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<\/p>\n

\uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c\uc758 \uc790\ub3d9\ub9e4\ub9e4\ub294 \ud22c\uc790\uc790\uc5d0\uac8c \ub354 \ub9ce\uc740 \uc774\uc775\uc744 \uac00\uc838\ub2e4 \uc904 \uc218 \uc788\ub294 \uae30\ud68c\ub97c \uc81c\uacf5\ud569\ub2c8\ub2e4. \ud2b9\ud788 \uba38\uc2e0\ub7ec\ub2dd(ML)\uacfc \ub525\ub7ec\ub2dd(DL) \uc54c\uace0\ub9ac\uc998\uc740 \uc5c4\uccad\ub09c \uc591\uc758 \ub370\uc774\ud130\ub97c \ubd84\uc11d\ud558\uace0, \ud589\ub3d9 \ud328\ud134\uc744 \ud559\uc2b5\ud558\uc5ec \ub354\uc6b1 \uc815\uad50\ud55c \ub9e4\ub9e4 \uc804\ub7b5\uc744 \uc0dd\uc131\ud558\ub294 \ub370 \ub3c4\uc6c0\uc744 \uc90d\ub2c8\ub2e4. \uc774\ubc88 \uae00\uc5d0\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998\uc744 \ud65c\uc6a9\ud55c \ud2b8\ub808\uc774\ub529 \uc804\ub7b5\uacfc \uc790\uc5f0\uc5b4 \ucc98\ub9ac\ub97c \ud1b5\ud574 \uae08\uc735 \uc815\ubcf4\ub97c \ubd84\uc11d\ud558\ub294 \ubc29\ubc95\uc5d0 \ub300\ud574 \uc790\uc138\ud788 \uc54c\uc544\ubcf4\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n

1. \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc758 \uae30\ubcf8 \uac1c\ub150<\/h2>\n
\uba38\uc2e0\ub7ec\ub2dd\uc740 \ub370\uc774\ud130\ub97c \uc774\uc6a9\ud574 \uc54c\uace0\ub9ac\uc998\uc774 \uc2a4\uc2a4\ub85c \ud559\uc2b5\ud558\uc5ec \uc608\uce21\uc744 \uc218\ud589\ud558\uac8c \ud558\ub294 \uae30\uc220\uc785\ub2c8\ub2e4. \ub525\ub7ec\ub2dd\uc740 \uba38\uc2e0\ub7ec\ub2dd\uc758 \ud55c \ubd84\uc57c\ub85c, \uc2e0\uacbd\ub9dd\uc744 \uc774\uc6a9\ud55c \ud559\uc2b5 \uae30\ubc95\uc785\ub2c8\ub2e4. \ub450 \uae30\uc220 \ubaa8\ub450 \ud328\ud134 \uc778\uc2dd\uc744 \ud1b5\ud574 \uc608\uce21\uc744 \uc218\ud589\ud558\uba70, \uae08\uc735 \ub370\uc774\ud130\uc758 \ubcf5\uc7a1\uc131\uc744 \ucc98\ub9ac\ud558\ub294 \ub370 \uc720\uc6a9\ud569\ub2c8\ub2e4.<\/p>\n

1.1 \uba38\uc2e0\ub7ec\ub2dd\uc758 \uae30\ucd08<\/h3>\n
\uba38\uc2e0\ub7ec\ub2dd\uc740 \ud06c\uac8c \uc138 \uac00\uc9c0\ub85c \uad6c\ubd84\ub429\ub2c8\ub2e4:<\/p>\n
\n
\uc9c0\ub3c4\ud559\uc2b5(Supervised Learning):<\/strong> \ub808\uc774\ube14\uc774 \uc788\ub294 \ub370\uc774\ud130\uc14b\uc744 \uc0ac\uc6a9\ud558\uc5ec \ubaa8\ub378\uc744 \ud559\uc2b5\ud558\ub294 \ubc29\uc2dd\uc785\ub2c8\ub2e4. \uc8fc\uac00 \uc608\uce21\uc5d0\uc11c \uacfc\uac70\uc758 \uc8fc\uac00\ub97c \uc774\uc6a9\ud574 \ubbf8\ub798 \uc8fc\uac00\ub97c \uc608\uce21\ud558\ub294 \ub370 \uc0ac\uc6a9\ub429\ub2c8\ub2e4.<\/li>\n
\ube44\uc9c0\ub3c4\ud559\uc2b5(Unsupervised Learning):<\/strong> \ub808\uc774\ube14\uc774 \uc5c6\ub294 \ub370\uc774\ud130\ub97c \ud65c\uc6a9\ud558\uc5ec \ub370\uc774\ud130\uc758 \ud328\ud134\uc774\ub098 \uad6c\uc870\ub97c \ucc3e\uc544\ub0b4\ub294 \ubc29\uc2dd\uc785\ub2c8\ub2e4. \ud074\ub7ec\uc2a4\ud130\ub9c1 \uae30\ubc95\uc744 \ud1b5\ud574 \ube44\uc2b7\ud55c \ud2b9\uc131\uc744 \uac00\uc9c4 \uc8fc\uc2dd\ub4e4\uc744 \uadf8\ub8f9\ud654\ud560 \uc218 \uc788\uc2b5\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 \ucd5c\ub300\ud654\ud558\ub294 \ubc29\ud5a5\uc73c\ub85c \ud559\uc2b5\ud558\ub294 \uae30\ubc95\uc785\ub2c8\ub2e4. \uc790\ub3d9\ub9e4\ub9e4 \ub85c\ubd07\uc774 \uc790\uc2e0\uc758 \ud589\ub3d9 \uacb0\uacfc\uc5d0 \ub530\ub77c \ud559\uc2b5\ud560 \uc218 \uc788\ub3c4\ub85d \ub3d5\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n
1.2 \ub525\ub7ec\ub2dd\uc758 \ubc1c\uc804<\/h3>\n
\ub525\ub7ec\ub2dd\uc740 \ub9ce\uc740 \uce35\uc758 \uc2e0\uacbd\ub9dd\uc744 \uc0ac\uc6a9\ud574 \ub192\uc740 \uc218\uc900\uc758 \ucd94\uc0c1\ud654\ub97c \uac00\ub2a5\ud558\uac8c \ud569\ub2c8\ub2e4. \ub525\ub7ec\ub2dd\uc758 \uc8fc\uc694 \uad6c\uc131 \uc694\uc18c\ub4e4\uc740 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4:<\/p>\n
\n
\uc2e0\uacbd\ub9dd \uad6c\uc870:<\/strong> \uc785\ub825\uce35, \uc740\ub2c9\uce35, \ucd9c\ub825\uce35\uc73c\ub85c \uad6c\uc131\ub429\ub2c8\ub2e4. \uac01 \uce35\uc740 \ub2e4\uc218\uc758 \ub274\ub7f0\uc73c\ub85c \uc774\ub8e8\uc5b4\uc838 \uc788\uc73c\uba70, \uac01 \ub274\ub7f0\uc740 \uc785\ub825\uac12\uc5d0 \uac00\uc911\uce58\ub97c \uacf1\ud558\uc5ec \ud569\uc0b0\ud55c \ud6c4 \ud65c\uc131\ud654 \ud568\uc218\ub97c \ud1b5\uacfc\uc2dc\ucf1c \ucd9c\ub825\uc744 \uc0dd\uc131\ud569\ub2c8\ub2e4.<\/li>\n
\ud65c\uc131\ud654 \ud568\uc218:<\/strong> \ube44\uc120\ud615\uc131\uc744 \ucd94\uac00\ud558\uc5ec \uc2e0\uacbd\ub9dd\uc774 \ubcf5\uc7a1\ud55c \ud328\ud134\uc744 \ud559\uc2b5\ud560 \uc218 \uc788\ub3c4\ub85d \ud569\ub2c8\ub2e4. \ud754\ud788 \uc0ac\uc6a9\ub418\ub294 \ud65c\uc131\ud654 \ud568\uc218\ub294 ReLU, Sigmoid, Tanh \ub4f1\uc774 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n
\uc190\uc2e4 \ud568\uc218:<\/strong> \uc608\uce21\uac12\uacfc \uc2e4\uc81c\uac12\uc758 \ucc28\uc774\ub97c \uacc4\uc0b0\ud558\uc5ec \ubaa8\ub378\uc758 \uc131\ub2a5\uc744 \ud3c9\uac00\ud558\ub294 \ub370 \uc0ac\uc6a9\ub429\ub2c8\ub2e4. \uc190\uc2e4\uc744 \ucd5c\uc18c\ud654\ud558\ub294 \ubc29\ud5a5\uc73c\ub85c \ubaa8\ub378\uc744 \ucd5c\uc801\ud654\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n
2. \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uacfc \uba38\uc2e0\ub7ec\ub2dd\/\ub525\ub7ec\ub2dd<\/h2>\n
\uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc740 \ud2b9\uc815 \ub9e4\ub9e4 \uc804\ub7b5\uc744 \ubc14\ud0d5\uc73c\ub85c \uc790\ub3d9\uc73c\ub85c \ub9e4\ub9e4\ub97c \uc218\ud589\ud558\ub294 \uac83\uc785\ub2c8\ub2e4. \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998\uc740 \uc544\ub798\uc640 \uac19\uc740 \ubc29\ubc95\uc73c\ub85c \ud2b8\ub808\uc774\ub529 \uc804\ub7b5\uc744 \uac1c\ubc1c\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
2.1 \ub370\uc774\ud130 \uc218\uc9d1<\/h3>\n
\ubaa8\ub4e0 \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \ud504\ub85c\uc81d\ud2b8\uc758 \uccab \ub2e8\uacc4\ub294 \ub370\uc774\ud130 \uc218\uc9d1\uc785\ub2c8\ub2e4. \uc774\ub294 \uacfc\uac70 \uc8fc\uac00 \ub370\uc774\ud130, \uac70\ub798\ub7c9, \uc7ac\ubb34 \uc81c\ud45c, \ub274\uc2a4 \uae30\uc0ac \ub4f1 \ub2e4\uc591\ud55c \uc18c\uc2a4\ub97c \ud3ec\ud568\ud569\ub2c8\ub2e4. \ub370\uc774\ud130\ub97c \uc218\uc9d1\ud558\ub294 \ubc29\ubc95\uc73c\ub85c\ub294 API\ub97c \ud65c\uc6a9\ud55c \ubc29\ubc95, \uc6f9 \ud06c\ub864\ub9c1 \ub4f1\uc774 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
2.2 \ub370\uc774\ud130 \uc804\ucc98\ub9ac<\/h3>\n
\uc218\uc9d1\ub41c \uc6d0\uc2dc \ub370\uc774\ud130\ub294 \uc885\uc885 \ubd88\uc644\uc804\ud558\uace0 \ub178\uc774\uc988\uac00 \ub9ce\uae30 \ub54c\ubb38\uc5d0, \ubd84\uc11d\ud558\uae30 \uc804\uc5d0 \uc804\ucc98\ub9ac \uacfc\uc815\uc744 \uac70\uccd0\uc57c \ud569\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc804\ucc98\ub9ac \uacfc\uc815\uc5d0\ub294 \uacb0\uce21\uac12 \ucc98\ub9ac, \uc774\uc0c1\uce58 \uc81c\uac70, \uc2a4\ucf00\uc77c\ub9c1, \uc815\uaddc\ud654 \ub4f1\uc774 \ud3ec\ud568\ub429\ub2c8\ub2e4.<\/p>\n
2.3 \ud2b9\uc9d5 \ucd94\ucd9c \ubc0f \uc120\ud0dd<\/h3>\n
\ud2b9\uc9d5 \ucd94\ucd9c\uc740 \uba38\uc2e0\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998\uc774 \ud559\uc2b5\ud560 \uc218 \uc788\ub3c4\ub85d \ub370\uc774\ud130\uc5d0\uc11c \uc911\uc694\ud55c \uc815\ubcf4\ub97c \uc120\ud0dd\ud558\ub294 \uacfc\uc815\uc785\ub2c8\ub2e4. \uc8fc\uac00 \ub370\uc774\ud130\ub97c \uae30\ubc18\uc73c\ub85c \ud55c \uc911\uc694\ud55c \ud2b9\uc9d5\uc73c\ub85c\ub294 \uc774\ub3d9 \ud3c9\uade0, \uc0c1\ub300 \uac15\ub3c4 \uc9c0\uc218(RSI), MACD \ub4f1\uc774 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ud2b9\uc9d5\ub4e4\uc740 \ubaa8\ub378\uc774 \uc8fc\uac00\uc758 \ubc29\ud5a5\uc131\uc744 \uc608\uce21\ud558\ub294 \ub370 \ub3c4\uc6c0\uc744 \uc90d\ub2c8\ub2e4.<\/p>\n
2.4 \ubaa8\ub378 \uc120\ud0dd \ubc0f \ud559\uc2b5<\/h3>\n
\uc5ec\ub7ec \uac00\uc9c0 \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \uc911\uc5d0\uc11c \uc8fc\uc5b4\uc9c4 \ubb38\uc81c\uc5d0 \uc801\ud569\ud55c \ubaa8\ub378\uc744 \uc120\ud0dd\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc8fc\uac00 \uc608\uce21\uc5d0\ub294 \uc77c\ubc18\uc801\uc73c\ub85c \ub2e4\uc74c\uacfc \uac19\uc740 \uc54c\uace0\ub9ac\uc998\ub4e4\uc774 \uc0ac\uc6a9\ub429\ub2c8\ub2e4:<\/p>\n
\n
\uc120\ud615 \ud68c\uadc0(Linear Regression):<\/strong> \uac00\uc7a5 \uae30\ubcf8\uc801\uc778 \ud68c\uadc0 \ubaa8\ub378\ub85c, \uc8fc\uac00\ub97c \uc5f0\uc18d\uc801\uc778 \uac12\uc73c\ub85c \uc608\uce21\ud558\ub294 \ub370\uc5d0 \uc0ac\uc6a9\ub429\ub2c8\ub2e4.<\/li>\n
\uacb0\uc815 \ud2b8\ub9ac(Decision Tree):<\/strong> \uc8fc\uac00\ub97c \ubc94\uc8fc\ud615\uc73c\ub85c \ubd84\ub958\ud558\ub294 \ub370 \uc0ac\uc6a9\ub418\uba70, \uc2dc\uac01\uc801\uc73c\ub85c \ud574\uc11d\uc774 \uc27d\uc2b5\ub2c8\ub2e4.<\/li>\n
\ub79c\ub364 \ud3ec\ub808\uc2a4\ud2b8(Random Forest):<\/strong> \ub2e4\uc218\uc758 \uacb0\uc815 \ud2b8\ub9ac\ub97c \uc559\uc0c1\ube14\ud558\uc5ec \uacfc\uc801\ud569\uc744 \ubc29\uc9c0\ud558\uace0 \uc608\uce21 \uc131\ub2a5\uc744 \ub192\uc785\ub2c8\ub2e4.<\/li>\n
\uc778\uacf5\uc2e0\uacbd\ub9dd(Artificial Neural Network):<\/strong> \ubcf5\uc7a1\ud55c \ube44\uc120\ud615\ud568\uc218 \uadfc\uc0ac\ub97c \uac00\ub2a5\ud558\uac8c \ud558\uc5ec, \ud2b9\ud788 \ub300\uaddc\ubaa8 \ub370\uc774\ud130\uc14b\uc5d0\uc11c \ub6f0\uc5b4\ub09c \uc131\ub2a5\uc744 \ubcf4\uc5ec\uc90d\ub2c8\ub2e4.<\/li>\n
\uc21c\ud658 \uc2e0\uacbd\ub9dd(Recurrent Neural Network, RNN):<\/strong> \uc2dc\uacc4\uc5f4 \ub370\uc774\ud130\ub97c \ub2e4\ub8e8\ub294\ub370 \ud2b9\ud654\ub41c \ubaa8\ub378\ub85c, \uc8fc\uac00 \uc6c0\uc9c1\uc784 \uac19\uc740 \uc21c\ucc28 \ub370\uc774\ud130\ub97c \ud559\uc2b5\ud558\ub294 \ub370 \ud6a8\uacfc\uc801\uc785\ub2c8\ub2e4.<\/li>\n
\ubcc0\ud615\ub41c RNN\uc778 LSTM(\uc7a5\uae30 \ub2e8\uae30 \uae30\uc5b5 \ub124\ud2b8\uc6cc\ud06c):<\/strong> \uae34 \uc2dc\uacc4\uc5f4 \ub370\uc774\ud130\uc5d0\uc11c\ub3c4 \ud6a8\uacfc\uc801\uc73c\ub85c \uc815\ubcf4\ub97c \uae30\uc5b5\ud558\uac8c \ud574 \uc8fc\uac00 \uc608\uce21\uc5d0 \uc720\ub9ac\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n
2.5 \ubaa8\ub378 \ud3c9\uac00 \ubc0f \uc131\ub2a5 \uac1c\uc120<\/h3>\n
\ubaa8\ub378\uc758 \uc131\ub2a5\uc744 \ud3c9\uac00\ud558\ub294 \uac83\uc740 \uc131\uacf5\uc801\uc778 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529 \uc804\ub7b5 \uac1c\ubc1c\uc5d0 \ud544\uc218\uc801\uc785\ub2c8\ub2e4. \uc77c\ubc18\uc801\uc73c\ub85c \uc0ac\uc6a9\ud558\ub294 \uc9c0\ud45c\ub85c\ub294 \uc815\ud655\ub3c4, \uc815\ubc00\ub3c4, \uc7ac\ud604\uc728, F1 \uc810\uc218 \ub4f1\uc774 \uc788\uc73c\uba70, \uad50\ucc28 \uac80\uc99d \uae30\ubc95\uc744 \uc0ac\uc6a9\ud558\uc5ec \ubaa8\ub378\uc758 \uc77c\ubc18\ud654 \ub2a5\ub825\uc744 \ud3c9\uac00\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc131\ub2a5 \uac1c\uc120 \ubc29\ubc95\uc73c\ub85c\ub294 \ud558\uc774\ud37c\ud30c\ub77c\ubbf8\ud130 \uc870\uc815, \ud48b\ubc31 \ud14c\uc2a4\ud2b8 \ubc0f \ud53c\ucc98 \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1\uc774 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
3. \uc790\uc5f0\uc5b4 \ucc98\ub9ac(NLP)\uc640 \ud2b8\ub808\uc774\ub529<\/h2>\n
\ucd5c\uadfc\uc5d0\ub294 \uc790\uc5f0\uc5b4 \ucc98\ub9ac\ub97c \ud1b5\ud55c \uc2dc\uc7a5 \ubd84\uc11d\uc758 \uc911\uc694\uc131\uc774 \ub300\ub450\ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4. NLP\ub294 \ube44\uc815\ud615 \ub370\uc774\ud130\uc778 \ub274\uc2a4 \uae30\uc0ac, \uc18c\uc15c \ubbf8\ub514\uc5b4 \uac8c\uc2dc\ubb3c, \uc7ac\ubb34 \ubcf4\uace0\uc11c \ub4f1\uc758 \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130\ub97c \ubd84\uc11d\ud558\uc5ec \ud22c\uc790 \uacb0\uc815\uc744 \uc9c0\uc6d0\ud569\ub2c8\ub2e4.<\/p>\n
3.1 \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc758 \uae30\ucd08<\/h3>\n
\uc790\uc5f0\uc5b4 \ucc98\ub9ac\ub780 \ucef4\ud4e8\ud130\uac00 \uc778\uac04\uc758 \uc5b8\uc5b4\ub97c \uc774\ud574\ud558\uace0 \ud574\uc11d\ud558\ub294 \uae30\uc220\ub85c, \uc5ec\ub7ec \uc791\uc5c5\ub4e4\uc744 \ud3ec\ud568\ud569\ub2c8\ub2e4. \ud14d\uc2a4\ud2b8 \ubd84\ub958, \uac10\uc815 \ubd84\uc11d, \uc8fc\uc81c \ubaa8\ub378\ub9c1 \ub4f1\uc774 \uadf8 \uc608\uc785\ub2c8\ub2e4.<\/p>\n
3.2 \ud2b8\ub808\uc774\ub529\uc744 \uc704\ud55c \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130 \uc218\uc9d1<\/h3>\n
\ub274\uc2a4, \ube14\ub85c\uadf8, \uc18c\uc15c \ubbf8\ub514\uc5b4 \ub4f1 \ub2e4\uc591\ud55c \uc18c\uc2a4\uc5d0\uc11c \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130\ub97c \uc218\uc9d1\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc6f9 \uc2a4\ud06c\ub798\ud551 \ud234(Scrapy, BeautifulSoup \ub4f1)\uc744 \uc0ac\uc6a9\ud558\uc5ec \uc2e4\uc2dc\uac04\uc73c\ub85c \ub370\uc774\ud130\ub97c \uc218\uc9d1\ud558\uace0 \uc800\uc7a5\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
3.3 \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130 \uc804\ucc98\ub9ac<\/h3>\n
\uc218\uc9d1\ub41c \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130\ub294 \uc77c\ubc18\uc801\uc73c\ub85c \ub2e4\uc74c\uacfc \uac19\uc740 \uc804\ucc98\ub9ac \uacfc\uc815\uc744 \uac70\uce69\ub2c8\ub2e4:<\/p>\n
\n
\ud1a0\ud070\ud654(Tokenization):<\/strong> \ubb38\uc7a5\uc744 \ub2e8\uc5b4\uc640 \uac19\uc740 \uac1c\ubcc4 \ub2e8\uc704\ub85c \ubd84\ud560\ud558\ub294 \uacfc\uc815\uc785\ub2c8\ub2e4.<\/li>\n
\ubd88\uc6a9\uc5b4 \uc81c\uac70(Stop-word Removal):<\/strong> \uc758\ubbf8\uac00 \uc5c6\ub294 \uc77c\ubc18\uc801\uc778 \ub2e8\uc5b4\ub97c \uc81c\uac70\ud558\uc5ec \ubd84\uc11d\uc758 \ud6a8\uc728\uc131\uc744 \ub192\uc785\ub2c8\ub2e4.<\/li>\n
\uc5b4\uac04 \ucd94\ucd9c(Stemming) \ubc0f \ud45c\uc81c\uc5b4 \ucd94\ucd9c(Lemmatization):<\/strong> \ub2e8\uc5b4\uc758 \ubcc0\ud615\uc744 \uae30\ubcf8\ud615\uc73c\ub85c \ubcc0\ud658\ud558\uc5ec \ubaa8\ub378\uc758 \ud559\uc2b5\uc744 \uc6a9\uc774\ud558\uac8c \ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n
3.4 \uac10\uc815 \ubd84\uc11d(Sentiment Analysis)<\/h3>\n
\uac10\uc815 \ubd84\uc11d\uc740 \ud14d\uc2a4\ud2b8\uc758 \uae0d\uc815, \ubd80\uc815, \uc911\ub9bd \uc744 \ubd84\ub958\ud558\ub294 \uae30\uc220\uc785\ub2c8\ub2e4. \ud22c\uc790\uc790\ub4e4\uc740 \uae0d\uc815\uc801\uc778 \uc18c\uc2dd\uc774 \uc8fc\uac00\uc5d0 \uae0d\uc815\uc801\uc778 \uc601\ud5a5\uc744 \ubbf8\uce58\ub294 \uacbd\ud5a5\uc774 \uc788\ub2e4\ub294 \uc0ac\uc2e4\uc744 \uc54c\uae30 \ub54c\ubb38\uc5d0, \uc2e4\uc2dc\uac04\uc73c\ub85c \ub274\uc2a4 \uae30\uc0ac\uc758 \uac10\uc815\uc744 \ubd84\uc11d\ud558\uc5ec \ub9e4\ub9e4 \uc804\ub7b5\uc744 \uc218\ub9bd\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
3.5 \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130\uc640 \uba38\uc2e0\ub7ec\ub2dd \uacb0\ud569<\/h3>\n
\uc790\uc5f0\uc5b4 \ucc98\ub9ac \uacb0\uacfc\ub97c \uc8fc\uac00 \uc608\uce21 \ubaa8\ub378\uc5d0 \ud1b5\ud569\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130\uc5d0\uc11c \ud30c\uc0dd\ub41c \ud2b9\uc9d5\uc744 \ubaa8\ub378\uc5d0 \ucd94\uac00\ud558\uc5ec \uc608\uce21\uc758 \uc815\ud655\ub3c4\ub97c \uc99d\uac00\uc2dc\ud0ac \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \ub274\uc2a4 \uae30\uc0ac \uac10\uc815 \uc810\uc218\ub97c \uc0c8\ub85c\uc6b4 \ud53c\ucc98\ub85c \ucd94\uac00\ud558\uc5ec \uc8fc\uac00 \uc608\uce21 \ubaa8\ub378\uc5d0 \uc801\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
4. \uacb0\ub860<\/h2>\n
\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uae30\uc220\uc758 \ubc1c\uc804\uc73c\ub85c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uc811\uadfc\uc131\uacfc \ud6a8\uc728\uc131\uc774 \uadf9\ub300\ud654\ub418\uc5c8\uc2b5\ub2c8\ub2e4. \uc790\uc5f0\uc5b4 \ucc98\ub9ac\ub97c \ud1b5\ud574 \ub2e4\uc591\ud55c \ub370\uc774\ud130\ub97c \ubd84\uc11d\ud558\uc5ec \uc8fc\uc2dd \uc2dc\uc7a5\uc758 \ubcc0\ud654\uc5d0 \ubbfc\ucca9\ud558\uac8c \ub300\uc751\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \ubaa8\ub4e0 \uacfc\uc815\uc740 \ub370\uc774\ud130\ub97c \uc218\uc9d1\ud558\uace0 \ubd84\uc11d\ud558\ub294 \uae30\uc220\ubfd0\ub9cc \uc544\ub2c8\ub77c, \uc774\ub97c \ubc14\ud0d5\uc73c\ub85c \ud55c \ud22c\uc790 \uc804\ub7b5\uc744 \uad6c\uc0c1\ud558\ub294 \ub2a5\ub825\uc5d0 \uc758\uc874\ud569\ub2c8\ub2e4. \ud2b8\ub808\uc774\ub529\uc5d0 \ub300\ud55c \uc62c\ubc14\ub978 \uc774\ud574\uc640 \ubd84\uc11d\uc801 \uc811\uadfc\uc774 \ub4b7\ubc1b\uce68\ub41c\ub2e4\uba74, \ub354\uc6b1 \uc131\uacf5\uc801\uc778 \ud22c\uc790 \uacb0\uacfc\ub97c \uae30\ub300\ud560 \uc218 \uc788\uc744 \uac83\uc785\ub2c8\ub2e4.<\/p>\n
\ubcf8 \uac15\uc88c\uc5d0\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \ubc29\ubc95\ub860, \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130\uc758 \ud65c\uc6a9, \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uc804\ubc18\uc801\uc778 \ud750\ub984\uc744 \uc124\uba85\ud558\uc600\uc2b5\ub2c8\ub2e4. \uc5ec\ub7ec\ubd84\uc758 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529 \uc804\ub7b5\uc774 \ud55c\uce35 \ud5a5\uc0c1\ub418\uae30\ub97c \ubc14\ub78d\ub2c8\ub2e4.<\/p>\n
<\/body><\/p>\n","protected":false},"excerpt":{"rendered":"
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