{"id":25357,"date":"2024-10-26T09:54:22","date_gmt":"2024-10-26T09:54:22","guid":{"rendered":"http:\/\/atmokpo.com\/w\/?p=25357"},"modified":"2024-11-26T08:02:02","modified_gmt":"2024-11-26T08:02:02","slug":"%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-%ea%b0%9c%ec%b2%b4%eb%aa%85-%ec%9d%b8%ec%8b%9dnamed-entity-recognition","status":"publish","type":"post","link":"https:\/\/atmokpo.com\/w\/25357\/","title":{"rendered":"\ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac, \uac1c\uccb4\uba85 \uc778\uc2dd(Named Entity Recognition)"},"content":{"rendered":"<p>\uc790\uc5f0\uc5b4 \ucc98\ub9ac(Natural Language Processing, NLP)\ub294 \uc778\uac04\uc758 \uc5b8\uc5b4\ub97c \ucef4\ud4e8\ud130\uac00 \uc774\ud574\ud558\uace0 \ucc98\ub9ac\ud560 \uc218 \uc788\ub3c4\ub85d \ud558\ub294 \uae30\uc220\uc785\ub2c8\ub2e4. \ub525 \ub7ec\ub2dd(Deep Learning)\uc758 \ubc1c\uc804\uacfc \ud568\uaed8 NLP\uc758 \uc131\ub2a5\uc774 \uae09\uaca9\ud788 \ud5a5\uc0c1\ub418\uc5c8\uc73c\uba70, \uadf8 \uc911 \ud558\ub098\uac00 \uac1c\uccb4\uba85 \uc778\uc2dd(Named Entity Recognition, NER)\uc785\ub2c8\ub2e4. NER\uc740 \ud14d\uc2a4\ud2b8\uc5d0\uc11c \uc778\ubb3c, \uc7a5\uc18c, \uae30\uad00 \ub4f1\uc758 \ud2b9\uc815 \uac1c\uccb4\ub97c \uc2dd\ubcc4\ud558\uace0 \ubd84\ub958\ud558\ub294 \uc791\uc5c5\uc73c\ub85c, \uc815\ubcf4 \ucd94\ucd9c \ubc0f \uc774\ud574\uc5d0 \uc911\uc694\ud55c \uae30\ucd08\uac00 \ub429\ub2c8\ub2e4. \ubcf8 \uae00\uc5d0\uc11c\ub294 NER\uc758 \uc6d0\ub9ac, \ub525 \ub7ec\ub2dd \uae30\ubc18\uc758 \uc811\uadfc\ubc95, \uad6c\ud604 \uacfc\uc815 \ubc0f \uc2e4\uc81c \uc801\uc6a9 \uc0ac\ub840\uc5d0 \ub300\ud574 \uc0c1\uc138\ud788 \uc124\uba85\ud558\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n<h2>1. \uac1c\uccb4\uba85 \uc778\uc2dd(NER)\uc758 \uae30\ucd08<\/h2>\n<p>\uac1c\uccb4\uba85 \uc778\uc2dd\uc740 \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130\uc5d0\uc11c \uc774\ub984, \ub0a0\uc9dc, \uc7a5\uc18c, \uc870\uc9c1 \ub4f1\uc744 \uc2dd\ubcc4\ud558\ub294 \uacfc\uc815\uc785\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, &#8220;\ubc84\ub77d \uc624\ubc14\ub9c8\ub294 \ubbf8\uad6d\uc758 44\ub300 \ub300\ud1b5\ub839\uc774\ub2e4.&#8221;\ub77c\ub294 \ubb38\uc7a5\uc5d0\uc11c &#8220;\ubc84\ub77d \uc624\ubc14\ub9c8&#8221;\ub294 \uc0ac\ub78c(Person), &#8220;\ubbf8\uad6d&#8221;\uc740 \uc9c0\uc5ed(Organization)\uc73c\ub85c \uc778\uc2dd\ud574\uc57c \ud569\ub2c8\ub2e4. NER\uc758 \ubaa9\ud45c\ub294 \uc774\ub7ec\ud55c \uac1c\uccb4\ub4e4\uc744 \uc815\ud655\ud558\uac8c \uad6c\ubd84\ud558\uace0 \ud0dc\uae45\ud558\ub294 \uac83\uc785\ub2c8\ub2e4.<\/p>\n<h2>2. NER\uc758 \ud544\uc694\uc131<\/h2>\n<p>NER\uc740 \uc815\ubcf4 \uac80\uc0c9, \ub300\ud654\ud615 AI, \uac10\uc815 \ubd84\uc11d \ub4f1 \ub2e4\uc591\ud55c \ubd84\uc57c\uc5d0\uc11c \uc911\uc694\ud55c \uc5ed\ud560\uc744 \ud569\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4:<\/p>\n<ul>\n<li><strong>\uc815\ubcf4 \uac80\uc0c9:<\/strong> \uac1c\uccb4\uba85 \uc778\uc2dd\uc744 \ud1b5\ud574 \uc6f9 \uac80\uc0c9 \uc5d4\uc9c4\uc740 \uc0ac\uc6a9\uc790\uac00 \ucc3e\uace0\uc790 \ud558\ub294 \uc815\ubcf4\ub97c \ub354 \uc798 \uc774\ud574\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<li><strong>\uac10\uc815 \ubd84\uc11d:<\/strong> \ud2b9\uc815 \uc778\ubb3c\uc774\ub098 \uae30\uc5c5\uc5d0 \ub300\ud55c \uac10\uc815\uc744 \ud30c\uc545\ud558\ub294 \ub370 NER\uc774 \ud544\uc694\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\ub300\ud654\ud615 AI:<\/strong> \ucc57\ubd07\uacfc \uac19\uc740 \uc2dc\uc2a4\ud15c\uc774 \uc0ac\uc6a9\uc790\uc640 \uc0c1\ud638\uc791\uc6a9\ud560 \ub54c, NER\uc744 \ud1b5\ud574 \uc774\ud574\ud560 \uc218 \uc788\ub294 \ubc94\uc704\uac00 \ud655\uc7a5\ub429\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h2>3. NER\uc758 \uc804\ud1b5\uc801\uc778 \uc811\uadfc\ubc95<\/h2>\n<p>\uc804\ud1b5\uc801\uc778 NER \uc2dc\uc2a4\ud15c\uc740 \uc8fc\ub85c \uaddc\uce59 \uae30\ubc18\uacfc \ud1b5\uacc4\uc801 \ubc29\ubc95\uc744 \uc0ac\uc6a9\ud558\uc600\uc2b5\ub2c8\ub2e4. \uaddc\uce59 \uae30\ubc18 \uc2dc\uc2a4\ud15c\uc740 \uc804\ubb38\uac00\uac00 \uc815\uc758\ud55c \ubb38\ubc95 \uaddc\uce59\uc744 \uc0ac\uc6a9\ud558\uc5ec \uac1c\uccb4\ub97c \uc2dd\ubcc4\ud569\ub2c8\ub2e4. \ubc18\uba74, \ud1b5\uacc4\uc801 \ubc29\ubc95(\uc608: Hidden Markov Models)\uc740 \ub300\ub7c9\uc758 \ub370\uc774\ud130\ub85c\ubd80\ud130 \ud559\uc2b5\ud558\uc5ec \uac1c\uccb4\ub97c \uc778\uc2dd\ud569\ub2c8\ub2e4. \ud558\uc9c0\ub9cc \uc774\ub7ec\ud55c \uc811\uadfc\ubc95\uc740 \ud55c\uacc4\uac00 \uc788\uc73c\uba70, \ub2e4\uc591\ud55c \uc5b8\uc5b4\uc640 \ubb38\ub9e5\uc5d0 \ub300\ud574 \uc77c\ubc18\ud654\ud558\uae30 \uc5b4\ub835\uc2b5\ub2c8\ub2e4.<\/p>\n<h2>4. \ub525 \ub7ec\ub2dd \uae30\ubc18\uc758 NER<\/h2>\n<p>\ub525 \ub7ec\ub2dd\uc740 \ub300\ub7c9\uc758 \ub370\uc774\ud130\ub97c \ud559\uc2b5\ud560 \uc218 \uc788\uc5b4 NER\uc758 \uc815\ud655\uc131\uacfc \uc131\ub2a5\uc744 \ud68d\uae30\uc801\uc73c\ub85c \ud5a5\uc0c1\uc2dc\ucf30\uc2b5\ub2c8\ub2e4. \ub525 \ub7ec\ub2dd \uae30\ubc18 NER\uc758 \uc8fc\uc694 \uc811\uadfc \ubc29\uc2dd\uc740 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4.<\/p>\n<h3>4.1. \uc21c\ud658 \uc2e0\uacbd\ub9dd(RNN)<\/h3>\n<p>RNN\uc740 \uc2dc\ud000\uc2a4 \ub370\uc774\ud130\ub97c \ucc98\ub9ac\ud558\ub294 \ub370 \uc801\ud569\ud55c \uc544\ud0a4\ud14d\ucc98\ub85c, NER \uacfc\uc81c\uc5d0\uc11c \ud14d\uc2a4\ud2b8\uc758 \uc21c\uc11c\ub97c \uace0\ub824\ud558\uc5ec \uac01 \ub2e8\uc5b4\uc758 \ub9e5\ub77d\uc744 \uc774\ud574\ud558\ub294 \ub370 \ud6a8\uacfc\uc801\uc785\ub2c8\ub2e4.<\/p>\n<h3>4.2. LSTM(Long Short-Term Memory)<\/h3>\n<p>LSTM\uc740 RNN\uc758 \ubcc0\ud615\uc73c\ub85c, \uc7a5\uae30 \uc758\uc874\uc131 \ubb38\uc81c\ub97c \ud574\uacb0\ud558\uc5ec \ub354 \uae34 \ud14d\uc2a4\ud2b8\uc5d0\uc11c\ub3c4 \uc720\uc6a9\ud569\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 NER \ubaa8\ub378\uc774 \uc774\uc804 \uc815\ubcf4\ub97c \uc798 \uae30\uc5b5\ud558\uace0 \ud65c\uc6a9\ud560 \uc218 \uc788\uac8c \ub429\ub2c8\ub2e4.<\/p>\n<h3>4.3. CRF(Conditional Random Fields)<\/h3>\n<p>CRF\ub294 \uc8fc\uc5b4\uc9c4 \uc785\ub825\uc5d0 \ub300\ud574 \ucd5c\uc801\uc758 \ucd9c\ub825 \uc2dc\ud000\uc2a4\ub97c \ucc3e\ub294 \ub370 \uc0ac\uc6a9\ub429\ub2c8\ub2e4. RNN\uacfc \uacb0\ud569\ud558\uc5ec \uc2dc\ud000\uc2a4\uc5d0\uc11c\uc758 \uc0c1\uad00\uad00\uacc4\ub97c \ubaa8\ub378\ub9c1\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h3>4.4. Transformer \ubaa8\ub378<\/h3>\n<p>Transformer\ub294 \uc8fc\uc758(attention) \uba54\ucee4\ub2c8\uc998\uc744 \uae30\ubc18\uc73c\ub85c \ud558\uba70, BERT, GPT \ub4f1\uc758 \uc0ac\uc804 \ud6c8\ub828\ub41c \ubaa8\ub378\uc774 NER\uc5d0 \uc801\uc6a9\ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \ubaa8\ub378\ub4e4\uc740 \ubc29\ub300\ud55c \uc591\uc758 \ub370\uc774\ud130\ub85c \ud559\uc2b5\ub418\uc5b4 \ub6f0\uc5b4\ub09c \uc131\ub2a5\uc744 \ubcf4\uc785\ub2c8\ub2e4.<\/p>\n<h2>5. NER \ubaa8\ub378 \uac1c\ubc1c \ub2e8\uacc4<\/h2>\n<h3>5.1. \ub370\uc774\ud130 \uc218\uc9d1<\/h3>\n<p>NER \ubaa8\ub378\uc744 \ud559\uc2b5\uc2dc\ud0a4\uae30 \uc704\ud574\uc11c\ub294 \ub300\ub7c9\uc758 \ub77c\ubca8\ub9c1\ub41c \ub370\uc774\ud130\uac00 \ud544\uc694\ud569\ub2c8\ub2e4. \uacf5\uac1c \ub370\uc774\ud130\uc14b(\uc608: CoNLL 2003, OntoNotes)\uc744 \ud65c\uc6a9\ud558\uac70\ub098, \uc790\uccb4\uc801\uc73c\ub85c \ub370\uc774\ud130\ub97c \uc218\uc9d1\ud558\uc5ec \ub77c\ubca8\ub9c1\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h3>5.2. \ub370\uc774\ud130 \uc804\ucc98\ub9ac<\/h3>\n<p>\ubaa8\ub378 \ud559\uc2b5 \uc804, \ub370\uc774\ud130\ub97c \uae68\ub057\ud558\uac8c \uc815\ub9ac\ud558\uace0 \uc804\ucc98\ub9ac\ud574\uc57c \ud569\ub2c8\ub2e4. \uc774 \uacfc\uc815\uc5d0\uc11c\ub294 \ud1a0\ud070\ud654(tokenization), \uc815\uc81c(cleaning), \ubd88\uc6a9\uc5b4 \uc81c\uac70(stopword removal) \ub4f1\uc744 \ud3ec\ud568\ud569\ub2c8\ub2e4.<\/p>\n<h3>5.3. \ud2b9\uc9d5 \ucd94\ucd9c<\/h3>\n<p>\uc804\ud1b5\uc801\uc778 \ubaa8\ub378\uc5d0\uc11c\ub294 \uc218\uc791\uc5c5\uc73c\ub85c \ud2b9\uc9d5\uc744 \uc815\uc758\ud588\uc73c\ub098, \ub525 \ub7ec\ub2dd \ubaa8\ub378\uc5d0\uc11c\ub294 \ucd08\uc6d4\uc801\uc778 \ud2b9\uc9d5 \ud559\uc2b5\uc774 \uc774\ub8e8\uc5b4\uc9d1\ub2c8\ub2e4. \uac01 \ub2e8\uc5b4\uc758 \uc784\ubca0\ub529(embedding) \ubca1\ud130\ub97c \uc0ac\uc6a9\ud558\uc5ec \ubaa8\ub378\uc774 \uc790\ub3d9\uc73c\ub85c \ud2b9\uc9d5\uc744 \ud559\uc2b5\ud569\ub2c8\ub2e4.<\/p>\n<h3>5.4. \ubaa8\ub378 \uc120\ud0dd \ubc0f \ud559\uc2b5<\/h3>\n<p>\uad6c\ud604\ud560 NER \ubaa8\ub378\uc744 \uc120\ud0dd\ud558\uace0, \uc218\uc9d1\ud55c \ub370\uc774\ud130\ub97c \uc774\uc6a9\ud574 \ud559\uc2b5\ud569\ub2c8\ub2e4. \uc774 \uacfc\uc815\uc5d0\uc11c\ub294 \uc801\uc808\ud55c \uc635\ud2f0\ub9c8\uc774\uc800, \uc190\uc2e4 \ud568\uc218 \ubc0f \ud558\uc774\ud37c\ud30c\ub77c\ubbf8\ud130 \uc870\uc815\uc774 \ud544\uc694\ud569\ub2c8\ub2e4.<\/p>\n<h3>5.5. \ubaa8\ub378 \ud3c9\uac00 \ubc0f \uac1c\uc120<\/h3>\n<p>\ud559\uc2b5\uc774 \uc644\ub8cc\ub41c \ud6c4, \uac80\uc99d \ub370\uc774\ud130\uc14b\uc744 \uc774\uc6a9\ud558\uc5ec \ubaa8\ub378\uc758 \uc131\ub2a5\uc744 \ud3c9\uac00\ud569\ub2c8\ub2e4. \uc77c\ubc18\uc801\uc778 \ud3c9\uac00\uc9c0\ud45c\ub85c\ub294 \uc815\ubc00\ub3c4(precision), \uc7ac\ud604\uc728(recall), F1-score \ub4f1\uc774 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h2>6. NER\uc758 \uc2e4\uc81c \uc801\uc6a9 \uc0ac\ub840<\/h2>\n<p>\ub9ce\uc740 \uae30\uc5c5\uacfc \uc5f0\uad6c\uae30\uad00\uc5d0\uc11c NER \uae30\uc220\uc744 \ud65c\uc6a9\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uba87 \uac00\uc9c0 \uc0ac\ub840\ub97c \uc18c\uac1c\ud569\ub2c8\ub2e4:<\/p>\n<h3>6.1. \ub274\uc2a4 \uac10\uc2dc \uc2dc\uc2a4\ud15c<\/h3>\n<p>\ub274\uc2a4 \uae30\uc0ac\ub97c \uc790\ub3d9\uc73c\ub85c \uc218\uc9d1\ud558\uc5ec \uc778\ubb3c, \uc0ac\uac74 \ub4f1\uc744 \ucd94\ucd9c\ud558\uc5ec \ubd84\uc11d\ud558\ub294 \uc2dc\uc2a4\ud15c\uc785\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uae30\uc220\uc740 \uae30\uc5c5 \ubc0f \uc815\ubd80 \uae30\uad00\uc5d0\uc11c \uc815\ubcf4 \uc218\uc9d1 \ubc0f \uc704\ud5d8 \ubd84\uc11d\uc5d0 \ud65c\ubc1c\ud788 \uc0ac\uc6a9\ub429\ub2c8\ub2e4.<\/p>\n<h3>6.2. \uace0\uac1d \ud53c\ub4dc\ubc31 \ubd84\uc11d<\/h3>\n<p>\uc18c\uc15c \ubbf8\ub514\uc5b4\uc640 \uace0\uac1d \ub9ac\ubdf0\uc5d0\uc11c \uc911\uc694\ud55c \uc778\ubb3c \ubc0f \ube0c\ub79c\ub4dc\ub97c \ucd94\ucd9c\ud558\uc5ec \uace0\uac1d\uc758 \uac10\uc815\uc744 \ubd84\uc11d\ud558\ub294 \uc2dc\uc2a4\ud15c\uc785\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \ube0c\ub79c\ub4dc\uc758 \ud3c9\uac00\ub97c \uc2e4\uc2dc\uac04\uc73c\ub85c \ubaa8\ub2c8\ud130\ub9c1\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h3>6.3. \uc758\ub8cc \ub370\uc774\ud130 \ubd84\uc11d<\/h3>\n<p>\uc784\uc0c1 \uae30\ub85d \ubc0f \uc758\ub8cc \ubb38\uc11c\uc5d0\uc11c \uc911\uc694\ud55c \uc815\ubcf4(\uc608: \uc57d\ubb3c, \uc9c8\ubcd1)\ub97c \ucd94\ucd9c\ud558\uc5ec \uc758\ub8cc \uc5f0\uad6c \ubc0f \uc9c8\ubcd1 \uad00\ub9ac\uc5d0 \uae30\uc5ec\ud558\ub294 \uc0ac\ub840\uc785\ub2c8\ub2e4.<\/p>\n<h2>7. \ubbf8\ub798\uc758 NER<\/h2>\n<p>NER\uc740 \uc55e\uc73c\ub85c \ub354\uc6b1 \ubc1c\uc804\ud560 \uac83\uc73c\ub85c \uc608\uc0c1\ub429\ub2c8\ub2e4. \uc0c8\ub85c\uc6b4 \ub525 \ub7ec\ub2dd \uc544\ud0a4\ud14d\ucc98\uc640 \ub300\uaddc\ubaa8 \uc0ac\uc804 \ud559\uc2b5 \ubaa8\ub378\uc774 \ub4f1\uc7a5\ud558\uba74\uc11c, \ub2e4\uad6d\uc5b4 \ucc98\ub9ac \ubc0f \ube44\uc815\ud615 \ub370\uc774\ud130\uc5d0\uc11c\uc758 NER \uc131\ub2a5\uc774 \ud5a5\uc0c1\ub420 \uac83\uc785\ub2c8\ub2e4. \ub610\ud55c, \uac1c\uc778\ud654\ub41c NER \uc2dc\uc2a4\ud15c\uc774 \uac00\ub2a5\ud574\uc838\uc11c \ud2b9\uc815 \ub3c4\uba54\uc778\uc5d0 \ub9de\ucda4\ud615\uc73c\ub85c \uac1c\ubc1c\ub420 \uc218 \uc788\uc744 \uac83\uc785\ub2c8\ub2e4.<\/p>\n<h2>\uacb0\ub860<\/h2>\n<p>\ub525 \ub7ec\ub2dd\uc744 \uae30\ubc18\uc73c\ub85c \ud55c \uac1c\uccb4\uba85 \uc778\uc2dd\uc740 \uc790\uc5f0\uc5b4 \ucc98\ub9ac \ubd84\uc57c\uc5d0\uc11c \ud575\uc2ec\uc801\uc778 \uc5ed\ud560\uc744 \ud558\uba70, \ub370\uc774\ud130\uc5d0\uc11c \uc720\uc758\ubbf8\ud55c \uc815\ubcf4\ub97c \ucd94\ucd9c\ud558\ub294 \ub370 \ud544\uc218\uc801\uc785\ub2c8\ub2e4. \uc55e\uc73c\ub85c\ub3c4 \uae30\uc220 \ubc1c\uc804\uc5d0 \ud798\uc785\uc5b4 \ub2e4\uc591\ud55c \uc601\uc5ed\uc5d0\uc11c NER\uc758 \ud65c\uc6a9 \uac00\ub2a5\uc131\uc774 \ub354\uc6b1 \ud655\ub300\ub420 \uac83\uc785\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ubc1c\uc804\uc744 \ud1b5\ud574 \uc6b0\ub9ac\ub294 \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130\ub97c \ubcf4\ub2e4 \ud6a8\uacfc\uc801\uc73c\ub85c \uc774\ud574\ud558\uace0 \ubd84\uc11d\ud560 \uc218 \uc788\ub294 \uc2dc\ub300\uc5d0 \uc811\uc5b4\ub4e4\uac8c \ub420 \uac83\uc785\ub2c8\ub2e4.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\uc790\uc5f0\uc5b4 \ucc98\ub9ac(Natural Language Processing, NLP)\ub294 \uc778\uac04\uc758 \uc5b8\uc5b4\ub97c \ucef4\ud4e8\ud130\uac00 \uc774\ud574\ud558\uace0 \ucc98\ub9ac\ud560 \uc218 \uc788\ub3c4\ub85d \ud558\ub294 \uae30\uc220\uc785\ub2c8\ub2e4. \ub525 \ub7ec\ub2dd(Deep Learning)\uc758 \ubc1c\uc804\uacfc \ud568\uaed8 NLP\uc758 \uc131\ub2a5\uc774 \uae09\uaca9\ud788 \ud5a5\uc0c1\ub418\uc5c8\uc73c\uba70, \uadf8 \uc911 \ud558\ub098\uac00 \uac1c\uccb4\uba85 \uc778\uc2dd(Named Entity Recognition, NER)\uc785\ub2c8\ub2e4. NER\uc740 \ud14d\uc2a4\ud2b8\uc5d0\uc11c \uc778\ubb3c, \uc7a5\uc18c, \uae30\uad00 \ub4f1\uc758 \ud2b9\uc815 \uac1c\uccb4\ub97c \uc2dd\ubcc4\ud558\uace0 \ubd84\ub958\ud558\ub294 \uc791\uc5c5\uc73c\ub85c, \uc815\ubcf4 \ucd94\ucd9c \ubc0f \uc774\ud574\uc5d0 \uc911\uc694\ud55c \uae30\ucd08\uac00 \ub429\ub2c8\ub2e4. \ubcf8 \uae00\uc5d0\uc11c\ub294 NER\uc758 \uc6d0\ub9ac, \ub525 \ub7ec\ub2dd &hellip; <a href=\"https:\/\/atmokpo.com\/w\/25357\/\" class=\"more-link\">\ub354 \ubcf4\uae30<span class=\"screen-reader-text\"> &#8220;\ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac, \uac1c\uccb4\uba85 \uc778\uc2dd(Named Entity Recognition)&#8221;<\/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-25357","post","type-post","status-publish","format-standard","hentry","category-16"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.2 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac, \uac1c\uccb4\uba85 \uc778\uc2dd(Named Entity Recognition) - \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\/25357\/\" \/>\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(Named Entity Recognition) - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" \/>\n<meta property=\"og:description\" content=\"\uc790\uc5f0\uc5b4 \ucc98\ub9ac(Natural Language Processing, NLP)\ub294 \uc778\uac04\uc758 \uc5b8\uc5b4\ub97c \ucef4\ud4e8\ud130\uac00 \uc774\ud574\ud558\uace0 \ucc98\ub9ac\ud560 \uc218 \uc788\ub3c4\ub85d \ud558\ub294 \uae30\uc220\uc785\ub2c8\ub2e4. \ub525 \ub7ec\ub2dd(Deep Learning)\uc758 \ubc1c\uc804\uacfc \ud568\uaed8 NLP\uc758 \uc131\ub2a5\uc774 \uae09\uaca9\ud788 \ud5a5\uc0c1\ub418\uc5c8\uc73c\uba70, \uadf8 \uc911 \ud558\ub098\uac00 \uac1c\uccb4\uba85 \uc778\uc2dd(Named Entity Recognition, NER)\uc785\ub2c8\ub2e4. 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