\uc5b8\uc5b4\uc758 \ubcc0\ub3d9\uc131, \ucca0\uc790 \uc624\ub958, \uc0c8\ub85c\uc6b4 \ub2e8\uc5b4 \ud615\ud0dc\uc5d0 \ub300\ud574 \ub354 \uc798 \ub300\uc751\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n3. \ubb38\uc790 \uc784\ubca0\ub529\uc744 \uc704\ud55c \ub525 \ub7ec\ub2dd \uae30\ubc95<\/h2>\n
\ubb38\uc790 \uc784\ubca0\ub529\uc744 \uad6c\ud604\ud558\uae30 \uc704\ud574 \uc0ac\uc6a9\ub418\ub294 \ub2e4\uc591\ud55c \ub525 \ub7ec\ub2dd \uae30\uc220\uc774 \uc788\uc2b5\ub2c8\ub2e4. \uc5ec\uae30\uc11c\ub294 \uba87 \uac00\uc9c0 \uc8fc\uc694 \ubaa8\ub378\uc744 \uc18c\uac1c\ud558\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n
3.1 CNN(Convolutional Neural Networks)<\/h3>\n
CNN\uc740 \uc8fc\ub85c \uc774\ubbf8\uc9c0 \ucc98\ub9ac\uc5d0 \uc0ac\uc6a9\ub418\uc9c0\ub9cc, \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130\uc5d0\uc11c\ub3c4 \ub9e4\uc6b0 \ud6a8\uacfc\uc801\uc785\ub2c8\ub2e4. \uce90\ub9ad\ud130 \uc218\uc900\uc758 CNN \ubaa8\ub378\uc744 \uc124\uacc4\ud558\uc5ec \uac01 \ubb38\uc790\uc758 \uc9c0\uc5ed\uc801 \ud328\ud134\uc744 \ud559\uc2b5\ud569\ub2c8\ub2e4. CNN\uc740 \ubb38\uc790\ub97c \uc785\ub825\uc73c\ub85c \ubc1b\uace0, \ud569\uc131\uacf1 \uce35(conv layer)\uc744 \ud1b5\ud574 \ubb38\uc790\uac00 \ub098\ud0c0\ub0b4\ub294 \ud2b9\uc131\uc744 \ucd94\ucd9c\ud569\ub2c8\ub2e4.<\/p>\n
3.2 RNN(Recurrent Neural Networks)<\/h3>\n
RNN\uc740 \uc2dc\ud000\uc2a4 \ub370\uc774\ud130\ub97c \ucc98\ub9ac\ud558\ub294 \ub370 \ub9e4\uc6b0 \uc801\ud569\ud55c \ubaa8\ub378\ub85c, \ubb38\uc790\uc758 \uc21c\uc11c\ub97c \uace0\ub824\ud560 \uc218 \uc788\ub294 \uc7a5\uc810\uc774 \uc788\uc2b5\ub2c8\ub2e4. \ud2b9\ud788 LSTM(Long Short-Term Memory) \ub124\ud2b8\uc6cc\ud06c\ub294 \uae34 \ubb38\ub9e5\uc744 \uae30\uc5b5\ud560 \uc218 \uc788\ub294 \ub2a5\ub825\uc774 \uc788\uc5b4 \ubb38\uc790 \uc784\ubca0\ub529\uc5d0 \ud6a8\uacfc\uc801\uc785\ub2c8\ub2e4.<\/p>\n
3.3 Transformer \ubaa8\ub378<\/h3>\n
Transformer \uad6c\uc870\ub294 attention \uba54\ucee4\ub2c8\uc998\uc744 \uc0ac\uc6a9\ud558\uc5ec \uc785\ub825 \uc2dc\ud000\uc2a4\uc758 \ubaa8\ub4e0 \ubb38\uc790\uc5d0 \ub300\ud55c \uad00\uacc4\ub97c \ub3d9\uc2dc\uc5d0 \uace0\ub824\ud560 \uc218 \uc788\ub294 \uc7a5\uc810\uc774 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub85c \uc778\ud574 \ub9e4\uc6b0 \ub300\uaddc\ubaa8\uc758 \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130\uc5d0\uc11c \ud6a8\uacfc\uc801\uc778 \ud45c\ud604\uc744 \ud559\uc2b5\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
4. \ubb38\uc790 \uc784\ubca0\ub529\uc758 \uad6c\ud604<\/h2>\n
\uc2e4\uc81c \ubb38\uc790 \uc784\ubca0\ub529\uc744 \uad6c\ud604\ud558\uae30 \uc704\ud55c \ub2e8\uacc4\ub294 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4.<\/p>\n
4.1 \ub370\uc774\ud130 \uc218\uc9d1<\/h3>\n
\uba3c\uc800, \ubb38\uc790 \uc784\ubca0\ub529\uc744 \ud559\uc2b5\ud558\uae30 \uc704\ud55c \ucda9\ubd84\ud55c \ub370\uc774\ud130\uc14b\uc744 \uc218\uc9d1\ud574\uc57c \ud569\ub2c8\ub2e4. \uc77c\ubc18\uc801\uc73c\ub85c \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130\ub294 \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc758 \uac00\uc7a5 \uae30\ubcf8\uc774 \ub418\ub294 \uc694\uc18c\uc785\ub2c8\ub2e4.<\/p>\n
4.2 \ub370\uc774\ud130 \uc804\ucc98\ub9ac<\/h3>\n
\uc218\uc9d1\ub41c \ub370\uc774\ud130\uc5d0 \ub300\ud574 \uc804\ucc98\ub9ac\ub97c \uc218\ud589\ud574\uc57c \ud569\ub2c8\ub2e4. \uc5ec\uae30\uc5d0\ub294 \ud1a0\ud070\ud654(tokenization), \uc815\uaddc\ud654(normalization), \ubd88\uc6a9\uc5b4 \uc81c\uac70 \ub4f1\uc774 \ud3ec\ud568\ub429\ub2c8\ub2e4. \ubb38\uc790 \uc784\ubca0\ub529\uc758 \uacbd\uc6b0, \uac01 \ubb38\uc790\ub97c \uc778\uc2dd\ud560 \uc218 \uc788\ub3c4\ub85d \ubb38\uc7a5\uc744 \ubb38\uc790 \ub2e8\uc704\ub85c \ub098\ub204\uc5b4\uc57c \ud569\ub2c8\ub2e4.<\/p>\n
4.3 \ubaa8\ub378 \uc124\uacc4<\/h3>\n
\ubaa8\ub378\uc744 \uc124\uacc4\ud558\ub294 \ub2e8\uacc4\uc5d0\uc11c\ub294 CNN, RNN \ub610\ub294 Transformer\uc640 \uac19\uc740 \uc801\uc808\ud55c \uc544\ud0a4\ud14d\ucc98\ub97c \uc120\ud0dd\ud574\uc57c \ud569\ub2c8\ub2e4. \uc774 \ub2e8\uacc4\uc5d0\uc11c \uc784\ubca0\ub529 \ucc28\uc6d0 \uc218, \ub808\uc774\uc5b4 \uc218, \ub178\ub4dc \uc218 \ub4f1\uc744 \uacb0\uc815\ud558\uac8c \ub429\ub2c8\ub2e4.<\/p>\n
4.4 \ubaa8\ub378 \ud559\uc2b5<\/h3>\n
\uc124\uacc4\ud55c \ubaa8\ub378\uc744 \uc900\ube44\ub41c \ub370\uc774\ud130\ub85c \ud559\uc2b5\ud569\ub2c8\ub2e4. \uc774 \uacfc\uc815\uc5d0\uc11c \uc190\uc2e4 \ud568\uc218(loss function)\ub97c \uc120\ud0dd\ud558\uace0, optimizer\ub97c \uc124\uc815\ud558\uc5ec \ubaa8\ub378\uc758 \ub2e4\uc591\ud55c \ud30c\ub77c\ubbf8\ud130\ub97c \uc870\uc808\ud558\uac8c \ub429\ub2c8\ub2e4.<\/p>\n
4.5 \ubaa8\ub378 \ud3c9\uac00<\/h3>\n
\ubaa8\ub378\uc774 \ud559\uc2b5\ub41c \ud6c4\uc5d0\ub294 \uc0c8\ub85c\uc6b4 \ub370\uc774\ud130\uc5d0 \ub300\ud574 \uc131\ub2a5\uc744 \ud3c9\uac00\ud574\uc57c \ud569\ub2c8\ub2e4. \uc774\ub97c \uc704\ud574 \uc815\ubc00\ub3c4, \uc7ac\ud604\uc728, F1-score\uc640 \uac19\uc740 \ub2e4\uc591\ud55c \uc9c0\ud45c\ub97c \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
5. \uc751\uc6a9 \ubd84\uc57c<\/h2>\n
\ubb38\uc790 \uc784\ubca0\ub529\uc740 \ub2e4\uc591\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac \ud0dc\uc2a4\ud06c\uc5d0 \uc0ac\uc6a9\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uba87 \uac00\uc9c0 \uc608\uc2dc\ub294 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4.<\/p>\n
5.1 \uac10\uc815 \ubd84\uc11d<\/h3>\n
\ubb38\uc790 \uc784\ubca0\ub529\uc744 \uc0ac\uc6a9\ud558\uc5ec \ub9ac\ubdf0\ub098 \uc18c\uc15c \ubbf8\ub514\uc5b4 \uac8c\uc2dc\ubb3c\uc5d0\uc11c \uac10\uc815\uc744 \ubd84\ub958\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ubaa8\ub378\uc774 \uac10\uc815\uc744 \ud559\uc2b5\ud558\uc5ec \uae0d\uc815\uc801, \ubd80\uc815\uc801, \uc911\ub9bd\uc801 \ud0dc\uadf8\ub97c \ub9e4\uae38 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
5.2 \uae30\uacc4 \ubc88\uc5ed<\/h3>\n
\ubb38\uc790 \uc784\ubca0\ub529\uc740 \uae30\uacc4 \ubc88\uc5ed \uc2dc\uc2a4\ud15c\uc5d0 \uc801\uc6a9\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc11c\ub85c \ub2e4\ub978 \uc5b8\uc5b4 \uac04\uc758 \ubb38\uc790 \uc218\uc900\uc758 \ub9e4\ud551\uc744 \ud1b5\ud574 \ubc88\uc5ed\uc758 \uc9c8\uc744 \ud5a5\uc0c1\uc2dc\ud0ac \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
5.3 OCR(Optical Character Recognition)<\/h3>\n
\ubb38\uc790 \uc784\ubca0\ub529\uc744 \ud65c\uc6a9\ud574 OCR \uc2dc\uc2a4\ud15c\uc758 \uc131\ub2a5\uc744 \uac1c\uc120\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ud2b9\ud788 \uc190\uae00\uc528 \uc778\uc2dd \ub4f1\uc758 \ubcf5\uc7a1\ud55c \ubb38\uc81c\ub97c \ud574\uacb0\ud558\ub294 \ub370 \ud070 \ub3c4\uc6c0\uc774 \ub429\ub2c8\ub2e4.<\/p>\n
6. \uacb0\ub860<\/h2>\n
\uae00\uc758 \uc694\uc9c0\uc5d0\uc11c \uc0b4\ud3b4\ubcf8 \ubc14\uc640 \uac19\uc774, \ubb38\uc790 \uc784\ubca0\ub529\uc740 \ub525 \ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc758 \uc911\uc694\ud55c \uae30\ubc95\uc785\ub2c8\ub2e4. \ub2e4\uc591\ud55c \ubaa8\ub378\uacfc \uae30\uc220\uc744 \ud65c\uc6a9\ud558\uc5ec \ubb38\uc790 \ub2e8\uc704\uc5d0\uc11c\ubd80\ud130 \uc758\ubbf8\ub97c \ucd94\ucd9c\ud560 \uc218 \uc788\ub294 \uac00\ub2a5\uc131\uc744 \ubcf4\uc5ec\uc8fc\uc5c8\uc73c\uba70, \uc2e4\uc81c\ub85c \uc5ec\ub7ec \ubd84\uc57c\uc5d0\uc11c \ud6a8\uacfc\ub97c \ubcf4\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc55e\uc73c\ub85c\ub3c4 \ubb38\uc790 \uc784\ubca0\ub529\uc758 \uc5f0\uad6c\uc640 \ubc1c\uc804\uc774 \uae30\ub300\ub418\ub294 \ubd84\uc57c\uc785\ub2c8\ub2e4.<\/p>\n
7. \ucc38\uace0\ubb38\ud5cc<\/h2>\n
\uc790\uc5f0\uc5b4 \ucc98\ub9ac \ubc0f \ubb38\uc790 \uc784\ubca0\ub529 \uad00\ub828 \uc790\ub8cc\ub294 \uc5ec\ub7ec \uc800\ub110, \ub17c\ubb38, \ucc45\uc5d0\uc11c \ucc3e\uc544\ubcfc \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uad00\ub828 \ucee4\ubba4\ub2c8\ud2f0\uc640 \ud559\uc220\uc9c0\ub97c \ud1b5\ud574 \ucd5c\uc2e0 \ub3d9\ud5a5 \ubc0f \uc5f0\uad6c \uacb0\uacfc\ub97c \ud655\uc778\ud558\ub294 \uac83\uc774 \uc88b\uc2b5\ub2c8\ub2e4.<\/p>\n
<\/body><\/p>\n","protected":false},"excerpt":{"rendered":"
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