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{"id":25491,"date":"2024-10-26T09:55:29","date_gmt":"2024-10-26T09:55:29","guid":{"rendered":"http:\/\/atmokpo.com\/w\/?p=25491"},"modified":"2024-11-26T08:01:36","modified_gmt":"2024-11-26T08:01:36","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-memn%ec%9c%bc%eb%a1%9c-%ed%95%9c%ea%b5%ad%ec%96%b4-qa-%ed%95%b4%eb%b3%b4%ea%b8%b0","status":"publish","type":"post","link":"https:\/\/atmokpo.com\/w\/25491\/","title":{"rendered":"\ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac, MemN\uc73c\ub85c \ud55c\uad6d\uc5b4 QA \ud574\ubcf4\uae30"},"content":{"rendered":"

<\/p>\n

\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 \uc778\uacf5\uc9c0\ub2a5(AI)\uc758 \ud55c \ubd84\uc57c\uc785\ub2c8\ub2e4. \ucd5c\uadfc \uba87 \ub144\uac04 \ub525 \ub7ec\ub2dd\uc758 \ubc1c\uc804 \ub355\ubd84\uc5d0 NLP \ubd84\uc57c\ub294 \ube44\uc57d\uc801\uc778 \ubc1c\uc804\uc744 \uc774\ub8e8\uc5c8\uc2b5\ub2c8\ub2e4. \ud2b9\uc774\ud558\uac8c\ub3c4, \uc9c8\ubb38-\uc751\ub2f5 \uc2dc\uc2a4\ud15c(Question Answering, QA)\uc740 \uc774\ub7ec\ud55c \uae30\uc220\uc744 \ud65c\uc6a9\ud558\uc5ec \uc0ac\uc6a9\uc790\uac00 \uc9c8\ubb38\ud588\uc744 \ub54c \uc2e0\uc18d\ud558\uace0 \uc815\ud655\ud55c \ub2f5\ubcc0\uc744 \uc81c\uacf5\ud558\ub294 \uc2dc\uc2a4\ud15c\uc785\ub2c8\ub2e4.<\/p>\n

\ubcf8 \uac15\uc88c\uc5d0\uc11c\ub294 Memory Network(MemN)\ub97c \ud65c\uc6a9\ud558\uc5ec \ud55c\uad6d\uc5b4 \uc9c8\uc758 \uc751\ub2f5 \uc2dc\uc2a4\ud15c\uc744 \uad6c\ucd95\ud558\ub294 \ubc29\ubc95\uc5d0 \ub300\ud574 \uc0b4\ud3b4\ubcfc \uac83\uc785\ub2c8\ub2e4. MemN\uc740 \uae30\uc874\uc758 \ud45c\uc900 \uc9c8\ubb38-\uc751\ub2f5 \uc2dc\uc2a4\ud15c\uc5d0\uc11c\uc758 \ud55c\uacc4\ub97c \uadf9\ubcf5\ud560 \uc218 \uc788\ub294 \ubc29\ubc95\uc73c\ub85c \uc8fc\ubaa9\ubc1b\uace0 \uc788\uc73c\uba70, \uc6b0\ub9ac\uac00 \ud55c\uad6d\uc5b4 QA \uad6c\ud604 \uc2dc \uace0\ub824\ud574\uc57c \ud560 \ub2e4\uc591\ud55c \uc694\uc18c\ub4e4\uc744 \uc0c1\uc138\ud788 \uc124\uba85\ud560 \uac83\uc785\ub2c8\ub2e4. \uc774 \uac15\uc88c\ub294 \uae30\uc220\uc801\uc778 \ubc30\uacbd\uc9c0\uc2dd\uc774 \uc788\ub294 \ub3c5\uc790\ub97c \ub300\uc0c1\uc73c\ub85c \ud558\uba70, MemN\uc758 \uae30\ubcf8 \uac1c\ub150 \ubc0f \uad6c\uc870, \uad6c\ud604 \ubc29\ubc95\uc744 \ub2e4\ub8e8\ub3c4\ub85d \ud558\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n

1. NLP\uc640 QA \uc2dc\uc2a4\ud15c\uc758 \uc774\ud574<\/h2>\n

1.1 \uc790\uc5f0\uc5b4 \ucc98\ub9ac(NLP)\ub780?<\/h3>\n
\uc790\uc5f0\uc5b4 \ucc98\ub9ac(NLP)\ub294 \ucef4\ud4e8\ud130 \uacfc\ud559\uacfc \uc5b8\uc5b4\ud559\uc758 \ud55c \ubd84\uc57c\ub85c, \uc778\uac04\uc758 \uc790\uc5f0\uc5b4\ub97c \uc774\ud574\ud558\uace0 \uc0dd\uc131\ud558\ub294 \ubaa8\ub4e0 \uae30\uc220\uc744 \ud3ec\ud568\ud569\ub2c8\ub2e4. NLP\uc758 \uc8fc\uc694 \ubaa9\ud45c\ub294 \uc778\uac04\uacfc \ucef4\ud4e8\ud130 \uac04\uc758 \uc6d0\ud65c\ud55c \uc0c1\ud638\uc791\uc6a9\uc744 \uac00\ub2a5\ud558\uac8c \ud558\ub294 \uac83\uc785\ub2c8\ub2e4. \ucd5c\uadfc \ub525 \ub7ec\ub2dd\uc758 \ubc1c\uc804\uc73c\ub85c NLP\uc758 \uc131\ub2a5\uc774 \ud68d\uae30\uc801\uc73c\ub85c \ud5a5\uc0c1\ub418\uc5c8\uc73c\uba70, \uc774\ub294 \ub2e8\uc5b4 \ubca1\ud130\ud654, \ubb38\uc7a5 \ubd84\ub958, \uac10\uc131 \ubd84\uc11d \ub4f1 \ub2e4\uc591\ud55c \ubb38\uc81c\ub97c \ud574\uacb0\ud558\ub294 \ub370 \uc801\uc6a9\ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n

1.2 \uc9c8\ubb38-\uc751\ub2f5 \uc2dc\uc2a4\ud15c(QA \uc2dc\uc2a4\ud15c)<\/h3>\n

\uc9c8\ubb38-\uc751\ub2f5 \uc2dc\uc2a4\ud15c\uc740 \uc0ac\uc6a9\uc790\uac00 \uc785\ub825\ud55c \uc9c8\ubb38\uc5d0 \ub300\ud55c \ub2f5\ubcc0\uc744 \uc790\ub3d9\uc73c\ub85c \uc81c\uacf5\ud558\ub294 \uc2dc\uc2a4\ud15c\uc785\ub2c8\ub2e4. QA \uc2dc\uc2a4\ud15c\uc740 \uc77c\ubc18\uc801\uc73c\ub85c \ub450 \uac00\uc9c0 \uc720\ud615\uc73c\ub85c \ub098\ub20c \uc218 \uc788\uc2b5\ub2c8\ub2e4:<\/p>\n

\uc815\ubcf4 \uac80\uc0c9 \uae30\ubc18(QA \uc2dc\uc2a4\ud15c)<\/strong>: \uc8fc\uc5b4\uc9c4 \uc9c8\ubb38\uc5d0 \ub300\ud55c \uc815\ub2f5\uc744 \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130(\uc608: \uc704\ud0a4\ubc31\uacfc)\uc5d0\uc11c \uac80\uc0c9\ud558\uc5ec \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/li>\n

\uc0dd\uc131 \uae30\ubc18(QA \uc2dc\uc2a4\ud15c)<\/strong>: \uc8fc\uc5b4\uc9c4 \ubb38\ub9e5\uc744 \uc774\ud574\ud558\uace0, \uadf8\uc5d0 \ub530\ub77c \uc0c8\ub85c\uc6b4 \ub2f5\ubcc0\uc744 \uc0dd\uc131\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n
2. MemN \uc774\ud574\ud558\uae30<\/h2>\n
2.1 Memory Network(MemN) \uac1c\uc694<\/h3>\n
Memory Network(MemN)\ub294 \uc7a5\uae30 \uae30\uc5b5 \uc7a5\uce58\ub97c \uc0ac\uc6a9\ud558\ub294 \ub525 \ub7ec\ub2dd \uad6c\uc870\uc785\ub2c8\ub2e4. \uc774 \ubaa8\ub378\uc740 \uc9c8\ubb38\uacfc \ubb38\ub9e5 \uc815\ubcf4\ub97c \uc0ac\uc6a9\ud558\uc5ec \uc774\ud574\ub3c4\ub97c \ub192\uc774\uace0, \ub192\uc740 \uc815\ud655\ub3c4\ub85c \uc751\ub2f5\uc744 \uc0dd\uc131\ud560 \uc218 \uc788\ub3c4\ub85d \uc124\uacc4\ub418\uc5c8\uc2b5\ub2c8\ub2e4. MemN\uc740 \ub2e4\uc74c\uacfc \uac19\uc740 \uc8fc\uc694 \uad6c\uc131 \uc694\uc18c\ub85c \uc774\ub8e8\uc5b4\uc838 \uc788\uc2b5\ub2c8\ub2e4:<\/p>\n
\n
\uba54\ubaa8\ub9ac(Memory)<\/strong>: \uc815\ubcf4\ub97c \uc800\uc7a5\ud558\ub294 \uacf5\uac04\uc73c\ub85c, \uc9c8\ubb38 \uc751\ub2f5\uc5d0 \ud544\uc694\ud55c \ubb38\uc7a5\uc744 \ud3ec\ud568\ud569\ub2c8\ub2e4.<\/li>\n
\uc785\ub825 \uac8c\uc774\ud2b8(Input Gate)<\/strong>: \uc678\ubd80\uc5d0\uc11c \uc785\ub825\ub41c \ub370\uc774\ud130\ub97c \ucc98\ub9ac\ud558\ub294 \uc5ed\ud560\uc744 \ub2f4\ub2f9\ud569\ub2c8\ub2e4.<\/li>\n
\uc77d\uae30\uc640 \uc4f0\uae30(Read and Write Gate)<\/strong>: \uba54\ubaa8\ub9ac\uc5d0 \uc815\ubcf4\ub97c \uc77d\uace0 \uc4f8 \uc218 \uc788\ub294 \uae30\ub2a5\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/li>\n
\ucd9c\ub825(Output)<\/strong>: \ucd5c\uc885\uc801\uc73c\ub85c \uc0dd\uc131\ub41c \ub2f5\ubcc0\uc744 \ucd9c\ub825\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n
2.2 MemN\uc758 \ub3d9\uc791 \uc6d0\ub9ac<\/h3>\n
MemN\uc758 \ub3d9\uc791\uc740 \ud06c\uac8c \uc785\ub825 \ucc98\ub9ac, \uba54\ubaa8\ub9ac \uc5c5\ub370\uc774\ud2b8, \uc9c8\ubb38 \ucc98\ub9ac, \ucd9c\ub825\uc758 \ud750\ub984\uc73c\ub85c \uc774\ub8e8\uc5b4\uc9d1\ub2c8\ub2e4. \uc6b0\uc120, \uc0ac\uc6a9\uc790\uac00 \uc785\ub825\ud55c \uc9c8\ubb38\uc744 \ubca1\ud130\ud654\ud558\uc5ec \uba54\ubaa8\ub9ac\uc640 \uacb0\ud569\ud558\uace0, \uba54\ubaa8\ub9ac\uc758 \ub0b4\uc6a9\uc744 \uc5c5\ub370\uc774\ud2b8\ud569\ub2c8\ub2e4. \uadf8 \ud6c4, \uc9c8\ubb38\uc5d0 \ub300\ud55c \ub2f5\ubcc0\uc744 \uc0dd\uc131\ud558\uae30 \uc704\ud55c \ud544\uc218\uc801\uc778 \uc815\ubcf4\ub4e4\uc744 \uba54\ubaa8\ub9ac\uc5d0\uc11c \ucc3e\uc544\ub0c5\ub2c8\ub2e4.<\/p>\n
3. MemN\uc744 \uc774\uc6a9\ud55c \ud55c\uad6d\uc5b4 QA \uc2dc\uc2a4\ud15c \uad6c\ucd95<\/h2>\n
3.1 \ub370\uc774\ud130 \uc218\uc9d1 \ubc0f \uc804\ucc98\ub9ac<\/h3>\n
MemN \uae30\ubc18\uc758 \ud55c\uad6d\uc5b4 QA \uc2dc\uc2a4\ud15c\uc744 \uad6c\ucd95\ud558\uae30 \uc704\ud574\uc11c\ub294 \uccab \ubc88\uc9f8\ub85c \ub370\uc774\ud130\uac00 \ud544\uc694\ud569\ub2c8\ub2e4. \uc77c\ubc18\uc801\uc73c\ub85c QA \uc2dc\uc2a4\ud15c\uc744 \uc704\ud55c \ub370\uc774\ud130\ub294 \uc9c8\ubb38\uacfc \uadf8\uc5d0 \ub300\ud55c \ub2f5\ubcc0 \ubaa9\ub85d\uc73c\ub85c \uc774\ub8e8\uc5b4\uc838 \uc788\uc2b5\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \ub2e4\uc74c\uacfc \uac19\uc740 \uad6c\uc870\uc758 \ub370\uc774\ud130\uc14b\uc744 \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4:<\/p>\n
\n\uc9c8\ubb38: '\ub300\ud55c\ubbfc\uad6d\uc758 \uc218\ub3c4\ub294?'\n\ub2f5\ubcc0: '\uc11c\uc6b8'\n<\/pre>\n
\ub370\uc774\ud130 \uc218\uc9d1 \ud6c4\uc5d0\ub294 \uc804\ucc98\ub9ac \uacfc\uc815\uc774 \ud544\uc694\ud569\ub2c8\ub2e4. \uc774 \uacfc\uc815\uc740 \uc5b8\uc5b4\ubcc4\ub85c \uc0c1\uc774\ud560 \uc218 \uc788\uc9c0\ub9cc, \uc8fc\ub85c \ub2e4\uc74c\uacfc \uac19\uc740 \ub2e8\uacc4\ub97c \ud3ec\ud568\ud569\ub2c8\ub2e4:<\/p>\n
\n
\ud1a0\ud06c\ub098\uc774\uc9d5(Tokenization): \ubb38\uc7a5\uc744 \ub2e8\uc5b4 \ub2e8\uc704\ub85c \ubd84\ub9ac\ud569\ub2c8\ub2e4.<\/li>\n
\ubd88\uc6a9\uc5b4 \uc81c\uac70(Stop-word Removal): \ubd84\uc11d\uc5d0 \ud544\uc694\ud558\uc9c0 \uc54a\uc740 \ub2e8\uc5b4\ub97c \uc81c\uac70\ud569\ub2c8\ub2e4.<\/li>\n
\ud45c\uc81c\uc5b4 \ucd94\ucd9c(Stemming, Lemmatization): \ub2e8\uc5b4\uc758 \uc6d0\ud615\uc744 \ucd94\ucd9c\ud569\ub2c8\ub2e4.<\/li>\n
\ubca1\ud130\ud654(Vectorization): \ub2e8\uc5b4\uc640 \ubb38\uc7a5\uc744 \uc22b\uc790 \ubca1\ud130\ub85c \ubcc0\ud658\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n
3.2 MemN \ubaa8\ub378 \uad6c\ud604<\/h3>\n
\uc774\uc81c \ub370\uc774\ud130\uc640 \uc804\ucc98\ub9ac\uac00 \uc644\ub8cc\ub418\uc5c8\uc73c\ub2c8 MemN \ubaa8\ub378\uc744 \uad6c\ud604\ud560 \uc900\ube44\uac00 \ub418\uc5c8\uc2b5\ub2c8\ub2e4. Python\uacfc TensorFlow \ub610\ub294 PyTorch \ub4f1\uc758 \ud50c\ub7ab\ud3fc\uc744 \uc0ac\uc6a9\ud558\uc5ec MemN\uc744 \uad6c\ucd95\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uae30\ubcf8\uc801\uc778 \ud30c\uc774\uc36c \ubaa8\ub4c8 \uad6c\uc870\ub294 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4:<\/p>\n
\nimport numpy as np\nimport tensorflow as tf\n\nclass MemoryNetwork:\n def __init__(self, memory_size, embedding_dim):\n self.memory_size = memory_size\n self.embedding_dim = embedding_dim\n # \ubaa8\ub378 \ucd08\uae30\ud654 \ucf54\ub4dc\n def build_model(self):\n # \ub808\uc774\uc5b4 \uc124\uc815 \ucf54\ub4dc\n pass\n\n def train(self, data):\n # \ud6c8\ub828 \ucf54\ub4dc\n pass\n\n def predict(self, question):\n # \uc608\uce21 \ucf54\ub4dc\n pass\n<\/pre>\n
\uc774 \ud074\ub798\uc2a4 \uad6c\uc870\ub97c \ud1b5\ud574 MemN\uc758 \uae30\ubcf8\uc801\uc778 \ucd08\uae30\ud654 \ubc0f \ubaa8\ub378 \uc0dd\uc131 \uacfc\uc815\uc744 \uad6c\ud604\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uad6c\uccb4\uc801\uc778 \uad6c\ud604 \ubc29\ubc95\uc740 \ub2e4\uc74c\uacfc \uac19\uc740 \ub2e8\uacc4\ub97c \ud3ec\ud568\ud569\ub2c8\ub2e4:<\/p>\n
\n
\uba54\ubaa8\ub9ac \ucd08\uae30\ud654: \uc9c8\ubb38 \ubc0f \ub2f5\ubcc0\uc744 \uc800\uc7a5\ud560 \uba54\ubaa8\ub9ac \uacf5\uac04\uc744 \uc124\uc815\ud569\ub2c8\ub2e4.<\/li>\n
\ub370\uc774\ud130 \uc784\ubca0\ub529: \ub2e8\uc5b4 \ubca1\ud130\ud654\ub85c \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130\ub97c \uc218\uce58 \ub370\uc774\ud130\ub85c \ubcc0\ud658\ud569\ub2c8\ub2e4.<\/li>\n
\ubaa8\ub378 \ud6c8\ub828: \ub370\uc774\ud130\ub97c \uc0ac\uc6a9\ud558\uc5ec \ubaa8\ub378\uc744 \ud6c8\ub828\ud569\ub2c8\ub2e4.<\/li>\n
\uc9c8\ubb38 \uc785\ub825 \ubc0f \ub2f5\ubcc0 \uc0dd\uc131: \uc0ac\uc6a9\uc790\uc758 \uc9c8\ubb38\uc744 \uc785\ub825\ud558\uace0, \uba54\ubaa8\ub9ac\uc5d0\uc11c \uc801\uc808\ud55c \ub2f5\ubcc0\uc744 \uc0dd\uc131\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n
3.3 \ubaa8\ub378 \ud6c8\ub828\uacfc \ud3c9\uac00<\/h3>\n
\ubaa8\ub378 \ud6c8\ub828 \uc2dc, \uba54\ubaa8\ub9ac \ub124\ud2b8\uc6cc\ud06c\uc758 \uc131\ub2a5\uc744 \ucd5c\uc801\ud654\ud558\uae30 \uc704\ud574 \ub2e4\uc591\ud55c \ud558\uc774\ud37c\ud30c\ub77c\ubbf8\ud130\ub97c \uc870\uc815\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uac01 \ud6c8\ub828 \uc138\uc158\uc5d0\uc11c \uc190\uc2e4 \ud568\uc218(Loss Function)\uc640 \uc815\ud655\ub3c4(Accuracy)\ub97c \ubaa8\ub2c8\ud130\ub9c1\ud558\uc5ec \ubaa8\ub378\uc758 \uc131\ub2a5\uc744 \ud3c9\uac00\ud569\ub2c8\ub2e4.<\/p>\n
3.4 QA \uc2dc\uc2a4\ud15c \ud14c\uc2a4\ud2b8<\/h3>\n
\ubaa8\ub378\uc774 \ud6c8\ub828\ub41c \ud6c4\uc5d0\ub294 \uba87 \uac00\uc9c0 \uc9c8\ubb38\uc744 \uc785\ub825\ud558\uc5ec \uc2dc\uc2a4\ud15c\uc774 \uc798 \uc791\ub3d9\ud558\ub294\uc9c0 \ud14c\uc2a4\ud2b8\ud569\ub2c8\ub2e4. \uc0ac\uc6a9\uc790 \uc785\ub825\uc5d0 \ub530\ub77c \uc801\uc808\ud55c \uc751\ub2f5\uc744 \uc0dd\uc131\ud558\ub294 \ub2a5\ub825\uc744 \ud310\ub2e8\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \uacfc\uc815\uc5d0\uc11c \uc0ac\uc6a9\uc790\uc758 \ud53c\ub4dc\ubc31\uc740 \uc2dc\uc2a4\ud15c \uac1c\uc120\uc5d0 \uc911\uc694\ud55c \uc5ed\ud560\uc744 \ud569\ub2c8\ub2e4.<\/p>\n
4. \uacb0\ub860<\/h2>\n
\ubcf8 \uac15\uc88c\uc5d0\uc11c\ub294 Natural Language Processing\uc758 \ud55c \ubd84\uc57c\ub85c\uc11c MemN\uc744 \ud65c\uc6a9\ud55c \ud55c\uad6d\uc5b4 QA \uc2dc\uc2a4\ud15c \uad6c\ucd95 \ubc29\ubc95\uc5d0 \ub300\ud574 \uc790\uc138\ud788 \uc0b4\ud3b4\ubcf4\uc558\uc2b5\ub2c8\ub2e4. MemN\uc758 \uad6c\uc870\uc640 \ub3d9\uc791 \uc6d0\ub9ac\ub97c \uc774\ud574\ud558\uace0, \uc774\ub97c \uc774\uc6a9\ud55c \uc2dc\uc2a4\ud15c\uc744 \uad6c\ud604\ud558\uba74\uc11c \ub370\uc774\ud130 \uc804\ucc98\ub9ac \ubc0f \ubaa8\ub378 \ud6c8\ub828\uc758 \uc911\uc694\uc131\uc744 \uac15\uc870\ud558\uc600\uc2b5\ub2c8\ub2e4. \ud5a5\ud6c4 \uc774\ub7ec\ud55c \uc2dc\uc2a4\ud15c\uc774 \ubc1c\uc804\ud558\uba74 \ub354\uc6b1 \ubcf5\uc7a1\ud55c \uc9c8\ubb38 \uc751\ub2f5\ub3c4 \uac00\ub2a5\ud574\uc9c8 \uac83\uc785\ub2c8\ub2e4. \ub530\ub77c\uc11c, \uc9c0\uc18d\uc801\uc778 \uc5f0\uad6c\uc640 \ubc1c\uc804\uc774 \ud544\uc694\ud569\ub2c8\ub2e4.<\/p>\n
5. \ucc38\uace0 \uc790\ub8cc<\/h2>\n
\n
Deep Learning for NLP \uad00\ub828 \ubb38\ud5cc<\/li>\n
Memory Networks: https:\/\/arxiv.org\/abs\/1410.3916<\/li>\n
TensorFlow \uba38\uc2e0\ub7ec\ub2dd \ubb38\uc11c<\/li>\n<\/ul>\n
<\/body><\/p>\n","protected":false},"excerpt":{"rendered":"
\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 \uc778\uacf5\uc9c0\ub2a5(AI)\uc758 \ud55c \ubd84\uc57c\uc785\ub2c8\ub2e4. \ucd5c\uadfc \uba87 \ub144\uac04 \ub525 \ub7ec\ub2dd\uc758 \ubc1c\uc804 \ub355\ubd84\uc5d0 NLP \ubd84\uc57c\ub294 \ube44\uc57d\uc801\uc778 \ubc1c\uc804\uc744 \uc774\ub8e8\uc5c8\uc2b5\ub2c8\ub2e4. \ud2b9\uc774\ud558\uac8c\ub3c4, \uc9c8\ubb38-\uc751\ub2f5 \uc2dc\uc2a4\ud15c(Question Answering, QA)\uc740 \uc774\ub7ec\ud55c \uae30\uc220\uc744 \ud65c\uc6a9\ud558\uc5ec \uc0ac\uc6a9\uc790\uac00 \uc9c8\ubb38\ud588\uc744 \ub54c \uc2e0\uc18d\ud558\uace0 \uc815\ud655\ud55c \ub2f5\ubcc0\uc744 \uc81c\uacf5\ud558\ub294 \uc2dc\uc2a4\ud15c\uc785\ub2c8\ub2e4. \ubcf8 \uac15\uc88c\uc5d0\uc11c\ub294 Memory Network(MemN)\ub97c \ud65c\uc6a9\ud558\uc5ec \ud55c\uad6d\uc5b4 \uc9c8\uc758 \uc751\ub2f5 \uc2dc\uc2a4\ud15c\uc744 \uad6c\ucd95\ud558\ub294 \ubc29\ubc95\uc5d0 … \ub354 \ubcf4\uae30 “\ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac, MemN\uc73c\ub85c \ud55c\uad6d\uc5b4 QA \ud574\ubcf4\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-25491","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, MemN\uc73c\ub85c \ud55c\uad6d\uc5b4 QA \ud574\ubcf4\uae30 - 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