{"id":25319,"date":"2024-10-26T09:54:01","date_gmt":"2024-10-26T09:54:01","guid":{"rendered":"http:\/\/atmokpo.com\/w\/?p=25319"},"modified":"2024-11-26T08:02:10","modified_gmt":"2024-11-26T08:02:10","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-%ec%8a%a4%ed%8c%b8-%eb%a9%94%ec%9d%bc-%eb%b6%84%eb%a5%98%ed%95%98%ea%b8%b0-spam-detec","status":"publish","type":"post","link":"https:\/\/atmokpo.com\/w\/25319\/","title":{"rendered":"\ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac, \uc2a4\ud338 \uba54\uc77c \ubd84\ub958\ud558\uae30 (Spam Detection)"},"content":{"rendered":"<p>\uc790\uc5f0\uc5b4 \ucc98\ub9ac(Natural Language Processing, NLP)\ub294 \ucef4\ud4e8\ud130\uac00 \uc778\uac04\uc758 \uc5b8\uc5b4\ub97c \uc774\ud574\ud558\uace0, \ud574\uc11d\ud558\uace0, \ucc98\ub9ac\ud558\ub294 \ub370 \ud544\uc694\ud55c \uae30\uc220\uc785\ub2c8\ub2e4. NLP\uc758 \ub2e4\uc591\ud55c \uc751\uc6a9 \uc911 \ud558\ub098\ub294 \uc2a4\ud338 \uba54\uc77c \ubd84\ub958\uc785\ub2c8\ub2e4. \uc2a4\ud338 \uba54\uc77c \ubd84\ub958\ub294 \uc0ac\uc6a9\uc790\uc758 \uc774\uba54\uc77c \uc218\uc2e0\ud568\uc5d0\uc11c \uc6d0\uce58 \uc54a\ub294 \uba54\uc2dc\uc9c0\ub97c \uc790\ub3d9\uc73c\ub85c \uac78\ub7ec\ub0b4\ub294 \uc791\uc5c5\uc73c\ub85c, \ub525 \ub7ec\ub2dd \uae30\uc220\uc744 \ud65c\uc6a9\ud568\uc73c\ub85c\uc368 \ub354\uc6b1 \ud5a5\uc0c1\ub41c \uc815\ud655\ub3c4\ub97c \uc790\ub791\ud569\ub2c8\ub2e4.<\/p>\n<h2>1. \uc2a4\ud338 \uba54\uc77c \ubd84\ub958\uc758 \ud544\uc694\uc131<\/h2>\n<p>\uc77c\uc0c1\uc801\uc73c\ub85c \ubc1b\ub294 \uc774\uba54\uc77c \uc911 \ub9ce\uc740 \ubd80\ubd84\uc774 \uc2a4\ud338\uc785\ub2c8\ub2e4. \uc2a4\ud338 \uc774\uba54\uc77c\uc740 \uad11\uace0, \ud53c\uc2f1, \ub9ec\uc6e8\uc5b4\uc640 \uac19\uc740 \uc720\ud574\ud55c \ucf58\ud150\uce20\ub97c \ud3ec\ud568\ud560 \uc218 \uc788\uc73c\uba70 \uc0ac\uc6a9\uc790 \uacbd\ud5d8\uc744 \ud06c\uac8c \uc800\ud558\uc2dc\ud0b5\ub2c8\ub2e4. \ub530\ub77c\uc11c, \uc2a4\ud338 \ubd84\ub958 \uc2dc\uc2a4\ud15c\uc740 \uc774\uba54\uc77c \uc81c\uacf5\uc5c5\uccb4\uc640 \uc0ac\uc6a9\uc790 \ubaa8\ub450\uc5d0\uac8c \uaf2d \ud544\uc694\ud569\ub2c8\ub2e4.<\/p>\n<h2>2. \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc758 \uae30\ucd08<\/h2>\n<p>\uc790\uc5f0\uc5b4 \ucc98\ub9ac\ub294 \uc778\uacf5\uc9c0\ub2a5(AI)\uacfc \ucef4\ud4e8\ud130 \uacfc\ud559\uc758 \ud55c \ubd84\uc57c\ub85c, \uae30\uacc4\uac00 \uc778\uac04 \uc5b8\uc5b4\ub97c \ucc98\ub9ac\ud558\uace0 \uc774\ud574\ud558\ub294 \ubc29\ubc95\uc5d0 \ub300\ud55c \uc5f0\uad6c\uc785\ub2c8\ub2e4. NLP\uc758 \uae30\ubcf8 \uad6c\uc131 \uc694\uc18c\ub294 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4:<\/p>\n<ul>\n<li><strong>\ud615\ud0dc\uc18c \ubd84\uc11d(morphological analysis):<\/strong> \ud14d\uc2a4\ud2b8\ub97c \ub2e8\uc5b4 \ub2e8\uc704\ub85c \ubd84\ub9ac\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\uad6c\ubb38 \ubd84\uc11d(syntactic analysis):<\/strong> \ubb38\uc7a5\uc758 \uad6c\uc870\ub97c \ubd84\uc11d\ud558\uc5ec \uc758\ubbf8\ub97c \uc774\ud574\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\uc758\ubbf8 \ubd84\uc11d(semantic analysis):<\/strong> \ub2e8\uc5b4\uc758 \uc758\ubbf8\ub97c \ud30c\uc545\ud558\uace0 \ubb38\ub9e5\uc744 \uc774\ud574\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\ub2f4\ud654 \ubd84\uc11d(pragmatic analysis):<\/strong> \ub300\ud654\uc758 \uc804\uccb4 \ubb38\ub9e5\uc744 \uace0\ub824\ud558\uc5ec \uc758\ubbf8\ub97c \uc774\ud574\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h2>3. \ub525 \ub7ec\ub2dd\uc758 \uae30\ucd08<\/h2>\n<p>\ub525 \ub7ec\ub2dd\uc740 \uc778\uacf5\uc9c0\ub2a5\uc758 \ud558\uc704 \ubd84\uc57c\ub85c, \uc778\uacf5 \uc2e0\uacbd\ub9dd\uc744 \uae30\ubc18\uc73c\ub85c \ud558\ub294 \uae30\uacc4 \ud559\uc2b5 \uae30\uc220\uc785\ub2c8\ub2e4. \ub525 \ub7ec\ub2dd\uc740 \ub300\ub7c9\uc758 \ub370\uc774\ud130\uc5d0\uc11c \ud328\ud134\uc744 \ud559\uc2b5\ud558\ub294 \ub370 \uac15\ub825\ud55c \uc131\ub2a5\uc744 \ubc1c\ud718\ud569\ub2c8\ub2e4. \ud2b9\ud788 \uc790\uc5f0\uc5b4 \ucc98\ub9ac \ubd84\uc57c\uc5d0\uc11c \ub9ce\uc740 \uc5f0\uad6c\uac00 \uc774\ub8e8\uc5b4\uc9c0\uace0 \uc788\uc73c\uba70, \uc790\uc5f0\uc5b4 \uc774\ud574(NLU) \ubc0f \uc790\uc5f0\uc5b4 \uc0dd\uc131(NLG)\uc5d0 \uc0ac\uc6a9\ub429\ub2c8\ub2e4.<\/p>\n<h2>4. \uc2a4\ud338 \uba54\uc77c \ubd84\ub958 \uc2dc\uc2a4\ud15c \uc124\uacc4<\/h2>\n<p>\uc2a4\ud338 \uba54\uc77c \ubd84\ub958 \uc2dc\uc2a4\ud15c \uc124\uacc4\ub97c \uc704\ud574\uc11c\ub294 \ub2e4\uc74c \ub2e8\uacc4\ub97c \ub530\ub985\ub2c8\ub2e4:<\/p>\n<ol>\n<li><strong>\ub370\uc774\ud130 \uc218\uc9d1:<\/strong> \uc2a4\ud338 \ubc0f \uc815\uc0c1 \uc774\uba54\uc77c \ub370\uc774\ud130\uc14b\uc744 \uc218\uc9d1\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\ub370\uc774\ud130 \uc804\ucc98\ub9ac:<\/strong> \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130\ub97c \uc815\uc81c\ud558\uace0 \ubd88\uc6a9\uc5b4 \uc81c\uac70, \ud615\ud0dc\uc18c \ubd84\uc11d\uc744 \uc9c4\ud589\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\ud2b9\uc9d5 \ucd94\ucd9c:<\/strong> \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130\ub97c \uc218\uce58\uc801\uc73c\ub85c \ud45c\ud604\ud558\uae30 \uc704\ud574 \ubca1\ud130\ud654\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\ubaa8\ub378 \uc120\ud0dd:<\/strong> \uc801\uc808\ud55c \ub525 \ub7ec\ub2dd \ubaa8\ub378\uc744 \uc120\ud0dd\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\ubaa8\ub378 \ud559\uc2b5:<\/strong> \ud6c8\ub828 \ub370\uc774\ud130\ub97c \uc0ac\uc6a9\ud574 \ubaa8\ub378\uc744 \ud559\uc2b5\uc2dc\ud0b5\ub2c8\ub2e4.<\/li>\n<li><strong>\ubaa8\ub378 \ud3c9\uac00:<\/strong> \ud14c\uc2a4\ud2b8 \ub370\uc774\ud130\ub97c \uc0ac\uc6a9\ud574 \ubaa8\ub378\uc758 \uc131\ub2a5\uc744 \ud3c9\uac00\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\ubc30\ud3ec \ubc0f \ubaa8\ub2c8\ud130\ub9c1:<\/strong> \uc2e4\uc81c \uc774\uba54\uc77c \ud544\ud130\ub9c1 \uc2dc\uc2a4\ud15c\uc5d0 \ubc30\ud3ec\ud558\uace0 \uc131\ub2a5\uc744 \uc9c0\uc18d\uc801\uc73c\ub85c \ubaa8\ub2c8\ud130\ub9c1\ud569\ub2c8\ub2e4.<\/li>\n<\/ol>\n<h2>5. \ub370\uc774\ud130 \uc218\uc9d1<\/h2>\n<p>\uc2a4\ud338 \uba54\uc77c \ubd84\ub958\ub97c \uc704\ud55c \ub370\uc774\ud130\uc14b\uc740 \ub2e4\uc591\ud558\uac8c \uc218\uc9d1\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc77c\ubc18\uc801\uc73c\ub85c \uc0ac\uc6a9\ub418\ub294 \ub370\uc774\ud130\uc14b\uc740 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4:<\/p>\n<ul>\n<li><strong>Enron \uc2a4\ud338 \ub370\uc774\ud130\uc14b:<\/strong> \uc720\uba85\ud55c \uc2a4\ud338 \uba54\uc77c \ub370\uc774\ud130\uc14b\uc73c\ub85c, \uc5ec\ub7ec \uce74\ud14c\uace0\ub9ac\uc758 \uba54\uc77c\uc744 \ud3ec\ud568\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>Kaggle \uc2a4\ud338 \ub370\uc774\ud130\uc14b:<\/strong> Kaggle\uc5d0\uc11c \uc81c\uacf5\ud558\ub294 \ub2e4\uc591\ud55c \uc2a4\ud338 \uad00\ub828 \ub370\uc774\ud130\uc14b\uc744 \ud65c\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h2>6. \ub370\uc774\ud130 \uc804\ucc98\ub9ac<\/h2>\n<p>\ub370\uc774\ud130 \uc804\ucc98\ub9ac\ub294 NLP\uc5d0\uc11c \ub9e4\uc6b0 \uc911\uc694\ud55c \ub2e8\uacc4\uc785\ub2c8\ub2e4. \uc774\uba54\uc77c \ud14d\uc2a4\ud2b8\ub97c \uc815\uc81c\ud558\ub294 \ubc29\ubc95\uc740 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4:<\/p>\n<ul>\n<li><strong>\ubd88\uc6a9\uc5b4 \uc81c\uac70:<\/strong> &#8216;\uc774&#8217;, &#8216;\uac00&#8217;, &#8216;\uc740&#8217;\uacfc \uac19\uc740 \uc758\ubbf8 \uc5c6\ub294 \ub2e8\uc5b4\ub4e4\uc744 \uc81c\uac70\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\uc18c\ubb38\uc790 \ubcc0\ud658:<\/strong> \ub300\ubb38\uc790\uc640 \uc18c\ubb38\uc790\ub97c \ud1b5\uc77c\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\uad6c\ub450\uc810 \uc81c\uac70:<\/strong> \uad6c\ub450\uc810\uc744 \uc0ad\uc81c\ud558\uc5ec \ud14d\uc2a4\ud2b8\ub97c \uc815\uc81c\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\ud615\ud0dc\uc18c \ubd84\uc11d:<\/strong> \ub2e8\uc5b4\uc758 \ud615\ud0dc\ub97c \ucd94\ucd9c\ud558\uc5ec \uc758\ubbf8\ub97c \ubcf4\uc874\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h2>7. \ud2b9\uc9d5 \ucd94\ucd9c<\/h2>\n<p>\ud14d\uc2a4\ud2b8 \ub370\uc774\ud130\ub97c \uc218\uce58\uc801\uc73c\ub85c \ud45c\ud604\ud558\uae30 \uc704\ud574 \uc5ec\ub7ec \uac00\uc9c0 \ubc29\ubc95\uc774 \uc788\uc2b5\ub2c8\ub2e4:<\/p>\n<ul>\n<li><strong>\ub2e8\uc5b4 \ube48\ub3c4-\uc5ed\ubb38\uc11c \ube48\ub3c4(TF-IDF):<\/strong> \ub2e8\uc5b4\uc758 \uc911\uc694\uc131\uc744 \uc218\uce58\uc801\uc73c\ub85c \ud45c\ud604\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\uc6cc\ub4dc \uc784\ubca0\ub529:<\/strong> Word2Vec, GloVe\uc640 \uac19\uc740 \uae30\ubc95\uc744 \ud1b5\ud574 \ub2e8\uc5b4\ub97c \ubca1\ud130 \ud615\ud0dc\ub85c \ubcc0\ud658\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h2>8. \ubaa8\ub378 \uc120\ud0dd<\/h2>\n<p>\uc2a4\ud338 \uba54\uc77c \ubd84\ub958\ub97c \uc704\ud574 \uc5ec\ub7ec \ub525 \ub7ec\ub2dd \ubaa8\ub378\uc744 \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4:<\/p>\n<ul>\n<li><strong>Recurrent Neural Networks (RNN):<\/strong> \uc2dc\ud000\uc2a4 \ub370\uc774\ud130\ub97c \ucc98\ub9ac\ud558\ub294 \ub370 \uac15\ub825\ud55c \uc131\ub2a5\uc744 \ubcf4\uc785\ub2c8\ub2e4.<\/li>\n<li><strong>Long Short-Term Memory (LSTM):<\/strong> RNN\uc758 \ud55c \uc885\ub958\ub85c, \uae34 \uc2dc\ud000\uc2a4\ub97c \ucc98\ub9ac\ud558\ub294 \ub370 \uc720\ub9ac\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>Convolutional Neural Networks (CNN):<\/strong> \uc774\ubbf8\uc9c0 \ucc98\ub9ac\uc5d0 \uc790\uc8fc \uc0ac\uc6a9\ub418\uc9c0\ub9cc, \ud14d\uc2a4\ud2b8 \ubd84\ub958\uc5d0\uc11c\ub3c4 \uc131\ub2a5\uc774 \ub6f0\uc5b4\ub0a9\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h2>9. \ubaa8\ub378 \ud559\uc2b5<\/h2>\n<p>\ubaa8\ub378\uc744 \ud559\uc2b5\uc2dc\ud0a4\uae30 \uc704\ud574\uc11c\ub294 \ud6c8\ub828 \ub370\uc774\ud130\uc640 \ub77c\ubca8 \uc815\ubcf4\uac00 \ud544\uc694\ud569\ub2c8\ub2e4. \uc190\uc2e4 \ud568\uc218\ub97c \uc815\uc758\ud558\uace0, \uc774\ub97c \ucd5c\uc18c\ud654\ud558\ub294 \ubc29\ud5a5\uc73c\ub85c \ubaa8\ub378\uc758 \uac00\uc911\uce58\ub97c \uc870\uc815\ud569\ub2c8\ub2e4. \uc77c\ubc18\uc801\uc73c\ub85c Adam \uc635\ud2f0\ub9c8\uc774\uc800\ub97c \uc0ac\uc6a9\ud558\uc5ec \ud559\uc2b5\uc744 \uc9c4\ud589\ud569\ub2c8\ub2e4.<\/p>\n<h2>10. \ubaa8\ub378 \ud3c9\uac00<\/h2>\n<p>\ud559\uc2b5\uc774 \uc644\ub8cc\ub41c \ubaa8\ub378\uc740 \ud14c\uc2a4\ud2b8 \ub370\uc774\ud130\uc14b\uc744 \uc774\uc6a9\ud558\uc5ec \ud3c9\uac00\ud569\ub2c8\ub2e4. \uc77c\ubc18\uc801\uc73c\ub85c \ub2e4\uc74c\uacfc \uac19\uc740 \uc9c0\ud45c\ub97c \uc0ac\uc6a9\ud569\ub2c8\ub2e4:<\/p>\n<ul>\n<li><strong>\uc815\ud655\ub3c4(Accuracy):<\/strong> \uc804\uccb4 \uc0d8\ud50c \uc911 \uc62c\ubc14\ub974\uac8c \ubd84\ub958\ub41c \uc0d8\ud50c\uc758 \ube44\uc728\uc785\ub2c8\ub2e4.<\/li>\n<li><strong>\uc815\ubc00\ub3c4(Precision):<\/strong> \uc2a4\ud338\uc73c\ub85c \ubd84\ub958\ub41c \uc0d8\ud50c \uc911 \uc2e4\uc81c \uc2a4\ud338\uc778 \uc0d8\ud50c\uc758 \ube44\uc728\uc785\ub2c8\ub2e4.<\/li>\n<li><strong>\uc7ac\ud604\uc728(Recall):<\/strong> \uc2e4\uc81c \uc2a4\ud338 \uc911\uc5d0\uc11c \uc62c\ubc14\ub974\uac8c \uc2a4\ud338\uc73c\ub85c \ubd84\ub958\ub41c \uc0d8\ud50c\uc758 \ube44\uc728\uc785\ub2c8\ub2e4.<\/li>\n<li><strong>F1-score:<\/strong> \uc815\ubc00\ub3c4\uc640 \uc7ac\ud604\uc728\uc758 \uc870\ud654 \ud3c9\uade0\uc73c\ub85c, \ubd88\uade0\ud615 \ud074\ub798\uc2a4 \ubb38\uc81c\uc5d0\uc11c \uc720\uc6a9\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h2>11. \ubc30\ud3ec \ubc0f \ubaa8\ub2c8\ud130\ub9c1<\/h2>\n<p>\ubaa8\ub378\uc744 \uc131\uacf5\uc801\uc73c\ub85c \ubc30\ud3ec\ud55c \ud6c4, \uacc4\uc18d\ud574\uc11c \uc131\ub2a5\uc744 \ubaa8\ub2c8\ud130\ub9c1\ud574\uc57c \ud569\ub2c8\ub2e4. \uc0c8\ub85c\uc6b4 \uc720\ud615\uc758 \uc2a4\ud338 \uba54\uc77c\uc774 \ub4f1\uc7a5\ud560 \uc218 \uc788\uc73c\uba70, \uc774\ub97c \ubc18\uc601\ud558\uc5ec \ubaa8\ub378\uc744 \uc8fc\uae30\uc801\uc73c\ub85c \uc7ac\ud6c8\ub828\ud569\ub2c8\ub2e4.<\/p>\n<h2>12. \uacb0\ub860<\/h2>\n<p>\ub525 \ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac, \ud2b9\ud788 \uc2a4\ud338 \uba54\uc77c \ubd84\ub958\ub294 \uc2e4\uc81c \uc11c\ube44\uc2a4\uc5d0\uc11c \ub9e4\uc6b0 \uc911\uc694\ud55c \ubb38\uc81c\uc785\ub2c8\ub2e4. \ub2e4\uc591\ud55c \ubaa8\ub378\uacfc \uae30\ubc95\uc744 \uace0\ub824\ud558\uc5ec \ud6a8\uacfc\uc801\uc778 \uc2a4\ud338 \ud544\ud130\ub9c1 \uc2dc\uc2a4\ud15c\uc744 \uad6c\ucd95\ud568\uc73c\ub85c\uc368, \uc0ac\uc6a9\uc790\uc5d0\uac8c \ub354 \ub098\uc740 \uc774\uba54\uc77c \uacbd\ud5d8\uc744 \uc81c\uacf5\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h2>13. \ucd94\uac00 \uc77d\uc744\uac70\ub9ac<\/h2>\n<p>\uc774 \ubd84\uc57c\uc5d0 \ub300\ud55c \ub354 \uae4a\uc740 \uc774\ud574\ub97c \uc6d0\ud558\uc2e0\ub2e4\uba74 \ub2e4\uc74c \ub9ac\uc18c\uc2a4\ub97c \ucc38\uace0\ud558\uc2dc\uae30 \ubc14\ub78d\ub2c8\ub2e4:<\/p>\n<ul>\n<li><a href=\"https:\/\/www.deeplearningbook.org\/\" target=\"_blank\" rel=\"noopener\">Deep Learning Book<\/a>: Ian Goodfellow \uc678 3\uba85\uc774 \uc800\uc220\ud55c \ub525 \ub7ec\ub2dd\uc5d0 \ub300\ud55c \ud3ec\uad04\uc801\uc778 \ucc45\uc785\ub2c8\ub2e4.<\/li>\n<li><a href=\"https:\/\/www.coursera.org\/learn\/nlp\" target=\"_blank\" rel=\"noopener\">Natural Language Processing Specialization on Coursera<\/a>: \uc2a4\ud0e0\ud37c\ub4dc \ub300\ud559\uad50\uc5d0\uc11c \uc81c\uacf5\ud558\ub294 \uc790\uc5f0\uc5b4 \ucc98\ub9ac \uac15\uc88c\uc785\ub2c8\ub2e4.<\/li>\n<li><a href=\"https:\/\/kaggle.com\/\" target=\"_blank\" rel=\"noopener\">Kaggle<\/a>: \ub370\uc774\ud130\uc14b\uc744 \ucc3e\uace0 \uba38\uc2e0\ub7ec\ub2dd \ud504\ub85c\uc81d\ud2b8\ub97c \ud1b5\ud574 \uc9c1\uc811 \uc2e4\uc2b5\ud560 \uc218 \uc788\ub294 \ud50c\ub7ab\ud3fc\uc785\ub2c8\ub2e4.<\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>\uc790\uc5f0\uc5b4 \ucc98\ub9ac(Natural Language Processing, NLP)\ub294 \ucef4\ud4e8\ud130\uac00 \uc778\uac04\uc758 \uc5b8\uc5b4\ub97c \uc774\ud574\ud558\uace0, \ud574\uc11d\ud558\uace0, \ucc98\ub9ac\ud558\ub294 \ub370 \ud544\uc694\ud55c \uae30\uc220\uc785\ub2c8\ub2e4. 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