{"id":25359,"date":"2024-10-26T09:54:24","date_gmt":"2024-10-26T09:54:24","guid":{"rendered":"http:\/\/atmokpo.com\/w\/?p=25359"},"modified":"2024-11-26T08:02:02","modified_gmt":"2024-11-26T08:02:02","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%91%eb%b0%a9%ed%96%a5-lstm%ea%b3%bc-%eb%ac%b8%ec%9e%90-%ec%9e%84%eb%b2%a0","status":"publish","type":"post","link":"https:\/\/atmokpo.com\/w\/25359\/","title":{"rendered":"\ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac, \uc591\ubc29\ud5a5 LSTM\uacfc \ubb38\uc790 \uc784\ubca0\ub529(Char embedding)"},"content":{"rendered":"<p>\uc790\uc5f0\uc5b4 \ucc98\ub9ac\ub294 \uc778\uac04\uc758 \uc5b8\uc5b4\ub97c \ucef4\ud4e8\ud130\uac00 \uc774\ud574\ud558\uace0 \ucc98\ub9ac\ud560 \uc218 \uc788\ub3c4\ub85d \ud558\ub294 \uae30\uc220\uc785\ub2c8\ub2e4. \ub525 \ub7ec\ub2dd\uc758 \ubc1c\uc804\uacfc \ud568\uaed8 \uc790\uc5f0\uc5b4 \ucc98\ub9ac\ub294 \ub180\ub77c\uc6b4 \ubcc0\ud654\ub97c \uacaa\uace0 \uc788\uc73c\uba70, \ud2b9\ud788 \uc591\ubc29\ud5a5 LSTM\uacfc \ubb38\uc790 \uc784\ubca0\ub529\uc740 \uc774\ub7ec\ud55c \ubcc0\ud654\uc758 \uc911\uc694\ud55c \uae30\ucd08 \uc694\uc18c \uc911 \ud558\ub098\uc785\ub2c8\ub2e4. \ubcf8 \uae00\uc5d0\uc11c\ub294 \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc5d0\uc11c\uc758 \ub525 \ub7ec\ub2dd\uc758 \uc911\uc694\uc131, \uc591\ubc29\ud5a5 LSTM\uc758 \uad6c\uc870\uc640 \ud2b9\uc9d5, \ubb38\uc790 \uc784\ubca0\ub529\uc758 \uac1c\ub150\uacfc \uad6c\ud604 \ubc29\ubc95 \ub4f1\uc744 \uae4a\uc774 \uc788\uac8c \ub2e4\ub8e8\ub3c4\ub85d \ud558\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n<h2>1. \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc758 \uae30\ucd08<\/h2>\n<p>\uc790\uc5f0\uc5b4 \ucc98\ub9ac(Natural Language Processing, NLP)\ub294 \ucef4\ud4e8\ud130\uc640 \uc778\uac04 \uac04\uc758 \uc0c1\ud638\uc791\uc6a9\uc744 \uc6d0\ud65c\ud558\uac8c \ud558\uace0, \uc5b8\uc5b4 \ub370\uc774\ud130\ub97c \ubd84\uc11d\ud558\uace0 \uc774\ud574\ud558\ub824\ub294 \ub2e4\uc591\ud55c \uae30\uc220 \ubc0f \ubc29\ubc95\ub860\uc744 \ud3ec\ud568\ud569\ub2c8\ub2e4. \uc790\uc5f0\uc5b4 \ucc98\ub9ac\ub294 \uc5b8\uc5b4 \uc2e0\ud638\ub97c \ubd84\uc11d\ud558\uc5ec \uc815\ubcf4 \ucd94\ucd9c, \uac10\uc131 \ubd84\uc11d, \uae30\uacc4 \ubc88\uc5ed \ub4f1\uc758 \uc791\uc5c5\uc744 \uc218\ud589\ud558\uac8c \ud574\uc90d\ub2c8\ub2e4.<\/p>\n<p>\ucd08\uae30 \uc790\uc5f0\uc5b4 \ucc98\ub9ac \ubc29\ubc95\uc740 \uc8fc\ub85c \uaddc\uce59 \uae30\ubc18 \uc5b8\uc5b4 \ucc98\ub9ac \uae30\uc220\uc5d0 \uc758\uc874\ud588\uc73c\ub098, \uc774\ub294 \uc5b8\uc5b4\uc758 \ubcf5\uc7a1\uc131 \ub54c\ubb38\uc5d0 \ud55c\uacc4\uc5d0 \ubd80\ub52a\ud614\uc2b5\ub2c8\ub2e4. \uadf8\ub7ec\ub098 \ub525 \ub7ec\ub2dd \uae30\uc220\uc774 \ubc1c\uc804\ud558\uba74\uc11c, \ud2b9\ud788 \uc778\uacf5 \uc2e0\uacbd\ub9dd\uc744 \ud65c\uc6a9\ud55c \ubaa8\ub378\ub4e4\uc774 NATURAL \uc5b8\uc5b4 \ucc98\ub9ac\uc758 \uc131\uacfc\ub97c \ud06c\uac8c \ud5a5\uc0c1\uc2dc\ucf30\uc2b5\ub2c8\ub2e4.<\/p>\n<h2>2. \ub525 \ub7ec\ub2dd\uacfc \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc758 \uad00\uacc4<\/h2>\n<p>\ub525 \ub7ec\ub2dd\uc740 \uc778\uacf5 \uc2e0\uacbd\ub9dd\uc744 \uae30\ubc18\uc73c\ub85c \ud55c \ud559\uc2b5 \ubc29\ubc95\uc73c\ub85c, \ube44\uc815\ud615 \ub370\uc774\ud130\uc5d0\uc11c \ud328\ud134\uc744 \uc778\uc2dd\ud558\uace0 \uc608\uce21\ud558\ub294 \ub370 \uac15\ub825\ud55c \ub3c4\uad6c\uc785\ub2c8\ub2e4. \uc790\uc5f0\uc5b4 \ucc98\ub9ac \ubd84\uc57c\uc5d0\uc11c\uc758 \ub525 \ub7ec\ub2dd\uc740 \uc8fc\ub85c \ub2e4\uc74c\uacfc \uac19\uc740 \ubc29\uc2dd\uc73c\ub85c \ud65c\uc6a9\ub429\ub2c8\ub2e4:<\/p>\n<ul>\n<li><strong>\ubb38\uc790 \uc784\ubca0\ub529(Character Embedding):<\/strong> \ub2e8\uc5b4\ub97c \uace0\ucc28\uc6d0 \ubca1\ud130\ub85c \ubcc0\ud658\ud558\uc5ec \uae30\uacc4\uac00 \uc774\ud574\ud560 \uc218 \uc788\ub3c4\ub85d \ud568.<\/li>\n<li><strong>\uc21c\ud658 \uc2e0\uacbd\ub9dd(RNN):<\/strong> \uc2dc\ud000\uc2a4 \ub370\uc774\ud130\uc5d0 \uc801\ud569\ud55c \ubaa8\ub378\ub85c, \uacfc\uac70\uc758 \uc815\ubcf4\ub97c \uae30\uc5b5\ud558\uace0 \ud65c\uc6a9\ud558\ub294 \ub370 \uc720\ub9ac\ud568.<\/li>\n<li><strong>\uc591\ubc29\ud5a5 LSTM(Bidirectional LSTM):<\/strong> \uacfc\uac70\uc640 \ubbf8\ub798\uc758 \uc815\ubcf4 \ubaa8\ub450\ub97c \uace0\ub824\ud560 \uc218 \uc788\ub294 RNN\uc758 \ud655\uc7a5 \ubaa8\ub378.<\/li>\n<\/ul>\n<h2>3. LSTM(Long Short-Term Memory) \ub124\ud2b8\uc6cc\ud06c<\/h2>\n<p>LSTM\uc740 \uc21c\ud658 \uc2e0\uacbd\ub9dd\uc758 \ud55c \uc885\ub958\ub85c, \uc2dc\ud000\uc2a4 \ub370\uc774\ud130\uc758 \uc7a5\uae30 \uc758\uc874\uc131\uc744 \uc798 \ubaa8\ub378\ub9c1\ud560 \uc218 \uc788\ub3c4\ub85d \uc124\uacc4\ub418\uc5c8\uc2b5\ub2c8\ub2e4. \uc77c\ubc18\uc801\uc778 RNN\uc740 \uc815\ubcf4\uac00 \uc2dc\uac04\uc774 \uc9c0\ub0a8\uc5d0 \ub530\ub77c \uc78a\ud600\uc9c0\ub294 \ubc18\uba74, LSTM\uc740 \uc140 \uc0c1\ud0dc(cell state)\ub97c \ud1b5\ud574 \uc815\ubcf4\ub97c \uc800\uc7a5\ud558\uace0 \ud544\uc694\uc5d0 \ub530\ub77c \uc77d\uace0 \uc4f8 \uc218 \uc788\ub3c4\ub85d \ud569\ub2c8\ub2e4.<\/p>\n<h3>3.1 LSTM\uc758 \uad6c\uc870<\/h3>\n<p>LSTM\uc758 \uae30\ubcf8 \uad6c\uc131 \uc694\uc18c\ub294 \ub2e4\uc74c\uacfc \uac19\uc740 \uc140 \uac8c\uc774\ud2b8(cell gates)\uc785\ub2c8\ub2e4:<\/p>\n<ul>\n<li><strong>\uc785\ub825 \uac8c\uc774\ud2b8(Input Gate):<\/strong> \uc0c8\ub85c\uc6b4 \uc815\ubcf4\ub97c \ubc1b\uc544\ub4e4\uc774\uae30 \uc704\ud55c \uac8c\uc774\ud2b8.<\/li>\n<li><strong>\ub9dd\uac01 \uac8c\uc774\ud2b8(Forget Gate):<\/strong> \uc774\uc804 \uc815\ubcf4\ub97c \uc5bc\ub9c8\ub098 \uc78a\uc744 \uac83\uc778\uc9c0\ub97c \uacb0\uc815.<\/li>\n<li><strong>\ucd9c\ub825 \uac8c\uc774\ud2b8(Output Gate):<\/strong> \uc140 \uc0c1\ud0dc\uc5d0\uc11c \ucd5c\uc885 \ucd9c\ub825\uc744 \uc0dd\uc131\ud558\ub294 \uac8c\uc774\ud2b8.<\/li>\n<\/ul>\n<p>\uc774\ub7ec\ud55c \uac8c\uc774\ud2b8\ub4e4\uc740 \uac01\uac01\uc758 \uc2dc\uc810\uc5d0\uc11c \uc815\ubcf4\ub97c \uc870\uc808\ud558\uc5ec LSTM\uc774 \uc2dc\ud000\uc2a4 \ub370\uc774\ud130\uc758 \uc7a5\uae30 \uc758\uc874\uc131\uc744 \uc798 \ud559\uc2b5\ud558\ub3c4\ub85d \ub3d5\uc2b5\ub2c8\ub2e4.<\/p>\n<h3>3.2 LSTM\uc758 \uc751\uc6a9<\/h3>\n<p>LSTM\uc740 \ub2e4\uc74c\uacfc \uac19\uc740 \ub2e4\uc591\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac \uc791\uc5c5\uc5d0 \ud65c\uc6a9\ub429\ub2c8\ub2e4:<\/p>\n<ul>\n<li><strong>\uc74c\uc131 \uc778\uc2dd:<\/strong> \uc74c\ud5a5 \uc2e0\ud638\uc5d0\uc11c \uc5b8\uc5b4\ub97c \uc778\uc2dd\ud558\ub294 \ub370 \uc0ac\uc6a9.<\/li>\n<li><strong>\uae30\uacc4 \ubc88\uc5ed:<\/strong> \ud55c \uc5b8\uc5b4\uc5d0\uc11c \ub2e4\ub978 \uc5b8\uc5b4\ub85c \ubcc0\ud658\ud558\ub294 \ub370 \ud544\uc218\uc801.<\/li>\n<li><strong>\ud14d\uc2a4\ud2b8 \uc0dd\uc131:<\/strong> \uc8fc\uc5b4\uc9c4 \uc870\uac74\uc5d0 \ub530\ub77c \uc790\uc5f0\uc2a4\ub7ec\uc6b4 \ud14d\uc2a4\ud2b8\ub97c \uc0dd\uc131\ud558\ub294 \ub370 \ud65c\uc6a9.<\/li>\n<\/ul>\n<h2>4. \uc591\ubc29\ud5a5 LSTM(Bidirectional LSTM)<\/h2>\n<p>\uc591\ubc29\ud5a5 LSTM\uc740 \uc77c\ubc18 LSTM\uc758 \ud655\uc7a5\uc73c\ub85c, \ub450 \uac1c\uc758 LSTM\uc744 \ud65c\uc6a9\ud558\uc5ec \uc2dc\ud000\uc2a4\ub97c \uc804\uc9c4(forward)\uacfc \ud6c4\uc9c4(backward) \ub450 \ubc29\ud5a5\uc5d0\uc11c \ubaa8\ub450 \ucc98\ub9ac\ud569\ub2c8\ub2e4. \uc774\ub85c \uc778\ud574 LSTM\uc774 \ubcf4\ub2e4 \ud48d\ubd80\ud55c \ubb38\ub9e5 \uc815\ubcf4\ub97c \uac16\ucd94\uac8c \ub429\ub2c8\ub2e4.<\/p>\n<h3>4.1 \uc591\ubc29\ud5a5 LSTM\uc758 \uad6c\uc870<\/h3>\n<p>\uc591\ubc29\ud5a5 LSTM\uc740 \ub2e4\uc74c\uacfc \uac19\uc774 \uad6c\uc131\ub429\ub2c8\ub2e4:<\/p>\n<ul>\n<li><strong>\uc804\uc9c4 LSTM:<\/strong> \uc2dc\ud000\uc2a4\ub97c \uc67c\ucabd\uc5d0\uc11c \uc624\ub978\ucabd\uc73c\ub85c \ucc98\ub9ac.<\/li>\n<li><strong>\ud6c4\uc9c4 LSTM:<\/strong> \uc2dc\ud000\uc2a4\ub97c \uc624\ub978\ucabd\uc5d0\uc11c \uc67c\ucabd\uc73c\ub85c \ucc98\ub9ac.<\/li>\n<\/ul>\n<p>\ucd5c\uc885 \ucd9c\ub825\uc740 \uc804\uc9c4 \ubc0f \ud6c4\uc9c4 LSTM\uc758 \ucd9c\ub825\uc744 \uacb0\ud569\ud558\uc5ec \uc0dd\uc131\ub429\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \ubaa8\ub378\uc740 \uac01 \ub2e8\uc5b4\uc5d0 \ub300\ud574 \uc55e\ub4a4 \ubb38\ub9e5\uc744 \ubaa8\ub450 \uace0\ub824\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h3>4.2 \uc591\ubc29\ud5a5 LSTM\uc758 \uc7a5\uc810<\/h3>\n<p>\uc591\ubc29\ud5a5 LSTM\uc758 \uc8fc\uc694 \uc7a5\uc810\uc740 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4:<\/p>\n<ul>\n<li><strong>\ubb38\ub9e5 \uace0\ub824:<\/strong> \ub2e8\uc5b4\uc758 \uc758\ubbf8\ub97c \ubcf4\ub2e4 \uc815\ud655\ud558\uac8c \uc774\ud574\ud560 \uc218 \uc788\uc74c.<\/li>\n<li><strong>\ub354 \ub098\uc740 \uc815\ud655\ub3c4:<\/strong> \ubaa8\ub4e0 \uc815\ubcf4\ub97c \uace0\ub824\ud558\uae30 \ub54c\ubb38\uc5d0 \uc131\ub2a5\uc774 \uac1c\uc120\ub428.<\/li>\n<li><strong>\uc751\uc6a9 \ubc94\uc704 \ub113\uc74c:<\/strong> \uac10\uc815 \ubd84\uc11d, \uae30\uacc4 \ubc88\uc5ed, \uc694\uc57d \ub4f1 \ub2e4\uc591\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac \uc791\uc5c5\uc5d0 \ud6a8\uacfc\uc801.<\/li>\n<\/ul>\n<h2>5. \ubb38\uc790 \uc784\ubca0\ub529(Char Embedding)<\/h2>\n<p>\ubb38\uc790 \uc784\ubca0\ub529\uc740 \ub2e8\uc5b4 \uc218\uc900\uc774 \uc544\ub2cc \ubb38\uc790 \uc218\uc900\uc5d0\uc11c \ud14d\uc2a4\ud2b8\ub97c \ud45c\ud604\ud558\ub294 \ubc29\ubc95\uc785\ub2c8\ub2e4. \ud2b9\ud788 \uc5b8\uc5b4\uc758 \ubcf5\uc7a1\uc131, \uc790\ubaa8\uc758 \ub2e4\uc591\uc131, \ub2e8\uc5b4\uc758 \ud615\ud0dc \ubcc0\ud654 \ub4f1\uc744 \ucc98\ub9ac\ud558\ub294 \ub370 \ud6a8\uacfc\uc801\uc785\ub2c8\ub2e4. \ubb38\uc790 \uc784\ubca0\ub529\uc740 \uac01\uac01\uc758 \ubb38\uc790\ub97c \uace0\uc720\ud55c \ubca1\ud130\ub85c \ubcc0\ud658\ud558\uc5ec \ud14d\uc2a4\ud2b8\uc758 \uc758\ubbf8\ub97c \ud45c\ud604\ud569\ub2c8\ub2e4.<\/p>\n<h3>5.1 \ubb38\uc790 \uc784\ubca0\ub529\uc758 \uc7a5\uc810<\/h3>\n<p>\ubb38\uc790 \uc784\ubca0\ub529\uc774 \uae30\uc874\uc758 \ub2e8\uc5b4 \uc784\ubca0\ub529\uc5d0 \ube44\ud574 \uac16\ub294 \uc7a5\uc810\uc740 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4:<\/p>\n<ul>\n<li><strong>\ud615\ud0dc\uc801 \ub2e4\uc591\uc131 \ucc98\ub9ac:<\/strong> \uc5b8\uc5b4\uc758 \uaddc\uce59\uc5d0 \ub530\ub978 \ubcc0\ud654\ub97c \uc27d\uac8c \ubc18\uc601 \uac00\ub2a5.<\/li>\n<li><strong>\uc2e0\uaddc \ub2e8\uc5b4 \ucc98\ub9ac:<\/strong> \ud6c8\ub828 \ub370\uc774\ud130\uc5d0 \uc5c6\ub294 \ub2e8\uc5b4\ub3c4 \uad6c\uc131\ud560 \uc218 \uc788\uc74c.<\/li>\n<li><strong>\uc791\uc740 \ub370\uc774\ud130\uc14b\uc5d0\uc11c\ub3c4 \ud6a8\uacfc\uc801:<\/strong> \uc0c1\ub300\uc801\uc73c\ub85c \uc801\uc740 \ub370\uc774\ud130\ub85c\ub3c4 \ud6c8\ub828\uc774 \uac00\ub2a5.<\/li>\n<\/ul>\n<h3>5.2 \ubb38\uc790 \uc784\ubca0\ub529\uc758 \uad6c\ud604<\/h3>\n<p>\ubb38\uc790 \uc784\ubca0\ub529\uc744 \uad6c\ud604\ud560 \ub54c\ub294 \ub2e4\uc74c\uacfc \uac19\uc740 \uacfc\uc815\uc774 \ud544\uc694\ud569\ub2c8\ub2e4:<\/p>\n<ol>\n<li>\ud14d\uc2a4\ud2b8 \ub370\uc774\ud130\ub97c \ubb38\uc790\ub85c \ubd84\ud560\ud569\ub2c8\ub2e4.<\/li>\n<li>\uac01 \ubb38\uc790\ub97c \uace0\uc720\ud55c \uc778\ub371\uc2a4 \ub610\ub294 \uc6d0-\ud56b \uc778\ucf54\ub529\uc73c\ub85c \ubcc0\ud658\ud569\ub2c8\ub2e4.<\/li>\n<li>\ubb38\uc790\uc758 \uc784\ubca0\ub529 \ubca1\ud130\ub97c \ud559\uc2b5\ud569\ub2c8\ub2e4.<\/li>\n<\/ol>\n<p>\uc774 \uacfc\uc815\uc744 \ud1b5\ud574 \uac01 \ubb38\uc790\ub294 \uace0\ucc28\uc6d0 \ubca1\ud130\ub85c \ubcc0\ud658\ub418\uba70, \ubaa8\ub378\uc740 \uc774 \ubca1\ud130\ub97c \uae30\ubc18\uc73c\ub85c \ud559\uc2b5\ud558\uac8c \ub429\ub2c8\ub2e4.<\/p>\n<h2>6. LSTM\uacfc \ubb38\uc790 \uc784\ubca0\ub529\uc758 \uacb0\ud569<\/h2>\n<p>LSTM\uacfc \ubb38\uc790 \uc784\ubca0\ub529\uc744 \uacb0\ud569\ud558\uba74 \ub354\uc6b1 \ud6a8\uacfc\uc801\uc778 \uc790\uc5f0\uc5b4 \ucc98\ub9ac \ubaa8\ub378\uc744 \uad6c\ucd95\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ubb38\uc790 \uc784\ubca0\ub529\uc744 \ud1b5\ud574 \uac01 \uae00\uc790\uc758 \uc758\ubbf8\ub97c \ud30c\uc545\ud55c \ud6c4, LSTM\uc744 \ud1b5\ud574 \ub0b4\uc7ac\ub41c \uc2dc\ud000\uc2a4 \uc815\ubcf4\ub97c \ud559\uc2b5\ud569\ub2c8\ub2e4. \uc774 \ubc29\ubc95\uc740 \ud2b9\ud788 \uc800\uc790\uc5f0\uc5b4 \ubb38\ubc95\uc744 \uac00\uc9c4 \uc5b8\uc5b4\uc5d0\uc11c \ub354\uc6b1 \ud6a8\uacfc\uc801\uc785\ub2c8\ub2e4.<\/p>\n<h3>6.1 \ubaa8\ub378 \uad6c\ud604 \uc608\uc2dc<\/h3>\n<p>\ub2e4\uc74c\uc740 LSTM\uacfc \ubb38\uc790 \uc784\ubca0\ub529\uc744 \uacb0\ud569\ud55c \uac04\ub2e8\ud55c \ubaa8\ub378 \uad6c\ud604 \uc608\uc785\ub2c8\ub2e4. \ud504\ub808\uc784\uc6cc\ud06c\ub85c\ub294 TensorFlow\uc640 Keras\ub97c \ud65c\uc6a9\ud569\ub2c8\ub2e4.<\/p>\n<pre>\n<code>\nimport numpy as np\nfrom tensorflow.keras.models import Sequential\nfrom tensorflow.keras.layers import LSTM, Embedding, Dense, Bidirectional\n\n# \ubaa8\ub378 \ud30c\ub77c\ubbf8\ud130\nvocab_size = 10000  # \uc5b4\ud718 \ud06c\uae30\nembedding_dim = 128  # \uc784\ubca0\ub529 \ucc28\uc6d0\nmax_length = 100  # \ubb38\uc7a5\uc758 \ucd5c\ub300 \uae38\uc774\n\n# \ubaa8\ub378 \uc0dd\uc131\nmodel = Sequential()\nmodel.add(Embedding(input_dim=vocab_size, output_dim=embedding_dim, input_length=max_length))\nmodel.add(Bidirectional(LSTM(128)))\nmodel.add(Dense(1, activation='sigmoid'))  # \uc774\uc9c4 \ubd84\ub958\ub97c \uc704\ud55c \ucd9c\ub825\uce35\n\nmodel.compile(loss='binary_crossentropy', optimizer='adam', metrics=['accuracy'])\n<\/code>\n<\/pre>\n<p>\uc704 \uc608\uc2dc\ub294 \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc758 \uac04\ub2e8\ud55c \uc801\uc6a9\uc744 \ubcf4\uc5ec\uc90d\ub2c8\ub2e4. \ubb38\uc7a5\uc744 \uc785\ub825\uc73c\ub85c \ubc1b\uc544, \uc591\ubc29\ud5a5 LSTM\uc744 \uac70\uccd0 \ubd84\ub958 \uacb0\uacfc\ub97c \ucd9c\ub825\ud569\ub2c8\ub2e4.<\/p>\n<h2>7. \uacb0\ub860<\/h2>\n<p>\ub525 \ub7ec\ub2dd\uc740 \uc790\uc5f0\uc5b4 \ucc98\ub9ac \ubd84\uc57c\uc5d0\uc11c \uac15\ub825\ud55c \ub3c4\uad6c\ub85c \uc790\ub9ac \uc7a1\uc558\uc2b5\ub2c8\ub2e4. \uc591\ubc29\ud5a5 LSTM\uacfc \ubb38\uc790 \uc784\ubca0\ub529\uc740 \uc774\ub7ec\ud55c \ud601\uc2e0\uc758 \uc911\uc694\ud55c \ub450 \ucd95\uc774\uba70, \uc774 \ub450 \uae30\uc220\uc744 \uacb0\ud569\ud558\uba74 \ub354\uc6b1 \ud5a5\uc0c1\ub41c \uc790\uc5f0\uc5b4 \ucc98\ub9ac \ubaa8\ub378\uc744 \uad6c\ucd95\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ubcf8 \uae00\uc744 \ud1b5\ud574 \ub525 \ub7ec\ub2dd \uae30\ubc18\uc758 \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uac00 \uac00\uc9c4 \uc7a0\uc7ac\ub825\uc744 \uae4a\uc774 \uc774\ud574\ud558\uc168\uae30\ub97c \ubc14\ub78d\ub2c8\ub2e4. \ub354 \ub098\uc544\uac00 \uc774\ub7ec\ud55c \uae30\uc220\ub4e4\uc774 \ub2e4\uc591\ud55c \uc751\uc6a9 \ubd84\uc57c\uc5d0\uc11c \ud601\uc2e0\uc744 \uc774\ub04c\uc5b4\ub0bc \uc218 \uc788\uae30\ub97c \uae30\ub300\ud569\ub2c8\ub2e4.<\/p>\n<p>\ud559\uc2b5\ud55c \ub0b4\uc6a9\uc744 \ubc14\ud0d5\uc73c\ub85c \uc790\uc2e0\ub9cc\uc758 \uc790\uc5f0\uc5b4 \ucc98\ub9ac \ubaa8\ub378\uc744 \ub9cc\ub4e4\uc5b4\ubcf4\uc138\uc694. \ud48d\ubd80\ud55c \uc544\uc774\ub514\uc5b4\uc640 \uc0c8\ub85c\uc6b4 \uc751\uc6a9 \ubd84\uc57c\uac00 \uc5ec\ub7ec\ubd84\uc744 \uae30\ub2e4\ub9bd\ub2c8\ub2e4!<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\uc790\uc5f0\uc5b4 \ucc98\ub9ac\ub294 \uc778\uac04\uc758 \uc5b8\uc5b4\ub97c \ucef4\ud4e8\ud130\uac00 \uc774\ud574\ud558\uace0 \ucc98\ub9ac\ud560 \uc218 \uc788\ub3c4\ub85d \ud558\ub294 \uae30\uc220\uc785\ub2c8\ub2e4. \ub525 \ub7ec\ub2dd\uc758 \ubc1c\uc804\uacfc \ud568\uaed8 \uc790\uc5f0\uc5b4 \ucc98\ub9ac\ub294 \ub180\ub77c\uc6b4 \ubcc0\ud654\ub97c \uacaa\uace0 \uc788\uc73c\uba70, \ud2b9\ud788 \uc591\ubc29\ud5a5 LSTM\uacfc \ubb38\uc790 \uc784\ubca0\ub529\uc740 \uc774\ub7ec\ud55c \ubcc0\ud654\uc758 \uc911\uc694\ud55c \uae30\ucd08 \uc694\uc18c \uc911 \ud558\ub098\uc785\ub2c8\ub2e4. \ubcf8 \uae00\uc5d0\uc11c\ub294 \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc5d0\uc11c\uc758 \ub525 \ub7ec\ub2dd\uc758 \uc911\uc694\uc131, \uc591\ubc29\ud5a5 LSTM\uc758 \uad6c\uc870\uc640 \ud2b9\uc9d5, \ubb38\uc790 \uc784\ubca0\ub529\uc758 \uac1c\ub150\uacfc \uad6c\ud604 \ubc29\ubc95 \ub4f1\uc744 \uae4a\uc774 \uc788\uac8c \ub2e4\ub8e8\ub3c4\ub85d \ud558\uaca0\uc2b5\ub2c8\ub2e4. 1. &hellip; <a href=\"https:\/\/atmokpo.com\/w\/25359\/\" class=\"more-link\">\ub354 \ubcf4\uae30<span class=\"screen-reader-text\"> &#8220;\ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac, \uc591\ubc29\ud5a5 LSTM\uacfc \ubb38\uc790 \uc784\ubca0\ub529(Char embedding)&#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-25359","post","type-post","status-publish","format-standard","hentry","category-16"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.2 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac, \uc591\ubc29\ud5a5 LSTM\uacfc \ubb38\uc790 \uc784\ubca0\ub529(Char embedding) - \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\/25359\/\" \/>\n<meta property=\"og:locale\" content=\"ko_KR\" \/>\n<meta property=\"og:type\" 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