{"id":25191,"date":"2024-10-26T09:52:54","date_gmt":"2024-10-26T09:52:54","guid":{"rendered":"http:\/\/atmokpo.com\/w\/?p=25191"},"modified":"2024-11-26T08:02:35","modified_gmt":"2024-11-26T08:02:35","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-%ed%95%9c%ea%b5%ad%ec%96%b4-%ec%a0%84%ec%b2%98%eb%a6%ac-%ed%8c%a8%ed%82%a4%ec%a7%80","status":"publish","type":"post","link":"https:\/\/atmokpo.com\/w\/25191\/","title":{"rendered":"\ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac: \ud55c\uad6d\uc5b4 \uc804\ucc98\ub9ac \ud328\ud0a4\uc9c0"},"content":{"rendered":"<p>\uc790\uc5f0\uc5b4 \ucc98\ub9ac\ub294 \uc778\uacf5\uc9c0\ub2a5(AI)\uacfc \uba38\uc2e0\ub7ec\ub2dd \ubd84\uc57c\uc5d0\uc11c \uc911\uc694\ud55c \uc5ed\ud560\uc744 \ucc28\uc9c0\ud558\uace0 \uc788\uc73c\uba70, \ud2b9\ud788 \ub525 \ub7ec\ub2dd\uc758 \ubc1c\uc804\uc73c\ub85c \uc778\ud574 \uadf8 \uc801\uc6a9 \ubc94\uc704\uac00 \ub354\uc6b1 \ub113\uc5b4\uc9c0\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ud2b9\ud788 \ud55c\uad6d\uc5b4\ub294 \uc601\uc5b4\uc640 \uac19\uc740 \uc5b8\uc5b4\uc640\ub294 \ub2e4\ub978 \ubcf5\uc7a1\ud55c \uad6c\uc870\uc640 \ud2b9\uc9d5\uc744 \uac00\uc9c0\uace0 \uc788\uc5b4, \uc790\uc5f0\uc5b4 \ucc98\ub9ac\ub97c \uc704\ud55c \uc804\ucc98\ub9ac\uac00 \uc911\uc694\ud569\ub2c8\ub2e4. \ubcf8 \uac15\uc88c\uc5d0\uc11c\ub294 \ub525 \ub7ec\ub2dd\uc744 \ud1b5\ud55c \ud55c\uad6d\uc5b4 \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc758 \uae30\ubcf8 \uac1c\ub150\uacfc \ud55c\uad6d\uc5b4 \uc804\ucc98\ub9ac\ub97c \uc704\ud55c \ub2e4\uc591\ud55c \ub3c4\uad6c\uc5d0 \ub300\ud574 \uc54c\uc544\ubcf4\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n<h2>1. \uc790\uc5f0\uc5b4 \ucc98\ub9ac(NLP) \uac1c\uc694<\/h2>\n<p>\uc790\uc5f0\uc5b4 \ucc98\ub9ac\ub294 \uc778\uac04\uc758 \uc5b8\uc5b4\ub97c \uc774\ud574\ud558\uace0 \ud574\uc11d\ud558\ub294 \uae30\uc220\ub85c, \ucef4\ud4e8\ud130\uc640 \uc778\uac04 \uac04\uc758 \uc758\uc0ac\uc18c\ud1b5\uc744 \uc6d0\ud65c\ud558\uac8c \ud574\uc8fc\ub294 \uc5ed\ud560\uc744 \ub2f4\ub2f9\ud569\ub2c8\ub2e4. \ucd5c\uadfc \ub525 \ub7ec\ub2dd \uae30\uc220\uc758 \ubc1c\uc804\uc740 \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc758 \ud6a8\uc728\uc131\uacfc \uc815\ud655\uc131\uc744 \ud06c\uac8c \ud5a5\uc0c1\uc2dc\ud0a4\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uae30\uacc4 \ubc88\uc5ed, \uac10\uc815 \ubd84\uc11d, \ubb38\uc11c \uc694\uc57d, \uc9c8\ubb38 \uc751\ub2f5 \uc2dc\uc2a4\ud15c \ub4f1 \ub2e4\uc591\ud55c \ubd84\uc57c\uc5d0\uc11c \ud65c\uc6a9\ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h2>2. \ud55c\uad6d\uc5b4\uc758 \ud2b9\uc9d5<\/h2>\n<p>\ud55c\uad6d\uc5b4\ub294 \uad50\ucc29\uc5b4\ub85c\uc11c, \uc870\uc0ac\uc640 \uc5b4\ubbf8\uc758 \uacb0\ud569\uc744 \ud1b5\ud574 \ub2e4\uc591\ud55c \uc758\ubbf8\ub97c \uc804\ub2ec\ud569\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ud2b9\uc131\uc740 \ud55c\uad6d\uc5b4 \uc790\uc5f0\uc5b4 \ucc98\ub9ac\ub97c \ub354\uc6b1 \ubcf5\uc7a1\ud558\uac8c \ub9cc\ub4e4\uba70, \uc77c\ubc18\uc801\uc778 \uc804\ucc98\ub9ac \uae30\ubc95\ub4e4\uc774 \uadf8\ub300\ub85c \uc801\uc6a9\ub418\uae30 \uc5b4\ub835\uc2b5\ub2c8\ub2e4. \ud2b9\ud788, \ub2e4\uc74c\uacfc \uac19\uc740 \ud2b9\uc9d5\uc774 \uc788\uc2b5\ub2c8\ub2e4:<\/p>\n<ul>\n<li><strong>\uacb0\ud569 \ud615\ud0dc\uc18c:<\/strong> \ud55c\uad6d\uc5b4\ub294 \uc5ec\ub7ec \ud615\ud0dc\uc18c\uac00 \uacb0\ud569\ud558\uc5ec \ud558\ub098\uc758 \ub2e8\uc5b4\ub97c \ud615\uc131\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<li><strong>\uc870\uc0ac:<\/strong> \ubb38\ubc95\uc801 \uad00\uacc4\ub97c \ub098\ud0c0\ub0b4\ub294 \uc870\uc0ac\uac00 \uc911\uc694\ud558\uc5ec, \uc774\ub97c \uace0\ub824\ud55c \uc804\ucc98\ub9ac\uac00 \ud544\uc694\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\uc5b4\uc21c:<\/strong> \uc5b4\uc21c\uc758 \ubcc0\ud654\uac00 \uc758\ubbf8 \ubcc0\ud654\ub85c \uc774\uc5b4\uc9c8 \uc218 \uc788\uc73c\ubbc0\ub85c, \uad6c\ubb38 \uad6c\uc870\ub97c \uc774\ud574\ud558\ub294 \uac83\uc774 \uc911\uc694\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h2>3. \ub525 \ub7ec\ub2dd \uae30\ubc18 \uc790\uc5f0\uc5b4 \ucc98\ub9ac<\/h2>\n<p>\ub525 \ub7ec\ub2dd\uc740 \uc778\uacf5 \uc2e0\uacbd\ub9dd\uc744 \uc0ac\uc6a9\ud558\uc5ec \ub370\uc774\ud130\ub97c \uc774\ud574\ud558\uace0 \ud559\uc2b5\ud558\ub294 \ubc29\ubc95\uc73c\ub85c, \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc5d0\uc11c\ub3c4 \uc5ec\ub7ec \uac00\uc9c0 \ubaa8\ub378\uc774 \ud65c\uc6a9\ub429\ub2c8\ub2e4. \ub300\ud45c\uc801\uc778 \ub525 \ub7ec\ub2dd \ubaa8\ub378\ub85c\ub294 \ub2e4\uc74c\uacfc \uac19\uc740 \uac83\ub4e4\uc774 \uc788\uc2b5\ub2c8\ub2e4:<\/p>\n<ul>\n<li><strong>\uc21c\ud658 \uc2e0\uacbd\ub9dd(RNN):<\/strong> \uc2dc\uac04\uc758 \uc21c\uc11c\ub97c \uace0\ub824\ud558\uc5ec \uc2dc\ud000\uc2a4 \ub370\uc774\ud130\ub97c \ucc98\ub9ac\ud560 \uc218 \uc788\ub294 \uc2e0\uacbd\ub9dd\uc785\ub2c8\ub2e4.<\/li>\n<li><strong>\uc7a5\ub2e8\uae30 \uba54\ubaa8\ub9ac \ub124\ud2b8\uc6cc\ud06c(LSTM):<\/strong> RNN\uc758 \ud55c \uc885\ub958\ub85c, \uc7a5\uae30 \uc758\uc874\uc131 \ubb38\uc81c\ub97c \ud574\uacb0\ud558\uae30 \uc704\ud574 \uc124\uacc4\ub418\uc5c8\uc2b5\ub2c8\ub2e4.<\/li>\n<li><strong>\ubcc0\ud658\uae30(Transformer):<\/strong> Attention \uba54\ucee4\ub2c8\uc998\uc744 \ud65c\uc6a9\ud558\uc5ec \ubb38\ub9e5\uc744 \ud6a8\uacfc\uc801\uc73c\ub85c \uc774\ud574\ud558\uba70, BERT, GPT \ub4f1\uc758 \ubc1c\uc804\uc5d0 \uae30\uc5ec\ud588\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h2>4. \ud55c\uad6d\uc5b4 \uc804\ucc98\ub9ac\uc758 \uc911\uc694\uc131\uacfc \ud544\uc694\uc131<\/h2>\n<p>\uc790\uc5f0\uc5b4 \ucc98\ub9ac\ub97c \uc218\ud589\ud558\uae30 \uc704\ud574\uc11c\ub294 \ub370\uc774\ud130\uc758 \ud488\uc9c8\uc774 \ub9e4\uc6b0 \uc911\uc694\ud569\ub2c8\ub2e4. \ud2b9\ud788 \ud55c\uad6d\uc5b4\uc640 \uac19\uc740 \ubcf5\uc7a1\ud55c \uc5b8\uc5b4\uc5d0\uc11c\ub294 \uc804\ucc98\ub9ac\ub97c \ud1b5\ud574 \ubd88\ud544\uc694\ud55c \ub178\uc774\uc988\ub97c \uc81c\uac70\ud558\uace0, \uc5b8\uc5b4\uc758 \ud2b9\uc131\uc744 \ubc18\uc601\ud55c \ud615\ud0dc\ub85c \ubcc0\ud658\ud558\ub294 \uac83\uc774 \ud544\uc218\uc801\uc785\ub2c8\ub2e4. \uc8fc\uc694 \uc804\ucc98\ub9ac \ub2e8\uacc4\ub294 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4:<\/p>\n<ul>\n<li><strong>\ud1a0\ud070\ud654(Tokenization):<\/strong> \ud14d\uc2a4\ud2b8\ub97c \uc758\ubbf8 \uc788\ub294 \ub2e8\uc704\ub85c \ubd84\ub9ac\ud558\ub294 \uacfc\uc815\uc785\ub2c8\ub2e4.<\/li>\n<li><strong>\ud615\ud0dc\uc18c \ubd84\uc11d(Morphological Analysis):<\/strong> \ub2e8\uc5b4\uc758 \ud615\ud0dc\uc18c\ub97c \ubd84\uc11d\ud558\uc5ec \ud488\uc0ac\ub97c \ud0dc\uae45\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\ubd88\uc6a9\uc5b4 \uc81c\uac70(Stopword Removal):<\/strong> \uc758\ubbf8\uac00 \uc5c6\ub294 \ub2e8\uc5b4\ub97c \uc81c\uac70\ud558\uc5ec \ub370\uc774\ud130\uc758 \uc758\ubbf8\ub97c \uadf9\ub300\ud654\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\uc5b4\uac04 \ucd94\ucd9c(Stemming) \ubc0f \ud45c\uc81c\uc5b4 \ucd94\ucd9c(Lemmatization):<\/strong> \ub2e8\uc5b4\uc758 \uc5b4\ud615\uc744 \uc815\uaddc\ud654\ud558\uc5ec \ub370\uc774\ud130\uc758 \uc77c\uad00\uc131\uc744 \ub192\uc785\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h2>5. \ud55c\uad6d\uc5b4 \uc804\ucc98\ub9ac \ud328\ud0a4\uc9c0 \uc18c\uac1c<\/h2>\n<p>\ud55c\uad6d\uc5b4 \uc804\ucc98\ub9ac\ub97c \uc704\ud55c \ub2e4\uc591\ud55c \ud328\ud0a4\uc9c0\uac00 \uc874\uc7ac\ud558\uba70, \uc774\ub4e4\uc740 \ub2e4\ub8f0 \uc218 \uc788\ub294 \ud14d\uc2a4\ud2b8\uc758 \uc591\uacfc \uc885\ub958\uc5d0 \ub530\ub77c \uac01\uac01\uc758 \uc7a5\uc810\uc744 \uac00\uc9c0\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc544\ub798\uc5d0\uc11c\ub294 \ub300\ud45c\uc801\uc778 \ud55c\uad6d\uc5b4 \uc804\ucc98\ub9ac \ud328\ud0a4\uc9c0\ub97c \uc18c\uac1c\ud569\ub2c8\ub2e4.<\/p>\n<h3>5.1. KoNLPy<\/h3>\n<p>KoNLPy\ub294 Python \uae30\ubc18\uc758 \ud55c\uad6d\uc5b4 \uc790\uc5f0\uc5b4 \ucc98\ub9ac \ud328\ud0a4\uc9c0\ub85c, \ub2e4\uc591\ud55c \ud615\ud0dc\uc18c \ubd84\uc11d\uae30\ub97c \ud3ec\ud568\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ub300\ud45c\uc801\uc73c\ub85c Komoran, Hannanum, Kkma, MeCab \ub4f1\uc758 \ubd84\uc11d\uae30\ub97c \uc9c0\uc6d0\ud558\uba70, \uc0ac\uc6a9\uc790\uac00 \uc27d\uac8c \uc124\uce58\ud558\uace0 \uc0ac\uc6a9\ud560 \uc218 \uc788\ub3c4\ub85d \uad6c\uc131\ub418\uc5b4 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<pre><code>from konlpy.tag import Okt\n\nokt = Okt()\ntokens = okt.morphs(\"\uc790\uc5f0\uc5b4 \ucc98\ub9ac\ub294 \uc815\ub9d0 \uc7ac\ubc0c\uc2b5\ub2c8\ub2e4.\")\nprint(tokens)<\/code><\/pre>\n<h3>5.2. KLT (Korean Language Toolkit)<\/h3>\n<p>KLT\ub294 \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc640 \uae30\uacc4 \ud559\uc2b5\uc744 \uc704\ud55c \ud55c\uad6d\uc5b4 \ucc98\ub9ac\uc758 \ub3c4\uad6c \ubaa8\uc74c\uc785\ub2c8\ub2e4. \ub2e4\uc591\ud55c \uc804\ucc98\ub9ac \uae30\ub2a5\uc744 \uc81c\uacf5\ud558\uba70, \ube44\uc2b7\ud55c \uae30\ub2a5\uc744 \uac00\uc9c4 \ub2e4\ub978 \ub3c4\uad6c\ub4e4\uc5d0 \ube44\ud574 \uc720\uc5f0\ud55c \uc0ac\uc6a9\uc774 \uac00\ub2a5\ud569\ub2c8\ub2e4. \uc774 \ud328\ud0a4\uc9c0\ub294 \ud2b9\ud788 \ub370\uc774\ud130 \uc804\ucc98\ub9ac, \ubaa8\ub378\ub9c1, \ud3c9\uac00\uae4c\uc9c0\uc758 \uc804\uccb4 \ud504\ub85c\uc138\uc2a4\ub97c \uc9c0\uc6d0\ud569\ub2c8\ub2e4.<\/p>\n<h3>5.3. PyKorean<\/h3>\n<p>PyKorean\uc740 \ud55c\uad6d\uc5b4 \ub370\uc774\ud130 \uc804\ucc98\ub9ac\uc5d0 \ud2b9\ud654\ub41c \ud328\ud0a4\uc9c0\ub85c, \ud2b9\ud788 \ub300\uc6a9\ub7c9 \ub370\uc774\ud130\uc14b\uc5d0\uc11c\uc758 \uc131\ub2a5 \ucd5c\uc801\ud654\uc5d0 \uc911\uc810\uc744 \ub450\uace0 \uc124\uacc4\ub418\uc5c8\uc2b5\ub2c8\ub2e4. \ubc30\uc6b0\uae30 \uc26c\uc6b4 API\ub97c \uc81c\uacf5\ud558\uc5ec \uc0ac\uc6a9\uc790\uac00 \uc27d\uac8c \ud55c\uad6d\uc5b4 \ub370\uc774\ud130\ub97c \ucc98\ub9ac\ud560 \uc218 \uc788\uac8c \ub3d5\uc2b5\ub2c8\ub2e4.<\/p>\n<h2>6. \uc804\ucc98\ub9ac \uc2e4\uc2b5<\/h2>\n<p>\uc2e4\uc81c \uc804\ucc98\ub9ac \uacfc\uc815\uc744 \ud1b5\ud574 \ud55c\uad6d\uc5b4 \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130\ub97c \uc5b4\ub5bb\uac8c \ucc98\ub9ac\ud560 \uc218 \uc788\ub294\uc9c0 \uc54c\uc544\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. \ub2e4\uc74c\uc740 KoNLPy\ub97c \ud65c\uc6a9\ud55c \uac04\ub2e8\ud55c \uc804\ucc98\ub9ac \ucf54\ub4dc\uc785\ub2c8\ub2e4.<\/p>\n<pre><code>from konlpy.tag import Okt\n\n# \ub370\uc774\ud130 \uc608\uc2dc\ntext = \"\ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac\ub294 \ubbf8\ub798\uc758 \uae30\uc220\uc785\ub2c8\ub2e4.\"\n\n# \ud615\ud0dc\uc18c \ubd84\uc11d\nokt = Okt()\nmorphs = okt.morphs(text)\n\n# \ubd88\uc6a9\uc5b4 \uc81c\uac70 (\uc608: '\uc744', '\ub294', '\uc774', '\uac00')\nstopwords = ['\uc744', '\ub294', '\uc774', '\uac00']\nfiltered_words = [word for word in morphs if word not in stopwords]\n\nprint(filtered_words)<\/code><\/pre>\n<h2>7. \uacb0\ub860<\/h2>\n<p>\ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac\ub294 \ud55c\uad6d\uc5b4 \uc804\ucc98\ub9ac\ub97c \ud1b5\ud574 \uadf8 \uc131\ub2a5\uc744 \uadf9\ub300\ud654\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ud55c\uad6d\uc5b4\uc758 \uad6c\uc870\uc801 \ud2b9\uc131\uacfc \ubcf5\uc7a1\uc131\uc744 \uace0\ub824\ud560 \ub54c, \uc801\uc808\ud55c \uc804\ucc98\ub9ac \ub3c4\uad6c\uc758 \ud65c\uc6a9\uc740 \ud544\uc218\uc801\uc785\ub2c8\ub2e4. KoNLPy, KLT, PyKorean\uacfc \uac19\uc740 \ub2e4\uc591\ud55c \ub3c4\uad6c\ub4e4\uc744 \ud1b5\ud574 \ubcf4\ub2e4 \ud6a8\uc728\uc801\uc774\uace0 \uc815\ud655\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac \uc791\uc5c5\uc744 \uc218\ud589\ud560 \uc218 \uc788\uc744 \uac83\uc785\ub2c8\ub2e4. \uc55e\uc73c\ub85c\uc758 \ubc1c\uc804\uc744 \ud1b5\ud574 \ub354\uc6b1 \ud5a5\uc0c1\ub41c \ud55c\uad6d\uc5b4 \uc790\uc5f0\uc5b4 \ucc98\ub9ac \uae30\uc220\uc774 \uae30\ub300\ub429\ub2c8\ub2e4.<\/p>\n<h2>8. \ucc38\uace0\ubb38\ud5cc<\/h2>\n<ul>\n<li>https:\/\/www.konlpy.org\/en\/latest\/<\/li>\n<li>https:\/\/github.com\/konlpy\/konlpy<\/li>\n<li>https:\/\/towardsdatascience.com\/deep-learning-for-nlp-3d36d466e1a2<\/li>\n<li>https:\/\/towardsdatascience.com\/a-guide-to-nlp-for-korean-language-73c00cc6c8c0<\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>\uc790\uc5f0\uc5b4 \ucc98\ub9ac\ub294 \uc778\uacf5\uc9c0\ub2a5(AI)\uacfc \uba38\uc2e0\ub7ec\ub2dd \ubd84\uc57c\uc5d0\uc11c \uc911\uc694\ud55c \uc5ed\ud560\uc744 \ucc28\uc9c0\ud558\uace0 \uc788\uc73c\uba70, \ud2b9\ud788 \ub525 \ub7ec\ub2dd\uc758 \ubc1c\uc804\uc73c\ub85c \uc778\ud574 \uadf8 \uc801\uc6a9 \ubc94\uc704\uac00 \ub354\uc6b1 \ub113\uc5b4\uc9c0\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ud2b9\ud788 \ud55c\uad6d\uc5b4\ub294 \uc601\uc5b4\uc640 \uac19\uc740 \uc5b8\uc5b4\uc640\ub294 \ub2e4\ub978 \ubcf5\uc7a1\ud55c \uad6c\uc870\uc640 \ud2b9\uc9d5\uc744 \uac00\uc9c0\uace0 \uc788\uc5b4, \uc790\uc5f0\uc5b4 \ucc98\ub9ac\ub97c \uc704\ud55c \uc804\ucc98\ub9ac\uac00 \uc911\uc694\ud569\ub2c8\ub2e4. \ubcf8 \uac15\uc88c\uc5d0\uc11c\ub294 \ub525 \ub7ec\ub2dd\uc744 \ud1b5\ud55c \ud55c\uad6d\uc5b4 \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc758 \uae30\ubcf8 \uac1c\ub150\uacfc \ud55c\uad6d\uc5b4 \uc804\ucc98\ub9ac\ub97c \uc704\ud55c \ub2e4\uc591\ud55c \ub3c4\uad6c\uc5d0 \ub300\ud574 \uc54c\uc544\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. 1. \uc790\uc5f0\uc5b4 &hellip; <a href=\"https:\/\/atmokpo.com\/w\/25191\/\" class=\"more-link\">\ub354 \ubcf4\uae30<span class=\"screen-reader-text\"> &#8220;\ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac: \ud55c\uad6d\uc5b4 \uc804\ucc98\ub9ac \ud328\ud0a4\uc9c0&#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-25191","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: \ud55c\uad6d\uc5b4 \uc804\ucc98\ub9ac \ud328\ud0a4\uc9c0 - \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\/25191\/\" \/>\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: \ud55c\uad6d\uc5b4 \uc804\ucc98\ub9ac \ud328\ud0a4\uc9c0 - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" \/>\n<meta property=\"og:description\" content=\"\uc790\uc5f0\uc5b4 \ucc98\ub9ac\ub294 \uc778\uacf5\uc9c0\ub2a5(AI)\uacfc \uba38\uc2e0\ub7ec\ub2dd \ubd84\uc57c\uc5d0\uc11c \uc911\uc694\ud55c \uc5ed\ud560\uc744 \ucc28\uc9c0\ud558\uace0 \uc788\uc73c\uba70, \ud2b9\ud788 \ub525 \ub7ec\ub2dd\uc758 \ubc1c\uc804\uc73c\ub85c \uc778\ud574 \uadf8 \uc801\uc6a9 \ubc94\uc704\uac00 \ub354\uc6b1 \ub113\uc5b4\uc9c0\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ud2b9\ud788 \ud55c\uad6d\uc5b4\ub294 \uc601\uc5b4\uc640 \uac19\uc740 \uc5b8\uc5b4\uc640\ub294 \ub2e4\ub978 \ubcf5\uc7a1\ud55c \uad6c\uc870\uc640 \ud2b9\uc9d5\uc744 \uac00\uc9c0\uace0 \uc788\uc5b4, \uc790\uc5f0\uc5b4 \ucc98\ub9ac\ub97c \uc704\ud55c \uc804\ucc98\ub9ac\uac00 \uc911\uc694\ud569\ub2c8\ub2e4. \ubcf8 \uac15\uc88c\uc5d0\uc11c\ub294 \ub525 \ub7ec\ub2dd\uc744 \ud1b5\ud55c \ud55c\uad6d\uc5b4 \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc758 \uae30\ubcf8 \uac1c\ub150\uacfc \ud55c\uad6d\uc5b4 \uc804\ucc98\ub9ac\ub97c \uc704\ud55c \ub2e4\uc591\ud55c \ub3c4\uad6c\uc5d0 \ub300\ud574 \uc54c\uc544\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. 1. \uc790\uc5f0\uc5b4 &hellip; \ub354 \ubcf4\uae30 &quot;\ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac: \ud55c\uad6d\uc5b4 \uc804\ucc98\ub9ac \ud328\ud0a4\uc9c0&quot;\" \/>\n<meta property=\"og:url\" content=\"https:\/\/atmokpo.com\/w\/25191\/\" \/>\n<meta property=\"og:site_name\" content=\"\ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" \/>\n<meta property=\"article:published_time\" content=\"2024-10-26T09:52:54+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2024-11-26T08:02:35+00:00\" \/>\n<meta name=\"author\" content=\"root\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@bebubo4\" \/>\n<meta name=\"twitter:site\" content=\"@bebubo4\" \/>\n<meta name=\"twitter:label1\" content=\"\uae00\uc4f4\uc774\" \/>\n\t<meta name=\"twitter:data1\" content=\"root\" \/>\n\t<meta name=\"twitter:label2\" content=\"\uc608\uc0c1 \ub418\ub294 \ud310\ub3c5 \uc2dc\uac04\" \/>\n\t<meta name=\"twitter:data2\" content=\"1\ubd84\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/atmokpo.com\/w\/25191\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/atmokpo.com\/w\/25191\/\"},\"author\":{\"name\":\"root\",\"@id\":\"https:\/\/atmokpo.com\/w\/#\/schema\/person\/91b6b3b138fbba0efb4ae64b1abd81d7\"},\"headline\":\"\ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac: \ud55c\uad6d\uc5b4 \uc804\ucc98\ub9ac \ud328\ud0a4\uc9c0\",\"datePublished\":\"2024-10-26T09:52:54+00:00\",\"dateModified\":\"2024-11-26T08:02:35+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/atmokpo.com\/w\/25191\/\"},\"wordCount\":62,\"publisher\":{\"@id\":\"https:\/\/atmokpo.com\/w\/#organization\"},\"articleSection\":[\"\ub525\ub7ec\ub2dd \uc790\uc5f0\uc5b4\ucc98\ub9ac\"],\"inLanguage\":\"ko-KR\"},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/atmokpo.com\/w\/25191\/\",\"url\":\"https:\/\/atmokpo.com\/w\/25191\/\",\"name\":\"\ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac: \ud55c\uad6d\uc5b4 \uc804\ucc98\ub9ac \ud328\ud0a4\uc9c0 - 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