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\ub370\uc774\ud130\uc640 \ubcf5\uc7a1\ud55c \ubaa8\ub378\uc744 \ud65c\uc6a9\ud558\uc5ec \uae30\uacc4\uac00 \uc778\uac04\uc758 \uc5b8\uc5b4\ub97c \uc774\ud574\ud558\uace0, \uc0dd\uc131\ud558\uba70, \uc751\ub2f5\ud558\ub294 \ub2a5\ub825\uc774 \ud5a5\uc0c1\ub418\uc5c8\uc2b5\ub2c8\ub2e4. \ud2b9\ud788, KoBERT\uc640 \uac19\uc740 \ud55c\uad6d\uc5b4 \uae30\ubc18\uc758 \ubcc0\ud615\ub41c BERT \ubaa8\ub378\uc740 \ud55c\uad6d\uc5b4 NLP \ubd84\uc57c\uc5d0\uc11c \ud070 \uc601\ud5a5\ub825\uc744 \ubc1c\ud718\ud558\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":[]},{"id":25421,"url":"https:\/\/atmokpo.com\/w\/25421\/","url_meta":{"origin":25361,"position":3},"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":25181,"url":"https:\/\/atmokpo.com\/w\/25181\/","url_meta":{"origin":25361,"position":4},"title":"\ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc640 \uc815\uaddc \ud45c\ud604\uc2dd","author":"root","date":"2024\ub144 10\uc6d4 26\uc77c","format":false,"excerpt":"\uc790\uc5f0\uc5b4 \ucc98\ub9ac\ub294 \uae30\uacc4\uac00 \uc778\uac04\uc758 \uc5b8\uc5b4\ub97c \uc774\ud574\ud558\uace0 \ubd84\uc11d\ud560 \uc218 \uc788\ub3c4\ub85d \ub3d5\ub294 \ucef4\ud4e8\ud130 \uacfc\ud559\uc758 \ud55c \ubd84\uc57c\uc785\ub2c8\ub2e4. \ub525 \ub7ec\ub2dd(deep learning)\uc740 \uc778\uacf5 \uc2e0\uacbd\ub9dd\uc744 \uae30\ubc18\uc73c\ub85c \ud55c \uba38\uc2e0 \ub7ec\ub2dd\uc758 \ud55c \ud615\ud0dc\ub85c, \ub300\ub7c9\uc758 \ub370\uc774\ud130\ub97c \ubd84\uc11d\ud558\uc5ec \ud328\ud134\uc744 \ud559\uc2b5\ud558\ub294 \ub370 \ub9e4\uc6b0 \ud6a8\uacfc\uc801\uc785\ub2c8\ub2e4. \ucd5c\uadfc \uba87 \ub144 \uac04 \uc790\uc5f0\uc5b4 \ucc98\ub9ac \ubd84\uc57c\uc5d0\uc11c\uc758 \ub525 \ub7ec\ub2dd\uc758 \ubc1c\uc804\uc740 \uc8fc\ubaa9\ud560 \ub9cc\ud55c \uc131\uacfc\ub97c \uc774\ub8e8\uc5c8\uace0, \uc774\ub7ec\ud55c \uae30\uc220\ub4e4\uc774 \uc2e4\uc81c\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":25341,"url":"https:\/\/atmokpo.com\/w\/25341\/","url_meta":{"origin":25361,"position":5},"title":"\ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac: 1D CNN\uc73c\ub85c \uc2a4\ud338 \uba54\uc77c \ubd84\ub958\ud558\uae30","author":"root","date":"2024\ub144 10\uc6d4 26\uc77c","format":false,"excerpt":"\uc791\uc131\uc790: \uc870\uad11\ud615 | \ub0a0\uc9dc: [\ub0a0\uc9dc] \uc11c\ub860 \ucd5c\uadfc \uba87 \ub144\uac04 \ub525 \ub7ec\ub2dd \uae30\uc220\uc774 \ube44\uc57d\uc801\uc73c\ub85c \ubc1c\uc804\ud558\uba74\uc11c \ub2e4\uc591\ud55c \ubd84\uc57c\uc5d0 \ud65c\uc6a9\ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uadf8 \uc911\uc5d0\uc11c\ub3c4 \uc790\uc5f0\uc5b4 \ucc98\ub9ac(Natural Language Processing, NLP)\ub294 \ucef4\ud4e8\ud130\uac00 \uc778\uac04\uc758 \uc5b8\uc5b4\ub97c \uc774\ud574\ud558\uace0 \uc0dd\uc131\ud558\ub294 \uae30\uc220\ub85c, \uc774\uba54\uc77c \ubd84\ub958, \uac10\uc815 \ubd84\uc11d, \uae30\uacc4 \ubc88\uc5ed \ub4f1 \ub2e4\ubc29\uba74\uc5d0\uc11c \ud65c\uc6a9\ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ubcf8 \uae00\uc5d0\uc11c\ub294 1\ucc28\uc6d0 \ud569\uc131\uacf1 \uc2e0\uacbd\ub9dd(1D CNN)\uc744 \uc0ac\uc6a9\ud558\uc5ec \uc2a4\ud338 \uba54\uc77c\uc744\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\/25361","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=25361"}],"version-history":[{"count":1,"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/posts\/25361\/revisions"}],"predecessor-version":[{"id":25362,"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/posts\/25361\/revisions\/25362"}],"wp:attachment":[{"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/media?parent=25361"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/categories?post=25361"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/tags?post=25361"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}

\uc790\uc5f0\uc5b4 \ucc98\ub9ac(Natural Language Processing, NLP)\ub294 \ucef4\ud4e8\ud130\uac00 \uc778\uac04 \uc5b8\uc5b4\ub97c \uc774\ud574\ud558\uace0 \ud574\uc11d\ud558\ub3c4\ub85d \ub3d5\ub294 \uc778\uacf5\uc9c0\ub2a5\uc758 \ud55c \ubd84\uc57c\ub85c, \uac1c\uccb4\uba85 \uc778\uc2dd(Named Entity Recognition, NER)\uc740 \uc911\uc694\ud55c NLP \ud14c\ud06c\ub2c9 \uc911 \ud558\ub098\uc785\ub2c8\ub2e4. NER\uc740 \ubb38\uc7a5\uc5d0\uc11c \ud2b9\uc815 \uac1c\uccb4(\uc608: \uc778\ubb3c, \uc7a5\uc18c, \ub0a0\uc9dc \ub4f1)\ub97c \uc2dd\ubcc4\ud558\ub294 \uacfc\uc815\uc785\ub2c8\ub2e4.<\/p>\n

1. \uac1c\uccb4\uba85 \uc778\uc2dd(NER) \uac1c\uc694<\/h2>\n
NER\uc740 \uc815\ubcf4 \ucd94\ucd9c\uc758 \ud55c \ubd80\ubd84\uc73c\ub85c, \uc8fc\uc5b4\uc9c4 \ud14d\uc2a4\ud2b8\uc5d0\uc11c \uba85\uc0ac\uad6c\ub97c \ucc3e\uc544 \uc774\ub97c \ud2b9\uc815 \uac1c\uccb4\ub85c \ubd84\ub958\ud558\ub294 \uac83\uc785\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, “\uc11c\uc6b8\uc740 \ud55c\uad6d\uc758 \uc218\ub3c4\uc785\ub2c8\ub2e4.”\ub77c\ub294 \ubb38\uc7a5\uc5d0\uc11c “\uc11c\uc6b8”\uc740 \uc704\uce58\uc5d0 \ud574\ub2f9\ud558\ub294 \uac1c\uccb4\uba85\uc785\ub2c8\ub2e4. NER\uc758 \uc8fc\ub41c \ubaa9\uc801\uc740 \ub370\uc774\ud130\uc14b\uc5d0\uc11c \uc720\uc758\ubbf8\ud55c \uc815\ubcf4\ub97c \ucd94\ucd9c\ud558\uc5ec \ub370\uc774\ud130 \ubd84\uc11d\uc774\ub098 \uc9c8\uc758 \uc751\ub2f5 \uc2dc\uc2a4\ud15c\uc5d0 \ud65c\uc6a9\ub418\ub294 \uac83\uc785\ub2c8\ub2e4.<\/p>\n

2. BIO \ud45c\ud604\ubc95<\/h2>\n

BIO \ud45c\uae30\ubc95\uc740 NER \uc791\uc5c5\uc744 \uc218\ud589\ud560 \ub54c \uc8fc\ub85c \uc0ac\uc6a9\ud558\ub294 \ub808\uc774\ube14 \uc2dc\uc2a4\ud15c\uc785\ub2c8\ub2e4. BIO\ub294 \ub2e4\uc74c\uacfc \uac19\uc740 \uc57d\uc5b4\ub85c \uad6c\uc131\ub418\uc5b4 \uc788\uc2b5\ub2c8\ub2e4:<\/p>\n

B-<\/strong>: ‘Begin’\uc758 \uc57d\uc790\ub85c, \ud574\ub2f9 \uac1c\uccb4\uc758 \uc2dc\uc791\uc744 \ub098\ud0c0\ub0c5\ub2c8\ub2e4.<\/li>\n
I-<\/strong>: ‘Inside’\uc758 \uc57d\uc790\ub85c, \ud574\ub2f9 \uac1c\uccb4\uc758 \ub0b4\ubd80\uc5d0 \uc704\uce58\ud558\ub294 \ub2e8\uc5b4\ub97c \ub098\ud0c0\ub0c5\ub2c8\ub2e4.<\/li>\n

O<\/strong>: ‘Outside’\uc758 \uc57d\uc790\ub85c, \uac1c\uccb4\uc5d0 \ud3ec\ud568\ub418\uc9c0 \uc54a\ub294 \ub2e8\uc5b4\ub97c \ub098\ud0c0\ub0c5\ub2c8\ub2e4.<\/li>\n<\/ul>\n
\uc608\ub97c \ub4e4\uc5b4, “\uc11c\uc6b8\uc740 \ud55c\uad6d\uc758 \uc218\ub3c4\uc785\ub2c8\ub2e4.”\ub77c\ub294 \ubb38\uc7a5\uc744 BIO \ud45c\ud604\uc73c\ub85c \ub098\ud0c0\ub0b4\uba74 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4:<\/p>\n
\n \uc11c\uc6b8\tB-LOC\n \uc740\tO\n \ud55c\uad6d\tB-LOC\n \uc758\tO\n \uc218\ub3c4\tO\n \uc785\ub2c8\ub2e4\tO\n .\tO\n <\/pre>\n
3. \uc65c BIO \ud45c\ud604\uc744 \uc0ac\uc6a9\ud558\ub294\uac00?<\/h2>\n
BIO \ud45c\ud604\ubc95\uc740 NER \ubaa8\ub378\uc774 \uac1c\uccb4\uc758 \uacbd\uacc4\ub97c \uba85\ud655\ud558\uac8c \uc778\uc2dd\ud560 \uc218 \uc788\ub3c4\ub85d \ub3c4\uc640\uc90d\ub2c8\ub2e4. \uc774 \uc2dc\uc2a4\ud15c\uc740 \ud2b9\ud788 \uac1c\uccb4\uba85\uc774 \uc5ec\ub7ec \ub2e8\uc5b4\ub85c \uad6c\uc131\ub420 \ub54c(\uc608: ‘\ub274\uc695\uc2dc’, ‘\ud55c\uad6d\uc758 \uc11c\uc6b8’) \uc911\uc694\ud55c \uc5ed\ud560\uc744 \ud569\ub2c8\ub2e4. \uadf8\ub807\uc9c0 \uc54a\uc740 \uacbd\uc6b0, \ubaa8\ub378\uc774 \uac1c\uccb4\uc758 \uc2dc\uc791\uacfc \ub05d\uc744 \uc798\ubabb \uc778\uc2dd\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
4. BIO \ud615\uc2dd\uc758 \uc7a5\ub2e8\uc810<\/h2>\n
\uc7a5\uc810<\/h3>\n
\n
\uba85\ud655\ud55c \uac1c\uccb4 \uacbd\uacc4: B-\uc640 I- \ud0dc\uadf8\ub97c \ud1b5\ud574 \uac1c\uccb4\uc758 \uc2dc\uc791\uacfc \ub0b4\ubd80 \uc5f0\uacb0\uc744 \uba85\ud655\ud788 \uad6c\ubd84\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n
\uac04\ub2e8\ud55c \uad6c\uc870: \uad6c\uc870\uac00 \uac04\ub2e8\ud558\uc5ec \ubaa8\ub378 \uad6c\ud604 \uc2dc \uc774\ud574\ud558\uae30 \uc27d\uace0 \uc9c1\uad00\uc801\uc785\ub2c8\ub2e4.<\/li>\n<\/ul>\n
\ub2e8\uc810<\/h3>\n
\n
\ubcf5\uc7a1\ud55c \uac1c\uccb4: \ubcf5\uc7a1\ud55c \uac1c\uccb4\uc758 \uacbd\uc6b0(BIO\uc758 I- \ud0dc\uadf8\uc5d0 \ub9ce\uc740 \uc758\uc874) \uc798\ubabb \ubd84\ub958\ub420 \uc704\ud5d8\uc774 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n
\uc131\ub2a5 \uc800\ud558: O \ud0dc\uadf8\uac00 \ub9ce\uc740 \uacbd\uc6b0, \ud2b9\ud788 \ub9ce\uc740 \uc8fc\uc81c\uac00 \uc874\uc7ac\ud558\ub294 \uacbd\uc6b0 \ubaa8\ub378 \uc131\ub2a5\uc5d0 \uc601\ud5a5\uc744 \uc904 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n
5. \ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c NER \ubaa8\ub378<\/h2>\n
\ub525 \ub7ec\ub2dd \uae30\uc220\uc740 NER\uc5d0 \ud070 \uc601\ud5a5\uc744 \ubbf8\uce58\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ud2b9\ud788, \uc21c\ud658 \uc2e0\uacbd\ub9dd(RNN), \uc7a5\ub2e8\uae30 \uba54\ubaa8\ub9ac \ub124\ud2b8\uc6cc\ud06c(LSTM), Transformer \ubaa8\ub378(\uc608: BERT) \ub4f1\uc774 \ub9ce\uc774 \uc0ac\uc6a9\ub429\ub2c8\ub2e4. \uc774\ub4e4 \ub525 \ub7ec\ub2dd \ubaa8\ub378\uc740 \ubb38\ub9e5 \uc815\ubcf4\ub97c \uc798 \ud3ec\ucc29\ud560 \uc218 \uc788\uae30 \ub54c\ubb38\uc5d0, \uae30\uc874\uc758 \uae30\uacc4 \ud559\uc2b5 \ubaa8\ub378\ubcf4\ub2e4 \ud6e8\uc52c \ub354 \ub192\uc740 \uc131\ub2a5\uc744 \ubcf4\uc5ec\uc90d\ub2c8\ub2e4.<\/p>\n
5.1 RNN\uacfc LSTM<\/h3>\n
RNN\uc740 \uc2dc\ud000\uc2a4 \ub370\uc774\ud130 \ucc98\ub9ac\uc5d0 \uc801\ud569\ud558\uc5ec \uc21c\ucc28\uc801\uc778 \ub370\uc774\ud130\uc5d0 \uac15\uc810\uc744 \uac00\uc9c0\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uadf8\ub7ec\ub098 \uae30\ubcf8 RNN\uc740 \uae34 \uc2dc\ud000\uc2a4\uc5d0 \ub300\ud55c \uc758\uc874\uc131\uc744 \uc798 \ucc98\ub9ac\ud558\uc9c0 \ubabb\ud558\ub294 \uacbd\uc6b0\uac00 \ub9ce\uc2b5\ub2c8\ub2e4. \uc774\ub97c \ud574\uacb0\ud558\uae30 \uc704\ud574 LSTM\uc774 \uac1c\ubc1c\ub418\uc5b4, \uc7a5\uae30 \uc758\uc874\uc131\uc744 \ud559\uc2b5\ud558\ub294 \ub370 \ud6a8\uacfc\uc801\uc785\ub2c8\ub2e4.<\/p>\n
5.2 Transformer\uc640 BERT<\/h3>\n
Transformer \ubaa8\ub378\uc740 \ubb38\ub9e5\uc744 \ub2e4\ub8e8\ub294\ub370 \ud601\uc2e0\uc801\uc778 \uc811\uadfc\uc744 \uc81c\uacf5\ud558\uba70, BERT(Bidirectional Encoder Representations from Transformers)\ub294 \uc774 \ubaa8\ub378\uc744 \uae30\ubc18\uc73c\ub85c \ub9cc\ub4e4\uc5b4\uc9c4 NER\uc5d0 \uc801\ud569\ud55c \uc0ac\uc804 \ud559\uc2b5\ub41c \ubaa8\ub378\uc785\ub2c8\ub2e4. BERT\ub294 \uc591\ubc29\ud5a5\uc73c\ub85c \ubb38\ub9e5\uc744 \uc774\ud574\ud560 \uc218 \uc788\uc5b4, \uac1c\uccb4\uba85 \uc778\uc2dd\uc758 \uc815\ud655\ub3c4\ub97c \ub192\uc774\ub294 \ub370 \ud06c\uac8c \uae30\uc5ec\ud569\ub2c8\ub2e4.<\/p>\n
6. BIO \ub808\uc774\ube14\ub9c1 \uacfc\uc815<\/h2>\n
NER \ubaa8\ub378\uc744 \ud6c8\ub828\ud558\uae30 \uc704\ud574\uc11c\ub294 \uc8fc\uc5b4\uc9c4 \ub370\uc774\ud130\uc5d0 BIO \ub808\uc774\ube14\uc744 \ubd80\uc5ec\ud574\uc57c \ud569\ub2c8\ub2e4. \uc774\uac83\uc740 \ub300\uac1c \uc218\uc791\uc5c5\uc73c\ub85c \uc218\ud589\ub418\ub098, \uc790\ub3d9\ud654\ub41c \ubc29\ubc95\ub3c4 \uc874\uc7ac\ud569\ub2c8\ub2e4. \uc218\uc791\uc5c5\uc73c\ub85c \ub808\uc774\ube14\uc744 \ubd80\uc5ec\ud558\ub294 \uacfc\uc815\uc740 \ud45c\uc900\ud654\ub41c \ud504\ub85c\uc138\uc2a4\ub97c \uac00\uc9c4 \ub370\uc774\ud130\ub77c\uba74 \uc218\uc6d4\ud558\ub098, \ubcf5\uc7a1\ud55c \ubb38\uc7a5 \uad6c\uc870\ub098 \ub2e4\uc591\ud55c \uc758\ubbf8\ub97c \uac00\uc9c4 \ub2e8\uc5b4\uac00 \ud3ec\ud568\ub420 \uacbd\uc6b0 \uc2dc\uac04\uc774 \ub9ce\uc774 \uc18c\ubaa8\ub429\ub2c8\ub2e4.<\/p>\n
6.1 \uc218\uc791\uc5c5 \ub808\uc774\ube14\ub9c1<\/h3>\n
\uc804\ubb38\uac00\ub4e4\uc774 \ubb38\uc11c\ub97c \uaf3c\uaf3c\ud788 \uac80\ud1a0\ud558\uace0 \uac01 \ub2e8\uc5b4\uc5d0 \uc801\uc808\ud55c BIO \ud0dc\uadf8\ub97c \ubd80\uc5ec\ud558\ub294 \uacfc\uc815\uc744 \uac70\uce69\ub2c8\ub2e4. \uadf8\ub7ec\ub098 \uc774\ub294 \ube44\uc6a9\uc774 \ub9ce\uc774 \ub4e4\uace0 \uc2dc\uac04\uc774 \ub9ce\uc774 \uac78\ub9bd\ub2c8\ub2e4.<\/p>\n
6.2 \uc790\ub3d9\ud654\ub41c \ub808\uc774\ube14\ub9c1<\/h3>\n
\uc790\ub3d9\ud654\ub41c \uc2dc\uc2a4\ud15c\uc740 \uae30\uc874\uc758 \ub525 \ub7ec\ub2dd \ubaa8\ub378\uc744 \ud65c\uc6a9\ud558\uac70\ub098 \uae30\uc874\uc758 NER \uc2dc\uc2a4\ud15c\uc744 \uae30\ubc18\uc73c\ub85c \ud65c\uc6a9\ud558\uc5ec \ub370\uc774\ud130\uc5d0 BIO \ud0dc\uadf8\ub97c \uc790\ub3d9\uc801\uc73c\ub85c \ubd80\uc5ec\ud569\ub2c8\ub2e4. \uc774 \ubc29\ubc95\uc740 \ucd94\uac00\uc801\uc778 \ud6c8\ub828\uacfc \uac80\uc99d\uc774 \ud544\uc694\ud558\uc9c0\ub9cc, \uc2dc\uac04\uacfc \ube44\uc6a9\uc744 \uc808\uac10\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
7. \ubaa8\ub378 \ud3c9\uac00<\/h2>\n
\ubaa8\ub378\uc744 \ud3c9\uac00\ud558\uae30 \uc704\ud574 \uc77c\ubc18\uc801\uc73c\ub85c \uc815\ubc00\ub3c4(Precision), \uc7ac\ud604\uc728(Recall), F1 \uc810\uc218\ub97c \uc0ac\uc6a9\ud569\ub2c8\ub2e4. \uc815\ubc00\ub3c4\ub294 \ubaa8\ub378\uc774 \uc608\uce21\ud55c \uac1c\uccb4 \uc911\uc5d0\uc11c \uc5bc\ub9c8\ub9cc\ud07c\uc774 \uc2e4\uc81c\ub85c \uac1c\uccb4\uc778\uc9c0\ub97c \ub098\ud0c0\ub0b4\uace0, \uc7ac\ud604\uc728\uc740 \uc2e4\uc81c \uac1c\uccb4 \uc911\uc5d0\uc11c \ubaa8\ub378\uc774 \uc5bc\ub9c8\ub098 \uc798 \ucc3e\uc544\ub0c8\ub294\uc9c0\ub97c \ub098\ud0c0\ub0c5\ub2c8\ub2e4. F1 \uc2a4\ucf54\uc5b4\ub294 \uc815\ubc00\ub3c4\uc640 \uc7ac\ud604\uc728\uc758 \uc870\ud654 \ud3c9\uade0\uc73c\ub85c, \ub458 \uac04\uc758 \uade0\ud615\uc744 \ud655\uc778\ud558\ub294 \ub370 \uc720\uc6a9\ud569\ub2c8\ub2e4.<\/p>\n
8. \ud5a5\ud6c4 \ubc29\ud5a5<\/h2>\n
\ub525 \ub7ec\ub2dd\uacfc NER \uae30\uc220\uc740 \uacc4\uc18d \ubc1c\uc804\ud558\uace0 \uc788\uc73c\uba70, \ud5a5\ud6c4 \ub354\uc6b1 \uc815\uad50\ud558\uace0 \ud6a8\uacfc\uc801\uc778 \ubc29\ubc95\ub4e4\uc774 \uc5f0\uad6c\ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ub2e4\uad6d\uc5b4 \uac1c\uccb4\uba85 \uc778\uc2dd, \ud559\uc2b5 \uc0d8\ud50c\uc758 \ub2e4\uc591\uc131 \ud655\ubcf4, \uac1c\uc778\ud654\ub41c \uc815\ubcf4 \ucd94\ucd9c \ub4f1 \ub2e4\uc591\ud55c \uc5f0\uad6c\uac00 \uc9c4\ud589\ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
9. \uacb0\ub860<\/h2>\n
BIO \ud45c\ud604\ubc95\uc740 \uac1c\uccb4\uba85 \uc778\uc2dd\uc744 \uc218\ud589\ud560 \ub54c \ud544\uc218\uc801\uc73c\ub85c \uc774\ud574\ud574\uc57c \ud560 \uc911\uc694\ud55c \uac1c\ub150\uc785\ub2c8\ub2e4. \ub525 \ub7ec\ub2dd\uc758 \ubc1c\uc804\uacfc \ud568\uaed8 NER \uc2dc\uc2a4\ud15c\uc758 \ud6a8\uc728\uc131\uc774 \ud55c\uce35 \ub354 \ud5a5\uc0c1\ub418\uace0 \uc788\uc73c\uba70, BIO \ud615\uc2dd\uc740 \uc774 \uacfc\uc815\uc5d0\uc11c \uc911\uc694\ud55c \uc5ed\ud560\uc744 \ud569\ub2c8\ub2e4. \uc2e4\uc0dd\ud65c\uc5d0\uc11c NLP \uae30\uc220\uc744 \ud65c\uc6a9\ud558\ub294 \uc5ec\ub7ec \ubd84\uc57c\uc5d0\uc11c \uc774 \uae30\uc220\ub4e4\uc740 \ub300\ub2e8\ud788 \uc720\uc6a9\ud558\uac8c \uc4f0\uc774\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc55e\uc73c\ub85c\ub3c4 NER \ubd84\uc57c\uc5d0\uc11c\uc758 \ud601\uc2e0\uc801\uc778 \uc5f0\uad6c\uc640 \ubc1c\uc804\uc774 \uae30\ub300\ub429\ub2c8\ub2e4.<\/p>\n<\/article>\n
<\/body><\/p>\n","protected":false},"excerpt":{"rendered":"
\uc790\uc5f0\uc5b4 \ucc98\ub9ac(Natural Language Processing, NLP)\ub294 \ucef4\ud4e8\ud130\uac00 \uc778\uac04 \uc5b8\uc5b4\ub97c \uc774\ud574\ud558\uace0 \ud574\uc11d\ud558\ub3c4\ub85d \ub3d5\ub294 \uc778\uacf5\uc9c0\ub2a5\uc758 \ud55c \ubd84\uc57c\ub85c, \uac1c\uccb4\uba85 \uc778\uc2dd(Named Entity Recognition, NER)\uc740 \uc911\uc694\ud55c NLP \ud14c\ud06c\ub2c9 \uc911 \ud558\ub098\uc785\ub2c8\ub2e4. NER\uc740 \ubb38\uc7a5\uc5d0\uc11c \ud2b9\uc815 \uac1c\uccb4(\uc608: \uc778\ubb3c, \uc7a5\uc18c, \ub0a0\uc9dc \ub4f1)\ub97c \uc2dd\ubcc4\ud558\ub294 \uacfc\uc815\uc785\ub2c8\ub2e4. 1. \uac1c\uccb4\uba85 \uc778\uc2dd(NER) \uac1c\uc694 NER\uc740 \uc815\ubcf4 \ucd94\ucd9c\uc758 \ud55c \ubd80\ubd84\uc73c\ub85c, \uc8fc\uc5b4\uc9c4 \ud14d\uc2a4\ud2b8\uc5d0\uc11c \uba85\uc0ac\uad6c\ub97c \ucc3e\uc544 \uc774\ub97c \ud2b9\uc815 \uac1c\uccb4\ub85c \ubd84\ub958\ud558\ub294 \uac83\uc785\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, “\uc11c\uc6b8\uc740 … \ub354 \ubcf4\uae30 “\ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac, \uac1c\uccb4\uba85 \uc778\uc2dd\uc758 BIO \ud45c\ud604 \uc774\ud574\ud558\uae30”<\/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-25361","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, \uac1c\uccb4\uba85 \uc778\uc2dd\uc758 BIO \ud45c\ud604 \uc774\ud574\ud558\uae30 - \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\/25361\/\" \/>\n<meta property=\"og:locale\" content=\"ko_KR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac, \uac1c\uccb4\uba85 \uc778\uc2dd\uc758 BIO \ud45c\ud604 \uc774\ud574\ud558\uae30 - \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\uac00 \uc778\uac04 \uc5b8\uc5b4\ub97c \uc774\ud574\ud558\uace0 \ud574\uc11d\ud558\ub3c4\ub85d \ub3d5\ub294 \uc778\uacf5\uc9c0\ub2a5\uc758 \ud55c \ubd84\uc57c\ub85c, \uac1c\uccb4\uba85 \uc778\uc2dd(Named Entity Recognition, NER)\uc740 \uc911\uc694\ud55c NLP \ud14c\ud06c\ub2c9 \uc911 \ud558\ub098\uc785\ub2c8\ub2e4. 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