{"id":29947,"date":"2024-10-28T03:18:48","date_gmt":"2024-10-28T03:18:48","guid":{"rendered":"http:\/\/atmokpo.com\/w\/?p=29947"},"modified":"2024-11-26T06:50:44","modified_gmt":"2024-11-26T06:50:44","slug":"%eb%94%a5%eb%9f%ac%eb%8b%9d-%ed%8c%8c%ec%9d%b4%ed%86%a0%ec%b9%98-%ea%b0%95%ec%a2%8c-seq2seq","status":"publish","type":"post","link":"https:\/\/atmokpo.com\/w\/29947\/","title":{"rendered":"\ub525\ub7ec\ub2dd \ud30c\uc774\ud1a0\uce58 \uac15\uc88c, seq2seq"},"content":{"rendered":"<p>\ub525\ub7ec\ub2dd\uc758 \ud55c \ubd84\uc57c\uc778 \uc2dc\ud000\uc2a4 \uc608\uce21 \ubb38\uc81c\ub97c \ud574\uacb0\ud558\uae30 \uc704\ud574 Seq2Seq(Sequence to Sequence) \ubaa8\ub378\uc774 \uc8fc\ubaa9\ubc1b\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \ubaa8\ub378\uc740 \uc8fc\ub85c \uc790\uc5f0\uc5b4 \ucc98\ub9ac(NLP)\uc5d0\uc11c \uc0ac\uc6a9\ub418\uba70, \uc785\ub825 \uc2dc\ud000\uc2a4\ub97c \ub2e4\ub978 \uc2dc\ud000\uc2a4\ub85c \ubcc0\ud658\ud558\ub294 \ub370 \uc720\uc6a9\ud569\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \uae30\uacc4 \ubc88\uc5ed, \ud14d\uc2a4\ud2b8 \uc694\uc57d, \ucc57\ubd07\uc5d0 \ud65c\uc6a9\ub429\ub2c8\ub2e4. \ubcf8 \uac15\uc88c\uc5d0\uc11c\ub294 Seq2Seq \ubaa8\ub378\uc758 \uae30\ubcf8 \uac1c\ub150, \uad6c\uc870, \uadf8\ub9ac\uace0 PyTorch\ub97c \uc774\uc6a9\ud55c \uad6c\ud604 \uc608\uc81c\ub97c \ub2e4\ub8e8\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n<h2>1. Seq2Seq \ubaa8\ub378\uc758 \uae30\ubcf8 \uac1c\ub150<\/h2>\n<p>Seq2Seq \ubaa8\ub378\uc740 \ub450 \uac1c\uc758 \uc8fc\uc694 \uad6c\uc131 \uc694\uc18c\ub85c \uc774\ub8e8\uc5b4\uc838 \uc788\uc2b5\ub2c8\ub2e4: \uc778\ucf54\ub354(Encoder)\uc640 \ub514\ucf54\ub354(Decoder). \uc778\ucf54\ub354\ub294 \uc785\ub825 \uc2dc\ud000\uc2a4\ub97c \uace0\uc815 \uae38\uc774\uc758 \ubca1\ud130\ub85c \uc778\ucf54\ub529\ud558\uba70, \ub514\ucf54\ub354\ub294 \uc774 \ubca1\ud130\ub97c \uc0ac\uc6a9\ud558\uc5ec \ubaa9\ud45c \uc2dc\ud000\uc2a4\ub97c \uc0dd\uc131\ud569\ub2c8\ub2e4.<\/p>\n<h3>1.1 \uc778\ucf54\ub354(Encoder)<\/h3>\n<p>\uc778\ucf54\ub354\ub294 \uc8fc\uc5b4\uc9c4 \uc2dc\ud000\uc2a4\ub97c \uac01\uac01\uc758 \ub2e8\uc5b4\ub97c \ubca1\ud130\ub85c \ubcc0\ud658\ud558\uc5ec \uc785\ub825\uc744 \ucc98\ub9ac\ud569\ub2c8\ub2e4. \uc778\ucf54\ub354\uc758 \ub9c8\uc9c0\ub9c9 \uc228\uaca8\uc9c4 \uc0c1\ud0dc(hidden state)\ub294 \ub2e4\uc74c \ub514\ucf54\ub354\uc758 \ucd08\uae30 \uc785\ub825\uc73c\ub85c \uc0ac\uc6a9\ub429\ub2c8\ub2e4.<\/p>\n<h3>1.2 \ub514\ucf54\ub354(Decoder)<\/h3>\n<p>\ub514\ucf54\ub354\ub294 \uc778\ucf54\ub354\uc758 \ucd9c\ub825(hidden state)\uc744 \ubc14\ud0d5\uc73c\ub85c \ub2e4\uc74c \ub2e8\uc5b4\ub97c \uc608\uce21\ud558\uace0, \uc774\uc804\uc5d0 \uc608\uce21\ub41c \ub2e8\uc5b4\ub97c \uc785\ub825\uc73c\ub85c \uc0ac\uc6a9\ud558\uc5ec \ub2e4\uc74c \ub2e8\uc5b4\ub97c \ucd9c\ub825\ud558\ub294 \ubc29\uc2dd\uc73c\ub85c \uc791\ub3d9\ud569\ub2c8\ub2e4. \uc774 \uacfc\uc815\uc740 \uc9c0\uc815\ub41c \uae38\uc774\uc758 \ubaa9\ud45c \uc2dc\ud000\uc2a4\ub97c \uc0dd\uc131\ud560 \ub54c\uae4c\uc9c0 \uc9c0\uc18d\ub429\ub2c8\ub2e4.<\/p>\n<h2>2. Seq2Seq \ubaa8\ub378 \uad6c\uc870<\/h2>\n<p>Seq2Seq \ubaa8\ub378\uc740 \uc77c\ubc18\uc801\uc73c\ub85c RNN, LSTM \ub610\ub294 GRU\uc640 \uac19\uc740 \uc7ac\uadc0 \uc2e0\uacbd\ub9dd\uc73c\ub85c \uad6c\ud604\ub429\ub2c8\ub2e4. \uc544\ub798\ub294 Seq2Seq \ubaa8\ub378\uc758 \uc77c\ubc18\uc801\uc778 \uad6c\uc870\uc785\ub2c8\ub2e4.<\/p>\n<ul>\n<li>\uc778\ucf54\ub354: \uc785\ub825 \uc2dc\ud000\uc2a4\ub97c \ucc98\ub9ac\ud558\uace0, \uc228\uaca8\uc9c4 \uc0c1\ud0dc\ub97c \ubc18\ud658\ud569\ub2c8\ub2e4.<\/li>\n<li>\ub514\ucf54\ub354: \ucd08\uae30 \uc778\ucf54\ub354\uc758 \ub9c8\uc9c0\ub9c9 \uc228\uaca8\uc9c4 \uc0c1\ud0dc\uc5d0\uc11c \uc2dc\uc791\ud558\uc5ec, \ubaa9\ud45c \uc2dc\ud000\uc2a4\ub97c \uc0dd\uc131\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h2>3. PyTorch\ub97c \uc774\uc6a9\ud55c Seq2Seq \ubaa8\ub378 \uad6c\ud604<\/h2>\n<p>\uc774\uc81c \uc2e4\uc81c\ub85c PyTorch\ub97c \uc0ac\uc6a9\ud558\uc5ec Seq2Seq \ubaa8\ub378\uc744 \uad6c\ud604\ud574\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. \uc774\ubc88 \uc608\uc81c\uc5d0\uc11c\ub294 \uc791\uc740 \ub370\uc774\ud130\uc14b\uc744 \uc0ac\uc6a9\ud558\uc5ec \uc0d8\ud50c \uae30\uacc4 \ubc88\uc5ed \ubaa8\ub378\uc744 \uc0dd\uc131\ud560 \uac83\uc785\ub2c8\ub2e4.<\/p>\n<h3>3.1 \ub370\uc774\ud130\uc14b \uc900\ube44<\/h3>\n<p>\uc6b0\uc120, \uc608\uc81c\uc5d0 \uc0ac\uc6a9\ud560 \ub370\uc774\ud130\uc14b\uc744 \ucd08\uae30\ud654\ud558\uaca0\uc2b5\ub2c8\ub2e4. \uc5ec\uae30\uc11c\ub294 \uc601\uc5b4\uc640 \ud504\ub791\uc2a4\uc5b4 \ubc88\uc5ed \ub370\uc774\ud130\uc14b\uc744 \uc0ac\uc6a9\ud560 \uac83\uc785\ub2c8\ub2e4. \uac04\ub2e8\ud55c \ubb38\uc790\uc5f4\uc744 \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\ub525\ub7ec\ub2dd\uc758 \ud55c \ubd84\uc57c\uc778 \uc2dc\ud000\uc2a4 \uc608\uce21 \ubb38\uc81c\ub97c \ud574\uacb0\ud558\uae30 \uc704\ud574 Seq2Seq(Sequence to Sequence) \ubaa8\ub378\uc774 \uc8fc\ubaa9\ubc1b\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \ubaa8\ub378\uc740 \uc8fc\ub85c \uc790\uc5f0\uc5b4 \ucc98\ub9ac(NLP)\uc5d0\uc11c \uc0ac\uc6a9\ub418\uba70, \uc785\ub825 \uc2dc\ud000\uc2a4\ub97c \ub2e4\ub978 \uc2dc\ud000\uc2a4\ub85c \ubcc0\ud658\ud558\ub294 \ub370 \uc720\uc6a9\ud569\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \uae30\uacc4 \ubc88\uc5ed, \ud14d\uc2a4\ud2b8 \uc694\uc57d, \ucc57\ubd07\uc5d0 \ud65c\uc6a9\ub429\ub2c8\ub2e4. \ubcf8 \uac15\uc88c\uc5d0\uc11c\ub294 Seq2Seq \ubaa8\ub378\uc758 \uae30\ubcf8 \uac1c\ub150, \uad6c\uc870, \uadf8\ub9ac\uace0 PyTorch\ub97c \uc774\uc6a9\ud55c \uad6c\ud604 \uc608\uc81c\ub97c \ub2e4\ub8e8\uaca0\uc2b5\ub2c8\ub2e4. 1. Seq2Seq \ubaa8\ub378\uc758 \uae30\ubcf8 \uac1c\ub150 Seq2Seq \ubaa8\ub378\uc740 &hellip; <a href=\"https:\/\/atmokpo.com\/w\/29947\/\" class=\"more-link\">\ub354 \ubcf4\uae30<span class=\"screen-reader-text\"> &#8220;\ub525\ub7ec\ub2dd \ud30c\uc774\ud1a0\uce58 \uac15\uc88c, seq2seq&#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":[33],"tags":[],"class_list":["post-29947","post","type-post","status-publish","format-standard","hentry","category-33"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.2 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\ub525\ub7ec\ub2dd \ud30c\uc774\ud1a0\uce58 \uac15\uc88c, seq2seq - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/atmokpo.com\/w\/29947\/\" \/>\n<meta property=\"og:locale\" content=\"ko_KR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\ub525\ub7ec\ub2dd \ud30c\uc774\ud1a0\uce58 \uac15\uc88c, seq2seq - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" \/>\n<meta property=\"og:description\" content=\"\ub525\ub7ec\ub2dd\uc758 \ud55c \ubd84\uc57c\uc778 \uc2dc\ud000\uc2a4 \uc608\uce21 \ubb38\uc81c\ub97c \ud574\uacb0\ud558\uae30 \uc704\ud574 Seq2Seq(Sequence to Sequence) \ubaa8\ub378\uc774 \uc8fc\ubaa9\ubc1b\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \ubaa8\ub378\uc740 \uc8fc\ub85c \uc790\uc5f0\uc5b4 \ucc98\ub9ac(NLP)\uc5d0\uc11c \uc0ac\uc6a9\ub418\uba70, \uc785\ub825 \uc2dc\ud000\uc2a4\ub97c \ub2e4\ub978 \uc2dc\ud000\uc2a4\ub85c \ubcc0\ud658\ud558\ub294 \ub370 \uc720\uc6a9\ud569\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \uae30\uacc4 \ubc88\uc5ed, \ud14d\uc2a4\ud2b8 \uc694\uc57d, \ucc57\ubd07\uc5d0 \ud65c\uc6a9\ub429\ub2c8\ub2e4. \ubcf8 \uac15\uc88c\uc5d0\uc11c\ub294 Seq2Seq \ubaa8\ub378\uc758 \uae30\ubcf8 \uac1c\ub150, \uad6c\uc870, \uadf8\ub9ac\uace0 PyTorch\ub97c \uc774\uc6a9\ud55c \uad6c\ud604 \uc608\uc81c\ub97c \ub2e4\ub8e8\uaca0\uc2b5\ub2c8\ub2e4. 1. Seq2Seq \ubaa8\ub378\uc758 \uae30\ubcf8 \uac1c\ub150 Seq2Seq \ubaa8\ub378\uc740 &hellip; \ub354 \ubcf4\uae30 &quot;\ub525\ub7ec\ub2dd \ud30c\uc774\ud1a0\uce58 \uac15\uc88c, seq2seq&quot;\" \/>\n<meta property=\"og:url\" content=\"https:\/\/atmokpo.com\/w\/29947\/\" \/>\n<meta property=\"og:site_name\" content=\"\ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" \/>\n<meta property=\"article:published_time\" content=\"2024-10-28T03:18:48+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2024-11-26T06:50:44+00:00\" \/>\n<meta name=\"author\" content=\"root\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@bebubo4\" \/>\n<meta name=\"twitter:site\" content=\"@bebubo4\" \/>\n<meta name=\"twitter:label1\" content=\"\uae00\uc4f4\uc774\" \/>\n\t<meta name=\"twitter:data1\" content=\"root\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/atmokpo.com\/w\/29947\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/atmokpo.com\/w\/29947\/\"},\"author\":{\"name\":\"root\",\"@id\":\"https:\/\/atmokpo.com\/w\/#\/schema\/person\/91b6b3b138fbba0efb4ae64b1abd81d7\"},\"headline\":\"\ub525\ub7ec\ub2dd \ud30c\uc774\ud1a0\uce58 \uac15\uc88c, seq2seq\",\"datePublished\":\"2024-10-28T03:18:48+00:00\",\"dateModified\":\"2024-11-26T06:50:44+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/atmokpo.com\/w\/29947\/\"},\"wordCount\":38,\"publisher\":{\"@id\":\"https:\/\/atmokpo.com\/w\/#organization\"},\"articleSection\":[\"\ud30c\uc774\ud1a0\uce58 \uac15\uc88c\"],\"inLanguage\":\"ko-KR\"},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/atmokpo.com\/w\/29947\/\",\"url\":\"https:\/\/atmokpo.com\/w\/29947\/\",\"name\":\"\ub525\ub7ec\ub2dd \ud30c\uc774\ud1a0\uce58 \uac15\uc88c, seq2seq - 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