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\uc790\uc5f0\uc5b4 \ucc98\ub9ac(Natural Language Processing, NLP) \ubd84\uc57c\uc5d0\uc11c \uc911\uc694\ud55c \uc5ed\ud560\uc744 \ud558\uace0 \uc788\uc73c\uba70, \uadf8\uc5d0 \ub530\ub77c \ub2e4\uc591\ud55c \ubaa8\ub378\ub4e4\uc774 \uac1c\ubc1c\ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \uae00\uc5d0\uc11c\ub294 \ud53c\ub4dc \ud3ec\uc6cc\ub4dc \uc2e0\uacbd\ub9dd \uc5b8\uc5b4 \ubaa8\ub378(Neural Network Language\u2026","rel":"","context":""\ub525\ub7ec\ub2dd \uc790\uc5f0\uc5b4\ucc98\ub9ac"\uc5d0\uc11c","block_context":{"text":"\ub525\ub7ec\ub2dd \uc790\uc5f0\uc5b4\ucc98\ub9ac","link":"https:\/\/atmokpo.com\/w\/category\/%eb%94%a5%eb%9f%ac%eb%8b%9d-%ec%9e%90%ec%97%b0%ec%96%b4%ec%b2%98%eb%a6%ac\/"},"img":{"alt_text":"","src":"","width":0,"height":0},"classes":[]},{"id":30092,"url":"https:\/\/atmokpo.com\/w\/30092\/","url_meta":{"origin":25199,"position":3},"title":"\ub525\ub7ec\ub2dd \ud30c\uc774\ud1a0\uce58 \uac15\uc88c, \uc790\uc5f0\uc5b4 \ucc98\ub9ac\ub97c \uc704\ud55c \uc784\ubca0\ub529","author":"root","date":"2024\ub144 10\uc6d4 28\uc77c","format":false,"excerpt":"\uc790\uc5f0\uc5b4 \ucc98\ub9ac(Natural Language Processing, NLP)\ub294 \uc0ac\uc6a9\uc790\uac00 \uc758\ub3c4\ud55c \ubc14\ub97c \uc774\ud574\ud558\uace0, \ubb38\ub9e5\uc5d0 \ub9de\ub294 \uc751\ub2f5\uc744 \uc0dd\uc131\ud558\uba70, \uc5ec\ub7ec \uc5b8\uc5b4\uc801 \uc694\uc18c\ub97c \ubd84\uc11d\ud558\ub294 \ubc29\ubc95\uc785\ub2c8\ub2e4. \uc774 \uacfc\uc815\uc5d0\uc11c \uc911\uc694\ud55c \uae30\uc220 \uc911 \ud558\ub098\uac00 \uc784\ubca0\ub529(Embedding)\uc785\ub2c8\ub2e4. \uc784\ubca0\ub529\uc740 \ub2e8\uc5b4\ub97c \ubca1\ud130 \uacf5\uac04\uc5d0 \ub9e4\ud551\ud558\uc5ec \uc758\ubbf8\uc801 \uad00\uacc4\ub97c \ub354 \uc218\uce58\uc801\uc73c\ub85c \ud45c\ud604\ud560 \uc218 \uc788\ub3c4\ub85d \ub3c4\uc640\uc90d\ub2c8\ub2e4. \uc624\ub298\uc740 \ud30c\uc774\ud1a0\uce58\ub97c \uc0ac\uc6a9\ud558\uc5ec \uc790\uc5f0\uc5b4 \ucc98\ub9ac\ub97c \uc704\ud55c \ub2e8\uc5b4 \uc784\ubca0\ub529\uc744 \uad6c\ud604\ud574 \ubcf4\uaca0\uc2b5\ub2c8\ub2e4. 1. \uc784\ubca0\ub529\uc774\ub780?\u2026","rel":"","context":""\ud30c\uc774\ud1a0\uce58 \uac15\uc88c"\uc5d0\uc11c","block_context":{"text":"\ud30c\uc774\ud1a0\uce58 \uac15\uc88c","link":"https:\/\/atmokpo.com\/w\/category\/%ed%8c%8c%ec%9d%b4%ed%86%a0%ec%b9%98-%ea%b0%95%ec%a2%8c\/"},"img":{"alt_text":"","src":"","width":0,"height":0},"classes":[]},{"id":25421,"url":"https:\/\/atmokpo.com\/w\/25421\/","url_meta":{"origin":25199,"position":4},"title":"\ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac, BERT(Bidirectional Encoder Representations from Transformers)","author":"root","date":"2024\ub144 10\uc6d4 26\uc77c","format":false,"excerpt":"\uc791\uc131\uc77c: [\ub0a0\uc9dc] \uc791\uc131\uc790: \uc870\uad11\ud615 1. \uc11c\ub860 \uc790\uc5f0\uc5b4 \ucc98\ub9ac(NLP, Natural Language Processing)\ub294 \ucef4\ud4e8\ud130\uac00 \uc778\uac04 \uc5b8\uc5b4\ub97c \uc774\ud574\ud558\uace0 \ucc98\ub9ac\ud558\ub294 \ubd84\uc57c\ub85c, \ucd5c\uadfc \uba87 \ub144 \uac04 \uae09\uaca9\ud55c \ubc1c\uc804\uc744 \uc774\ub8e8\uc5c8\uc2b5\ub2c8\ub2e4. \uadf8 \uc911\uc2ec\uc5d0\ub294 \ub525 \ub7ec\ub2dd\uc774 \uc788\uc73c\uba70, \uc774\ub294 \ub9ce\uc740 \ubb38\uc81c\ub4e4\uc744 \ud6a8\uacfc\uc801\uc73c\ub85c \ud574\uacb0\ud558\ub294 \ub370 \ub3c4\uc6c0\uc744 \uc90d\ub2c8\ub2e4. \uadf8 \uc911\uc5d0\uc11c\ub3c4 BERT(Bidirectional Encoder Representations from Transformers)\ub294 \ud2b9\ud788 \ud070 \uc8fc\ubaa9\uc744 \ubc1b\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ubcf8\u2026","rel":"","context":""\ub525\ub7ec\ub2dd \uc790\uc5f0\uc5b4\ucc98\ub9ac"\uc5d0\uc11c","block_context":{"text":"\ub525\ub7ec\ub2dd \uc790\uc5f0\uc5b4\ucc98\ub9ac","link":"https:\/\/atmokpo.com\/w\/category\/%eb%94%a5%eb%9f%ac%eb%8b%9d-%ec%9e%90%ec%97%b0%ec%96%b4%ec%b2%98%eb%a6%ac\/"},"img":{"alt_text":"","src":"","width":0,"height":0},"classes":[]},{"id":25287,"url":"https:\/\/atmokpo.com\/w\/25287\/","url_meta":{"origin":25199,"position":5},"title":"\ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac: \uc21c\ud658 \uc2e0\uacbd\ub9dd(Recurrent Neural Network)","author":"root","date":"2024\ub144 10\uc6d4 26\uc77c","format":false,"excerpt":"\uc791\uc131\uc790: \uc870\uad11\ud615 | \ub0a0\uc9dc: [\ub0a0\uc9dc] 1. \uc11c\ub860 \uc790\uc5f0\uc5b4 \ucc98\ub9ac(Natural Language Processing, NLP)\ub294 \ucef4\ud4e8\ud130\uac00 \uc778\uac04\uc758 \uc5b8\uc5b4\ub97c \uc774\ud574\ud558\uace0 \ubd84\uc11d\ud558\ub294 \uae30\uc220\uc744 \uc758\ubbf8\ud569\ub2c8\ub2e4. \ub525 \ub7ec\ub2dd\uc758 \ubc1c\uc804\uc73c\ub85c \uc790\uc5f0\uc5b4 \ucc98\ub9ac \ubd84\uc57c\ub294 \ube44\uc57d\uc801\uc778 \ubc1c\uc804\uc744 \uc774\ub8e8\uc5c8\uc73c\uba70, \uadf8 \uc911\uc5d0\uc11c\ub3c4 \uc21c\ud658 \uc2e0\uacbd\ub9dd(Recurrent Neural Network, RNN)\uc740 \uc5b8\uc5b4 \ub370\uc774\ud130\ub97c \ucc98\ub9ac\ud558\ub294 \ub370 \ub9e4\uc6b0 \ud6a8\uacfc\uc801\uc778 \ubaa8\ub378\ub85c \uc8fc\ubaa9\ubc1b\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ubc88 \uae00\uc5d0\uc11c\ub294 RNN\uc758 \uc6d0\ub9ac, \uad6c\uc870, \uadf8\ub9ac\uace0\u2026","rel":"","context":""\ub525\ub7ec\ub2dd \uc790\uc5f0\uc5b4\ucc98\ub9ac"\uc5d0\uc11c","block_context":{"text":"\ub525\ub7ec\ub2dd \uc790\uc5f0\uc5b4\ucc98\ub9ac","link":"https:\/\/atmokpo.com\/w\/category\/%eb%94%a5%eb%9f%ac%eb%8b%9d-%ec%9e%90%ec%97%b0%ec%96%b4%ec%b2%98%eb%a6%ac\/"},"img":{"alt_text":"","src":"","width":0,"height":0},"classes":[]}],"_links":{"self":[{"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/posts\/25199","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/comments?post=25199"}],"version-history":[{"count":1,"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/posts\/25199\/revisions"}],"predecessor-version":[{"id":25200,"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/posts\/25199\/revisions\/25200"}],"wp:attachment":[{"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/media?parent=25199"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/categories?post=25199"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/tags?post=25199"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}

{"id":25199,"date":"2024-10-26T09:52:58","date_gmt":"2024-10-26T09:52:58","guid":{"rendered":"http:\/\/atmokpo.com\/w\/?p=25199"},"modified":"2024-11-26T08:02:33","modified_gmt":"2024-11-26T08:02:33","slug":"03-03-%eb%94%a5-%eb%9f%ac%eb%8b%9d%ec%9d%84-%ec%9d%b4%ec%9a%a9%ed%95%9c-%ec%9e%90%ec%97%b0%ec%96%b4-%ec%b2%98%eb%a6%ac-n-gram-%ec%96%b8%ec%96%b4-%eb%aa%a8%eb%8d%b8n-gram-language-model","status":"publish","type":"post","link":"https:\/\/atmokpo.com\/w\/25199\/","title":{"rendered":"03-03 \ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac, N-gram \uc5b8\uc5b4 \ubaa8\ub378(N-gram Language Model)"},"content":{"rendered":"

<\/p>\n

\uc790\uc5f0\uc5b4 \ucc98\ub9ac(Natural Language Processing, NLP)\ub294 \ucef4\ud4e8\ud130\uc640 \uc778\uac04 \uc5b8\uc5b4 \uac04\uc758 \uc0c1\ud638\uc791\uc6a9 \ubc0f \uc774\ud574\ub97c \ud615\uc131\ud558\ub294 \uae30\uc220\uc744 \ub9d0\ud569\ub2c8\ub2e4. \ub525 \ub7ec\ub2dd(Deep Learning) \uae30\ubc18\uc758 \uc790\uc5f0\uc5b4 \ucc98\ub9ac\ub294 \ucd5c\uadfc \uba87 \ub144\uac04 \uae09\uaca9\ud55c \ubc1c\uc804\uc744 \uc774\ub8e8\uc5c8\uc73c\uba70, N-gram \uc5b8\uc5b4 \ubaa8\ub378\uc740 \uc774\ub7ec\ud55c \ubc1c\uc804\uc758 \ucd08\uc11d \uc911 \ud558\ub098\uc785\ub2c8\ub2e4. \ubcf8 \uae00\uc5d0\uc11c\ub294 N-gram \ubaa8\ub378\uc758 \uac1c\ub150, \uad6c\uc131 \uc694\uc18c, \ub525 \ub7ec\ub2dd \uae30\uc220\uacfc\uc758 \uacb0\ud569 \ubc29\ubc95, \uadf8\ub9ac\uace0 \ub2e4\uc591\ud55c \uc751\uc6a9 \ubd84\uc57c\uc5d0 \ub300\ud574 \uc790\uc138\ud788 \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n

N-gram \uc5b8\uc5b4 \ubaa8\ub378\uc774\ub780?<\/h2>\n
N-gram \ubaa8\ub378\uc740 \uc8fc\uc5b4\uc9c4 \ud14d\uc2a4\ud2b8\uc758 \uc2dc\ud000\uc2a4\uc5d0\uc11c N\uac1c\uc758 \uc5f0\uc18d\ub41c \ub2e8\uc5b4 \ub610\ub294 \ubb38\uc790 \uc870\ud569\uc744 \ubd84\uc11d\ud558\uc5ec \ub2e4\uc74c \ub2e8\uc5b4\ub97c \uc608\uce21\ud558\ub294 \ud655\ub960 \ubaa8\ub378\uc785\ub2c8\ub2e4. N-gram \uc6a9\uc5b4\uc5d0\uc11c ‘N’\uc740 \ub2e8\uc5b4\uc758 \uc218\ub97c \ub098\ud0c0\ub0b4\uba70, ‘\uadf8\ub7a8(gram)’\uc740 \ud2b9\uc815 \ub2e8\uc704\uc758 \uc2dc\ud000\uc2a4\ub97c \uc758\ubbf8\ud569\ub2c8\ub2e4.<\/p>\n

N-gram \ubaa8\ub378\uc758 \uc720\ud615<\/h3>\n
\n
Unigram(1-gram)<\/strong>: \ub2e8\uc5b4 \uac04\uc758 \ub3c5\ub9bd\uc131\uc744 \uac00\uc815\ud558\uc5ec \uac01 \ub2e8\uc5b4\uc758 \ud655\ub960\ub9cc\uc744 \uace0\ub824\ud569\ub2c8\ub2e4.<\/li>\n
Bigram(2-gram)<\/strong>: \ub450 \ub2e8\uc5b4\uc758 \uc870\ud569\uc744 \ubd84\uc11d\ud558\uc5ec \ub2e4\uc74c \ub2e8\uc5b4\ub97c \uc608\uce21\ud569\ub2c8\ub2e4. \uc774 \ubaa8\ub378\uc740 \ub2e8\uc5b4 \uac04\uc758 \uc758\uc874\uc131\uc744 \ub098\ud0c0\ub0bc \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n
Trigram(3-gram)<\/strong>: \uc138 \uac1c\uc758 \ub2e8\uc5b4\ub97c \uace0\ub824\ud558\uc5ec \ub2e4\uc74c \ub2e8\uc5b4\ub97c \uc608\uce21\ud558\ub294 \ubc29\uc2dd\uc73c\ub85c, \uc880 \ub354 \ubcf5\uc7a1\ud55c \ubb38\ub9e5 \uc815\ubcf4\ub97c \ubc18\uc601\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n
N-gram<\/strong>: N\uac12\uc5d0 \ub530\ub77c \ubcf5\uc218\uc758 \ub2e8\uc5b4\ub97c \uc870\ud569\ud558\uc5ec \ub2e4\uc74c \ub2e8\uc5b4\ub97c \uc608\uce21\ud558\ub294 \ubaa8\ub378\ub85c, N\uc758 \ud06c\uae30\uac00 \ucee4\uc9c8\uc218\ub85d \ubb38\ub9e5 \uc815\ubcf4\uac00 \ud48d\ubd80\ud574\uc9d1\ub2c8\ub2e4.<\/li>\n<\/ul>\n
N-gram \ubaa8\ub378\uc758 \uc218\ud559\uc801 \uae30\ucd08<\/h3>\n
N-gram \ubaa8\ub378\uc740 \ub2e4\uc74c\uc758 \uc870\uac74\ubd80 \ud655\ub960\uc744 \uae30\ubc18\uc73c\ub85c \ud569\ub2c8\ub2e4:<\/p>\n
$$ P(w_n | w_1, w_2, \\ldots, w_{n-1}) = \\frac{C(w_1, w_2, \\ldots, w_n)}{C(w_1, w_2, \\ldots, w_{n-1})} $$<\/p>\n
\uc704 \uc2dd\uc5d0\uc11c $C(w_1, w_2, \\ldots, w_n)$\uc740 N-gram \uc218\uc758 \ub808\ucf54\ub4dc \uc218\ub97c \uc758\ubbf8\ud558\uba70, \uc774 \uac12\uc774 \ud074\uc218\ub85d \ub2e8\uc5b4 \uc2dc\ud000\uc2a4\uc758 \uc2e0\ub8b0\uc131\uc774 \ub192\uc544\uc9d1\ub2c8\ub2e4. N-gram \ubaa8\ub378\uc740 \uc774\ub7ec\ud55c \ud655\ub960\uc744 \ud1b5\ud574 \ub2e8\uc5b4\uc758 \ubc1c\uc0dd \uac00\ub2a5\uc131\uc744 \uc608\uce21\ud569\ub2c8\ub2e4.<\/p>\n
\ub525 \ub7ec\ub2dd\uc744 \ud1b5\ud55c N-gram \ubaa8\ub378\uc758 \ud5a5\uc0c1<\/h2>\n
\ub525 \ub7ec\ub2dd \uae30\uc220\uc774 N-gram \ubaa8\ub378\uc5d0 \uacb0\ud569\ub428\uc73c\ub85c\uc368, \uc6b0\ub9ac\ub294 \ub354 \ud070 \ub370\uc774\ud130\uc14b\uc5d0\uc11c \ud328\ud134\uc744 \uc778\uc2dd\ud558\uace0 \uc758\ubbf8 \uc788\ub294 \uc815\ubcf4\ub97c \ucd94\ucd9c\ud560 \uc218 \uc788\uac8c \ub418\uc5c8\uc2b5\ub2c8\ub2e4. \ub525 \ub7ec\ub2dd\uc758 \uc2e0\uacbd\ub9dd \uad6c\uc870\ub97c \uc0ac\uc6a9\ud558\uba74 N-gram \ubaa8\ub378\uc758 \ud55c\uacc4\ub97c \uadf9\ubcf5\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
\uc2e0\uacbd\ub9dd \uae30\ubc18\uc758 \uc5b8\uc5b4 \ubaa8\ub378<\/h3>\n
\uc804\ud1b5\uc801\uc778 N-gram \ubaa8\ub378\uc740 \ub2e8\uc5b4 \uc218\uac00 \uc99d\uac00\ud568\uc5d0 \ub530\ub77c \uacc4\uc0b0 \ubcf5\uc7a1\uc131\uc774 \uc99d\uac00\ud558\uace0, \ud76c\uadc0\ud55c N-gram \uc870\ud569\uc5d0 \ub300\ud55c \uc608\uce21\uc774 \uc5b4\ub824\uc6cc\uc9c0\ub294 \ubb38\uc81c\uac00 \uc788\uc2b5\ub2c8\ub2e4. \uadf8\ub7ec\ub098 \ub525 \ub7ec\ub2dd \uae30\ubc95, \ud2b9\ud788 Recurrent Neural Networks (RNN) \ubc0f Long Short-Term Memory (LSTM) \ub124\ud2b8\uc6cc\ud06c\uc640 \uac19\uc740 \ubaa8\ub378\uc740 \uc2dc\uac04\uc801 \uc758\uc874\uc131\uc744 \ub354 \uc798 \ucea1\ucc98\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
\uc9c0\uc2dd \ud45c\ud604 \ubc0f \ubb38\ub9e5 \uc774\ud574<\/h3>\n
\ub525 \ub7ec\ub2dd\uc744 \uc801\uc6a9\ud55c N-gram \ubaa8\ub378\uc740 \ub2e4\uc74c\uacfc \uac19\uc740 \ubc29\uc2dd\uc73c\ub85c \uc9c0\uc2dd \ud45c\ud604\uc744 \uac1c\uc120\ud569\ub2c8\ub2e4:<\/p>\n
\n
\ub2e8\uc5b4 \uc784\ubca0\ub529(Word Embedding): \ub2e8\uc5b4\ub97c \uace0\uc815\ub41c \uae38\uc774\uc758 \ubca1\ud130\ub85c \ubcc0\ud658\ud558\uc5ec \ub2e8\uc5b4 \uac04 \uc720\uc0ac\uc131\uc744 \ubaa8\ub378\ub9c1\ud569\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \ub2e8\uc5b4\uc758 \uc758\ubbf8\ub97c \ub354 \uc798 \ud45c\ud604\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n
\ubb38\ub9e5 \ubaa8\ub378\ub9c1(Contextual Models): Transformer\uc640 \uac19\uc740 \ube44\uc9c0\ub3c4 \ud559\uc2b5 \ubaa8\ub378\uc740 \ubb38\ub9e5 \uc815\ubcf4\ub97c \ub354 \uc798 \ubc18\uc601\ud558\uc5ec \ub354 \ub098\uc740 \uacb0\uacfc\ub97c \ub3c4\ucd9c\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n
N-gram \ubaa8\ub378\uc758 \uc751\uc6a9 \ubd84\uc57c<\/h2>\n
N-gram \ubaa8\ub378\uc740 \ub2e4\uc591\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac \uc751\uc6a9 \ud504\ub85c\uadf8\ub7a8\uc5d0\uc11c \uc0ac\uc6a9\ub429\ub2c8\ub2e4. \uadf8 \uc911 \uc77c\ubd80\ub97c \uc544\ub798\uc5d0 \uc18c\uac1c\ud569\ub2c8\ub2e4.<\/p>\n
1. \uae30\uacc4 \ubc88\uc5ed(Machine Translation)<\/h3>\n
N-gram \ubaa8\ub378\uc740 \uc6d0\ubcf8 \uc5b8\uc5b4\uc640 \ub300\uc0c1 \uc5b8\uc5b4 \uac04\uc758 \uc5f0\uad00\uc131\uc744 \ubaa8\ub378\ub9c1\ud558\ub294 \ub370 \uc0ac\uc6a9\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \ubaa8\ub378\uc740 \ubc88\uc5ed \uacb0\uacfc\uc758 \ud488\uc9c8\uc744 \ud5a5\uc0c1\uc2dc\ud0a4\uace0 \uc790\uc5f0\uc2a4\ub7ec\uc6b4 \uad6c\ubb38\uc744 \uc0dd\uc131\ud558\ub294 \ub370 \uae30\uc5ec\ud569\ub2c8\ub2e4.<\/p>\n
2. \uac10\uc815 \ubd84\uc11d(Sentiment Analysis)<\/h3>\n
\uc18c\uc15c \ubbf8\ub514\uc5b4 \ubc0f \uace0\uac1d \ub9ac\ubdf0\uc640 \uac19\uc740 \ub370\uc774\ud130\uc5d0\uc11c \uac10\uc815\uc744 \ucd94\ucd9c\ud558\ub294 \ub370 N-gram \ubaa8\ub378\uc774 \ud65c\uc6a9\ub429\ub2c8\ub2e4. \ub2e8\uc5b4 \uc870\ud569\uc758 \ud328\ud134\uc744 \ubd84\uc11d\ud558\uc5ec \uae0d\uc815 \ub610\ub294 \ubd80\uc815\uc758 \uac10\uc815\uc744 \uc2dd\ubcc4\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
3. \ud14d\uc2a4\ud2b8 \uc694\uc57d(Text Summarization)<\/h3>\n
N-gram \ubaa8\ub378\uc744 \uc0ac\uc6a9\ud558\uc5ec \uc911\uc694\ud55c \uc815\ubcf4\ub97c \ucd94\ucd9c\ud558\uace0 \uc694\uc57d\ub41c \ud14d\uc2a4\ud2b8\ub97c \uc0dd\uc131\ud558\ub294 \ub370 \ud65c\uc6a9\ub418\uba70, \uc774\ub294 \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc758 \uc911\uc694\ud55c \uc751\uc6a9 \uc911 \ud558\ub098\ub85c \ubd80\uac01\ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
4. \uc5b8\uc5b4 \uc0dd\uc131(Language Generation)<\/h3>\n
N-gram \ubaa8\ub378\uc758 \ubc1c\uc804\ub41c \ud615\ud0dc\ub294 \uc790\uc5f0\uc2a4\ub7fd\uace0 \ucc3d\uc758\uc801\uc778 \ud14d\uc2a4\ud2b8\ub97c \uc0dd\uc131\ud558\ub294 \ub370\ub3c4 \uc0ac\uc6a9\ub418\uba70, \uc774\ub294 \ucc57\ubd07, \uac00\uc0c1 \ube44\uc11c \ub4f1\uc5d0\uc11c \uc911\uc694\ud55c \uc5ed\ud560\uc744 \ud569\ub2c8\ub2e4.<\/p>\n
\uacb0\ub860<\/h2>\n
N-gram \uc5b8\uc5b4 \ubaa8\ub378\uc740 \uc790\uc5f0\uc5b4 \ucc98\ub9ac \ubd84\uc57c\uc5d0\uc11c \uc911\uc694\ud55c \uc5ed\ud560\uc744 \ud558\uba70, \ub525 \ub7ec\ub2dd \uae30\ubc95\uc758 \ubc1c\uc804\uacfc \uacb0\ud569\ud558\uc5ec \ub354\uc6b1 \uac15\ub825\ud558\uace0 \ub2e4\uc7ac\ub2e4\ub2a5\ud55c \ubaa8\ub378\ub85c \ubc1c\uc804\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \uae30\uacc4 \ubc88\uc5ed, \uac10\uc815 \ubd84\uc11d, \ud14d\uc2a4\ud2b8 \uc694\uc57d \ub4f1 \ub2e4\uc591\ud55c \ubd84\uc57c\uc5d0\uc11c \ud65c\uc6a9\ub418\uba70, \uc55e\uc73c\ub85c\uc758 \uc790\uc5f0\uc5b4 \ucc98\ub9ac \uae30\uc220\uc758 \ubc1c\uc804\uc5d0 \uae30\uc5ec\ud560 \uac83\uc785\ub2c8\ub2e4. \ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c N-gram \ubaa8\ub378\uc758 \ubc1c\uc804\uc740 \uc6b0\ub9ac\uac00 \ucef4\ud4e8\ud130\uc640 \ub354\uc6b1 \uc790\uc5f0\uc2a4\ub7fd\uace0 \ud6a8\uacfc\uc801\uc73c\ub85c \uc18c\ud1b5\ud560 \uc218 \uc788\uac8c \ub9cc\ub4e4\uc5b4\uc8fc\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
<\/body><\/p>\n","protected":false},"excerpt":{"rendered":"
\uc790\uc5f0\uc5b4 \ucc98\ub9ac(Natural Language Processing, NLP)\ub294 \ucef4\ud4e8\ud130\uc640 \uc778\uac04 \uc5b8\uc5b4 \uac04\uc758 \uc0c1\ud638\uc791\uc6a9 \ubc0f \uc774\ud574\ub97c \ud615\uc131\ud558\ub294 \uae30\uc220\uc744 \ub9d0\ud569\ub2c8\ub2e4. \ub525 \ub7ec\ub2dd(Deep Learning) \uae30\ubc18\uc758 \uc790\uc5f0\uc5b4 \ucc98\ub9ac\ub294 \ucd5c\uadfc \uba87 \ub144\uac04 \uae09\uaca9\ud55c \ubc1c\uc804\uc744 \uc774\ub8e8\uc5c8\uc73c\uba70, N-gram \uc5b8\uc5b4 \ubaa8\ub378\uc740 \uc774\ub7ec\ud55c \ubc1c\uc804\uc758 \ucd08\uc11d \uc911 \ud558\ub098\uc785\ub2c8\ub2e4. \ubcf8 \uae00\uc5d0\uc11c\ub294 N-gram \ubaa8\ub378\uc758 \uac1c\ub150, \uad6c\uc131 \uc694\uc18c, \ub525 \ub7ec\ub2dd \uae30\uc220\uacfc\uc758 \uacb0\ud569 \ubc29\ubc95, \uadf8\ub9ac\uace0 \ub2e4\uc591\ud55c \uc751\uc6a9 \ubd84\uc57c\uc5d0 \ub300\ud574 \uc790\uc138\ud788 \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. N-gram … \ub354 \ubcf4\uae30 “03-03 \ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac, N-gram \uc5b8\uc5b4 \ubaa8\ub378(N-gram Language Model)”<\/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-25199","post","type-post","status-publish","format-standard","hentry","category-16"],"yoast_head":"\n03-03 \ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac, N-gram \uc5b8\uc5b4 \ubaa8\ub378(N-gram Language Model) - \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\/25199\/\" \/>\n<meta property=\"og:locale\" content=\"ko_KR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"03-03 \ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac, N-gram \uc5b8\uc5b4 \ubaa8\ub378(N-gram Language Model) - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" \/>\n<meta property=\"og:description\" content=\"\uc790\uc5f0\uc5b4 \ucc98\ub9ac(Natural Language Processing, NLP)\ub294 \ucef4\ud4e8\ud130\uc640 \uc778\uac04 \uc5b8\uc5b4 \uac04\uc758 \uc0c1\ud638\uc791\uc6a9 \ubc0f \uc774\ud574\ub97c \ud615\uc131\ud558\ub294 \uae30\uc220\uc744 \ub9d0\ud569\ub2c8\ub2e4. \ub525 \ub7ec\ub2dd(Deep Learning) \uae30\ubc18\uc758 \uc790\uc5f0\uc5b4 \ucc98\ub9ac\ub294 \ucd5c\uadfc \uba87 \ub144\uac04 \uae09\uaca9\ud55c \ubc1c\uc804\uc744 \uc774\ub8e8\uc5c8\uc73c\uba70, N-gram \uc5b8\uc5b4 \ubaa8\ub378\uc740 \uc774\ub7ec\ud55c \ubc1c\uc804\uc758 \ucd08\uc11d \uc911 \ud558\ub098\uc785\ub2c8\ub2e4. \ubcf8 \uae00\uc5d0\uc11c\ub294 N-gram \ubaa8\ub378\uc758 \uac1c\ub150, \uad6c\uc131 \uc694\uc18c, \ub525 \ub7ec\ub2dd \uae30\uc220\uacfc\uc758 \uacb0\ud569 \ubc29\ubc95, \uadf8\ub9ac\uace0 \ub2e4\uc591\ud55c \uc751\uc6a9 \ubd84\uc57c\uc5d0 \ub300\ud574 \uc790\uc138\ud788 \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. 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\ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/atmokpo.com\/w\/25199\/","og_locale":"ko_KR","og_type":"article","og_title":"03-03 \ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac, N-gram \uc5b8\uc5b4 \ubaa8\ub378(N-gram Language Model) - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8","og_description":"\uc790\uc5f0\uc5b4 \ucc98\ub9ac(Natural Language Processing, NLP)\ub294 \ucef4\ud4e8\ud130\uc640 \uc778\uac04 \uc5b8\uc5b4 \uac04\uc758 \uc0c1\ud638\uc791\uc6a9 \ubc0f \uc774\ud574\ub97c \ud615\uc131\ud558\ub294 \uae30\uc220\uc744 \ub9d0\ud569\ub2c8\ub2e4. \ub525 \ub7ec\ub2dd(Deep Learning) \uae30\ubc18\uc758 \uc790\uc5f0\uc5b4 \ucc98\ub9ac\ub294 \ucd5c\uadfc \uba87 \ub144\uac04 \uae09\uaca9\ud55c \ubc1c\uc804\uc744 \uc774\ub8e8\uc5c8\uc73c\uba70, N-gram \uc5b8\uc5b4 \ubaa8\ub378\uc740 \uc774\ub7ec\ud55c \ubc1c\uc804\uc758 \ucd08\uc11d \uc911 \ud558\ub098\uc785\ub2c8\ub2e4. \ubcf8 \uae00\uc5d0\uc11c\ub294 N-gram \ubaa8\ub378\uc758 \uac1c\ub150, \uad6c\uc131 \uc694\uc18c, \ub525 \ub7ec\ub2dd \uae30\uc220\uacfc\uc758 \uacb0\ud569 \ubc29\ubc95, \uadf8\ub9ac\uace0 \ub2e4\uc591\ud55c \uc751\uc6a9 \ubd84\uc57c\uc5d0 \ub300\ud574 \uc790\uc138\ud788 \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. 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