{"id":25383,"date":"2024-10-26T09:54:37","date_gmt":"2024-10-26T09:54:37","guid":{"rendered":"http:\/\/atmokpo.com\/w\/?p=25383"},"modified":"2024-11-26T08:01:57","modified_gmt":"2024-11-26T08:01:57","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%8b%9c%ed%80%80%ec%8a%a4-%ed%88%ac-%ec%8b%9c%ed%80%80%ec%8a%a4sequence-to-sequence","status":"publish","type":"post","link":"https:\/\/atmokpo.com\/w\/25383\/","title":{"rendered":"\ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac: \uc2dc\ud000\uc2a4-\ud22c-\uc2dc\ud000\uc2a4(Sequence-to-Sequence, seq2seq)"},"content":{"rendered":"<div class=\"post\">\n<p>\uc790\uc5f0\uc5b4 \ucc98\ub9ac(Natural Language Processing, NLP)\ub294 \uae30\uacc4\uac00 \uc778\uac04\uc758 \uc5b8\uc5b4\ub97c \uc774\ud574\ud558\uace0 \uc0dd\uc131\ud560 \uc218 \uc788\ub3c4\ub85d \ud558\ub294 \ubd84\uc57c\ub85c, \ucd5c\uadfc \uba87 \ub144\uac04 \ub525 \ub7ec\ub2dd \uae30\uc220\uc758 \ubc1c\uc804\uc73c\ub85c \uc778\ud574 \ud070 \ud601\uc2e0\uc744 \uc774\ub8e8\uc5b4\ub0b4\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uadf8\uc911\uc5d0\uc11c\ub3c4 \uc2dc\ud000\uc2a4-\ud22c-\uc2dc\ud000\uc2a4(Seq2Seq) \ubaa8\ub378\uc740 \ubc88\uc5ed, \uc694\uc57d, \ub300\ud654 \uc0dd\uc131 \ub4f1 \ub2e4\uc591\ud55c NLP \ud0dc\uc2a4\ud06c\uc5d0\uc11c \uc911\uc694\ud55c \uc5ed\ud560\uc744 \ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h2>\uc11c\ub860<\/h2>\n<p>\uc2dc\ud000\uc2a4-\ud22c-\uc2dc\ud000\uc2a4(Seq2Seq) \ubaa8\ub378\uc740 \uc8fc\uc5b4\uc9c4 \uc785\ub825 \uc2dc\ud000\uc2a4(\uc608: \ubb38\uc7a5)\ub97c \ucd9c\ub825 \uc2dc\ud000\uc2a4(\uc608: \ubc88\uc5ed\ubb38)\ub85c \ubcc0\ud658\ud558\ub294 \uad6c\uc870\ub97c \uac00\uc9c4 \uc778\uacf5\uc2e0\uacbd\ub9dd\uc785\ub2c8\ub2e4. \uc774 \ubaa8\ub378\uc740 \uc5d0 Encoder\uc640 Decoder \ub450 \uac1c\uc758 \uc8fc\uc694 \uad6c\uc131 \uc694\uc18c\ub85c \ub098\ub20c \uc218 \uc788\uc2b5\ub2c8\ub2e4. Encoder\ub294 \uc785\ub825 \uc2dc\ud000\uc2a4\ub97c \ucc98\ub9ac\ud558\uc5ec \uace0\ucc28\uc6d0 \ubca1\ud130\ub85c \uc778\ucf54\ub529\ud558\uace0, Decoder\ub294 \uc774 \ubca1\ud130\ub97c \uae30\ubc18\uc73c\ub85c \ucd9c\ub825 \uc2dc\ud000\uc2a4\ub97c \uc0dd\uc131\ud569\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uad6c\uc870\ub294 \uae30\uacc4 \ubc88\uc5ed\uacfc \uac19\uc774 \uc785\ub825\uacfc \ucd9c\ub825\uc758 \uae38\uc774\uac00 \ub2e4\ub97c \uc218 \uc788\ub294 \ubb38\uc81c\uc5d0 \uc801\ud569\ud569\ub2c8\ub2e4.<\/p>\n<h2>1. \ub525 \ub7ec\ub2dd\uacfc \uc790\uc5f0\uc5b4 \ucc98\ub9ac<\/h2>\n<p>\ub525 \ub7ec\ub2dd \ubaa8\ub378\uc740 \uc778\ud48b \ub370\uc774\ud130\ub85c\ubd80\ud130 \ud2b9\uc9d5\uc744 \uc790\ub3d9\uc73c\ub85c \ud559\uc2b5\ud560 \uc218 \uc788\ub294 \ub2a5\ub825\uc744 \uac00\uc9c0\uace0 \uc788\uc5b4, \uc790\uc5f0\uc5b4\uc758 \ubcf5\uc7a1\ud55c \ud328\ud134\uc744 \uc774\ud574\ud558\ub294 \ub370 \uac15\ub825\ud55c \ub3c4\uad6c\uc785\ub2c8\ub2e4. \ucd08\uae30 NLP \uc2dc\uc2a4\ud15c\uc740 \uaddc\uce59 \uae30\ubc18 \uc811\uadfc\ubc95\uc774\ub098 \ud1b5\uacc4\uc801 \ubaa8\ub378\uc5d0 \uc758\uc874\ud588\uc73c\ub098, \ub525 \ub7ec\ub2dd \uae30\uc220\uc774 \ub3c4\uc785\ub41c \uc774\ud6c4\ub85c\ub294 \ub354 \uc815\uad50\ud558\uace0 \ub6f0\uc5b4\ub09c \uc131\ub2a5\uc744 \ubcf4\uc774\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h2>2. Seq2Seq \ubaa8\ub378\uc758 \uad6c\uc870<\/h2>\n<h3>2.1 Encoder<\/h3>\n<p>Encoder\ub294 \uc785\ub825 \ud14d\uc2a4\ud2b8\ub97c \ucc98\ub9ac\ud558\uc5ec \uace0\uc815\ub41c \uae38\uc774\uc758 \ubca1\ud130 \ud45c\ud604\uc744 \uc0dd\uc131\ud569\ub2c8\ub2e4. \uc77c\ubc18\uc801\uc73c\ub85c \uc21c\ud658 \uc2e0\uacbd\ub9dd(RNN) \ub610\ub294 \uc7a5\uae30-\ub2e8\uae30 \uae30\uc5b5(Long Short-Term Memory, LSTM) \ub124\ud2b8\uc6cc\ud06c\ub97c \uc0ac\uc6a9\ud558\uc5ec \uc2dc\ud000\uc2a4 \ub370\uc774\ud130\ub97c \ucc98\ub9ac\ud569\ub2c8\ub2e4. Encoder\uc758 \uac01 \ud0c0\uc784 \uc2a4\ud15d\uc5d0\uc11c\ub294 \uc774\uc804 \uc0c1\ud0dc\uc640 \ud604\uc7ac \uc785\ub825\uc744 \uacb0\ud569\ud558\uc5ec \uc0c8\ub85c\uc6b4 \uc0c1\ud0dc\ub85c \uc5c5\ub370\uc774\ud2b8\ud558\uace0, \ub9c8\uc9c0\ub9c9 \ud0c0\uc784 \uc2a4\ud15d\uc758 \uc0c1\ud0dc\ub97c Decoder\ub85c \uc804\ub2ec\ud569\ub2c8\ub2e4.<\/p>\n<h3>2.2 Decoder<\/h3>\n<p>Decoder\ub294 Encoder\uc5d0\uc11c \uc804\ub2ec\ubc1b\uc740 \ubca1\ud130\ub97c \uae30\ubc18\uc73c\ub85c \ucd9c\ub825 \uc2dc\ud000\uc2a4\ub97c \uc0dd\uc131\ud569\ub2c8\ub2e4. \uc774 \ub610\ud55c RNN \ub610\ub294 LSTM\uc744 \uc0ac\uc6a9\ud560 \uc218 \uc788\uc73c\uba70, \uac01 \ud0c0\uc784 \uc2a4\ud15d\uc5d0\uc11c \uc774\uc804\uc758 \ucd9c\ub825\uc744 \uc785\ub825\uc73c\ub85c \ubc1b\uc544 \ub2e4\uc74c \ucd9c\ub825\uc744 \uc0dd\uc131\ud569\ub2c8\ub2e4. Decoder\ub294 \uc885\uc885 \uc2dc\uc791 \ud1a0\ud070\uacfc \uc885\ub8cc \ud1a0\ud070\uc744 \uc0ac\uc6a9\ud558\uc5ec \ucd9c\ub825 \uc2dc\ud000\uc2a4\uc758 \uc2dc\uc791\uacfc \uc885\ub8cc\ub97c \ud45c\uc2dc\ud569\ub2c8\ub2e4.<\/p>\n<h2>3. Seq2Seq \ubaa8\ub378\uc758 \ud6c8\ub828<\/h2>\n<p>Seq2Seq \ubaa8\ub378\uc758 \ud6c8\ub828\uc740 \uc77c\ubc18\uc801\uc73c\ub85c \uc9c0\ub3c4 \ud559\uc2b5 \ubc29\uc2dd\uc744 \uc0ac\uc6a9\ud569\ub2c8\ub2e4. \uc900\ube44\ub41c \uc785\ub825 \uc2dc\ud000\uc2a4\uc640 \ubaa9\ud45c \ucd9c\ub825 \uc2dc\ud000\uc2a4\ub97c \uae30\ubc18\uc73c\ub85c \uc190\uc2e4 \ud568\uc218\ub97c \ucd5c\uc18c\ud654\ud558\ub294 \uacfc\uc815\uc744 \ud1b5\ud574 \ubaa8\ub378\uc744 \ud559\uc2b5\ud569\ub2c8\ub2e4. \ud06c\ub85c\uc2a4 \uc5d4\ud2b8\ub85c\ud53c \uc190\uc2e4 \ud568\uc218\ub97c \ub9ce\uc774 \uc0ac\uc6a9\ud558\ub294\ub370, \uc774\ub294 \ubaa8\ub378\uc774 \uc0dd\uc131\ud55c \ucd9c\ub825 \ubd84\ud3ec\uc640 \uc2e4\uc81c \uc815\ub2f5 \ubd84\ud3ec \uac04\uc758 \ucc28\uc774\ub97c \uce21\uc815\ud569\ub2c8\ub2e4.<\/p>\n<h3>3.1 Teacher Forcing<\/h3>\n<p>\ud6c8\ub828 \uacfc\uc815\uc5d0\uc11c \ub300\ubd80\ubd84\uc758 seq2seq \ubaa8\ub378\uc740 &#8220;Teacher Forcing&#8221; \uae30\ubc95\uc744 \ud65c\uc6a9\ud569\ub2c8\ub2e4. \uc774 \uae30\ubc95\uc5d0\uc11c\ub294 \uac01 Decoder\uc758 \ud0c0\uc784 \uc2a4\ud15d\uc5d0\uc11c \uc2e4\uc81c \uc815\ub2f5 \ud1a0\ud070\uc744 \uc785\ub825\uc73c\ub85c \uc0ac\uc6a9\ud558\uace0, \ubaa8\ub378\uc774 \uc0dd\uc131\ud55c \ub2e4\uc74c \ucd9c\ub825\uc744 \uc608\uce21\ud558\uac8c \ud569\ub2c8\ub2e4. \uc774\ub294 \ubaa8\ub378\uc774 \ubcf4\ub2e4 \ube60\ub974\uac8c \uc218\ub834\ud558\ub3c4\ub85d \ub3d5\uc2b5\ub2c8\ub2e4.<\/p>\n<h2>4. Seq2Seq \ubaa8\ub378\uc758 \ubcc0\ud615<\/h2>\n<h3>4.1 Attention Mechanism<\/h3>\n<p>Seq2Seq \ubaa8\ub378\uc758 \uae30\ubcf8 \uad6c\uc870\ub294 \uc815\ubcf4\uc758 \uc190\uc2e4\uc744 \ubc29\uc9c0\ud560 \uc218 \uc5c6\ub2e4\ub294 \ub2e8\uc810\uc774 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub97c \ud574\uacb0\ud558\uae30 \uc704\ud574 Attention Mechanism\uc774 \ub3c4\uc785\ub418\uc5c8\uc2b5\ub2c8\ub2e4. Attention Mechanism\uc740 Decoder\uac00 \uc774\uc804 \ucd9c\ub825\ubfd0\ub9cc \uc544\ub2c8\ub77c Encoder\uc758 \ubaa8\ub4e0 \ud788\ub4e0 \uc0c1\ud0dc\uc5d0 \ub300\ud574\uc11c\ub3c4 \uac00\uc911\uce58\ub97c \ubd80\uc5ec\ud558\uba70, \uad00\ub828\uc131 \uae30\ubc18\uc73c\ub85c \uc815\ubcf4\ub97c \uac80\uc0c9\ud560 \uc218 \uc788\uac8c \ud574\uc90d\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \ubaa8\ub378\uc740 \uc758\ubbf8\uc758 \uc911\uc694\uc131\uc744 \ub290\ub07c\uace0 \ub354 \uc790\uc5f0\uc2a4\ub7ec\uc6b4 \ucd9c\ub825\uc744 \uc0dd\uc131\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h3>4.2 Transformer \ubaa8\ub378<\/h3>\n<p>Transformer \ubaa8\ub378\uc740 Attention Mechanism\uc744 \uae30\ubc18\uc73c\ub85c \ud558\ub294 \uad6c\uc870\ub85c, Seq2Seq \ud559\uc2b5\uc5d0\uc11c \uc8fc\ub3c4\uc801\uc778 \uc5ed\ud560\uc744 \ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uac83\uc740 Encoder\uc640 Decoder\uac00 \ubaa8\ub450 Multi-Head Attention\uacfc Feed Forward Network\ub85c \uad6c\uc131\ub418\uc5b4 \uc788\uc73c\uba70, RNN\uc758 \uc21c\ucc28\uc801 \ucc98\ub9ac \uad6c\uc870\ub97c \ubc97\uc5b4\ub098 \ubcd1\ub82c \ucc98\ub9ac\uac00 \uac00\ub2a5\ud558\ub2e4\ub294 \ud070 \uc7a5\uc810\uc774 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub294 \ud6c8\ub828 \uc18d\ub3c4\ub97c \ube44\uc57d\uc801\uc73c\ub85c \uc99d\uac00\uc2dc\ud0b5\ub2c8\ub2e4.<\/p>\n<h2>5. \uc751\uc6a9 \ubd84\uc57c<\/h2>\n<h3>5.1 \uae30\uacc4 \ubc88\uc5ed<\/h3>\n<p>\uc2dc\ud000\uc2a4-\ud22c-\uc2dc\ud000\uc2a4 \ubaa8\ub378\uc774 \ucc98\uc74c\uc73c\ub85c \ubcf8\uaca9\uc801\uc73c\ub85c \ud65c\uc6a9\ub41c \ubd84\uc57c\ub294 \uae30\uacc4 \ubc88\uc5ed\uc785\ub2c8\ub2e4. Google Translate\uc640 \uac19\uc740 \ud604\ub300\uc758 \ubc88\uc5ed \uc2dc\uc2a4\ud15c\ub4e4\uc740 Seq2Seq \ubc0f Transformer \ubaa8\ub378\uc744 \uae30\ubc18\uc73c\ub85c \ud558\uc5ec \ub192\uc740 \ubc88\uc5ed \ud488\uc9c8\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/p>\n<h3>5.2 \ub300\ud654 \uc0dd\uc131<\/h3>\n<p>\ub300\ud654\ud615 AI, \uc989 \ucc57\ubd07 \uc2dc\uc2a4\ud15c\uc5d0\uc11c\ub3c4 Seq2Seq \ubaa8\ub378\uc774 \ud65c\uc6a9\ub429\ub2c8\ub2e4. \uc0ac\uc6a9\uc790 \uc785\ub825\uc5d0 \ub300\ud574 \uc801\uc808\ud55c \uc751\ub2f5\uc744 \uc0dd\uc131\ud558\ub294 \uac83\uc740 NLP\uc758 \uc911\uc694\ud55c \uacfc\uc81c\uc774\uba70, Seq2Seq \ubaa8\ub378\uc774 \uc774 \uacfc\uc815\uc5d0\uc11c \ub9e4\uc6b0 \ud6a8\uacfc\uc801\uc785\ub2c8\ub2e4.<\/p>\n<h3>5.3 \ubb38\uc11c \uc694\uc57d<\/h3>\n<p>\uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc758 \ub610 \ub2e4\ub978 \uc911\uc694\ud55c \uc751\uc6a9 \ud504\ub85c\uadf8\ub7a8\uc740 \ubb38\uc11c \uc694\uc57d\uc785\ub2c8\ub2e4. \uae34 \ubb38\uc11c\uc5d0\uc11c \ud575\uc2ec \uc815\ubcf4\ub97c \ucd94\ucd9c\ud558\uace0 \uc694\uc57d\uc744 \uc0dd\uc131\ud558\ub294 \uac83\uc740 \uc81c\uc548 \ubc0f \uc815\ubcf4 \uc804\ud30c\ub97c \uc6a9\uc774\ud558\uac8c \ud569\ub2c8\ub2e4. Seq2Seq \ubaa8\ub378\uc758 \uc785\ub825\uc73c\ub85c \uae34 \ubb38\uc11c, \ucd9c\ub825\uc73c\ub85c\ub294 \uc694\uc57d\ub41c \ubb38\uc7a5\uc744 \uc0dd\uc131\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h2>6. \uacb0\ub860<\/h2>\n<p>\ub525 \ub7ec\ub2dd \uae30\ubc18\uc758 \uc2dc\ud000\uc2a4-\ud22c-\uc2dc\ud000\uc2a4 \ubaa8\ub378\uc740 \uc790\uc5f0\uc5b4 \ucc98\ub9ac \ubd84\uc57c\uc5d0\uc11c \ud070 \ud601\uc2e0\uc744 \uac00\uc838\uc654\uc2b5\ub2c8\ub2e4. Encoder-Decoder \uad6c\uc870\uc640 Attention Mechanism\uc758 \ubc1c\uc804\uc744 \ud1b5\ud574 \uc6b0\ub9ac\ub294 \uae30\uacc4 \ubc88\uc5ed, \ub300\ud654 \uc0dd\uc131, \ubb38\uc11c \uc694\uc57d \ub4f1 \ub2e4\uc591\ud55c \ud0dc\uc2a4\ud06c\uc5d0\uc11c \ub192\uc740 \uc131\ub2a5\uc744 \ub2ec\uc131\ud560 \uc218 \uc788\uc5c8\uc2b5\ub2c8\ub2e4. \ud5a5\ud6c4 \ub354\uc6b1 \ubc1c\uc804\ud560 NLP \uc2dc\uc2a4\ud15c\uc5d0\uc11c Seq2Seq\uc640 \uadf8 \ubcc0\ud615\ub4e4\uc740 \uc911\uc694\ud55c \uc5ed\ud560\uc744 \uacc4\uc18d\ud560 \uac83\uc73c\ub85c \uc608\uc0c1\ub429\ub2c8\ub2e4.<\/p>\n<h2>References<\/h2>\n<ul>\n<li>Vaswani, A., et al. (2017). Attention Is All You Need. In Advances in Neural Information Processing Systems.<\/li>\n<li>Bahdanau, D., Cho, K., &amp; Bengio, Y. (2015). Neural Machine Translation by Jointly Learning to Align and Translate. In International Conference on Learning Representations.<\/li>\n<li>Luong, M. T., Pham, H., &amp; Manning, C. D. (2015). Effective Approaches to Attention-based Neural Machine Translation. In Proceedings of the 2015 Conference on Empirical Methods in Natural Language Processing.<\/li>\n<\/ul>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>\uc790\uc5f0\uc5b4 \ucc98\ub9ac(Natural Language Processing, NLP)\ub294 \uae30\uacc4\uac00 \uc778\uac04\uc758 \uc5b8\uc5b4\ub97c \uc774\ud574\ud558\uace0 \uc0dd\uc131\ud560 \uc218 \uc788\ub3c4\ub85d \ud558\ub294 \ubd84\uc57c\ub85c, \ucd5c\uadfc \uba87 \ub144\uac04 \ub525 \ub7ec\ub2dd \uae30\uc220\uc758 \ubc1c\uc804\uc73c\ub85c \uc778\ud574 \ud070 \ud601\uc2e0\uc744 \uc774\ub8e8\uc5b4\ub0b4\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uadf8\uc911\uc5d0\uc11c\ub3c4 \uc2dc\ud000\uc2a4-\ud22c-\uc2dc\ud000\uc2a4(Seq2Seq) \ubaa8\ub378\uc740 \ubc88\uc5ed, \uc694\uc57d, \ub300\ud654 \uc0dd\uc131 \ub4f1 \ub2e4\uc591\ud55c NLP \ud0dc\uc2a4\ud06c\uc5d0\uc11c \uc911\uc694\ud55c \uc5ed\ud560\uc744 \ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc11c\ub860 \uc2dc\ud000\uc2a4-\ud22c-\uc2dc\ud000\uc2a4(Seq2Seq) \ubaa8\ub378\uc740 \uc8fc\uc5b4\uc9c4 \uc785\ub825 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