub808\uc774\ub354\uc640 \ud22c\uc790\uc790\ub4e4\uc774 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc5d0 \uc758\uc874\ud558\uac8c \ub418\uc5c8\uc2b5\ub2c8\ub2e4. \ud2b9\ud788, \uba38\uc2e0\ub7ec\ub2dd(ML) \ubc0f \ub525\ub7ec\ub2dd(DL) \uae30\uc220\uc740 \ub370\uc774\ud130 \ubd84\uc11d \ubc0f \uc608\uce21\uc5d0\uc11c \ud601\uc2e0\uc801\uc778 \uc131\uacfc\ub97c \ub0b4\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ubcf8 \uae00\uc5d0\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud55c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uae30\ucd08, \uc8fc\uc694 \uae30\ubc95, \uc608\uce21 \uc2e0\ud638 \ud488\uc9c8 \ube44\uad50\uc5d0 \ub300\ud574 \uc2ec\ub3c4 \uc788\uac8c \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n

1. \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd\uc758 \uae30\ucd08<\/h2>\n

1.1 \uba38\uc2e0\ub7ec\ub2dd\uc758 \uc815\uc758<\/h3>\n
\uba38\uc2e0\ub7ec\ub2dd\uc740 \ud504\ub85c\uadf8\ub798\ubc0d \uc5c6\uc774 \ub370\uc774\ud130\uc5d0\uc11c \ud328\ud134\uc744 \ud559\uc2b5\ud558\uc5ec \uc608\uce21\ud558\uac70\ub098 \uacb0\uc815\ud558\ub294 \uc54c\uace0\ub9ac\uc998\uc758 \uc9d1\ud569\uc785\ub2c8\ub2e4. \uc774\ub294 \uc8fc\uc5b4\uc9c4 \ub370\uc774\ud130\uc5d0\uc11c \ud559\uc2b5\ud558\uc5ec \uc0c8\ub85c\uc6b4 \ub370\uc774\ud130\uc5d0 \ub300\ud55c \uc608\uce21\uc774\ub098 \uacb0\uc815\uc744 \uc218\ud589\ud558\ub294 \ub2a5\ub825\uc744 \uac00\uc9c0\uac8c \ud569\ub2c8\ub2e4.<\/p>\n

1.2 \ub525\ub7ec\ub2dd\uc758 \uc815\uc758<\/h3>\n
\ub525\ub7ec\ub2dd\uc740 \uc778\uacf5\uc2e0\uacbd\ub9dd\uc744 \uae30\ubc18\uc73c\ub85c \ud55c \uba38\uc2e0\ub7ec\ub2dd\uc758 \ud55c \ubd84\uc57c\ub85c, \ub2e4\uce35 \uc2e0\uacbd\ub9dd\uc744 \uc0ac\uc6a9\ud558\uc5ec \ub370\uc774\ud130\uc758 \ubcf5\uc7a1\ud55c \ud328\ud134\uc744 \uc778\uc2dd\ud558\uac8c \ud569\ub2c8\ub2e4. \ud2b9\ud788 \uc774\ubbf8\uc9c0, \uc74c\uc131, \uc790\uc5f0\uc5b4 \ucc98\ub9ac \ub4f1\uc758 \ubd84\uc57c\uc5d0\uc11c \ub6f0\uc5b4\ub09c \uc131\uacfc\ub97c \ubcf4\uc5ec\uc8fc\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n

2. \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc5d0\uc11c\uc758 \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc758 \ud65c\uc6a9<\/h2>\n

2.1 \ub370\uc774\ud130 \uc218\uc9d1<\/h3>\n
\uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc5d0\uc11c \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud558\uae30 \uc704\ud574\uc11c\ub294 \uc6b0\uc120 \ub370\uc774\ud130\ub97c \uc218\uc9d1\ud574\uc57c \ud569\ub2c8\ub2e4. \uc774\ub294 \uc8fc\uac00, \uac70\ub798\ub7c9, \uacbd\uc81c \uc9c0\ud45c \ub4f1 \ub2e4\uc591\ud55c \ud615\ud0dc\uc758 \ub370\uc774\ud130\ub97c \ud3ec\ud568\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub370\uc774\ud130\uc758 \ucd9c\ucc98 \ubc0f \ud488\uc9c8\uc740 \ubaa8\ub378 \uc131\ub2a5\uc5d0 \ud070 \uc601\ud5a5\uc744 \ubbf8\uce58\ubbc0\ub85c, \uc2e0\ub8b0\ud560 \uc218 \uc788\ub294 \ub370\uc774\ud130\ub97c \ud655\ubcf4\ud558\ub294 \uac83\uc774 \ud544\uc218\uc801\uc785\ub2c8\ub2e4.<\/p>\n

2.2 \uc804\ucc98\ub9ac \ubc0f \ud2b9\uc131 \uc120\ud0dd<\/h3>\n
\ubaa8\ub378 \ud559\uc2b5\uc744 \uc704\ud574 \ub370\uc774\ud130\ub97c \uc804\ucc98\ub9ac\ud558\ub294 \uacfc\uc815\uc774 \ud544\uc694\ud569\ub2c8\ub2e4. \uacb0\uce21\uac12 \ucc98\ub9ac, \uc774\uc0c1\uce58 \uc81c\uac70, \uc815\uaddc\ud654\uc640 \uac19\uc740 \ub2e4\uc591\ud55c \uae30\uc220\uc774 \uc0ac\uc6a9\ub429\ub2c8\ub2e4. \ub610\ud55c, \uba38\uc2e0\ub7ec\ub2dd\uc758 \uc131\ub2a5\uc744 \ub192\uc774\uae30 \uc704\ud574 \uad00\ub828 \ud2b9\uc131\uc744 \uc120\ud0dd\ud558\ub294 \uac83\uc740 \ub9e4\uc6b0 \uc911\uc694\ud569\ub2c8\ub2e4. \uc774\ub294 \uc54c\uace0\ub9ac\uc998\uc774 \ud559\uc2b5\ud560 \uc815\ubcf4\uc758 \uc9c8\uacfc \uc591\uc744 \uacb0\uc815\uc9d3\uc2b5\ub2c8\ub2e4.<\/p>\n

2.3 \ubaa8\ub378 \ud559\uc2b5<\/h3>\n

\uc804\ucc98\ub9ac\ub41c \ub370\uc774\ud130\ub97c \ubc14\ud0d5\uc73c\ub85c \ub2e4\uc591\ud55c \uba38\uc2e0\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998\uc744 \uc801\uc6a9\ud558\uc5ec \ubaa8\ub378\uc744 \ud559\uc2b5\uc2dc\ud0ac \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc77c\ubc18\uc801\uc73c\ub85c \uc0ac\uc6a9\ub418\ub294 \uc54c\uace0\ub9ac\uc998\uc73c\ub85c\ub294 \ub2e4\uc74c\uacfc \uac19\uc740 \uac83\ub4e4\uc774 \uc788\uc2b5\ub2c8\ub2e4:<\/p>\n

\uc120\ud615 \ud68c\uadc0(Linear Regression)<\/li>\n
\uc11c\ud3ec\ud2b8 \ubca1\ud130 \uba38\uc2e0(Support Vector Machines, SVM)<\/li>\n
\uacb0\uc815 \ud2b8\ub9ac(Decision Trees)<\/li>\n
\ub79c\ub364 \ud3ec\ub808\uc2a4\ud2b8(Random Forest)<\/li>\n
\uc778\uacf5\uc2e0\uacbd\ub9dd(Artificial Neural Networks)<\/li>\n
\uc21c\ud658 \uc2e0\uacbd\ub9dd(Recurrent Neural Networks, RNN)<\/li>\n

\uc7a5\uae30-\ub2e8\uae30 \uba54\ubaa8\ub9ac \ub124\ud2b8\uc6cc\ud06c(Long Short-Term Memory, LSTM)<\/li>\n<\/ul>\n

2.4 \ubaa8\ub378 \ud3c9\uac00<\/h3>\n

\ubaa8\ub378\uc774 \ud559\uc2b5\ub41c \ud6c4\uc5d0\ub294 \uadf8 \uc131\ub2a5\uc744 \ud3c9\uac00\ud574\uc57c \ud569\ub2c8\ub2e4. \uc77c\ubc18\uc801\uc73c\ub85c \uc608\uce21\uc758 \uc815\ud655\ub3c4\ubfd0\ub9cc \uc544\ub2c8\ub77c \ub9e4\ub9e4 \uc804\ub7b5\uc758 \uc218\uc775\uc131\uacfc \ub9ac\uc2a4\ud06c \uce21\uba74\ub3c4 \uace0\ub824\ud574\uc57c \ud569\ub2c8\ub2e4. \uc774\ub97c \uc704\ud574 \ub2e4\uc74c\uacfc \uac19\uc740 \uc9c0\ud45c\ub97c \ud65c\uc6a9\ud569\ub2c8\ub2e4:<\/p>\n

\uc0e4\ud504 \ube44\uc728(Sharpe Ratio)<\/li>\n<\/ul>\n

3. \uc608\uce21 \uc2e0\ud638\uc758 \ud488\uc9c8 \ube44\uad50<\/h2>\n
\ubaa8\ub378\uc758 \uc131\ub2a5\uc744 \ud3c9\uac00\ud558\uae30 \uc704\ud574\uc11c\ub294 \uc608\uce21 \uc2e0\ud638\uc758 \ud488\uc9c8\uc744 \ube44\uad50\ud558\ub294 \uac83\uc774 \uc911\uc694\ud569\ub2c8\ub2e4. \uc11c\ub85c \ub2e4\ub978 \uc54c\uace0\ub9ac\uc998\uc758 \uc608\uce21 \uc2e0\ud638\ub97c \ube44\uad50\ud558\uc5ec \uac00\uc7a5 \ud6a8\uacfc\uc801\uc778 \uc804\ub7b5\uc744 \uacb0\uc815\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n

3.1 \uc608\uce21 \uc2e0\ud638 \uc815\uc758<\/h3>\n
\uc608\uce21 \uc2e0\ud638\ub780, \ud2b9\uc815 \uc790\uc0b0\uc758 \ubbf8\ub798 \uac00\uaca9 \uc6c0\uc9c1\uc784\uc744 \uc608\uce21\ud558\ub294 \uc2e0\ud638\uc785\ub2c8\ub2e4. \uc774 \uc2e0\ud638\ub294 \ub9e4\uc218 \uc2e0\ud638(buy), \ub9e4\ub3c4 \uc2e0\ud638(sell) \ub610\ub294 \ubcf4\uc720 \uc2e0\ud638(hold)\ub85c \uad6c\ubd84\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n

3.2 \ub2e4\uc591\ud55c \uc54c\uace0\ub9ac\uc998\uc758 \uc608\uce21 \uc2e0\ud638 \ube44\uad50<\/h3>\n

\uac01\uac01\uc758 \uc54c\uace0\ub9ac\uc998\uc740 \uc11c\ub85c \ub2e4\ub978 \ubc29\uc2dd\uc73c\ub85c \ub370\uc774\ud130\ub97c \ubd84\uc11d\ud558\ubbc0\ub85c, \uc608\uce21 \uc2e0\ud638\ub294 \uac01 \uc54c\uace0\ub9ac\uc998\uc758 \ud2b9\uc131\uc5d0 \ub530\ub77c \ub2ec\ub77c\uc9c8 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4:<\/p>\n

\uc120\ud615 \ud68c\uadc0\ub294 \uac00\uaca9\uc758 \uc0c1\uc2b9 \ub610\ub294 \ud558\ub77d\uc5d0 \ub300\ud55c \uc5f0\uc18d\uc801\uc778 \uc608\uce21\uc744 \uc81c\uacf5\ud560 \uc218 \uc788\uc73c\ub098, \ube44\uc120\ud615\uc801\uc778 \ud328\ud134\uc744 \uc798 \ud3ec\ucc29\ud558\uc9c0 \ubabb\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n
\uc11c\ud3ec\ud2b8 \ubca1\ud130 \uba38\uc2e0\uc740 \ubcf4\ub2e4 \ubcf5\uc7a1\ud55c \uacb0\uc815 \uacbd\uacc4\ub97c \uc7a1\uc744 \uc218 \uc788\uc9c0\ub9cc, \ub178\uc774\uc988\uc5d0 \ubbfc\uac10\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n

\uc2e0\uacbd\ub9dd \uae30\ubc18\uc758 \ubaa8\ub378\uc740 \ube44\uc120\ud615 \ud328\ud134\uc744 \uc798 \uc7a1\uc544\ub0b4\uc9c0\ub9cc, \uc624\ubc84\ud53c\ud305(overfitting)\uc758 \uc704\ud5d8\uc774 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n

3.3 \ud488\uc9c8 \ud3c9\uac00\ub97c \uc704\ud55c \uc2e4\ud5d8 \uc124\uacc4<\/h3>\n

\uc608\uce21 \uc2e0\ud638\uc758 \ud488\uc9c8\uc744 \ube44\uad50\ud558\uae30 \uc704\ud574 \ub2e4\uc591\ud55c \uc2e4\ud5d8\uc744 \uc124\uacc4\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uac01 \uc54c\uace0\ub9ac\uc998\uc5d0 \ub300\ud574 \ub3d9\uc77c\ud55c \ub370\uc774\ud130\uc14b\uacfc \ud3c9\uac00 \uc9c0\ud45c\ub97c \uc0ac\uc6a9\ud558\uc5ec \uacf5\uc815\ud55c \ube44\uad50\ub97c \uc218\ud589\ud574\uc57c \ud569\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4:<\/p>\n

\n# \uc608\uc2dc \ucf54\ub4dc: \uac01 \uc54c\uace0\ub9ac\uc998\uc758 \uc131\uacfc\ub97c \ube44\uad50\ud558\ub294 \uacfc\uc815\nimport pandas as pd\nfrom sklearn.model_selection import train_test_split\nfrom sklearn.linear_model import LinearRegression\nfrom sklearn.ensemble import RandomForestClassifier\nfrom sklearn.metrics import accuracy_score\n\n# \ub370\uc774\ud130 \ubd88\ub7ec\uc624\uae30\ndata = pd.read_csv('data.csv')\nX = data.drop('target', axis=1)\ny = data['target']\n\n# \ub370\uc774\ud130 \ubd84\ud560\nX_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)\n\n# \uc120\ud615 \ud68c\uadc0 \ubaa8\ub378\nlr_model = LinearRegression()\nlr_model.fit(X_train, y_train)\nlr_pred = lr_model.predict(X_test)\n\n# \ub79c\ub364 \ud3ec\ub808\uc2a4\ud2b8 \ubaa8\ub378\nrf_model = RandomForestClassifier()\nrf_model.fit(X_train, y_train)\nrf_pred = rf_model.predict(X_test)\n\n# \uc815\ud655\ub3c4 \ud3c9\uac00\nlr_accuracy = accuracy_score(y_test, lr_pred)\nrf_accuracy = accuracy_score(y_test, rf_pred)\n\nprint(f'Linear Regression Accuracy: {lr_accuracy}')\nprint(f'Random Forest Accuracy: {rf_accuracy}')\n<\/code><\/pre>\n3.4 \uacb0\uacfc \ubd84\uc11d \ubc0f \ud574\uc11d<\/h3>\n\uc2e4\ud5d8 \uacb0\uacfc\ub97c \ubd84\uc11d\ud558\uace0 \uc608\uce21 \uc2e0\ud638\uc758 \ud2b9\uc131\uc744 \ud574\uc11d\ud558\uc5ec \ucd5c\uc801\uc758 \ud2b8\ub808\uc774\ub529 \uc804\ub7b5\uc744 \uacb0\uc815\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \ud2b9\uc815 \uc54c\uace0\ub9ac\uc998\uc774 \ub192\uc740 \uc815\ud655\ub3c4\ub97c \ubcf4\uc600\ub2e4\uba74 \uadf8\uac83\uc774 \ubaa8\ub4e0 \uc2dc\uc7a5 \uc0c1\ud669\uc5d0\uc11c \uc801\ud569\ud55c \uc804\ub7b5\uc778\uc9c0 \ucd94\uac00\uc801\uc778 \uac80\uc99d\uc774 \ud544\uc694\ud569\ub2c8\ub2e4.<\/p>\n
4. \uacb0\ub860<\/h2>\n\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud55c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc740 \uc608\uce21\uc758 \uc815\ud655\ub3c4\ub97c \ub192\uc77c \uc218 \uc788\ub294 \uc720\ub9dd\ud55c \uc811\uadfc\ubc95\uc785\ub2c8\ub2e4. \uadf8\ub7ec\ub098 \uac01\uac01\uc758 \uc54c\uace0\ub9ac\uc998\uc758 \ud2b9\uc131\uc744 \uc774\ud574\ud558\uace0, \uc608\uce21 \uc2e0\ud638\uc758 \ud488\uc9c8\uc744 \ube44\uad50\ud558\uc5ec \ucd5c\uc801\uc758 \ud2b8\ub808\uc774\ub529 \uc804\ub7b5\uc744 \uc124\uc815\ud558\ub294 \uac83\uc774 \uc911\uc694\ud569\ub2c8\ub2e4. \uc774 \uacfc\uc815\uc5d0\uc11c \ub370\uc774\ud130\uc758 \ud488\uc9c8\uacfc \ub2e4\uc591\ud55c \uc54c\uace0\ub9ac\uc998\uc758 \ud2b9\uc131\ub3c4 \ud568\uaed8 \uace0\ub824\ud574\uc57c \ud560 \uac83\uc785\ub2c8\ub2e4.<\/p>\n
4.1 \ubbf8\ub798\uc758 \ubc29\ud5a5<\/h3>\n\uc55e\uc73c\ub85c\uc758 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc740 \uc810\uc810 \ub354 \ubc1c\uc804\ud560 \uac83\uc774\uba70, \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc758 \ud65c\uc6a9\ub3c4\uac00 \uc99d\uac00\ud560 \uac83\uc785\ub2c8\ub2e4. \ubcf4\ub2e4 \uc815\uad50\ud55c \uc54c\uace0\ub9ac\uc998 \uac1c\ubc1c\uacfc \uac15\ud654 \ud559\uc2b5(Reinforcement Learning)\uc758 \uc801\uc6a9\ub3c4 \uae30\ub300\ub429\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ubc1c\uc804\uc740 \ud2b8\ub808\uc774\ub529\uc758 \uc0dd\ud0dc\uacc4\ub97c \ubcc0\ud654\uc2dc\ud0ac \uac83\uc774\uba70, \ud22c\uc790\uc790\ub4e4\uc5d0\uac8c \uc0c8\ub85c\uc6b4 \uae30\ud68c\ub97c \uc81c\uacf5\ud560 \uac83\uc785\ub2c8\ub2e4.<\/p>\n
4.2 \ucc38\uace0 \uc790\ub8cc<\/h3>\n\ub2e4\uc74c\uc740 \uae00\uc5d0\uc11c \uc5b8\uae09\ud55c \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529 \uad00\ub828 \uc790\ub8cc\uc785\ub2c8\ub2e4:<\/p>\n
\n\uc5ec\uae30\uc800\uae30 \uc2ec\uc624\ud55c \uc5f0\uad6c \ub17c\ubb38<\/li>\n
\uac01\uc885 \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \ub3c4\uc11c<\/li>\n
\uc624\ud508\uc18c\uc2a4 \ub77c\uc774\ube0c\ub7ec\ub9ac \ubb38\uc11c (\uc608: Scikit-learn, TensorFlow, PyTorch)<\/li>\n<\/ul>\n\uc774 \ube14\ub85c\uadf8 \ud3ec\uc2a4\ud2b8\uac00 \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud55c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc5d0 \ub300\ud55c \uc774\ud574\ub97c \ub192\uc774\uba70, \ud22c\uc790 \ubc0f \ud2b8\ub808\uc774\ub529 \uc804\ub7b5 \uac1c\ubc1c\uc5d0 \ub3c4\uc6c0\uc774 \ub418\uae30\ub97c \ubc14\ub78d\ub2c8\ub2e4. \uac10\uc0ac\ud569\ub2c8\ub2e4!<\/p>\n
<\/body><\/p>\n","protected":false},"excerpt":{"rendered":"
\ucd5c\uadfc \uae08\uc735 \uc2dc\uc7a5\uc758 \ubcc0\ub3d9\uc131\uc774 \uc99d\uac00\ud558\uba74\uc11c \ub9ce\uc740 \ud2b8\ub808\uc774\ub354\uc640 \ud22c\uc790\uc790\ub4e4\uc774 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc5d0 \uc758\uc874\ud558\uac8c \ub418\uc5c8\uc2b5\ub2c8\ub2e4. \ud2b9\ud788, \uba38\uc2e0\ub7ec\ub2dd(ML) \ubc0f \ub525\ub7ec\ub2dd(DL) \uae30\uc220\uc740 \ub370\uc774\ud130 \ubd84\uc11d \ubc0f \uc608\uce21\uc5d0\uc11c \ud601\uc2e0\uc801\uc778 \uc131\uacfc\ub97c \ub0b4\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ubcf8 \uae00\uc5d0\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud55c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uae30\ucd08, \uc8fc\uc694 \uae30\ubc95, \uc608\uce21 \uc2e0\ud638 \ud488\uc9c8 \ube44\uad50\uc5d0 \ub300\ud574 \uc2ec\ub3c4 \uc788\uac8c \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. 1. \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd\uc758 \uae30\ucd08 1.1 \uba38\uc2e0\ub7ec\ub2dd\uc758 \uc815\uc758 \uba38\uc2e0\ub7ec\ub2dd\uc740 \ud504\ub85c\uadf8\ub798\ubc0d \uc5c6\uc774 … \ub354 \ubcf4\uae30 “\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \uc608\uce21 \uc2e0\ud638\uc758 \ud488\uc9c8 \ube44\uad50”<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[29],"tags":[],"class_list":["post-29205","post","type-post","status-publish","format-standard","hentry","category-29"],"yoast_head":"\n\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \uc608\uce21 \uc2e0\ud638\uc758 \ud488\uc9c8 \ube44\uad50 - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/atmokpo.com\/w\/29205\/\" \/>\n<meta property=\"og:locale\" content=\"ko_KR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \uc608\uce21 \uc2e0\ud638\uc758 \ud488\uc9c8 \ube44\uad50 - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" \/>\n<meta property=\"og:description\" content=\"\ucd5c\uadfc \uae08\uc735 \uc2dc\uc7a5\uc758 \ubcc0\ub3d9\uc131\uc774 \uc99d\uac00\ud558\uba74\uc11c \ub9ce\uc740 \ud2b8\ub808\uc774\ub354\uc640 \ud22c\uc790\uc790\ub4e4\uc774 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc5d0 \uc758\uc874\ud558\uac8c \ub418\uc5c8\uc2b5\ub2c8\ub2e4. \ud2b9\ud788, \uba38\uc2e0\ub7ec\ub2dd(ML) \ubc0f \ub525\ub7ec\ub2dd(DL) \uae30\uc220\uc740 \ub370\uc774\ud130 \ubd84\uc11d \ubc0f \uc608\uce21\uc5d0\uc11c \ud601\uc2e0\uc801\uc778 \uc131\uacfc\ub97c \ub0b4\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ubcf8 \uae00\uc5d0\uc11c\ub294 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