2023\ub144, \ucd5c\ucca8\ub2e8 \uae30\uc220\uc744 \ud1b5\ud574 \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c\ub294 \uc810\uc810 \ub354 \ub9ce\uc740 \uac70\ub798\uc790\ub4e4\uc774 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc744 \ucc44\ud0dd\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ud2b9\ud788, \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud55c \uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c\uc740 \uae30\uc874\uc758 \uaddc\uce59 \uae30\ubc18 \uc2dc\uc2a4\ud15c\uc5d0 \ube44\ud574 \ub354 \ub192\uc740 \uc131\ub2a5\uacfc \uc720\uc5f0\uc131\uc744 \uc790\ub791\ud569\ub2c8\ub2e4. \ubcf8 \uae00\uc5d0\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud55c \ud2b8\ub808\uc774\ub529 \uc804\ub7b5, \uadf8\ub9ac\uace0 \uc804\uc774 \ud559\uc2b5\uc744 \ud1b5\ud574 \uc801\uc740 \ub370\uc774\ud130\ub85c\ub3c4 \ud6a8\uacfc\uc801\uc778 \ubaa8\ub378\uc744 \uad6c\ucd95\ud558\ub294 \ubc29\ubc95\uc5d0 \ub300\ud574 \uc790\uc138\ud788 \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n<\/header>\n \uba38\uc2e0\ub7ec\ub2dd\uc740 \ucef4\ud4e8\ud130\uac00 \uba85\uc2dc\uc801\uc778 \ud504\ub85c\uadf8\ub798\ubc0d \uc5c6\uc774\ub3c4 \ud559\uc2b5\uc744 \ud1b5\ud574 \uc131\ub2a5\uc744 \uac1c\uc120\ud560 \uc218 \uc788\ub3c4\ub85d \ud558\ub294 \uc54c\uace0\ub9ac\uc998\uc758 \uc9d1\ud569\uc785\ub2c8\ub2e4. \ub525\ub7ec\ub2dd\uc740 \uba38\uc2e0\ub7ec\ub2dd\uc758 \ud55c \ubd84\uc57c\ub85c, \uc778\uacf5\uc2e0\uacbd\ub9dd\uc744 \uc0ac\uc6a9\ud558\uc5ec \ub370\uc774\ud130\ub97c \ubaa8\ub378\ub9c1\ud558\ub294 \ubc29\ubc95\ub860\uc785\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uae30\uc220\uc740 \ub370\uc774\ud130\ub85c\ubd80\ud130 \ud328\ud134\uc744 \ud559\uc2b5\ud558\uace0 \uc608\uce21\ud558\ub294 \ub370 \ub9e4\uc6b0 \uac15\ub825\ud55c \ub3c4\uad6c\uac00 \ub429\ub2c8\ub2e4.<\/p>\n \ud2b8\ub808\uc774\ub529\uc5d0\uc11c \uba38\uc2e0\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998\uc740 \uacfc\uac70\uc758 \uac00\uaca9 \ub370\uc774\ud130, \uac70\ub798\ub7c9, \uc2ec\uc9c0\uc5b4 \ub274\uc2a4 \ub4f1\uc758 \ube44\uc815\ud615 \ub370\uc774\ud130\ub85c\ubd80\ud130 \uc720\uc6a9\ud55c \uc815\ubcf4\ub97c \ucd94\ucd9c\ud558\uc5ec \uc608\uce21 \ubaa8\ub378\uc744 \uad6c\ucd95\ud569\ub2c8\ub2e4. \ub525\ub7ec\ub2dd\uc740 \ub354\uc6b1 \ubcf5\uc7a1\ud55c \ud328\ud134\uc744 \ud559\uc2b5\ud560 \uc218 \uc788\uc9c0\ub9cc, \ub370\uc774\ud130\uc640 \uacc4\uc0b0 \uc790\uc6d0\uc774 \ub9ce\uc774 \ud544\uc694\ud558\ub2e4\ub294 \ub2e8\uc810\uc774 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<\/section>\n \ud2b8\ub808\uc774\ub529\uc5d0\uc11c \uc0ac\uc6a9\ud560 \ub370\uc774\ud130\ub97c \uc218\uc9d1\ud560 \ub54c\ub294 \uac00\uaca9 \ub370\uc774\ud130, \uac70\ub798\ub7c9, \uae30\uc220 \uc9c0\ud45c, \uacbd\uc81c \uc9c0\ud45c \ub4f1 \ub2e4\uc591\ud55c \uc885\ub958\uc758 \ub370\uc774\ud130\ub97c \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7f0 \ub370\uc774\ud130\ub294 \uc6f9 \uc2a4\ud06c\ub798\ud551, API, CSV \ud30c\uc77c \ub4f1\uc758 \ubc29\ubc95\uc73c\ub85c \uc218\uc9d1\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub370\uc774\ud130 \uc218\uc9d1 \ud6c4\uc5d0\ub294 \ub370\uc774\ud130 \ud074\ub9ac\ub2dd, \uacb0\uce21\uce58 \ucc98\ub9ac, \uc815\uaddc\ud654 \ub4f1\uc758 \uc804\ucc98\ub9ac \uacfc\uc815\uc744 \uc218\ud589\ud574\uc57c \ud569\ub2c8\ub2e4.<\/p>\n \ud2b9\uc9d5 \uacf5\ud559\uc740 \uba38\uc2e0\ub7ec\ub2dd \ubaa8\ub378\uc758 \uc131\ub2a5\uc744 \uadf9\ub300\ud654\ud558\uae30 \uc704\ud55c \uc911\uc694\ud55c \ub2e8\uacc4\uc785\ub2c8\ub2e4. \uacfc\uac70 \ub370\uc774\ud130\ub85c\ubd80\ud130 \ub3c4\ucd9c\ub41c \ub2e4\uc591\ud55c \ud2b9\uc131(\uc608: \uc774\ub3d9 \ud3c9\uade0, \uc0c1\ub300 \uac15\ub3c4 \uc9c0\uc218 \ub4f1)\uc744 \uc0dd\uc131\ud558\ub294 \uacfc\uc815\uc774\uba70, \uc774\ub294 \ubaa8\ub378\uc774 \ud559\uc2b5\ud558\ub294 \ub370 \uc911\uc694\ud55c \uc5ed\ud560\uc744 \ud569\ub2c8\ub2e4. \ub370\uc774\ud130\uc5d0\uc11c \uc911\uc694\ud55c \ud2b9\uc131\uc744 \ucd94\ucd9c\ud558\uace0 \uc0dd\uc131\ud568\uc73c\ub85c\uc368 \ub354 \uc815\ud655\ud558\uace0 \ub85c\ubc84\uc2a4\ud2b8\ud55c \uc608\uce21 \ubaa8\ub378\uc744 \ub9cc\ub4e4 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n \uba38\uc2e0\ub7ec\ub2dd\uc5d0\uc11c \uc0ac\uc6a9\ub418\ub294 \ubaa8\ub378\uc5d0\ub294 \ud68c\uadc0\ubd84\uc11d, \uc758\uc0ac\uacb0\uc815\ub098\ubb34, \ub79c\ub364 \ud3ec\ub808\uc2a4\ud2b8, \uc11c\ud3ec\ud2b8 \ubca1\ud130 \uba38\uc2e0(SVM), \uc778\uacf5\uc2e0\uacbd\ub9dd \ub4f1\uc774 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub4e4 \ubaa8\ub378\uc740 \uac01\uae30 \ub2e4\ub978 \ud2b9\uc131\uacfc \uac15\uc810\uc744 \uac00\uc9c0\uace0 \uc788\uc73c\uba70, \uc8fc\uc5b4\uc9c4 \ub370\uc774\ud130\uc5d0 \uc801\uc808\ud55c \ubaa8\ub378\uc744 \uc120\ud0dd\ud558\ub294 \uac83\uc774 \uc911\uc694\ud569\ub2c8\ub2e4. \ub525\ub7ec\ub2dd\uc758 \uacbd\uc6b0, LSTM(Long Short-Term Memory) \ub124\ud2b8\uc6cc\ud06c\uc640 \uac19\uc740 \uc21c\ud658 \uc2e0\uacbd\ub9dd(RNN)\uc774 \uc2dc\uacc4\uc5f4 \ub370\uc774\ud130 \uc608\uce21\uc5d0 \uc790\uc8fc \uc0ac\uc6a9\ub429\ub2c8\ub2e4.<\/p>\n \ubaa8\ub378\uc758 \uc131\ub2a5\uc744 \ud3c9\uac00\ud558\uae30 \uc704\ud574\uc11c\ub294 \uc815\ud655\ub3c4, \uc815\ubc00\ub3c4, \uc7ac\ud604\uc728, F1 \uc810\uc218 \ub4f1 \ub2e4\uc591\ud55c \ud3c9\uac00 \uc9c0\ud45c\ub97c \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub610\ud55c, \uacfc\uc801\ud569 \ubb38\uc81c\ub97c \ubc29\uc9c0\ud558\uae30 \uc704\ud574 \uad50\ucc28 \uac80\uc99d\uc744 \uc218\ud589\ud558\uace0, \ud558\uc774\ud37c\ud30c\ub77c\ubbf8\ud130 \ud29c\ub2dd\uc744 \ud1b5\ud574 \ubaa8\ub378\uc758 \uc131\ub2a5\uc744 \uadf9\ub300\ud654\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<\/section>\n \uc804\uc774 \ud559\uc2b5\uc740 \uc774\ubbf8 \ud559\uc2b5\ub41c \ubaa8\ub378\uc744 \uc0c8\ub85c\uc6b4 \ubb38\uc81c\uc5d0 \uc801\uc6a9\ud558\ub294 \uba38\uc2e0\ub7ec\ub2dd \uae30\ubc95\uc785\ub2c8\ub2e4. \uc774 \ubc29\ubc95\uc740 \uc801\uc740 \ub370\uc774\ud130\ub85c\ub3c4 \ud6a8\uacfc\uc801\uc778 \ubaa8\ub378\uc744 \ub9cc\ub4e4 \uc218 \uc788\ub294 \uc7a5\uc810\uc744 \uac00\uc9c0\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ud2b8\ub808\uc774\ub529\uc5d0\uc11c \ub370\uc774\ud130 \uc591\uc774 \uc81c\ud55c\uc801\uc77c \ub54c, \uc804\uc774 \ud559\uc2b5\uc744 \ud1b5\ud574 \uae30\uc874\uc5d0 \ud559\uc2b5\ub41c \ub525\ub7ec\ub2dd \ubaa8\ub378\uc758 \uac00\uc911\uce58\ub97c \ud65c\uc6a9\ud558\uc5ec \uc0c8\ub85c\uc6b4 \ubaa8\ub378\uc744 \ube60\ub974\uac8c \uad6c\ucd95\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n \uc804\uc774 \ud559\uc2b5\uc744 \uc0ac\uc6a9\ud558\uba74 \ub370\uc774\ud130\uac00 \ubd80\uc871\ud55c \ud658\uacbd\uc5d0\uc11c\ub3c4 \ub354 \ub098\uc740 \ubaa8\ub378 \uc131\ub2a5\uc744 \ubc1c\ud718\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub610\ud55c, \ud559\uc2b5 \uc2dc\uac04\uc774 \ub2e8\ucd95\ub418\uc5b4 \ube60\ub978 \ud504\ub85c\ud1a0\ud0c0\uc785 \uc81c\uc791\uc774 \uac00\ub2a5\ud569\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ud2b9\uc131\uc73c\ub85c \uc778\ud574 \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c\ub3c4 \uc804\uc774 \ud559\uc2b5\uc774 \uc8fc\ubaa9\ubc1b\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<\/section>\n \ud000\ud2b8 \ud2b8\ub808\uc774\ub529\uc5d0\uc11c \uc804\uc774 \ud559\uc2b5\uc744 \ud65c\uc6a9\ud558\uba74, \ub2e4\uc591\ud55c \uace0\uae09 \ubaa8\ub378\uc744 \uad6c\ucd95\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \uc774\ubbf8\uc9c0 \uc778\uc2dd \ubaa8\ub378\uc744 \uae08\uc735 \ucc28\ud2b8 \ubd84\uc11d\uc5d0 \ud65c\uc6a9\ud558\uac70\ub098, NLP \ubaa8\ub378\uc744 \ud1b5\ud574 \ub274\uc2a4\uc5d0\uc11c \uac00\uce58\ub97c \ubd84\uc11d\ud558\ub294 \ub4f1 \ub2e4\uc591\ud55c \ubc29\uc2dd\uc73c\ub85c \ud65c\uc6a9\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n \uc608\ub97c \ub4e4\uc5b4, \uc8fc\uc2dd \uac00\uaca9 \uc608\uce21 \ubb38\uc81c\uc5d0 \uc774\ubbf8\uc9c0 \uc778\uc2dd \ubaa8\ub378\uc744 \ud65c\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uacfc\uac70 \uc8fc\uac00\ub294 \ucc28\ud2b8 \ud615\ud0dc\ub85c \ud45c\ud604\ub420 \uc218 \uc788\uc73c\uba70, \uc774\ub97c \uc774\ubbf8\uc9c0\ub85c \ubcc0\ud658\ud558\uc5ec CNN(Convolutional Neural Network) \ubaa8\ub378\uc5d0 \uc785\ub825\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uae30\uc874\uc5d0 \ub2e4\uc591\ud55c \uc774\ubbf8\uc9c0 \uc778\uc2dd \ub370\uc774\ud130\uc5d0 \ud559\uc2b5\ub41c \ubaa8\ub378\uc744 \uc804\uc774 \ud559\uc2b5\uc744 \ud1b5\ud574 \ud65c\uc6a9\ud558\uba74, \uc801\uc740 \ub370\uc774\ud130\ub85c\ub3c4 \ub192\uc740 \uc131\ub2a5\uc744 \uc5bb\uc744 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n \uc790\uc5f0\uc5b4 \ucc98\ub9ac(NLP) \ubd84\uc57c\uc5d0\uc11c \uc0ac\uc804 \ud6c8\ub828\ub41c \ubaa8\ub378(BERT, GPT \ub4f1)\uc744 \ud65c\uc6a9\ud558\uc5ec \uae08\uc735 \ub274\uc2a4\uc758 \uac10\uc131\uc744 \ubd84\uc11d\ud558\uace0 \uc8fc\uc2dd \uac00\uaca9\uc5d0 \ubbf8\uce58\ub294 \uc601\ud5a5\uc744 \uc608\uce21\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc804\uc774 \ud559\uc2b5\uc744 \ud1b5\ud574 \uc774 \ubaa8\ub378\uc744 \uae08\uc735 \uad00\ub828 \ub370\uc774\ud130\ub85c \ud30c\uc778\ud29c\ub2dd\ud558\uba74, \ub354\uc6b1 \uc815\ud655\ud558\uace0 \uc2e0\ub8b0\ud560 \uc218 \uc788\ub294 \uc608\uce21 \ubaa8\ub378\uc744 \uad6c\ucd95\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<\/section>\n \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uae30\ubc18\uc758 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc740 \ubbf8\ub798\uc758 \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c \uacc4\uc18d\ud574\uc11c \uc911\uc694\ud574\uc9c8 \uac83\uc785\ub2c8\ub2e4. \ud2b9\ud788, \uc804\uc774 \ud559\uc2b5 \uae30\ubc95\uc744 \ud1b5\ud574 \uc801\uc740 \ub370\uc774\ud130\ub85c\ub3c4 \uac15\ub825\ud55c \uc608\uce21 \ubaa8\ub378\uc744 \uad6c\ucd95\ud560 \uc218 \uc788\ub294 \uac00\ub2a5\uc131\uc744 \ud655\uc778\ud588\uc2b5\ub2c8\ub2e4. \uc55e\uc73c\ub85c \ud22c\uc790\uc790\ub4e4\uc740 \uc774\ub7ec\ud55c \uae30\uc220\uc744 \ud1b5\ud574 \ub354 \ub098\uc740 \ud22c\uc790 \uacb0\uc815\uc744 \ub0b4\ub9b4 \uc218 \uc788\uc744 \uac83\uc785\ub2c8\ub2e4. \ube44\uc6a9 \ud6a8\uc728\uc801\uc73c\ub85c \ub370\uc774\ud130\ub97c \ud65c\uc6a9\ud558\uace0, \ub354\uc6b1 \uc2e0\ub8b0\ud560 \uc218 \uc788\ub294 \ubaa8\ub378\uc744 \uccb4\uacc4\uc801\uc73c\ub85c \uad6c\ucd95\ud558\ub294 \uac83\uc740 \uacfc\uac70\uc758 \ud22c\uc790 \ubc29\uc2dd\uacfc\ub294 \ud604\uc800\ud788 \ub2e4\ub978 \uacbd\uc7c1\ub825\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/p>\n \uc774\uc81c \ub354 \ub9ce\uc740 \ub370\uc774\ud130\uac00 \ud56d\uc0c1 \ub354 \ub098\uc740 \uacb0\uacfc\ub97c \uc758\ubbf8\ud558\uc9c0 \uc54a\uc74c\uc744 \uc774\ud574\ud558\uace0, \uc804\uc774 \ud559\uc2b5\uc744 \ud3ec\ud568\ud55c \ub2e4\uc591\ud55c \uae30\ubc95\ub4e4\uc744 \ud65c\uc6a9\ud558\uc5ec \ubcf4\ub2e4 \ud6a8\uc728\uc801\uc778 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc744 \uad6c\ud604\ud574 \ub098\uac00\uae38 \ubc14\ub78d\ub2c8\ub2e4.<\/p>\n<\/section>\n1. \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc758 \uac1c\ub150<\/h2>\n
2. \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud55c \ud2b8\ub808\uc774\ub529<\/h2>\n
2.1 \ub370\uc774\ud130 \uc218\uc9d1\uacfc \uc804\ucc98\ub9ac<\/h3>\n
2.2 \ud2b9\uc9d5 \uacf5\ud559(Feature Engineering)<\/h3>\n
2.3 \ubaa8\ub378 \uc120\ud0dd\uacfc \ud559\uc2b5<\/h3>\n
2.4 \ubaa8\ub378 \ud3c9\uac00 \ubc0f \ud29c\ub2dd<\/h3>\n
3. \uc804\uc774 \ud559\uc2b5(Transfer Learning)<\/h2>\n
3.1 \uc804\uc774 \ud559\uc2b5\uc758 \ub2e8\uacc4<\/h3>\n
\n
3.2 \uc804\uc774 \ud559\uc2b5\uc758 \uc7a5\uc810<\/h3>\n
4. \ud000\ud2b8 \ud2b8\ub808\uc774\ub529\uc5d0\uc11c\uc758 \uc804\uc774 \ud559\uc2b5 \ud65c\uc6a9 \uc0ac\ub840<\/h2>\n
4.1 \uc0ac\ub840 \uc5f0\uad6c: \uc8fc\uc2dd \uac00\uaca9 \uc608\uce21<\/h3>\n
4.2 \uc0ac\ub840 \uc5f0\uad6c: \ub274\uc2a4 \uae30\uc0ac \ubd84\uc11d<\/h3>\n
5. \uacb0\ub860<\/h2>\n