{"id":25397,"date":"2024-10-26T09:54:44","date_gmt":"2024-10-26T09:54:44","guid":{"rendered":"http:\/\/atmokpo.com\/w\/?p=25397"},"modified":"2024-11-26T08:01:54","modified_gmt":"2024-11-26T08:01:54","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%96%b4%ed%85%90%ec%85%98-%eb%a9%94%ec%bb%a4%eb%8b%88%ec%a6%98-attention-mechanism-2","status":"publish","type":"post","link":"https:\/\/atmokpo.com\/w\/25397\/","title":{"rendered":"\ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac, \uc5b4\ud150\uc158 \uba54\ucee4\ub2c8\uc998 (Attention Mechanism)"},"content":{"rendered":"<article>\n<p>\n        \ud604\ub300\uc758 \uc790\uc5f0\uc5b4 \ucc98\ub9ac(Natural Language Processing, NLP) \ubd84\uc57c\ub294 \uae30\uacc4 \ubc88\uc5ed, \uac10\uc815 \ubd84\uc11d, \uc9c8\ubb38 \uc751\ub2f5 \uc2dc\uc2a4\ud15c \ub4f1 \uc5ec\ub7ec \uc5b4\ud50c\ub9ac\ucf00\uc774\uc158\uc5d0 \ud601\uc2e0\uc744 \uac00\uc838\uc654\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ubc1c\uc804\uc758 \uc911\uc2ec\uc5d0\ub294 \ub525 \ub7ec\ub2dd(Deep Learning) \uae30\uc220\uc774 \uc790\ub9ac \uc7a1\uace0 \uc788\uc73c\uba70, \ud2b9\ud788 <strong>\uc5b4\ud150\uc158 \uba54\ucee4\ub2c8\uc998(Attention Mechanism)<\/strong>\uc740 \ub9e4\ub825\uc801\uc73c\ub85c \uc0ac\uc6a9\ub418\uace0 \uc788\ub294 \uae30\uc220 \uc911 \ud558\ub098\uc785\ub2c8\ub2e4.\n    <\/p>\n<p>\n        \uc5b4\ud150\uc158 \uba54\ucee4\ub2c8\uc998\uc740 \ub525 \ub7ec\ub2dd \ubaa8\ub378\uc774 \uc785\ub825 \ub370\uc774\ud130\uc758 \ub2e4\uc591\ud55c \ubd80\ubd84\uc5d0 \uc8fc\uc758\ub97c \uae30\uc6b8\uc77c \uc218 \uc788\uac8c \ud558\uc5ec, \uc815\ubcf4\uc758 \uc911\uc694\uc131\uc744 \ub3d9\uc801\uc73c\ub85c \ud3c9\uac00\ud558\uace0 \uc120\ud0dd\ud560 \uc218 \uc788\ub3c4\ub85d \ud569\ub2c8\ub2e4. \uc774\ub294 \uc804\ud1b5\uc801\uc778 NLP \ubc29\ubc95\ub860\ubcf4\ub2e4 \ub354 \ud6a8\uc728\uc801\uc774\uba70, \ub354\uc6b1 \uc720\uc5f0\ud55c \uacb0\uacfc\ub97c \uc0dd\uc131\ud558\ub294\ub370 \ub3c4\uc6c0\uc744 \uc90d\ub2c8\ub2e4. \uc774 \uae00\uc5d0\uc11c\ub294 \ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc5d0\uc11c \uc5b4\ud150\uc158 \uba54\ucee4\ub2c8\uc998\uc758 \uc815\uc758, \ubc1c\uc804 \uacfc\uc815, \uc791\ub3d9 \uc6d0\ub9ac, \ub2e4\uc591\ud55c \uc560\ud50c\ub9ac\ucf00\uc774\uc158, \uc7a5\uc810, \ud55c\uacc4, \uadf8\ub9ac\uace0 \ud5a5\ud6c4 \ubc1c\uc804 \ubc29\ud5a5\uc5d0 \ub300\ud574 \uc790\uc138\ud788 \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4.\n    <\/p>\n<h2>1. \uc5b4\ud150\uc158 \uba54\ucee4\ub2c8\uc998\uc758 \uc815\uc758<\/h2>\n<p>\n        \uc5b4\ud150\uc158 \uba54\ucee4\ub2c8\uc998\uc740 \uc778\uac04\uc758 \uc2dc\uac01\uc801 \uc8fc\uc758(attention) \ud504\ub85c\uc138\uc2a4\uc5d0\uc11c \uc601\uac10\uc744 \ubc1b\uc740 \uae30\uc220\ub85c, \uc785\ub825 \ub370\uc774\ud130\uc758 \ud2b9\uc815 \ubd80\ubd84\uc5d0 \uc9d1\uc911\ud568\uc73c\ub85c\uc368 \ub354 \ud6a8\uacfc\uc801\uc73c\ub85c \uc815\ubcf4\ub97c \ucc98\ub9ac\ud558\ub3c4\ub85d \ub3d5\uc2b5\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \uc6b0\ub9ac\uac00 \ubb38\uc7a5\uc744 \uc77d\uc744 \ub54c \uc911\uc694\ud55c \ub2e8\uc5b4\ub098 \uad6c\ubb38\uc5d0 \uc9d1\uc911\ud558\uc5ec \uc758\ubbf8\ub97c \ud30c\uc545\ud569\ub2c8\ub2e4. \uc774\uc640 \uac19\uc740 \ubc29\uc2dd\uc73c\ub85c \uc5b4\ud150\uc158 \uba54\ucee4\ub2c8\uc998\uc740 \uc785\ub825 \uc2dc\ud000\uc2a4\uc5d0\uc11c \uac01 \uc694\uc18c\uc758 \uc911\uc694\ub3c4\ub97c \uacc4\uc0b0\ud558\uc5ec \uc774\ub97c \uae30\ubc18\uc73c\ub85c \uc815\ubcf4\ub97c \ucc98\ub9ac\ud569\ub2c8\ub2e4.\n    <\/p>\n<h2>2. \uc5b4\ud150\uc158 \uba54\ucee4\ub2c8\uc998\uc758 \ubc1c\uc804 \uacfc\uc815<\/h2>\n<p>\n        \uc5b4\ud150\uc158 \uba54\ucee4\ub2c8\uc998\uc740 \ucc98\uc74c\uc5d0 \uae30\uacc4 \ubc88\uc5ed\uc744 \uc704\ud55c Seq2Seq \ubaa8\ub378\uc5d0\uc11c \uc0ac\uc6a9\ub418\uae30 \uc2dc\uc791\ud588\uc2b5\ub2c8\ub2e4. 2014\ub144, <strong>Bahdanau et al.<\/strong>\uc740 RNN \uae30\ubc18\uc758 \uae30\uacc4 \ubc88\uc5ed \ubaa8\ub378\uc5d0\uc11c \uc5b4\ud150\uc158 \uba54\ucee4\ub2c8\uc998\uc744 \ub3c4\uc785\ud558\uc600\uc73c\uba70, \uc774\ub294 Seq2Seq \ubaa8\ub378\uc758 \ub2e8\uc810\uc744 \ubcf4\uc644\ud558\ub294 \ud601\uc2e0\uc801\uc778 \ubc29\ubc95\uc73c\ub85c \uc5ec\uaca8\uc84c\uc2b5\ub2c8\ub2e4.\n    <\/p>\n<p>\n        \uc774\ud6c4, <strong>Vaswani et al.<\/strong>\uc758 &#8216;Attention is All You Need&#8217; \ub17c\ubb38\uc5d0\uc11c Transformer \uad6c\uc870\uac00 \uc81c\uc548\ub418\uc5c8\uc2b5\ub2c8\ub2e4. \uc774 \uad6c\uc870\ub294 \uc644\uc804\ud788 \uc5b4\ud150\uc158 \uae30\ubc18\uc758 \ubaa8\ub378\ub85c, RNN\uc774\ub098 CNN\uc744 \uc0ac\uc6a9\ud558\uc9c0 \uc54a\uace0\ub3c4 \ub192\uc740 \uc131\ub2a5\uc744 \uae30\ub85d\ud558\uac8c \ub418\uba70, \uc790\uc5f0\uc5b4 \ucc98\ub9ac \ubd84\uc57c\uc758 \ud328\ub7ec\ub2e4\uc784\uc744 \uc644\uc804\ud788 \ubc14\uafb8\uc5b4 \ub193\uc558\uc2b5\ub2c8\ub2e4.\n    <\/p>\n<h2>3. \uc5b4\ud150\uc158 \uba54\ucee4\ub2c8\uc998\uc758 \uc791\ub3d9 \uc6d0\ub9ac<\/h2>\n<p>\n        \uc5b4\ud150\uc158 \uba54\ucee4\ub2c8\uc998\uc740 \uc8fc\ub85c \ub450 \uac00\uc9c0 \uc8fc\uc694 \ubd80\ubd84\uc73c\ub85c \ub098\ub20c \uc218 \uc788\uc2b5\ub2c8\ub2e4: <strong>\uc14b\uc5c5 \uacfc\uc815<\/strong>\uacfc <strong>\uac00\uc911\uce58 \uacc4\uc0b0<\/strong>\uc785\ub2c8\ub2e4.\n    <\/p>\n<h3>3.1 \uc14b\uc5c5 \uacfc\uc815<\/h3>\n<p>\n        \uc14b\uc5c5 \uacfc\uc815\uc5d0\uc11c\ub294 \uc785\ub825 \uc2dc\ud000\uc2a4(\uc608: \ub2e8\uc5b4 \ubca1\ud130)\ub97c \uc778\ucf54\ub529\ud558\uc5ec \uac01 \ub2e8\uc5b4\uc758 \uc758\ubbf8\ub97c \ub098\ud0c0\ub0b4\ub294 \ubca1\ud130\ub85c \ubcc0\ud658\ud569\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ubca1\ud130\ub4e4\uc740 \ubaa8\ub378\uc774 \uc774\ud574\ud560 \uc218 \uc788\ub294 \ud615\uc2dd\uc73c\ub85c \ubcc0\ud658\ub3fc\uc57c \ud558\uba70, \uc774 \uacfc\uc815\uc740 \ubcf4\ud1b5 Embedding \ub808\uc774\uc5b4\ub97c \ud1b5\ud574 \uc774\ub8e8\uc5b4\uc9d1\ub2c8\ub2e4.\n    <\/p>\n<h3>3.2 \uac00\uc911\uce58 \uacc4\uc0b0<\/h3>\n<p>\n        \ub2e4\uc74c \ub2e8\uacc4\ub294 \uac00\uc911\uce58 \uacc4\uc0b0\uc785\ub2c8\ub2e4. \uc774\ub294 \uc785\ub825 \ubca1\ud130\ub4e4 \uac04\uc758 \uc0c1\uad00\uad00\uacc4\ub97c \ud3c9\uac00\ud558\uc5ec \uac01 \uc785\ub825\uc758 \uc911\uc694\ub3c4\ub97c \ub3d9\uc801\uc73c\ub85c \uacb0\uc815\ud558\ub294 \uacfc\uc815\uc785\ub2c8\ub2e4. \ud604\ub300 \ub525 \ub7ec\ub2dd \ubaa8\ub378\uc5d0\uc11c \ub2e4\ub8e8\ub294 \ub2a5\ub3d9\uc801\uc778 \uc5b4\ud150\uc158 \uac00\uc911\uce58\ub294 \uac01 \uc785\ub825 \uc2dc\ud000\uc2a4\uc758 \ubaa8\ub4e0 \uc694\uc18c\uc5d0 \ub300\ud574 \uacc4\uc0b0\ub429\ub2c8\ub2e4.\n    <\/p>\n<p>\n        \uc774\ub54c \uc0ac\uc6a9\ub418\ub294 \uc8fc\ub41c \uae30\ubc95\uc740 <strong>\uc18c\ud504\ud2b8\ub9e5\uc2a4 \ud568\uc218(softmax function)<\/strong>\uc785\ub2c8\ub2e4. \uc18c\ud504\ud2b8\ub9e5\uc2a4 \ud568\uc218\ub294 \uac01 \uc694\uc18c\uc758 \uc911\uc694\ub3c4\ub97c \ub098\ud0c0\ub0b4\ub294 \ud655\ub960 \ubd84\ud3ec\ub97c \uc0dd\uc131\ud558\uc5ec, \uc774 \ud655\ub960\uc744 \uae30\ubc18\uc73c\ub85c \uc785\ub825 \uc694\uc18c\uc758 \uac00\uc911\uce58\ub97c \uacb0\uc815\ud569\ub2c8\ub2e4. \uc989, \uc911\uc694\ud55c \ub2e8\uc5b4\uc5d0 \ub354 \ub192\uc740 \uac00\uc911\uce58\ub97c \ubd80\uc5ec\ud558\uc5ec \uacb0\uacfc\uc801\uc73c\ub85c \ub354 \ub098\uc740 \uc131\ub2a5\uc744 \uc774\ub04c\uc5b4\ub0bc \uc218 \uc788\uc2b5\ub2c8\ub2e4.\n    <\/p>\n<h2>4. \uc5b4\ud150\uc158 \uba54\ucee4\ub2c8\uc998\uc758 \ub2e4\uc591\ud55c \uc560\ud50c\ub9ac\ucf00\uc774\uc158<\/h2>\n<p>\n        \uc5b4\ud150\uc158 \uba54\ucee4\ub2c8\uc998\uc740 \ub2e4\uc591\ud55c NLP \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc5d0 \ud65c\uc6a9\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc5ec\uae30\uc11c\ub294 \uba87 \uac00\uc9c0 \uc8fc\uc694 \uc0ac\ub840\ub97c \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4.\n    <\/p>\n<h3>4.1 \uae30\uacc4 \ubc88\uc5ed<\/h3>\n<p>\n        \uae30\uacc4 \ubc88\uc5ed\uc5d0\uc11c \uc5b4\ud150\uc158 \uba54\ucee4\ub2c8\uc998\uc740 \uc785\ub825 \uc5b8\uc5b4\uc758 \ub2e8\uc5b4\uc640 \ucd9c\ub825 \uc5b8\uc5b4\uc758 \ub2e8\uc5b4 \uac04\uc758 \ub9e4\ud551\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \ubaa8\ub378\uc740 \ubc88\uc5ed \uacfc\uc815\uc5d0\uc11c \uac01 \ub2e8\uc5b4\uc758 \uc911\uc694\uc131\uc744 \ud30c\uc545\ud558\uace0, \ub354 \uc790\uc5f0\uc2a4\ub7ec\uc6b4 \ubc88\uc5ed \uacb0\uacfc\ub97c \uc0dd\uc131\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.\n    <\/p>\n<h3>4.2 \ubb38\uc11c \uc694\uc57d<\/h3>\n<p>\n        \ubb38\uc11c \uc694\uc57d\uc740 \uae34 \ud14d\uc2a4\ud2b8\ub97c \uc9e7\uc740 \uc694\uc57d\uc73c\ub85c \uc904\uc774\ub294 \uc791\uc5c5\uc785\ub2c8\ub2e4. \uc5b4\ud150\uc158 \uba54\ucee4\ub2c8\uc998\uc740 \uc911\uc694\ud55c \ubb38\uc7a5\uc774\ub098 \ub2e8\uc5b4\uc5d0 \uc9d1\uc911\ud558\uc5ec \uc694\uc57d\uc774 \uc774\ub8e8\uc5b4\uc9c0\ub3c4\ub85d \ub3c4\uc640\uc90d\ub2c8\ub2e4. \uc774 \ubc29\ubc95\uc740 \uc815\ubcf4\uc758 \ubcf8\uc9c8\uc744 \uc804\ub2ec\ud558\ub294 \ub370 \uc720\ub9ac\ud569\ub2c8\ub2e4.\n    <\/p>\n<h3>4.3 \uac10\uc815 \ubd84\uc11d<\/h3>\n<p>\n        \uac10\uc815 \ubd84\uc11d\uc5d0\uc11c\ub294 \uc0ac\uc6a9\uc790\uc758 \uc758\uacac\uc774\ub098 \uac10\uc815\uc744 \ubd84\ub958\ud558\ub294 \uac83\uc774 \uc8fc\uc694\ud55c \ubaa9\ud45c\uc785\ub2c8\ub2e4. \uc5b4\ud150\uc158 \uba54\ucee4\ub2c8\uc998\uc740 \ud14d\uc2a4\ud2b8\uc758 \ud2b9\uc815 \ubd80\ubd84\uc5d0 \ub300\ud574 \ub192\uc740 \uc8fc\uc758\ub97c \uae30\uc6b8\uc5ec, \uac10\uc815\uc744 \ub354 \uc815\ud655\ud558\uac8c \ubd84\uc11d\ud560 \uc218 \uc788\ub3c4\ub85d \ud569\ub2c8\ub2e4.\n    <\/p>\n<h3>4.4 \uc9c8\ubb38 \uc751\ub2f5 \uc2dc\uc2a4\ud15c<\/h3>\n<p>\n        \uc9c8\ubb38 \uc751\ub2f5 \uc2dc\uc2a4\ud15c\uc5d0\uc11c\ub294 \uc0ac\uc6a9\uc790\uc758 \uc9c8\ubb38\uc5d0 \ub300\ud574 \uc801\uc808\ud55c \ub2f5\uc744 \uc81c\uacf5\ud574\uc57c \ud569\ub2c8\ub2e4. \uc5b4\ud150\uc158 \uba54\ucee4\ub2c8\uc998\uc740 \uc9c8\ubb38\uacfc \ubb38\uc11c\uc758 \uad00\ub828\uc131\uc744 \ud30c\uc545\ud558\uc5ec, \uac00\uc7a5 \uc54c\ub9de\uc740 \uc815\ubcf4\ub97c \ucd94\ucd9c\ud574\ub0b4\ub294 \ub370 \ub3c4\uc6c0\uc744 \uc90d\ub2c8\ub2e4.\n    <\/p>\n<h2>5. \uc5b4\ud150\uc158 \uba54\ucee4\ub2c8\uc998\uc758 \uc7a5\uc810<\/h2>\n<p>\n        \uc5b4\ud150\uc158 \uba54\ucee4\ub2c8\uc998\uc740 \uc5ec\ub7ec \uac00\uc9c0 \uc7a5\uc810\uc744 \uac00\uc9c0\uace0 \uc788\ub294\ub370, \uc8fc\uc694 \uc7a5\uc810\uc740 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4.\n    <\/p>\n<ul>\n<li><strong>\ub3d9\uc801\uc778 \uc120\ud0dd:<\/strong> \uc785\ub825\uc758 \uc911\uc694\ub3c4\ub97c \ub3d9\uc801\uc73c\ub85c \ud3c9\uac00\ud558\uc5ec, \ubd88\ud544\uc694\ud55c \uc815\ubcf4\ub97c \uac78\ub7ec\ub0bc \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<li><strong>\uac00\ubcbc\uc6b4 \uc5f0\uc0b0:<\/strong> RNN\uacfc \ube44\uad50\ud588\uc744 \ub54c, \ubcd1\ub82c \ucc98\ub9ac\uac00 \uac00\ub2a5\ud558\uae30 \ub54c\ubb38\uc5d0 \ud559\uc2b5 \uc18d\ub3c4\uac00 \ube60\ub985\ub2c8\ub2e4.<\/li>\n<li><strong>\ud6a8\uc728\uc131:<\/strong> \uae34 \uc2dc\ud000\uc2a4\ub97c \ucc98\ub9ac\ud558\ub294 \ub370 \ud6a8\uacfc\uc801\uc774\uba70, \uc7a5\uae30\uc801\uc778 \uc758\uc874\uc131 \ubb38\uc81c\ub97c \uc644\ud654\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h2>6. \uc5b4\ud150\uc158 \uba54\ucee4\ub2c8\uc998\uc758 \ud55c\uacc4<\/h2>\n<p>\n       \u3069\uc640 \uac19\uc740 \uc7a5\uc810\uc5d0\ub3c4 \ubd88\uad6c\ud558\uace0 \uc5b4\ud150\uc158 \uba54\ucee4\ub2c8\uc998\uc740 \uba87 \uac00\uc9c0 \ud55c\uacc4\uac00 \uc788\uc2b5\ub2c8\ub2e4. \uc5ec\uae30\uc5d0 \ub300\ud55c \uba87 \uac00\uc9c0 \ub2e8\uc810\uc744 \ubc14\ub77c\ubcf4\uaca0\uc2b5\ub2c8\ub2e4.\n    <\/p>\n<ul>\n<li><strong>\uc5f0\uc0b0 \ube44\uc6a9:<\/strong> \ub300\uaddc\ubaa8 \ub370\uc774\ud130\uc5d0 \ub300\ud574 \uc5b4\ud150\uc158\uc744 \uc801\uc6a9\ud560 \uacbd\uc6b0 \uc5f0\uc0b0 \ube44\uc6a9\uc774 \uc99d\uac00\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<li><strong>\ucee8\ud14d\uc2a4\ud2b8 \uc190\uc2e4:<\/strong> \ubaa8\ub4e0 \uc785\ub825 \uc2dc\ud000\uc2a4\uc758 \uae38\uc774\uc5d0 \ub300\ud574 \ub3d9\uc77c\ud55c \ucc98\ub9ac \ubc29\uc2dd\uc774 \uc801\uc6a9\ub418\ubbc0\ub85c, \uc911\uc694\ud55c \uc815\ubcf4\ub97c \ub193\uce60 \uac00\ub2a5\uc131\uc774 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h2>7. \ud5a5\ud6c4 \ubc1c\uc804 \ubc29\ud5a5<\/h2>\n<p>\n        \uc5b4\ud150\uc158 \uba54\ucee4\ub2c8\uc998\uc740 \uadf8 \uc790\uccb4\ub85c\ub3c4 \ud6cc\ub96d\ud55c \uc131\ub2a5\uc744 \ubcf4\uc774\uace0 \uc788\uc9c0\ub9cc, \uc55e\uc73c\ub85c\uc758 \uc5f0\uad6c\ub294 \uc5ec\ub7ec \ubc29\ud5a5\uc73c\ub85c \uc9c4\ud589\ub420 \uac83\uc785\ub2c8\ub2e4. \uba87 \uac00\uc9c0 \ubc1c\uc804 \ubc29\ud5a5\uc73c\ub85c\ub294 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4.\n    <\/p>\n<ul>\n<li><strong>\uc5c5\ub370\uc774\ud2b8\ub41c \uc544\ud0a4\ud14d\ucc98:<\/strong> \ud604\uc7ac\uc758 Transformer \ubaa8\ub378\uc744 \uac1c\uc120\ud558\uae30 \uc704\ud55c \uc0c8\ub85c\uc6b4 \uc544\ud0a4\ud14d\ucc98 \uac1c\ubc1c\uc774 \uc774\ub8e8\uc5b4\uc9c8 \uac83\uc785\ub2c8\ub2e4.<\/li>\n<li><strong>\ud1b5\ud569 \ubaa8\ub378:<\/strong> \uc5b4\ud150\uc158 \uba54\ucee4\ub2c8\uc998\uc744 \ub2e4\ub978 \ub525 \ub7ec\ub2dd \uae30\ubc95\uacfc \ud1b5\ud569\ud558\uc5ec \ub354 \ub098\uc740 \uc131\ub2a5\uc744 \uc774\ub04c\uc5b4\ub0bc \uac83\uc73c\ub85c \uae30\ub300\ub429\ub2c8\ub2e4.<\/li>\n<li><strong>\ub2e4\uc591\ud55c \uc5b8\uc5b4 \uc9c0\uc6d0:<\/strong> \ub2e4\uc591\ud55c \uc5b8\uc5b4\uc640 \ubb38\ud654\uc801 \ubc30\uacbd\uc744 \uace0\ub824\ud55c \uc5b4\ud150\uc158 \uba54\ucee4\ub2c8\uc998\uc5d0 \ub300\ud55c \uc5f0\uad6c\uac00 \uc911\uc694\ud560 \uac83\uc785\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h2>\uacb0\ub860<\/h2>\n<p>\n        \uc5b4\ud150\uc158 \uba54\ucee4\ub2c8\uc998\uc740 \ub525 \ub7ec\ub2dd \uae30\ubc18\uc758 \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc5d0 \ud601\uc2e0\uc744 \uac00\uc838\uc628 \uae30\uc220\uc785\ub2c8\ub2e4. \uc785\ub825 \ub370\uc774\ud130\uc758 \uc911\uc694\ub3c4\ub97c \ub3d9\uc801\uc73c\ub85c \ud3c9\uac00\ud558\uace0, \uac01 \uc694\uc18c\uc5d0 \ub300\ud55c \uac00\uc911\uce58\ub97c \ubd80\uc5ec\ud558\uc5ec \ub354\uc6b1 \ud6a8\uc728\uc801\uc774\uace0 \uc815\ud655\ud55c \uacb0\uacfc\ub97c \uc81c\uacf5\ud569\ub2c8\ub2e4. \uae30\uacc4 \ubc88\uc5ed, \uac10\uc815 \ubd84\uc11d, \uc9c8\ubb38 \uc751\ub2f5 \ubc0f \ubb38\uc11c \uc694\uc57d\uacfc \uac19\uc740 \ub2e4\uc591\ud55c \uc751\uc6a9 \ud504\ub85c\uadf8\ub7a8\uc5d0\uc11c \uadf8 \ud6a8\uc6a9\uc131\uc744 \uc785\uc99d\ud558\uc600\uc2b5\ub2c8\ub2e4.\n    <\/p>\n<p>\n        \uc55e\uc73c\ub85c\ub3c4 \uc5b4\ud150\uc158 \uba54\ucee4\ub2c8\uc998\uc740 \uc790\uc5f0\uc5b4 \ucc98\ub9ac \ubd84\uc57c\uc5d0\uc11c \uadf8 \ud65c\uc6a9 \uac00\ub2a5\uc131\uc774 \ubb34\uad81\ubb34\uc9c4\ud558\uba70, \ub354\uc6b1 \ubc1c\uc804\ub41c \uc544\ud0a4\ud14d\ucc98\uc640 \ud1b5\ud569 \ubaa8\ub378\uc744 \ud1b5\ud574 \uc0c8\ub85c\uc6b4 \uc9c0\ud3c9\uc744 \uc5f4 \uac83\uc774\ub77c \uae30\ub300\ub429\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uae30\uc220\uc774 \uc6b0\ub9ac\uc758 \uc77c\uc0c1\uacfc \uc0b0\uc5c5\uc5d0 \ubbf8\uce58\ub294 \uc601\ud5a5\uc740 \uc55e\uc73c\ub85c \ub354\uc6b1 \ud655\ub300\ub420 \uac83\uc785\ub2c8\ub2e4.\n    <\/p>\n<\/article>\n","protected":false},"excerpt":{"rendered":"<p>\ud604\ub300\uc758 \uc790\uc5f0\uc5b4 \ucc98\ub9ac(Natural Language Processing, NLP) \ubd84\uc57c\ub294 \uae30\uacc4 \ubc88\uc5ed, \uac10\uc815 \ubd84\uc11d, \uc9c8\ubb38 \uc751\ub2f5 \uc2dc\uc2a4\ud15c \ub4f1 \uc5ec\ub7ec \uc5b4\ud50c\ub9ac\ucf00\uc774\uc158\uc5d0 \ud601\uc2e0\uc744 \uac00\uc838\uc654\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ubc1c\uc804\uc758 \uc911\uc2ec\uc5d0\ub294 \ub525 \ub7ec\ub2dd(Deep Learning) \uae30\uc220\uc774 \uc790\ub9ac \uc7a1\uace0 \uc788\uc73c\uba70, \ud2b9\ud788 \uc5b4\ud150\uc158 \uba54\ucee4\ub2c8\uc998(Attention Mechanism)\uc740 \ub9e4\ub825\uc801\uc73c\ub85c \uc0ac\uc6a9\ub418\uace0 \uc788\ub294 \uae30\uc220 \uc911 \ud558\ub098\uc785\ub2c8\ub2e4. \uc5b4\ud150\uc158 \uba54\ucee4\ub2c8\uc998\uc740 \ub525 \ub7ec\ub2dd \ubaa8\ub378\uc774 \uc785\ub825 \ub370\uc774\ud130\uc758 \ub2e4\uc591\ud55c \ubd80\ubd84\uc5d0 \uc8fc\uc758\ub97c \uae30\uc6b8\uc77c \uc218 \uc788\uac8c \ud558\uc5ec, \uc815\ubcf4\uc758 \uc911\uc694\uc131\uc744 &hellip; <a href=\"https:\/\/atmokpo.com\/w\/25397\/\" class=\"more-link\">\ub354 \ubcf4\uae30<span class=\"screen-reader-text\"> &#8220;\ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac, \uc5b4\ud150\uc158 \uba54\ucee4\ub2c8\uc998 (Attention Mechanism)&#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-25397","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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\uc2dc\uc2a4\ud15c \ub4f1 \uc5ec\ub7ec \uc5b4\ud50c\ub9ac\ucf00\uc774\uc158\uc5d0 \ud601\uc2e0\uc744 \uac00\uc838\uc654\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ubc1c\uc804\uc758 \uc911\uc2ec\uc5d0\ub294 \ub525 \ub7ec\ub2dd(Deep Learning) \uae30\uc220\uc774 \uc790\ub9ac \uc7a1\uace0 \uc788\uc73c\uba70, \ud2b9\ud788 \uc5b4\ud150\uc158 \uba54\ucee4\ub2c8\uc998(Attention Mechanism)\uc740 \ub9e4\ub825\uc801\uc73c\ub85c \uc0ac\uc6a9\ub418\uace0 \uc788\ub294 \uae30\uc220 \uc911 \ud558\ub098\uc785\ub2c8\ub2e4. \uc5b4\ud150\uc158 \uba54\ucee4\ub2c8\uc998\uc740 \ub525 \ub7ec\ub2dd \ubaa8\ub378\uc774 \uc785\ub825 \ub370\uc774\ud130\uc758 \ub2e4\uc591\ud55c \ubd80\ubd84\uc5d0 \uc8fc\uc758\ub97c \uae30\uc6b8\uc77c \uc218 \uc788\uac8c \ud558\uc5ec, \uc815\ubcf4\uc758 \uc911\uc694\uc131\uc744 &hellip; \ub354 \ubcf4\uae30 &quot;\ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac, \uc5b4\ud150\uc158 \uba54\ucee4\ub2c8\uc998 (Attention Mechanism)&quot;\" \/>\n<meta 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