\n1. \uc11c\ub860<\/h2>\n
\n \uc790\uc5f0\uc5b4 \ucc98\ub9ac(NLP: Natural Language Processing)\ub294 \ucef4\ud4e8\ud130 \uacfc\ud559\uacfc \uc778\uacf5\uc9c0\ub2a5\uc758 \ud55c \ubd84\uc57c\ub85c, \ucef4\ud4e8\ud130\uac00 \uc778\uac04\uc758 \uc790\uc5f0\uc5b4\ub97c \uc774\ud574\ud558\uace0 \ucc98\ub9ac\ud560 \uc218 \uc788\ub3c4\ub85d \ud558\ub294 \uae30\uc220\uc785\ub2c8\ub2e4. \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc758 \ubc1c\uc804\uc740 \uc8fc\ub85c \ub525 \ub7ec\ub2dd \uae30\uc220\uc758 \ubc1c\uc804\uc5d0 \ud798\uc785\uc5b4 \uc774\ub8e8\uc5b4\uc84c\uc2b5\ub2c8\ub2e4. \ubcf8 \uae00\uc5d0\uc11c\ub294 \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc758 \uc8fc\uc694 \uae30\uc220 \uc911 \ud558\ub098\uc778 \uc6cc\ub4dc \uc784\ubca0\ub529\uc5d0 \ub300\ud574 \uc790\uc138\ud788 \uc0b4\ud3b4\ubcf4\uace0\uc790 \ud569\ub2c8\ub2e4.\n <\/p>\n<\/section>\n\n2. \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc758 \uae30\ucd08<\/h2>\n
\n \uc790\uc5f0\uc5b4 \ucc98\ub9ac\ub97c \uc218\ud589\ud558\uae30 \uc704\ud574\uc11c\ub294 \uba3c\uc800 \uc790\uc5f0\uc5b4\uc758 \ud2b9\uc131\uc744 \uc774\ud574\ud574\uc57c \ud569\ub2c8\ub2e4. \uc778\uac04\uc758 \uc5b8\uc5b4\ub294 \ub2e4\uc758\uc5b4\uc640 \uc911\uc758\uc131\uc774 \ub9ce\uace0, \ub9e5\ub77d\uc5d0 \ub530\ub77c \uc758\ubbf8\uac00 \ub2ec\ub77c\uc9c0\uae30 \ub54c\ubb38\uc5d0 \ucc98\ub9ac\ud558\uae30\uac00 \uc5b4\ub835\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ubb38\uc81c\ub97c \ud574\uacb0\ud558\uae30 \uc704\ud574 \ub2e4\uc591\ud55c \uae30\ubc95\uacfc \ubaa8\ub378\uc774 \uac1c\ubc1c\ub418\uc5c8\uc2b5\ub2c8\ub2e4.\n <\/p>\n
\n NLP\uc758 \uc77c\ubc18\uc801\uc778 \uc791\uc5c5\uc5d0\ub294 \ud14d\uc2a4\ud2b8 \ubd84\ub958, \uac10\uc815 \ubd84\uc11d, \uae30\uacc4 \ubc88\uc5ed, \ub300\ud654 \uc2dc\uc2a4\ud15c \ub4f1\uc774 \ud3ec\ud568\ub429\ub2c8\ub2e4. \uc774 \uacfc\uc815\uc5d0\uc11c \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130\ub97c \uc218\uce58\uc801\uc73c\ub85c \ud45c\ud604\ud558\ub294 \uac83\uc774 \uc911\uc694\ud55c\ub370, \uc774\ub54c \uc0ac\uc6a9\ud558\ub294 \uae30\ubc95\uc774 \ubc14\ub85c \uc6cc\ub4dc \uc784\ubca0\ub529\uc785\ub2c8\ub2e4.\n <\/p>\n<\/section>\n\n3. \uc6cc\ub4dc \uc784\ubca0\ub529\uc774\ub780?<\/h2>\n
\n \uc6cc\ub4dc \uc784\ubca0\ub529\uc740 \ub2e8\uc5b4\ub97c \uace0\ucc28\uc6d0\uc758 \ubca1\ud130 \uacf5\uac04\uc5d0 \ub9e4\ud551\ud558\ub294 \ubc29\ubc95\uc73c\ub85c, \ub2e8\uc5b4 \uac04\uc758 \uc758\ubbf8\uc801 \uc720\uc0ac\uc131\uc744 \ubca1\ud130 \uacf5\uac04\uc758 \uac70\ub9ac\ub85c \ud45c\ud604\ud569\ub2c8\ub2e4. \uc989, \ube44\uc2b7\ud55c \uc758\ubbf8\ub97c \uac00\uc9c4 \ub2e8\uc5b4\ub4e4\uc774 \uac00\uae4c\uc774 \uc704\uce58\ud558\ub3c4\ub85d \ud558\ub294 \uac83\uc785\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ubca1\ud130 \ud45c\ud604\uc740 \uae30\uacc4 \ud559\uc2b5 \ubaa8\ub378\uc5d0 \uc790\uc5f0\uc5b4\ub97c \uc785\ub825\ud560 \uc218 \uc788\uac8c \ud574\uc90d\ub2c8\ub2e4.\n <\/p>\n
\n \ub300\ud45c\uc801\uc778 \uc6cc\ub4dc \uc784\ubca0\ub529 \uae30\ubc95\uc73c\ub85c\ub294 Word2Vec, GloVe, FastText \ub4f1\uc774 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub4e4 \uae30\ubc95\uc740 \uac01\uae30 \ub2e4\ub978 \uc54c\uace0\ub9ac\uc998\uacfc \uad6c\uc870\ub97c \uac00\uc9c0\uace0 \uc788\uc9c0\ub9cc \uae30\ubcf8\uc801\uc73c\ub85c\ub294 \ub2e8\uc5b4\ub4e4\uc758 \uc8fc\ubcc0 \ubb38\ub9e5\uc744 \uc774\uc6a9\ud574 \ub2e8\uc5b4 \ubca1\ud130\ub97c \ud559\uc2b5\ud569\ub2c8\ub2e4.\n <\/p>\n<\/section>\n\n4. Word2Vec: \uae30\ubcf8 \uac1c\ub150\uacfc \uc54c\uace0\ub9ac\uc998<\/h2>\n4.1 Word2Vec\uc758 \uad6c\uc870<\/h3>\n
\n Word2Vec\uc740 Google\uc5d0\uc11c \uac1c\ubc1c\ud55c \uc6cc\ub4dc \uc784\ubca0\ub529 \uae30\ubc95\uc73c\ub85c, \ub450 \uac00\uc9c0 \ubaa8\ub378\uc778 CBOW(Continuous Bag of Words)\uc640 Skip-Gram\uc744 \uc0ac\uc6a9\ud569\ub2c8\ub2e4. CBOW\ub294 \uc8fc\ubcc0 \ub2e8\uc5b4\ub4e4\ub85c\ubd80\ud130 \uc911\uc2ec \ub2e8\uc5b4\ub97c \uc608\uce21\ud558\ub294 \ubc29\uc2dd\uc774\uace0, Skip-Gram\uc740 \uc8fc\uc5b4\uc9c4 \uc911\uc2ec \ub2e8\uc5b4\ub85c \uc8fc\ubcc0 \ub2e8\uc5b4\ub4e4\uc744 \uc608\uce21\ud558\ub294 \ubc29\uc2dd\uc744 \ucde8\ud569\ub2c8\ub2e4.\n <\/p>\n
4.2 CBOW \ubaa8\ub378<\/h3>\n
\n CBOW \ubaa8\ub378\uc740 \uc8fc\uc5b4\uc9c4 \ubb38\uc7a5\uc5d0\uc11c \ud2b9\uc815 \ub2e8\uc5b4\uc758 \uc8fc\ubcc0 \ub2e8\uc5b4\ub4e4\uc744 \uc785\ub825\uc73c\ub85c \ubc1b\uc544 \uadf8 \uc911\uc2ec \ub2e8\uc5b4\ub97c \uc608\uce21\ud569\ub2c8\ub2e4. \uc774 \uacfc\uc815\uc5d0\uc11c \ubaa8\ub378\uc740 \uc785\ub825 \ub2e8\uc5b4\ub4e4\uc758 \uc784\ubca0\ub529 \ubca1\ud130\ub97c \ud3c9\uade0\ub0b4\uc5b4 \uc911\uc2ec \ub2e8\uc5b4\uc5d0 \ub300\ud55c \uc608\uce21\uc744 \uc218\ud589\ud569\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 CBOW\ub294 \ucda9\ubd84\ud55c \uc591\uc758 \ub370\uc774\ud130\ub97c \ud65c\uc6a9\ud558\uc5ec \ub2e8\uc5b4 \uac04\uc758 \uad00\uacc4\ub97c \ud559\uc2b5\ud569\ub2c8\ub2e4.\n <\/p>\n
4.3 Skip-Gram \ubaa8\ub378<\/h3>\n
\n Skip-Gram \ubaa8\ub378\uc740 \uc8fc\uc5b4\uc9c4 \uc911\uc2ec \ub2e8\uc5b4\ub85c\ubd80\ud130 \uc8fc\ubcc0 \ub2e8\uc5b4\ub4e4\uc744 \uc608\uce21\ud569\ub2c8\ub2e4. \uc774 \uad6c\uc870\ub294 \ud2b9\ud788 \ud76c\uadc0\ud55c \ub2e8\uc5b4\ub4e4\uc774 \ub192\uc740 \ud488\uc9c8\uc758 \uc784\ubca0\ub529\uc744 \uac00\uc9c8 \uc218 \uc788\ub3c4\ub85d \ub3c4\uc640\uc90d\ub2c8\ub2e4. \uc911\uc2ec \ub2e8\uc5b4\uc5d0 \ub300\ud55c \uc608\uce21\uc744 \ud1b5\ud574 \uc8fc\ubcc0 \ub2e8\uc5b4\ub4e4 \uac04\uc758 \uad00\uacc4\ub97c \ub354 \uae4a\uc774 \uc788\uac8c \ud559\uc2b5\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.\n <\/p>\n<\/section>\n\n5. GloVe: \uae00\ub85c\ubc8c \ud1b5\uacc4\uae30\ubc18 \uc6cc\ub4dc \uc784\ubca0\ub529<\/h2>\n
\n GloVe(Globally Vectors for Word Representation)\ub294 Stanford University\uc5d0\uc11c \uac1c\ubc1c\ub41c \uc6cc\ub4dc \uc784\ubca0\ub529 \uae30\ubc95\uc73c\ub85c, \uc804\uccb4 \ub9d0\ubb49\uce58\uc5d0\uc11c \ud1b5\uacc4 \uc815\ubcf4\ub97c \ud65c\uc6a9\ud558\uc5ec \ub2e8\uc5b4 \ubca1\ud130\ub97c \ud559\uc2b5\ud569\ub2c8\ub2e4. GloVe\ub294 \ub2e8\uc5b4 \uac04\uc758 \ub3d9\uc2dc \ubc1c\uc0dd \ud655\ub960\uc744 \uc774\uc6a9\ud574 \ubca1\ud130 \uacf5\uac04\uc5d0\uc11c\uc758 \uc758\ubbf8\uc801 \uad00\uacc4\ub97c \ud30c\uc545\ud569\ub2c8\ub2e4.\n <\/p>\n
\n GloVe\uc758 \ud575\uc2ec \uc544\uc774\ub514\uc5b4\ub294 \ub2e8\uc5b4 \ubca1\ud130\uc758 \ub0b4\uc801\uc774 \ub450 \ub2e8\uc5b4\uc758 \ub3d9\uc2dc \ubc1c\uc0dd \ud655\ub960\uacfc \uad00\ub828\uc774 \uc788\ub2e4\ub294 \uac83\uc785\ub2c8\ub2e4. \uc774\ub85c \uc778\ud574 GloVe\ub294 \ub300\ub7c9\uc758 \ucf54\ud37c\uc2a4\ub97c \uc0ac\uc6a9\ud558\uc5ec \ub2e8\uc5b4 \uac04\uc758 \uad00\uacc4\ub97c \uc815\ubc00\ud558\uac8c \ud559\uc2b5\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.\n <\/p>\n<\/section>\n\n6. FastText: \ub2e8\uc5b4 \ub0b4 \ubb38\uc790 \uc815\ubcf4\ub97c \ubc18\uc601\ud558\ub294 \uae30\ubc95<\/h2>\n
\n FastText\ub294 Facebook\uc5d0\uc11c \uac1c\ubc1c\ud55c \uc6cc\ub4dc \uc784\ubca0\ub529 \uae30\ubc95\uc73c\ub85c, \uae30\uc874\uc758 \ub2e8\uc5b4 \uae30\ubc18 \ubaa8\ub378\uacfc\ub294 \ub2ec\ub9ac \ub2e8\uc5b4\ub97c n-\uadf8\ub7a8\uc758 \uc9d1\ud569\uc73c\ub85c \ubd84\ud574\ud558\uc5ec \ud559\uc2b5\ud569\ub2c8\ub2e4. \uc774 \ubc29\uc2dd\uc740 \ub2e8\uc5b4 \ub0b4\uc758 \ubb38\uc790 \uc815\ubcf4\ub97c \uace0\ub824\ud558\uc5ec \uc800\uc8fc\ubcc0 \ub2e8\uc5b4\uc758 \uc784\ubca0\ub529 \ud488\uc9c8\uc744 \ub192\uc77c \uc218 \uc788\uc2b5\ub2c8\ub2e4.\n <\/p>\n
\n FastText\ub294 \uc77c\ubc18\uc801\uc778 \ub2e8\uc5b4 \uc678\uc5d0\ub3c4 \ud615\ud0dc\uc18c \ubd84\uc11d\uc744 \ud1b5\ud55c \ub2e8\uc5b4\uc758 \ub2e4\uc591\ud55c \ud615\ud0dc\ub97c \ud3ec\uad04\ud560 \uc218 \uc788\uc5b4, \uc800\uc790\uc8fc \ub2e8\uc5b4\uc758 \ud45c\ud604\ub825\uc744 \ub192\uc774\ub294 \ub370 \uc720\ub9ac\ud569\ub2c8\ub2e4. \ud2b9\ud788 \ubcf5\uc7a1\ud55c \uc5b8\uc5b4 \uad6c\uc870\ub97c \uac00\uc9c4 \uc5b8\uc5b4\uc5d0\uc11c \ub354 \ub098\uc740 \uc131\ub2a5\uc744 \ubc1c\ud718\ud569\ub2c8\ub2e4.\n <\/p>\n<\/section>\n\n7. \uc6cc\ub4dc \uc784\ubca0\ub529\uc758 \ud65c\uc6a9<\/h2>\n7.1 \ud14d\uc2a4\ud2b8 \ubd84\ub958<\/h3>\n
\n \uc6cc\ub4dc \uc784\ubca0\ub529\uc740 \ud14d\uc2a4\ud2b8 \ubd84\ub958 \uc791\uc5c5\uc5d0\uc11c \ud070 \ud6a8\uacfc\ub97c \ubcf4\uc785\ub2c8\ub2e4. \ub2e8\uc5b4\ub97c \ubca1\ud130\ub85c \ubcc0\ud658\ud568\uc73c\ub85c\uc368, \uae30\uacc4 \ud559\uc2b5 \uc54c\uace0\ub9ac\uc998\uc774 \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130\ub97c \ud6a8\uacfc\uc801\uc73c\ub85c \ucc98\ub9ac\ud560 \uc218 \uc788\uac8c \ub429\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4 \ub274\uc2a4 \uae30\uc0ac\uc758 \uae0d\uc815\/\ubd80\uc815 \uac10\uc815 \ubd84\uc11d\uc774\ub098 \uc2a4\ud338 \ubd84\ub958\uc5d0 \ub110\ub9ac \uc0ac\uc6a9\ub429\ub2c8\ub2e4.\n <\/p>\n
7.2 \uae30\uacc4 \ubc88\uc5ed<\/h3>\n
\n \uae30\uacc4 \ubc88\uc5ed \ubd84\uc57c\uc5d0\uc11c\ub294 \ub2e8\uc5b4 \uac04\uc758 \uc758\ubbf8\uc801 \uad00\uacc4\ub97c \uc798 \ub098\ud0c0\ub0b4\ub294 \uc6cc\ub4dc \uc784\ubca0\ub529\uc774 \ud544\uc218\uc801\uc785\ub2c8\ub2e4. \ubc88\uc5ed\ub41c \ubb38\uc7a5\uc774 \uc758\ubbf8\uc801\uc73c\ub85c \uc77c\uce58\ud558\ub3c4\ub85d \ub2e8\uc5b4 \uc784\ubca0\ub529\uc744 \ud65c\uc6a9\ud574 \ubcf4\ub2e4 \uc815\ud655\ud55c \ubc88\uc5ed \uacb0\uacfc\ub97c \ub3c4\ucd9c\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.\n <\/p>\n
7.3 \ub300\ud654\ud615 AI<\/h3>\n
\n \ub300\ud654 \uc2dc\uc2a4\ud15c\uc5d0\uc11c\ub3c4 \uc6cc\ub4dc \uc784\ubca0\ub529\uc740 \ud544\uc218\uc801\uc778 \uc5ed\ud560\uc744 \ud569\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \uc0ac\uc6a9\uc790\uc758 \uc9c8\ubb38\uc5d0 \ub300\ud55c \uc801\uc808\ud55c \uc751\ub2f5\uc744 \uc0dd\uc131\ud558\uae30 \uc704\ud574\uc11c\ub294 \ubb38\ub9e5\uc744 \uc774\ud574\ud558\uace0 \ub2e8\uc5b4 \uac04\uc5d0 \uc758\ubbf8\uc801 \uc5f0\uacb0\uc744 \uace0\ub824\ud574\uc57c \ud569\ub2c8\ub2e4. \ub530\ub77c\uc11c \uc6cc\ub4dc \uc784\ubca0\ub529\uc740 \ub300\ud654\ud615 AI\uc758 \ud488\uc9c8\uc744 \ub192\uc774\ub294 \ub370 \uc911\uc694\ud55c \uc5ed\ud560\uc744 \ud569\ub2c8\ub2e4.\n <\/p>\n<\/section>\n\n8. \uacb0\ub860 \ubc0f \ubbf8\ub798 \uc804\ub9dd<\/h2>\n
\n \uc6cc\ub4dc \uc784\ubca0\ub529\uc740 \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc5d0\uc11c \ub2e8\uc5b4 \uac04\uc758 \uc758\ubbf8\uc801 \uad00\uacc4\ub97c \uc815\ub7c9\uc801\uc73c\ub85c \ud45c\ud604\ud560 \uc218 \uc788\ub294 \uc911\uc694\ud55c \uae30\uc220\uc785\ub2c8\ub2e4. \ub2e4\uc591\ud55c \uc784\ubca0\ub529 \uae30\ubc95\ub4e4\uc774 \ubc1c\uc804\ud568\uc5d0 \ub530\ub77c, \uc6b0\ub9ac\ub294 \ub354 \ub192\uc740 \ud488\uc9c8\uc758 \uc790\uc5f0\uc5b4 \ucc98\ub9ac \ubaa8\ub378\uc744 \uac1c\ubc1c\ud560 \uc218 \uc788\ub294 \uae30\ubc18\uc744 \ub2e4\uc84c\uc2b5\ub2c8\ub2e4.\n <\/p>\n
\n \uc55e\uc73c\ub85c\uc758 NLP \ubd84\uc57c\uc5d0\uc11c\ub294 \ub354\uc6b1 \uc815\uad50\ud55c \uc6cc\ub4dc \uc784\ubca0\ub529 \uae30\ubc95\ub4e4\uc774 \uac1c\ubc1c\ub420 \uac83\uc73c\ub85c \uae30\ub300\ub429\ub2c8\ub2e4. \ud2b9\ud788, \ub525 \ub7ec\ub2dd \uae30\uc220\uacfc\uc758 \uacb0\ud569\uc744 \ud1b5\ud574 \ub300\ub7c9\uc758 \ube44\uad6c\uc870\ud654\ub41c \ub370\uc774\ud130\ub97c \ud6a8\uc728\uc801\uc73c\ub85c \ucc98\ub9ac\ud558\uace0 \ubd84\uc11d\ud558\ub294 \ub370 \uae30\uc5ec\ud560 \uac83\uc785\ub2c8\ub2e4.\n <\/p>\n<\/section>\n<\/article>\n
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1. \uc11c\ub860 \uc790\uc5f0\uc5b4 \ucc98\ub9ac(NLP: Natural Language Processing)\ub294 \ucef4\ud4e8\ud130 \uacfc\ud559\uacfc \uc778\uacf5\uc9c0\ub2a5\uc758 \ud55c \ubd84\uc57c\ub85c, \ucef4\ud4e8\ud130\uac00 \uc778\uac04\uc758 \uc790\uc5f0\uc5b4\ub97c \uc774\ud574\ud558\uace0 \ucc98\ub9ac\ud560 \uc218 \uc788\ub3c4\ub85d \ud558\ub294 \uae30\uc220\uc785\ub2c8\ub2e4. \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc758 \ubc1c\uc804\uc740 \uc8fc\ub85c \ub525 \ub7ec\ub2dd \uae30\uc220\uc758 \ubc1c\uc804\uc5d0 \ud798\uc785\uc5b4 \uc774\ub8e8\uc5b4\uc84c\uc2b5\ub2c8\ub2e4. \ubcf8 \uae00\uc5d0\uc11c\ub294 \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc758 \uc8fc\uc694 \uae30\uc220 \uc911 \ud558\ub098\uc778 \uc6cc\ub4dc \uc784\ubca0\ub529\uc5d0 \ub300\ud574 \uc790\uc138\ud788 \uc0b4\ud3b4\ubcf4\uace0\uc790 \ud569\ub2c8\ub2e4. 2. \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc758 \uae30\ucd08 \uc790\uc5f0\uc5b4 \ucc98\ub9ac\ub97c \uc218\ud589\ud558\uae30 \uc704\ud574\uc11c\ub294 \uba3c\uc800 \uc790\uc5f0\uc5b4\uc758 … \ub354 \ubcf4\uae30 “\ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac: \uc6cc\ub4dc \uc784\ubca0\ub529(Word Embedding)”<\/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":[16],"tags":[],"class_list":["post-25315","post","type-post","status-publish","format-standard","hentry","category-16"],"yoast_head":"\n\ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac: \uc6cc\ub4dc \uc784\ubca0\ub529(Word Embedding) - 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