{"id":25489,"date":"2024-10-26T09:55:29","date_gmt":"2024-10-26T09:55:29","guid":{"rendered":"http:\/\/atmokpo.com\/w\/?p=25489"},"modified":"2024-11-26T08:01:35","modified_gmt":"2024-11-26T08:01:35","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-%eb%a9%94%eb%aa%a8%eb%a6%ac-%eb%84%a4%ed%8a%b8%ec%9b%8c%ed%81%acmemory-network-memn","status":"publish","type":"post","link":"https:\/\/atmokpo.com\/w\/25489\/","title":{"rendered":"\ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac, \uba54\ubaa8\ub9ac \ub124\ud2b8\uc6cc\ud06c(Memory Network, MemN)\ub97c \uc774\uc6a9\ud55c QA"},"content":{"rendered":"<p><body><\/p>\n<p>\n    \ucd5c\uadfc \uba87 \ub144\uac04 \uc778\uacf5\uc9c0\ub2a5(AI)\uacfc \uc790\uc5f0\uc5b4 \ucc98\ub9ac(NLP) \ubd84\uc57c\uc5d0\uc11c\ub294 \uc5c4\uccad\ub09c \ubc1c\uc804\uc774 \uc788\uc5c8\uc2b5\ub2c8\ub2e4. \uc774\ub7f0 \ubc1c\uc804\uc758 \uadfc\ubcf8\uc5d0\ub294 \ub525 \ub7ec\ub2dd \uae30\uc220\uc774 \uc790\ub9ac\uc7a1\uace0 \uc788\uc73c\uba70, \ud2b9\ud788 \uba54\ubaa8\ub9ac \ub124\ud2b8\uc6cc\ud06c(Memory Network, MemN)\uc640 \uac19\uc740 \ud601\uc2e0\uc801\uc778 \ubaa8\ub378\ub4e4\uc774 \uc8fc\ubaa9\ubc1b\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ubcf8 \uae00\uc5d0\uc11c\ub294 \uba54\ubaa8\ub9ac \ub124\ud2b8\uc6cc\ud06c\uc758 \uac1c\ub150, \uad6c\uc870 \ubc0f \uc774\ub97c \ud65c\uc6a9\ud55c \uc9c8\uc758\uc751\ub2f5(QA) \uc2dc\uc2a4\ud15c\uc758 \uad6c\ud604\uc5d0 \ub300\ud574 \uc790\uc138\ud788 \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4.\n<\/p>\n<h2>1. \uc790\uc5f0\uc5b4 \ucc98\ub9ac(NLP)\uc758 \uac1c\uc694<\/h2>\n<p>\n    \uc790\uc5f0\uc5b4 \ucc98\ub9ac\ub294 \ucef4\ud4e8\ud130\uac00 \uc778\uac04\uc758 \uc5b8\uc5b4\ub97c \uc774\ud574\ud558\uace0 \ud574\uc11d\ud560 \uc218 \uc788\ub3c4\ub85d \ud558\ub294 \uae30\uc220\uc785\ub2c8\ub2e4. \uc774\ub294 \ubc88\uc5ed, \uac10\uc815 \ubd84\uc11d, \uae30\uacc4 \ud559\uc2b5 \ub4f1\uc744 \ud3ec\ud568\ud558\uc5ec \ub9ce\uc740 \uc751\uc6a9 \ubd84\uc57c\uc5d0\uc11c \uc0ac\uc6a9\ub429\ub2c8\ub2e4. NLP\uc758 \ud575\uc2ec\uc740 \uc5b8\uc5b4 \ub370\uc774\ud130\ub97c \uc218\uc9d1, \ucc98\ub9ac, \ubd84\uc11d\ud558\uc5ec \uc758\ubbf8\ub97c \ucd94\ucd9c\ud558\uace0 \uc774\ub97c \ubc14\ud0d5\uc73c\ub85c \uc778\uac04\uacfc \uc0c1\ud638\uc791\uc6a9\ud560 \uc218 \uc788\ub294 \uc2dc\uc2a4\ud15c\uc744 \ub9cc\ub4dc\ub294 \uac83\uc785\ub2c8\ub2e4.\n<\/p>\n<h3>1.1 NLP\uc758 \uc911\uc694\uc131<\/h3>\n<p>\n    \uc790\uc5f0\uc5b4 \ucc98\ub9ac\ub294 \uc5ec\ub7ec \uc0b0\uc5c5\uc5d0\uc11c \ub9e4\uc6b0 \uc911\uc694\ud55c \uc5ed\ud560\uc744 \ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \uace0\uac1d \uc11c\ube44\uc2a4, \uc815\ubcf4 \uac80\uc0c9, \uadf8\ub9ac\uace0 \uac1c\uc778\ud654\ub41c \ucd94\ucc9c \uc2dc\uc2a4\ud15c \ub4f1\uc5d0\uc11c NLP \uae30\uc220\uc744 \uc0ac\uc6a9\ud558\uc5ec \ud6a8\uc728\uc131\uc744 \ub192\uc774\uace0 \uc0ac\uc6a9\uc790\uc758 \uacbd\ud5d8\uc744 \uac1c\uc120\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uae30\uc220\ub4e4\uc740 \ub370\uc774\ud130\uc758 \uc591\uc774 \ud3ed\ubc1c\uc801\uc73c\ub85c \uc99d\uac00\ud568\uc5d0 \ub530\ub77c \ub354\uc6b1 \uc911\uc694\ud574\uc9c0\uace0 \uc788\uc2b5\ub2c8\ub2e4.\n<\/p>\n<h3>1.2 \uc804\ud1b5\uc801 \ubc29\ubc95\uc5d0\uc11c\uc758 \ud55c\uacc4<\/h3>\n<p>\n    \ucd08\uae30 NLP \ubaa8\ub378\ub4e4\uc740 \uaddc\uce59 \uae30\ubc18 \uc2dc\uc2a4\ud15c\uc774\ub098 \ud1b5\uacc4\uc801 \ubc29\ubc95\ub860\uc5d0 \uc758\uc874\ud588\uc2b5\ub2c8\ub2e4. \uadf8\ub7ec\ub098 \uc774\ub4e4\uc740 \ubcf5\uc7a1\ud55c \uc5b8\uc5b4\uc758 \ub9e5\ub77d\uc744 \uc774\ud574\ud558\ub294 \ub370 \ud55c\uacc4\ub97c \ubcf4\uc600\uc2b5\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \uc5b8\uc5b4\uc758 \ub2e4\uc758\uc131\uacfc \ubb38\ub9e5\uc5d0 \ub530\ub77c \uc758\ubbf8\uac00 \ubcc0\ud558\ub294 \uacbd\uc6b0\ub97c \ucc98\ub9ac\ud558\uae30 \uc5b4\ub824\uc6cc\ud588\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ud55c\uacc4\ub97c \uadf9\ubcf5\ud558\uae30 \uc704\ud574 \ub525 \ub7ec\ub2dd\uc774 \uc811\ubaa9\ub418\uc5c8\uc2b5\ub2c8\ub2e4.\n<\/p>\n<h2>2. \ub525 \ub7ec\ub2dd\uacfc NLP<\/h2>\n<p>\n    \ub525 \ub7ec\ub2dd\uc740 \uc778\uacf5 \uc2e0\uacbd\ub9dd\uc744 \uae30\ubc18\uc73c\ub85c \ud558\uc5ec \ub370\uc774\ud130\uc758 \ud2b9\uc9d5\uc744 \uc790\ub3d9\uc73c\ub85c \ud559\uc2b5\ud558\ub294 \ubc29\ubc95\ub860\uc785\ub2c8\ub2e4. \uae30\uc874 NLP \ubaa8\ub378\ub4e4\uacfc \ube44\uad50\ud558\uc5ec \uc131\ub2a5\uc774 \ub300\ud3ed \ud5a5\uc0c1\ub41c \uc774\uc720\ub294 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4:\n<\/p>\n<ul>\n<li>\uc790\ub3d9 \ud2b9\uc9d5 \ucd94\ucd9c: \ub7ad\ud06c \uae30\ubc18\uc758 \ubaa8\ub378\uc5d0\uc11c\ub294 \uc218\uc791\uc5c5\uc73c\ub85c \ud2b9\uc9d5\uc744 \uc815\uc758\ud574\uc57c \ud558\uc9c0\ub9cc, \ub525 \ub7ec\ub2dd\uc5d0\uc11c\ub294 \ub370\uc774\ud130\ub85c\ubd80\ud130 \uc790\ub3d9\uc73c\ub85c \ud2b9\uc9d5\uc744 \ud559\uc2b5\ud569\ub2c8\ub2e4.<\/li>\n<li>\ub9e5\ub77d \uc774\ud574: LSTM(Long Short-Term Memory)\uacfc \uac19\uc740 \uc21c\ud658 \uc2e0\uacbd\ub9dd(RNN) \uad6c\uc870\ub97c \ud1b5\ud574 \ubb38\ub9e5\uc744 \uc774\ud574\ud558\uace0 \uae34 \uc758\uc874\uc131\uc744 \ucc98\ub9ac\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<li>\ub300\ub7c9 \ub370\uc774\ud130 \ucc98\ub9ac: \ub525 \ub7ec\ub2dd\uc740 \ub300\ub7c9\uc758 \ub370\uc774\ud130\ub97c \ud6a8\uacfc\uc801\uc73c\ub85c \ucc98\ub9ac\ud560 \uc218 \uc788\uc5b4 \ub354 \ub098\uc740 \uc131\ub2a5\uc744 \ubcf4\uc5ec\uc90d\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h2>3. \uba54\ubaa8\ub9ac \ub124\ud2b8\uc6cc\ud06c(Memory Network, MemN)<\/h2>\n<p>\n    \uba54\ubaa8\ub9ac \ub124\ud2b8\uc6cc\ud06c\ub294 \ud2b9\uc815\ud55c \uad6c\uc870\ub97c \uac00\uc9c4 \uc2e0\uacbd\ub9dd\uc73c\ub85c, \uba54\ubaa8\ub9ac \ucef4\ud3ec\ub10c\ud2b8\ub97c \ud1b5\ud574 \uc815\ubcf4\ub97c \uc800\uc7a5\ud558\uace0 \uc0ac\uc6a9\ud560 \uc218 \uc788\ub294 \ub2a5\ub825\uc744 \uac16\ucd94\uace0 \uc788\uc2b5\ub2c8\ub2e4. MemN\uc740 \ud2b9\ud788 \uc9c8\ubb38 \uc751\ub2f5 \uc2dc\uc2a4\ud15c\uc5d0 \uc801\ud569\ud55c \ubaa8\ub378\ub85c \uc124\uacc4\ub418\uc5c8\uc2b5\ub2c8\ub2e4.\n<\/p>\n<h3>3.1 \uba54\ubaa8\ub9ac \ub124\ud2b8\uc6cc\ud06c\uc758 \uad6c\uc870<\/h3>\n<p>\n    \uba54\ubaa8\ub9ac \ub124\ud2b8\uc6cc\ud06c\ub294 \ud06c\uac8c \uc138 \uac00\uc9c0 \uad6c\uc131 \uc694\uc18c\ub85c \uc774\ub8e8\uc5b4\uc838 \uc788\uc2b5\ub2c8\ub2e4:\n<\/p>\n<ul>\n<li><strong>\uba54\ubaa8\ub9ac(Memory)<\/strong>: \uc815\ubcf4\ub97c \uc800\uc7a5\ud558\ub294 \uacf5\uac04\uc73c\ub85c, \uc785\ub825 \ub370\uc774\ud130\ub97c \uae30\ub85d\ud558\uace0 \uad00\ub9ac\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\uc77d\uae30(Read)\uc640 \uc4f0\uae30(Write) \ubaa8\ub4c8<\/strong>: \uba54\ubaa8\ub9ac\uc5d0 \uc811\uadfc\ud558\uc5ec \uc815\ubcf4\ub97c \uc77d\uace0 \uc5c5\ub370\uc774\ud2b8\ud558\ub294 \uae30\ub2a5\uc744 \ub2f4\ub2f9\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\uacb0\uacfc \ucd9c\ub825(Output)<\/strong>: \ucd5c\uc885\uc801\uc73c\ub85c \uc9c8\ubb38\uc5d0 \ub300\ud55c \uc751\ub2f5\uc744 \uc0dd\uc131\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h3>3.2 \uba54\ubaa8\ub9ac \ub124\ud2b8\uc6cc\ud06c\uc758 \uc791\ub3d9 \ubc29\uc2dd<\/h3>\n<p>\n    \uba54\ubaa8\ub9ac \ub124\ud2b8\uc6cc\ud06c\ub294 \uc785\ub825\ub41c \ub370\uc774\ud130\ub97c \uba54\ubaa8\ub9ac\uc5d0 \ud6a8\uacfc\uc801\uc73c\ub85c \uc800\uc7a5\ud558\uace0, \ud544\uc694\ud55c \uc815\ubcf4\ub97c \uac80\uc0c9\ud558\uc5ec \uc751\ub2f5\uc744 \uc0dd\uc131\ud574\ub0c5\ub2c8\ub2e4. \ub2e4\uc74c \ub2e8\uacc4\ub85c \uad6c\ubd84\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4:\n<\/p>\n<ul>\n<li><strong>\uc785\ub825 \ub2e8\uacc4(Input Phase)<\/strong>: \uc0ac\uc6a9\uc790\ub85c\ubd80\ud130 \uc9c8\ubb38\uc774 \uc8fc\uc5b4\uc9c0\uba74, \ud574\ub2f9 \uc9c8\ubb38\uacfc \uad00\ub828\ub41c \ub370\uc774\ud130\ub97c \uba54\ubaa8\ub9ac\uc5d0 \uae30\ub85d\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\uc77d\uae30 \ub2e8\uacc4(Read Phase)<\/strong>: \uc9c8\ubb38\uacfc \uad00\ub828\ub41c \uc815\ubcf4\ub97c \uba54\ubaa8\ub9ac\uc5d0\uc11c \uac80\uc0c9\ud558\uc5ec \uac00\uc911\uce58\ub97c \ubd80\uc5ec\ud558\uace0, \uc774\ub97c \ubc14\ud0d5\uc73c\ub85c \uc751\ub2f5\uc744 \uc0dd\uc131\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\ucd9c\ub825 \ub2e8\uacc4(Output Phase)<\/strong>: \ucd5c\uc885\uc801\uc73c\ub85c \uc0ac\uc6a9\uc790\uc5d0\uac8c \uc751\ub2f5\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h2>4. \uba54\ubaa8\ub9ac \ub124\ud2b8\uc6cc\ud06c\ub97c \ud65c\uc6a9\ud55c QA \uc2dc\uc2a4\ud15c \uad6c\ucd95<\/h2>\n<p>\n    \uba54\ubaa8\ub9ac \ub124\ud2b8\uc6cc\ud06c\ub97c \ud65c\uc6a9\ud55c QA \uc2dc\uc2a4\ud15c\uc740 \uc77c\ubc18\uc801\uc778 \uc9c8\ubb38-\uc751\ub2f5 \ubaa8\ub378\ubcf4\ub2e4 \ub354 \uc6b0\uc218\ud55c \uc131\ub2a5\uc744 \ubcf4\uc5ec\uc90d\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc2dc\uc2a4\ud15c\uc744 \uad6c\ucd95\ud558\uae30 \uc704\ud574\uc11c\ub294 \ub2e4\uc74c\uacfc \uac19\uc740 \uacfc\uc815\uc774 \ud544\uc694\ud569\ub2c8\ub2e4.\n<\/p>\n<h3>4.1 \ub370\uc774\ud130 \uc218\uc9d1<\/h3>\n<p>\n    QA \uc2dc\uc2a4\ud15c\uc758 \uc131\ub2a5\uc740 \uc0ac\uc6a9\ub418\ub294 \ub370\uc774\ud130\uc758 \ud488\uc9c8\uacfc \uc591\uc5d0 \ud06c\uac8c \uc758\uc874\ud569\ub2c8\ub2e4. \ub530\ub77c\uc11c \uc2e0\ub8b0\ud560 \uc218 \uc788\ub294 \ub370\uc774\ud130 \uc18c\uc2a4\ub97c \ud65c\uc6a9\ud558\ub294 \uac83\uc774 \uc911\uc694\ud569\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \ub274\uc2a4 \uae30\uc0ac, \uc704\ud0a4\ud53c\ub514\uc544, \uae30\uc220 \ubb38\uc11c \ub4f1\uc758 \uc790\ub8cc\ub97c \ud65c\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.\n<\/p>\n<h3>4.2 \ub370\uc774\ud130 \uc804\ucc98\ub9ac<\/h3>\n<p>\n    \uc218\uc9d1\ub41c \ub370\uc774\ud130\ub294 \uc804\ucc98\ub9ac \uacfc\uc815\uc744 \uac70\uccd0\uc57c \ud569\ub2c8\ub2e4. \uc774\ub294 \ub2e4\uc74c \ub2e8\uacc4\ub97c \ud3ec\ud568\ud569\ub2c8\ub2e4:\n<\/p>\n<ul>\n<li>\ud14d\uc2a4\ud2b8 \uc815\uc81c: \ubd88\ud544\uc694\ud55c \uae30\ud638\ub098 \uc22b\uc790 \ub4f1\uc744 \uc81c\uac70\ud569\ub2c8\ub2e4.<\/li>\n<li>\ud1a0\ud070\ud654(Tokenization): \ubb38\uc7a5\uc744 \ub2e8\uc5b4 \ub2e8\uc704\ub85c \ubd84\ud560\ud569\ub2c8\ub2e4.<\/li>\n<li>\uc5b4\ud718 \uc9d1\ud569 \uad6c\ucd95: \ubaa8\ub378\uc774 \uc774\ud574\ud560 \uc218 \uc788\ub294 \ud615\ud0dc\ub85c \ub2e8\uc5b4\ub97c \ub9f5\ud551\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h3>4.3 \ubaa8\ub378 \uad6c\ud604<\/h3>\n<p>\n    \uba54\ubaa8\ub9ac \ub124\ud2b8\uc6cc\ud06c \ubaa8\ub378\uc744 \uad6c\ud604\ud558\uae30 \uc704\ud574\uc11c\ub294 \ub525 \ub7ec\ub2dd \ud504\ub808\uc784\uc6cc\ud06c\ub97c \ud65c\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, TensorFlow\ub098 PyTorch\uc640 \uac19\uc740 \ud504\ub808\uc784\uc6cc\ud06c\ub97c \uc774\uc6a9\ud574 \ubaa8\ub378\uc744 \uc124\uacc4\ud558\uace0 \ud559\uc2b5\uc2dc\ud0ac \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uae30\ubcf8\uc801\uc73c\ub85c \ub2e4\uc74c\uacfc \uac19\uc740 \uacfc\uc815\uc744 \uac70\uce69\ub2c8\ub2e4:\n<\/p>\n<ul>\n<li>\ubaa8\ub378 \uc544\ud0a4\ud14d\ucc98 \uc124\uacc4: \uc785\ub825, \uba54\ubaa8\ub9ac, \uc77d\uae30 \ubc0f \uc4f0\uae30 \ubaa8\ub4c8 \ub4f1 \uad6c\uc131 \uc694\uc18c\ub97c \uc815\uc758\ud569\ub2c8\ub2e4.<\/li>\n<li>\uc190\uc2e4 \ud568\uc218 \uc124\uc815: \ubaa8\ub378 \ucd9c\ub825\uacfc \uc815\ub2f5 \uac04\uc758 \ucc28\uc774\ub97c \ucd5c\uc18c\ud654\ud558\ub294 \ubc29\ud5a5\uc73c\ub85c \ud559\uc2b5\ud569\ub2c8\ub2e4.<\/li>\n<li>\ud6c8\ub828 \ubc0f \uac80\uc99d: \ub370\uc774\ud130\ub97c \ud65c\uc6a9\ud558\uc5ec \ubaa8\ub378\uc744 \ud559\uc2b5\ud558\uace0, \uac80\uc99d \ub370\uc774\ud130\ub85c \uc131\ub2a5\uc744 \ud3c9\uac00\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h3>4.4 \ubaa8\ub378 \ud3c9\uac00 \ubc0f \ud29c\ub2dd<\/h3>\n<p>\n    \ud6c8\ub828\uc774 \uc644\ub8cc\ub41c \ubaa8\ub378\uc740 \ud14c\uc2a4\ud2b8 \ub370\uc774\ud130\ub97c \ud1b5\ud574 \uc131\ub2a5\uc744 \ud3c9\uac00\ud574\uc57c \ud569\ub2c8\ub2e4. Precision, Recall, F1 Score\uc640 \uac19\uc740 \uc9c0\ud45c\ub97c \ud1b5\ud574 \ubaa8\ub378\uc758 \ud6a8\uc728\uc131\uc744 \ubd84\uc11d\ud558\uace0, \ud544\uc694\uc5d0 \ub530\ub77c \ud558\uc774\ud37c\ud30c\ub77c\ubbf8\ud130 \ud29c\ub2dd\uc744 \uc218\ud589\ud574\uc57c \ud569\ub2c8\ub2e4.\n<\/p>\n<h2>5. \uba54\ubaa8\ub9ac \ub124\ud2b8\uc6cc\ud06c\uc758 \uc751\uc6a9 \ubd84\uc57c<\/h2>\n<p>\n    \uba54\ubaa8\ub9ac \ub124\ud2b8\uc6cc\ud06c\ub294 QA \uc2dc\uc2a4\ud15c \uc678\uc5d0\ub3c4 \ub2e4\uc591\ud55c \ubd84\uc57c\uc5d0\uc11c \ud65c\uc6a9\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4:\n<\/p>\n<ul>\n<li>\ub300\ud654\ud615 AI: \uc0ac\uc6a9\uc790\uc758 \uc9c8\ubb38\uc5d0 \ub300\ud55c \uc801\uc808\ud55c \ub2f5\ubcc0\uc744 \uc81c\uacf5\ud558\ub294 \ucc57\ubd07 \uc2dc\uc2a4\ud15c\uc5d0 \ub110\ub9ac \uc0ac\uc6a9\ub429\ub2c8\ub2e4.<\/li>\n<li>\ubb38\uc11c \uc694\uc57d: \uae34 \ubb38\uc11c\uc758 \ud575\uc2ec \ub0b4\uc6a9\uc744 \ucd94\ucd9c\ud558\uc5ec \uc694\uc57d\ud558\ub294 \ub370 \ud6a8\uacfc\uc801\uc785\ub2c8\ub2e4.<\/li>\n<li>\uc758\ubbf8\ub860\uc801 \uac80\uc0c9: \uc0ac\uc6a9\uc790 \ucffc\ub9ac\uc640 \uad00\ub828\ub41c \ubb38\uc11c \ub610\ub294 \uc815\ubcf4\ub97c \uc801\uc808\ud788 \ubc18\ud658\ud558\ub294 \ub370 \uc774\uc6a9\ub429\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h2>6. \uacb0\ub860<\/h2>\n<p>\n    \uba54\ubaa8\ub9ac \ub124\ud2b8\uc6cc\ud06c\ub97c \uae30\ubc18\uc73c\ub85c \ud55c QA \uc2dc\uc2a4\ud15c\uc740 \ub525 \ub7ec\ub2dd \uae30\uc220\uc758 \ubc1c\uc804\uacfc \ud568\uaed8 \ub9e4\uc6b0 \uac15\ub825\ud55c \ub3c4\uad6c\ub85c \uc790\ub9ac\uc7a1\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uba3c\uc800 NLP \uae30\ucd08\ub97c \uc774\ud574\ud558\uace0, \ub370\uc774\ud130 \uc218\uc9d1 \ubc0f \uc804\ucc98\ub9ac, \ubaa8\ub378 \ud559\uc2b5 \ub2e8\uacc4\ub97c \uac70\uce58\uba74, \ud6a8\uacfc\uc801\uc778 QA \uc2dc\uc2a4\ud15c\uc744 \uad6c\ucd95\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uba54\ubaa8\ub9ac \ub124\ud2b8\uc6cc\ud06c\uc758 \uad6c\uc870\uc801 \uc7a5\uc810\uacfc \ud65c\uc6a9 \uac00\ub2a5\uc131\uc744 \ubc14\ud0d5\uc73c\ub85c, \uc790\uc5f0\uc5b4 \ucc98\ub9ac \ubd84\uc57c\uc5d0\uc11c \uc0c8\ub85c\uc6b4 \ud601\uc2e0\uc744 \uc9c0\uc18d\uc801\uc73c\ub85c \uc774\ub04c\uc5b4 \ub098\uac08 \uac83\uc785\ub2c8\ub2e4.\n<\/p>\n<p><\/body><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\ucd5c\uadfc \uba87 \ub144\uac04 \uc778\uacf5\uc9c0\ub2a5(AI)\uacfc \uc790\uc5f0\uc5b4 \ucc98\ub9ac(NLP) \ubd84\uc57c\uc5d0\uc11c\ub294 \uc5c4\uccad\ub09c \ubc1c\uc804\uc774 \uc788\uc5c8\uc2b5\ub2c8\ub2e4. \uc774\ub7f0 \ubc1c\uc804\uc758 \uadfc\ubcf8\uc5d0\ub294 \ub525 \ub7ec\ub2dd \uae30\uc220\uc774 \uc790\ub9ac\uc7a1\uace0 \uc788\uc73c\uba70, \ud2b9\ud788 \uba54\ubaa8\ub9ac \ub124\ud2b8\uc6cc\ud06c(Memory Network, MemN)\uc640 \uac19\uc740 \ud601\uc2e0\uc801\uc778 \ubaa8\ub378\ub4e4\uc774 \uc8fc\ubaa9\ubc1b\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ubcf8 \uae00\uc5d0\uc11c\ub294 \uba54\ubaa8\ub9ac \ub124\ud2b8\uc6cc\ud06c\uc758 \uac1c\ub150, \uad6c\uc870 \ubc0f \uc774\ub97c \ud65c\uc6a9\ud55c \uc9c8\uc758\uc751\ub2f5(QA) \uc2dc\uc2a4\ud15c\uc758 \uad6c\ud604\uc5d0 \ub300\ud574 \uc790\uc138\ud788 \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. 1. \uc790\uc5f0\uc5b4 \ucc98\ub9ac(NLP)\uc758 \uac1c\uc694 \uc790\uc5f0\uc5b4 \ucc98\ub9ac\ub294 \ucef4\ud4e8\ud130\uac00 \uc778\uac04\uc758 \uc5b8\uc5b4\ub97c \uc774\ud574\ud558\uace0 \ud574\uc11d\ud560 \uc218 &hellip; <a href=\"https:\/\/atmokpo.com\/w\/25489\/\" class=\"more-link\">\ub354 \ubcf4\uae30<span class=\"screen-reader-text\"> &#8220;\ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac, \uba54\ubaa8\ub9ac \ub124\ud2b8\uc6cc\ud06c(Memory Network, MemN)\ub97c \uc774\uc6a9\ud55c QA&#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-25489","post","type-post","status-publish","format-standard","hentry","category-16"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.2 - 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