\ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac: \ubc14\ub2e4\ub098\uc6b0 \uc5b4\ud150\uc158(Bahdanau Attention) - \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\/25393\/\" \/>\n<meta property=\"og:locale\" content=\"ko_KR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac: \ubc14\ub2e4\ub098\uc6b0 \uc5b4\ud150\uc158(Bahdanau Attention) - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" \/>\n<meta property=\"og:description\" content=\"\uc790\uc5f0\uc5b4 \ucc98\ub9ac\ub294 \ucef4\ud4e8\ud130\uac00 \uc778\uac04\uc758 \uc5b8\uc5b4\ub97c \uc774\ud574\ud558\uace0 \uc0dd\uc131\ud558\ub294 \uae30\uc220\ub85c, \uc778\uacf5\uc9c0\ub2a5\uc758 \uc911\uc694\ud55c \ubd84\uc57c \uc911 \ud558\ub098\uc785\ub2c8\ub2e4. \ucd5c\uadfc \uba87 \ub144 \ub3d9\uc548, \ub525 \ub7ec\ub2dd \uae30\uc220\uc740 \uc790\uc5f0\uc5b4 \ucc98\ub9ac(NLP)\uc5d0 \ud601\uc2e0\uc744 \uac00\uc838\uc654\uc73c\uba70, \uadf8 \uc911\uc5d0\uc11c\ub3c4 \uc5b4\ud150\uc158 \uba54\ucee4\ub2c8\uc998\uc740 \ud2b9\ud788 \ub3cb\ubcf4\uc774\ub294 \uae30\uc220\uc785\ub2c8\ub2e4. \uc774 \uae00\uc5d0\uc11c\ub294 \ubc14\ub2e4\ub098\uc6b0 \uc5b4\ud150\uc158(Bahdanau Attention) \uba54\ucee4\ub2c8\uc998\uc5d0 \ub300\ud574 \uae4a\uc774 \uc788\uac8c \uc124\uba85\ud558\uace0, \uadf8 \uc6d0\ub9ac\uc640 \ud65c\uc6a9 \uc0ac\ub840\ub97c \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. 1. \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc5d0\uc11c\uc758 \ub525 \ub7ec\ub2dd \ub525 \ub7ec\ub2dd\uc740 \uc778\uacf5 \uc2e0\uacbd\ub9dd\uc744 … \ub354 \ubcf4\uae30 "\ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac: \ubc14\ub2e4\ub098\uc6b0 \uc5b4\ud150\uc158(Bahdanau Attention)"\" \/>\n<meta property=\"og:url\" content=\"https:\/\/atmokpo.com\/w\/25393\/\" \/>\n<meta property=\"og:site_name\" content=\"\ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" \/>\n<meta property=\"article:published_time\" content=\"2024-10-26T09:54:42+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2024-11-26T08:01:55+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\/25393\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/atmokpo.com\/w\/25393\/\"},\"author\":{\"name\":\"root\",\"@id\":\"https:\/\/atmokpo.com\/w\/#\/schema\/person\/91b6b3b138fbba0efb4ae64b1abd81d7\"},\"headline\":\"\ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac: \ubc14\ub2e4\ub098\uc6b0 \uc5b4\ud150\uc158(Bahdanau Attention)\",\"datePublished\":\"2024-10-26T09:54:42+00:00\",\"dateModified\":\"2024-11-26T08:01:55+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/atmokpo.com\/w\/25393\/\"},\"wordCount\":42,\"publisher\":{\"@id\":\"https:\/\/atmokpo.com\/w\/#organization\"},\"articleSection\":[\"\ub525\ub7ec\ub2dd \uc790\uc5f0\uc5b4\ucc98\ub9ac\"],\"inLanguage\":\"ko-KR\"},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/atmokpo.com\/w\/25393\/\",\"url\":\"https:\/\/atmokpo.com\/w\/25393\/\",\"name\":\"\ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac: \ubc14\ub2e4\ub098\uc6b0 \uc5b4\ud150\uc158(Bahdanau Attention) - 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{"id":25393,"date":"2024-10-26T09:54:42","date_gmt":"2024-10-26T09:54:42","guid":{"rendered":"http:\/\/atmokpo.com\/w\/?p=25393"},"modified":"2024-11-26T08:01:55","modified_gmt":"2024-11-26T08:01:55","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%b0%94%eb%8b%a4%eb%82%98%ec%9a%b0-%ec%96%b4%ed%85%90%ec%85%98bahdanau-attention","status":"publish","type":"post","link":"https:\/\/atmokpo.com\/w\/25393\/","title":{"rendered":"\ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac: \ubc14\ub2e4\ub098\uc6b0 \uc5b4\ud150\uc158(Bahdanau Attention)"},"content":{"rendered":"

<\/p>\n

\uc790\uc5f0\uc5b4 \ucc98\ub9ac\ub294 \ucef4\ud4e8\ud130\uac00 \uc778\uac04\uc758 \uc5b8\uc5b4\ub97c \uc774\ud574\ud558\uace0 \uc0dd\uc131\ud558\ub294 \uae30\uc220\ub85c, \uc778\uacf5\uc9c0\ub2a5\uc758 \uc911\uc694\ud55c \ubd84\uc57c \uc911 \ud558\ub098\uc785\ub2c8\ub2e4. \ucd5c\uadfc \uba87 \ub144 \ub3d9\uc548, \ub525 \ub7ec\ub2dd \uae30\uc220\uc740 \uc790\uc5f0\uc5b4 \ucc98\ub9ac(NLP)\uc5d0 \ud601\uc2e0\uc744 \uac00\uc838\uc654\uc73c\uba70, \uadf8 \uc911\uc5d0\uc11c\ub3c4 \uc5b4\ud150\uc158 \uba54\ucee4\ub2c8\uc998\uc740 \ud2b9\ud788 \ub3cb\ubcf4\uc774\ub294 \uae30\uc220\uc785\ub2c8\ub2e4. \uc774 \uae00\uc5d0\uc11c\ub294 \ubc14\ub2e4\ub098\uc6b0 \uc5b4\ud150\uc158(Bahdanau Attention) \uba54\ucee4\ub2c8\uc998\uc5d0 \ub300\ud574 \uae4a\uc774 \uc788\uac8c \uc124\uba85\ud558\uace0, \uadf8 \uc6d0\ub9ac\uc640 \ud65c\uc6a9 \uc0ac\ub840\ub97c \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n

1. \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc5d0\uc11c\uc758 \ub525 \ub7ec\ub2dd<\/h2>\n

\ub525 \ub7ec\ub2dd\uc740 \uc778\uacf5 \uc2e0\uacbd\ub9dd\uc744 \ud65c\uc6a9\ud55c \uba38\uc2e0 \ub7ec\ub2dd\uc758 \ud55c \ubd84\uc57c\ub85c, \ub2e4\uce35 \uad6c\uc870\ub97c \uac00\uc9c4 \ub124\ud2b8\uc6cc\ud06c\ub97c \ud1b5\ud574 \ubcf5\uc7a1\ud55c \ud328\ud134\uc744 \ud559\uc2b5\ud560 \uc218 \uc788\ub3c4\ub85d \ud574\uc90d\ub2c8\ub2e4. \uc790\uc5f0\uc5b4 \ucc98\ub9ac \ubd84\uc57c\uc5d0\uc11c \ub525 \ub7ec\ub2dd\uc740 \ub2e4\uc74c\uacfc \uac19\uc740 \uc5ec\ub7ec \uc6a9\ub3c4\ub85c \ud65c\uc6a9\ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4:<\/p>\n

\uae30\uacc4 \ubc88\uc5ed<\/li>\n
\uac10\uc815 \ubd84\uc11d<\/li>\n
\ud14d\uc2a4\ud2b8 \uc694\uc57d<\/li>\n

\uc9c8\ubb38 \uc751\ub2f5 \uc2dc\uc2a4\ud15c<\/li>\n<\/ul>\n

1.1 \uc21c\ud658 \uc2e0\uacbd\ub9dd(RNN)<\/h3>\n
\uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc5d0\uc11c \uc8fc\ub85c \uc0ac\uc6a9\ub418\ub294 \ubaa8\ub378 \uc911 \ud558\ub098\ub294 \uc21c\ud658 \uc2e0\uacbd\ub9dd(RNN)\uc785\ub2c8\ub2e4. RNN\uc740 \uc2dc\ud000\uc2a4 \ub370\uc774\ud130(\uc608: \ubb38\uc7a5)\ub97c \ucc98\ub9ac\ud558\ub294 \ub370 \uc801\ud569\ud55c \uad6c\uc870\ub85c, \uc774\uc804\uc758 \uc815\ubcf4\ub97c \uae30\uc5b5\ud558\uace0 \ud604\uc7ac \uc785\ub825\uc5d0 \ubc18\uc601\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uadf8\ub7ec\ub098 \uae30\ubcf8 RNN\uc740 \uae34 \uc2dc\ud000\uc2a4\ub97c \ub2e4\ub8f0 \ub54c \uae30\uc6b8\uae30 \uc18c\uc2e4 \ubb38\uc81c(vanishing gradient problem)\uac00 \ubc1c\uc0dd\ud558\uc5ec \uc131\ub2a5\uc774 \uc800\ud558\ub418\ub294 \ub2e8\uc810\uc774 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n

1.2 \uc7a5\ub2e8\uae30 \uae30\uc5b5 \ub124\ud2b8\uc6cc\ud06c(LSTM)<\/h3>\n
\uc774\ub7ec\ud55c \ubb38\uc81c\ub97c \ud574\uacb0\ud558\uae30 \uc704\ud574 LSTM(Long Short-Term Memory) \ub124\ud2b8\uc6cc\ud06c\uac00 \uac1c\ubc1c\ub418\uc5c8\uc2b5\ub2c8\ub2e4. LSTM\uc740 \uc140 \uc0c1\ud0dc(cell state)\uc640 \uac8c\uc774\ud2b8(gates)\ub97c \uc0ac\uc6a9\ud558\uc5ec \uc815\ubcf4\ub97c \ud6a8\uacfc\uc801\uc73c\ub85c \uae30\uc5b5\ud558\uace0 \ud544\uc694\uc5d0 \ub530\ub77c \uc78a\uc5b4\ubc84\ub9b4 \uc218 \uc788\ub3c4\ub85d \ud569\ub2c8\ub2e4. \uadf8\ub7ec\ub098 LSTM\uc740 \uc5ec\uc804\ud788 \uc2dc\ud000\uc2a4\uc758 \ubaa8\ub4e0 \uc815\ubcf4\ub97c \ub3d9\uc77c\ud558\uac8c \ucde8\uae09\ud558\uae30 \ub54c\ubb38\uc5d0, \uc785\ub825 \uc2dc\ud000\uc2a4\uc758 \ud2b9\uc815 \ubd80\ubd84\uc5d0 \ub354 \ub9ce\uc740 \uc8fc\uc758\ub97c \uae30\uc6b8\uc77c \ud544\uc694\uac00 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n

2. \uc5b4\ud150\uc158 \uba54\ucee4\ub2c8\uc998\uc758 \ub3c4\uc785<\/h2>\n
\uc5b4\ud150\uc158 \uba54\ucee4\ub2c8\uc998\uc740 RNN\uacfc LSTM\uc758 \uc77c\ubc18\uc801\uc778 \uad6c\uc870\ub97c \ubcf4\uc644\ud558\ub294 \ubc29\ubc95\uc73c\ub85c, \uc785\ub825 \ub370\uc774\ud130\uc758 \ud2b9\uc815 \ubd80\ubd84\uc5d0 \ub354 \ub9ce\uc740 \uac00\uc911\uce58\ub97c \ub450\uc5b4 \uc815\ubcf4\ub97c \ucc98\ub9ac\ud560 \uc218 \uc788\uac8c \ud574\uc90d\ub2c8\ub2e4. \uc774 \uba54\ucee4\ub2c8\uc998\uc744 \ud1b5\ud574 \ubaa8\ub378\uc740 \uc911\uc694\ud55c \uc815\ubcf4\ub97c \uc120\ud0dd\uc801\uc73c\ub85c \uac15\uc870\ud558\uba70, \ub354 \ub098\uc740 \uc131\ub2a5\uacfc \ud574\uc11d \uac00\ub2a5\uc131\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/p>\n

2.1 \uc5b4\ud150\uc158 \uba54\ucee4\ub2c8\uc998\uc758 \uae30\ubcf8 \uc6d0\ub9ac<\/h3>\n
\uc5b4\ud150\uc158 \uba54\ucee4\ub2c8\uc998\uc740 \uc785\ub825 \uc2dc\ud000\uc2a4\uc758 \uac01 \uc694\uc18c\uc5d0 \ub300\ud574 \uac00\uc911\uce58\ub97c \uacc4\uc0b0\ud558\uace0, \uc774 \uac00\uc911\uce58\ub97c \ud1b5\ud574 \ucd5c\uc885 \ucd9c\ub825\uc5d0 \uc601\ud5a5\uc744 \ubbf8\uce58\ub294 \ubc29\uc2dd\uc73c\ub85c \uc791\ub3d9\ud569\ub2c8\ub2e4. \uac00\uc911\uce58\ub294 \uc785\ub825\uc758 \ubaa8\ub4e0 \uc694\uc18c \uc0ac\uc774\uc758 \uc5f0\uad00\uc131\uc744 \uae30\ubc18\uc73c\ub85c \uacb0\uc815\ub418\uba70, \uc8fc\uc5b4\uc9c4 \uc785\ub825 \uc2dc\ud000\uc2a4 \ub0b4\uc5d0\uc11c \uc5b4\ub5a4 \uc815\ubcf4\uac00 \ub354 \uc911\uc694\ud55c\uc9c0\ub97c \ud559\uc2b5\ud569\ub2c8\ub2e4.<\/p>\n

2.2 \ubc14\ub2e4\ub098\uc6b0 \uc5b4\ud150\uc158(Bahdanau Attention)<\/h3>\n
\ubc14\ub2e4\ub098\uc6b0 \uc5b4\ud150\uc158\uc740 2014\ub144 D. Bahdanau \uc678 \uc5f0\uad6c\ud300\uc5d0 \uc758\ud574 \uc81c\uc548\ub41c \uc5b4\ud150\uc158 \uba54\ucee4\ub2c8\uc998\uc785\ub2c8\ub2e4. \uc774 \ubc29\ubc95\uc740 \uc8fc\ub85c \uae30\uacc4 \ubc88\uc5ed\uacfc \uac19\uc740 \uc2dc\ud000\uc2a4-\ud22c-\uc2dc\ud000\uc2a4(sequence-to-sequence) \ubaa8\ub378\uc5d0\uc11c \uc0ac\uc6a9\ub429\ub2c8\ub2e4. \ubc14\ub2e4\ub098\uc6b0 \uc5b4\ud150\uc158\uc740 \uc778\ucf54\ub354-\ub514\ucf54\ub354 \uad6c\uc870\uc5d0\uc11c \uc791\ub3d9\ud558\ub294 \uba54\ucee4\ub2c8\uc998\uc73c\ub85c, \ub2e4\uc74c\uacfc \uac19\uc740 \uacfc\uc815\uc744 \uac70\uccd0 \uac00\uc911\uce58\ub97c \uacc4\uc0b0\ud569\ub2c8\ub2e4.<\/p>\n

3. \ubc14\ub2e4\ub098\uc6b0 \uc5b4\ud150\uc158\uc758 \uad6c\uc870<\/h2>\n
\ubc14\ub2e4\ub098\uc6b0 \uc5b4\ud150\uc158\uc740 \uc778\ucf54\ub354\uc640 \ub514\ucf54\ub354\ub77c\ub294 \ub450 \ubd80\ubd84\uc73c\ub85c \ub098\ub204\uc5b4\uc9d1\ub2c8\ub2e4. \uc778\ucf54\ub354\ub294 \uc785\ub825 \uc2dc\ud000\uc2a4\ub97c \ucc98\ub9ac\ud558\uace0, \ub514\ucf54\ub354\ub294 \ucd9c\ub825 \uc2dc\ud000\uc2a4\ub97c \uc0dd\uc131\ud569\ub2c8\ub2e4. \uc5b4\ud150\uc158 \uba54\ucee4\ub2c8\uc998\uc740 \uc778\ucf54\ub354\uc758 \uac01 \ucd9c\ub825\uc744 \ub514\ucf54\ub354\uc758 \ud604\uc7ac \uc0c1\ud0dc\uc640 \uacb0\ud569\ud558\uc5ec \uc6d0\ud558\ub294 \ucd9c\ub825\uc744 \uc0dd\uc131\ud558\ub294 \uac83\uc774 \ud575\uc2ec\uc785\ub2c8\ub2e4.<\/p>\n

3.1 \uc778\ucf54\ub354<\/h3>\n
\uc778\ucf54\ub354\ub294 \uc785\ub825 \uc2dc\ud000\uc2a4\ub97c \ubc1b\uc544\ub4e4\uc5ec \uc774\ub97c \uace0\ucc28\uc6d0 \ubca1\ud130\ub85c \ubcc0\ud658\ud569\ub2c8\ub2e4. RNN\uc774\ub098 LSTM\uc744 \uc0ac\uc6a9\ud558\uc5ec \uc785\ub825 \ub2e8\uc5b4 \uc2dc\ud000\uc2a4\ub97c \ucc98\ub9ac\ud558\uba70, \ucd5c\uc885\uc801\uc73c\ub85c \uac01 \uc2dc\uc810(time step)\uc5d0\uc11c\uc758 \uc228\uaca8\uc9c4 \uc0c1\ud0dc(hidden state)\ub97c \ucd9c\ub825\ud569\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc228\uaca8\uc9c4 \uc0c1\ud0dc\ub294 \uc2dc\ud000\uc2a4\uc758 \uc758\ubbf8\ub97c \ub0b4\ud3ec\ud558\uace0 \uc788\uc73c\uba70, \uc5b4\ud150\uc158 \uba54\ucee4\ub2c8\uc998\uc758 \uae30\ubcf8 \uc815\ubcf4\ub85c \ud65c\uc6a9\ub429\ub2c8\ub2e4.<\/p>\n

3.2 \uc5b4\ud150\uc158 \uac00\uc911\uce58 \uacc4\uc0b0<\/h3>\n

\ub514\ucf54\ub354\uc5d0\uc11c \ucd9c\ub825\uc744 \uc0dd\uc131\ud560 \ub54c, \ud604\uc7ac \uc0c1\ud0dc\uc640 \uc778\ucf54\ub354\uc758 \ubaa8\ub4e0 \uc228\uaca8\uc9c4 \uc0c1\ud0dc \uc0ac\uc774\uc758 \uc720\uc0ac\uc131\uc744 \uae30\ubc18\uc73c\ub85c \uac00\uc911\uce58\ub97c \uacc4\uc0b0\ud569\ub2c8\ub2e4. \uc774 \uacfc\uc815\uc740 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4:<\/p>\n

\ub514\ucf54\ub354\uc758 \ud604\uc7ac \uc228\uaca8\uc9c4 \uc0c1\ud0dc h_{t<\/sub><\/code>\uc640 \uc778\ucf54\ub354\uc758 \ubaa8\ub4e0 \uc228\uaca8\uc9c4 \uc0c1\ud0dc\ub4e4 h_{i<\/sub><\/code>\uc758 \uc720\uc0ac\uc131\uc744 \uacc4\uc0b0\ud569\ub2c8\ub2e4. \uc774\ub294 \uc77c\ubc18\uc801\uc73c\ub85c \uac00\uc911\ud569 \ubc29\uc2dd\uc73c\ub85c \uc218\ud589\ub429\ub2c8\ub2e4.<\/li>\n}}

\uac01 \uc228\uaca8\uc9c4 \uc0c1\ud0dc\uc5d0 \ub300\ud55c \uac00\uc911\uce58 \u03b1_{ti<\/sub><\/code>\ub97c \uc18c\ud504\ud2b8\ub9e5\uc2a4 \ud568\uc218\ub97c \uc0ac\uc6a9\ud558\uc5ec \ud655\ub960 \ubd84\ud3ec\ub85c \ubcc0\ud658\ud569\ub2c8\ub2e4.<\/li>\n<\/ol>\n\uc5ec\uae30\uc11c \uc720\uc0ac\uc131\uc740 \ubcf4\ud1b5 \ub0b4\uc801(dot product)\uc774\ub098 \uc77c\ubc18\uc801\uc778 \uc2e0\uacbd\ub9dd\uc744 \ud1b5\ud574 \uacc4\uc0b0\ub429\ub2c8\ub2e4.<\/p>\n
3.3 \ucee8\ud14d\uc2a4\ud2b8 \ubca1\ud130 \uc0dd\uc131<\/h3>\n\uac00\uc911\uce58\uac00 \uacc4\uc0b0\ub41c \ud6c4, \uac01 \uc778\ucf54\ub354 \uc228\uaca8\uc9c4 \uc0c1\ud0dc\uc5d0 \uc774\ub97c \uacf1\ud558\uc5ec \uac00\uc911\ud569\uc744 \uc218\ud589\ud569\ub2c8\ub2e4. \uadf8 \uacb0\uacfc, \uac01 \uc2dc\uac04 \ub2e8\uacc4\uc5d0 \ub300\ud55c \ucee8\ud14d\uc2a4\ud2b8 \ubca1\ud130 c_{t<\/sub><\/code>\uac00 \uc0dd\uc131\ub429\ub2c8\ub2e4. \uc774 \ubca1\ud130\ub294 \ub514\ucf54\ub354\uc758 \ud604\uc7ac \uc0c1\ud0dc\uc640 \uacb0\ud569\ub418\uc5b4 \ucd5c\uc885 \ucd9c\ub825\uc774 \uc0dd\uc131\ub418\ub294 \ub370 \uc0ac\uc6a9\ub429\ub2c8\ub2e4:<\/p>\n}
c_{t<\/sub> = \u03a3_{i<\/sub> \u03b1_{ti<\/sub> h_{i<\/sub><\/code><\/pre>\n3.4 \ub514\ucf54\ub354<\/h3>\n\ucee8\ud14d\uc2a4\ud2b8 \ubca1\ud130\ub294 \ub514\ucf54\ub354\uc5d0 \uc785\ub825\ub418\uba70, \ub514\ucf54\ub354\ub294 \uc774\uc804\uc758 \ucd9c\ub825\uacfc \ud604\uc7ac\uc758 \ucee8\ud14d\uc2a4\ud2b8 \ubca1\ud130\ub97c \uc774\uc6a9\ud558\uc5ec \ub2e4\uc74c \ucd9c\ub825\uc744 \uc0dd\uc131\ud569\ub2c8\ub2e4. \uc774 \uacfc\uc815\uc740 \uc885\uc885 \ub2e4\uc74c \ub2e8\uc5b4\ub97c \uc608\uce21\ud558\ub294 \ub370 \uc0ac\uc6a9\ub418\ub294 \uc18c\ud504\ud2b8\ub9e5\uc2a4 \ud568\uc218\uc640 \ud568\uaed8 \uc9c4\ud589\ub429\ub2c8\ub2e4:<\/p>\n
y_{t<\/sub> = softmax(W * [h_{t<\/sub>, c_{t<\/sub>])<\/code><\/pre>\n4. \ubc14\ub2e4\ub098\uc6b0 \uc5b4\ud150\uc158\uc758 \uc7a5\uc810\uacfc \ub2e8\uc810<\/h2>\n\ubc14\ub2e4\ub098\uc6b0 \uc5b4\ud150\uc158\uc740 \uae30\uc874\uc758 RNN \ub610\ub294 LSTM \ubaa8\ub378\uc5d0 \ube44\ud574 \uc5ec\ub7ec \uac00\uc9c0 \uc7a5\uc810\uc744 \uac00\uc9c0\uace0 \uc788\uc2b5\ub2c8\ub2e4:<\/p>\n
\n\uc911\uc694 \uc815\ubcf4 \uac15\uc870:<\/strong> \ubc14\ub2e4\ub098\uc6b0 \uc5b4\ud150\uc158\uc740 \uc785\ub825 \uc2dc\ud000\uc2a4\uc758 \uc911\uc694\ud55c \ubd80\ubd84\uc5d0 \ub300\ud55c \uac00\uc911\uce58\ub97c \uc9d1\uc911\uc2dc\ud0ac \uc218 \uc788\uc5b4 \uc758\ubbf8 \uc804\ub2ec\uc774 \ub354 \ud6a8\uacfc\uc801\uc785\ub2c8\ub2e4.<\/li>\n
\ubcd1\ub82c \ucc98\ub9ac \uac00\ub2a5:<\/strong> \uc5b4\ud150\uc158 \uba54\ucee4\ub2c8\uc998\uc740 \uac01 \uc785\ub825 \uc694\uc18c\uc758 \ucc98\ub9ac \uacb0\uacfc\ub97c \ub3c5\ub9bd\uc801\uc73c\ub85c \uacc4\uc0b0\ud560 \uc218 \uc788\uc5b4 \ubcd1\ub82c \ucc98\ub9ac\uc5d0 \uc720\ub9ac\ud569\ub2c8\ub2e4.<\/li>\n
\ud574\uc11d \uac00\ub2a5\uc131:<\/strong> \uc5b4\ud150\uc158 \uac00\uc911\uce58\ub97c \uc2dc\uac01\ud654\ud558\uc5ec \ubaa8\ub378\uc758 \uc791\ub3d9 \ubc29\uc2dd\uc744 \uc124\uba85\ud558\uae30 \uc26c\uc6cc\uc9d1\ub2c8\ub2e4.<\/li>\n<\/ul>\n\ud558\uc9c0\ub9cc, \ubc14\ub2e4\ub098\uc6b0 \uc5b4\ud150\uc158\uc740 \uba87 \uac00\uc9c0 \ub2e8\uc810\ub3c4 \uc874\uc7ac\ud569\ub2c8\ub2e4:<\/p>\n
\n\ub9ac\uc18c\uc2a4 \uc18c\ubaa8:<\/strong> \uc785\ub825 \uc2dc\ud000\uc2a4\uc758 \ubaa8\ub4e0 \uc694\uc18c\uc5d0 \ub300\ud574 \uac00\uc911\uce58\ub97c \uacc4\uc0b0\ud574\uc57c \ud558\ubbc0\ub85c, \ud070 \ub370\uc774\ud130\uc5d0 \ub300\ud574 \uc131\ub2a5\uc800\ud558\uac00 \ubc1c\uc0dd\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n
\uc7a5\uae30 \uc758\uc874\uc131 \ubaa8\ub378\ub9c1 \ud55c\uacc4:<\/strong> \uc5ec\uc804\ud788 \uae34 \uc2dc\ud000\uc2a4\uc758 \uacbd\uc6b0 \uc804\uccb4\uc801\uc778 \uc815\ubcf4\ub97c \ubaa8\ub378\ub9c1\ud558\ub294 \ub370 \ud55c\uacc4\uac00 \uc788\uc744 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n5. \ubc14\ub2e4\ub098\uc6b0 \uc5b4\ud150\uc158\uc758 \ud65c\uc6a9 \uc0ac\ub840<\/h2>\n\ubc14\ub2e4\ub098\uc6b0 \uc5b4\ud150\uc158\uc740 \ub2e4\uc591\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac \uc791\uc5c5\uc5d0\uc11c \uc0ac\uc6a9\ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uadf8 \uc911 \uba87 \uac00\uc9c0\ub97c \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4:<\/p>\n
5.1 \uae30\uacc4 \ubc88\uc5ed<\/h3>\n\uae30\uacc4 \ubc88\uc5ed\uc5d0\uc11c \ubc14\ub2e4\ub098\uc6b0 \uc5b4\ud150\uc158\uc740 \uc785\ub825 \ubb38\uc7a5\uc758 \ub9e5\ub77d\uc744 \uae30\ubc18\uc73c\ub85c \ub2e4\ub978 \uc5b8\uc5b4\ub85c \uc815\ud655\ud558\uac8c \ubc88\uc5ed\ud558\ub294 \ub370 \ud544\uc218\uc801\uc778 \uc5ed\ud560\uc744 \ud569\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \uc601\uc5b4 \ubb38\uc7a5\uc744 \ud504\ub791\uc2a4\uc5b4\ub85c \ubc88\uc5ed\ud560 \ub54c, \ud2b9\uc815 \ub2e8\uc5b4\uc5d0 \ub354 \ub9ce\uc740 \uc8fc\uc758\ub97c \uae30\uc6b8\uc5ec \ubc88\uc5ed\ud558\uc5ec \uc790\uc5f0\uc2a4\ub7ec\uc6b4 \ubb38\uc7a5\uc744 \uc0dd\uc131\ud558\uac8c \ub429\ub2c8\ub2e4.<\/p>\n
5.2 \uac10\uc815 \ubd84\uc11d<\/h3>\n\uac10\uc815 \ubd84\uc11d\uc5d0\uc11c\ub294 \ubb38\uc7a5\uc758 \ud2b9\uc815 \ub2e8\uc5b4\uc5d0 \ub300\ud55c \uc911\uc694\ub3c4\ub97c \ubc14\ud0d5\uc73c\ub85c \uc804\uccb4\uc801\uc778 \uac10\uc815\uc744 \ud3c9\uac00\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ubc14\ub2e4\ub098\uc6b0 \uc5b4\ud150\uc158\uc740 \uac10\uc815\uc758 \ub258\uc559\uc2a4\ub97c \ud30c\uc545\ud558\ub294 \ub370 \ub3c4\uc6c0\uc744 \uc904 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
5.3 \ud14d\uc2a4\ud2b8 \uc694\uc57d<\/h3>\n\ud14d\uc2a4\ud2b8 \uc694\uc57d\uc5d0\uc11c\ub294 \uc911\uc694\ud55c \ubb38\uc7a5\uc774\ub098 \ub2e8\uc5b4\ub97c \uc120\ud0dd\ud558\uc5ec \uc815\ubcf4\ub97c \uc555\ucd95\ud560 \uc218 \uc788\ub3c4\ub85d \uc5b4\ud150\uc158 \uba54\ucee4\ub2c8\uc998\uc774 \ud65c\uc6a9\ub429\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \uae34 \ubb38\uc11c\ub97c \uc9e7\uace0 \ud575\uc2ec\uc801\uc778 \ud615\ud0dc\ub85c \ubcc0\ud658\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
6. \uacb0\ub860<\/h2>\n\ub525 \ub7ec\ub2dd \uae30\ubc18\uc758 \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc5d0\uc11c \ubc14\ub2e4\ub098\uc6b0 \uc5b4\ud150\uc158\uc740 \uc911\uc694\ud55c \uae30\uc5ec\ub97c \ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \uba54\ucee4\ub2c8\uc998\uc740 \ubaa8\ub378\uc774 \uc815\ubcf4\ub97c \uc120\ud0dd\uc801\uc73c\ub85c \uac15\uc870\ud558\uc5ec \ub354\uc6b1 \uc815\ud655\ud558\uace0 \uc758\ubbf8 \uc788\ub294 \ucd9c\ub825\uc744 \uc0dd\uc131\ud558\ub294 \ub370 \uae30\uc5ec\ud558\uba70, \ub9ce\uc740 \uc790\uc5f0\uc5b4 \ucc98\ub9ac \uc791\uc5c5\uc5d0\uc11c \uc131\ub2a5 \ud5a5\uc0c1\uc744 \ub3c4\ubaa8\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc55e\uc73c\ub85c\uc758 \uc5f0\uad6c\uc640 \ubc1c\uc804\uc744 \ud1b5\ud574 \ub354\uc6b1 \ubc1c\uc804\ub41c \uc5b4\ud150\uc158 \uae30\ubc95\uacfc \ubaa8\ub378\uc774 \ub4f1\uc7a5\ud558\uae30\ub97c \uae30\ub300\ud569\ub2c8\ub2e4.<\/p>\n
\ubcf8 \uae00\uc744 \uc77d\uace0 \ubc14\ub2e4\ub098\uc6b0 \uc5b4\ud150\uc158\uc5d0 \ub300\ud55c \uc774\ud574\uac00 \ub192\uc544\uc84c\uae30\ub97c \ubc14\ub78d\ub2c8\ub2e4. \uc774 \uae30\ubc95\uc744 \uae4a\uc774 \uc774\ud574\ud558\ub294 \uac83\uc740 \ud604\ub300\uc758 \uc790\uc5f0\uc5b4 \ucc98\ub9ac \uae30\uc220\uc744 \ud65c\uc6a9\ud558\ub294 \ub370 \ub9e4\uc6b0 \uc911\uc694\ud569\ub2c8\ub2e4.<\/p>\n
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