{"id":29125,"date":"2024-10-27T16:16:54","date_gmt":"2024-10-27T16:16:54","guid":{"rendered":"http:\/\/atmokpo.com\/w\/?p=29125"},"modified":"2024-11-26T06:54:19","modified_gmt":"2024-11-26T06:54:19","slug":"%eb%a8%b8%ec%8b%a0%eb%9f%ac%eb%8b%9d-%eb%b0%8f-%eb%94%a5%eb%9f%ac%eb%8b%9d-%ec%95%8c%ea%b3%a0%eb%a6%ac%ec%a6%98-%ed%8a%b8%eb%a0%88%ec%9d%b4%eb%94%a9-%ec%8b%9c%ea%b3%84%ec%97%b4-%ed%8a%b9%ec%84%b1","status":"publish","type":"post","link":"https:\/\/atmokpo.com\/w\/29125\/","title":{"rendered":"\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \uc2dc\uacc4\uc5f4 \ud2b9\uc131\uc744 \uc704\ud55c Seq2seq \uc624\ud1a0\uc778\ucf54\ub354"},"content":{"rendered":"<p>\ud604\ub300 \uae08\uc735 \uc2dc\uc7a5\uc740 \ub370\uc774\ud130\uac00 \ud3ed\ubc1c\uc801\uc73c\ub85c \uc99d\uac00\ud568\uc5d0 \ub530\ub77c, \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc774 \uc810\uc810 \ub354 \uc911\uc694\ud574\uc9c0\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc740 \uc774\ub7ec\ud55c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uae30\ucd08\ub97c \uc81c\uacf5\ud558\uba70, \ud2b9\ud788 \uc2dc\uacc4\uc5f4 \ub370\uc774\ud130\ub97c \ub2e4\ub8e8\ub294 \ub370 \uac15\ub825\ud55c \ub3c4\uad6c\ub85c \uc790\ub9ac\uc7a1\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ubc88 \uac15\uc88c\uc5d0\uc11c\ub294 Seq2seq \uc624\ud1a0\uc778\ucf54\ub354 \ubaa8\ub378\uc744 \ud65c\uc6a9\ud558\uc5ec \uc2dc\uacc4\uc5f4 \ud2b9\uc131\uc744 \uc774\ud574\ud558\uace0 \uc608\uce21\ud558\ub294 \ubc29\ubc95\uc5d0 \ub300\ud574 \uc790\uc138\ud788 \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n<h2>1. \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc774\ub780?<\/h2>\n<p>\uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc740 \ucef4\ud4e8\ud130 \ud504\ub85c\uadf8\ub7a8\uc744 \ud1b5\ud574 \uc790\ub3d9\uc73c\ub85c \ub9e4\ub9e4 \uacb0\uc815\uc744 \ub0b4\ub9ac\ub294 \ubc29\ubc95\uc744 \uc758\ubbf8\ud569\ub2c8\ub2e4. \uc5ec\ub7ec \uc694\uc778, \uc608\ub97c \ub4e4\uc5b4 \uc2dc\uc7a5 \uac00\uaca9, \uac70\ub798\ub7c9, \ub274\uc2a4, \uc18c\uc15c \ubbf8\ub514\uc5b4 \ub370\uc774\ud130\ub97c \uae30\ubc18\uc73c\ub85c \uac70\ub798 \uc804\ub7b5\uc744 \uc138\uc6b0\uace0, \uc774\ub97c \uc2e4\ud589\ud558\ub294 \ud504\ub85c\uc138\uc2a4\uc785\ub2c8\ub2e4. \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc740 \uc218\uc775\uc744 \uadf9\ub300\ud654\ud558\uace0 \ub9ac\uc2a4\ud06c\ub97c \ucd5c\uc18c\ud654\ud558\ub294 \ub370 \ub3c4\uc6c0\uc744 \uc90d\ub2c8\ub2e4.<\/p>\n<h2>2. \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc758 \ucc28\uc774\uc810<\/h2>\n<p>\uba38\uc2e0\ub7ec\ub2dd\uc740 \ub370\uc774\ud130\uc5d0\uc11c \ud328\ud134\uc744 \ud559\uc2b5\ud558\ub294 \uae30\uc220\ub85c, \uc8fc\ub85c \ub370\uc774\ud130\uac00 \uc815\ud615\ud654\ub418\uc5b4 \uc788\uc744 \ub54c \uc0ac\uc6a9\ub429\ub2c8\ub2e4. \ubc18\uba74, \ub525\ub7ec\ub2dd\uc740 \uc778\uacf5\uc2e0\uacbd\ub9dd\uc744 \uc774\uc6a9\ud558\uc5ec \ubcf5\uc7a1\ud55c \ub370\uc774\ud130 \uad6c\uc870\ub97c \ud559\uc2b5\ud558\ub294 \uae30\uc220\ub85c, \uc774\ubbf8\uc9c0, \ud14d\uc2a4\ud2b8, \uc2dc\uacc4\uc5f4 \ub370\uc774\ud130 \ub4f1 \ub2e4\uc591\ud55c \uc720\ud615\uc758 \ub370\uc774\ud130\ub97c \ub2e4\ub8f0 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ud2b9\ud788, \uc2dc\uac04\uc5d0 \ub530\ub77c \ubcc0\ud654\ud558\ub294 \uc2dc\uacc4\uc5f4 \ub370\uc774\ud130\ub294 \ub525\ub7ec\ub2dd\uc758 \uac15\ub825\ud55c \uc7a5\uc810\uc744 \ud65c\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h2>3. \uc2dc\uacc4\uc5f4 \ub370\uc774\ud130\uc758 \ud2b9\uc131<\/h2>\n<p>\uc2dc\uacc4\uc5f4 \ub370\uc774\ud130\ub294 \uc2dc\uac04\uc758 \ud750\ub984\uc5d0 \ub530\ub978 \ub370\uc774\ud130\ub97c \uc758\ubbf8\ud558\uba70, \uc77c\ubc18\uc801\uc73c\ub85c \uc21c\uc11c\uac00 \uc911\uc694\ud55c \ud2b9\uc131\uc744 \uac16\uc2b5\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uba74, \uc8fc\uc2dd \uac00\uaca9, \uac70\ub798\ub7c9, \uacbd\uc81c \uc9c0\ud45c \ub4f1\uc774 \uc2dc\uacc4\uc5f4 \ub370\uc774\ud130\uc5d0 \ud574\ub2f9\ub429\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ub370\uc774\ud130\ub294 \ub2e4\uc74c\uacfc \uac19\uc740 \ud2b9\uc131\uc744 \uac00\uc9c0\uace0 \uc788\uc2b5\ub2c8\ub2e4:<\/p>\n<ul>\n<li><strong>\uacc4\uc808\uc131:<\/strong> \uc77c\uc815\ud55c \uc8fc\uae30\ub97c \uac00\uc9c0\uace0 \ubc18\ubcf5\ub418\ub294 \ud328\ud134<\/li>\n<li><strong>\ucd94\uc138:<\/strong> \ub370\uc774\ud130\uac00 \uc7a5\uae30\uc801\uc73c\ub85c \uc99d\uac00 \ub610\ub294 \uac10\uc18c\ud558\ub294 \uacbd\ud5a5<\/li>\n<li><strong>\uc790\uae30\uc0c1\uad00\uc131:<\/strong> \uacfc\uac70\uc758 \uac12\uc774 \ud604\uc7ac\uc758 \uac12\uc5d0 \uc601\ud5a5\uc744 \ubbf8\uce58\ub294 \uc815\ub3c4<\/li>\n<\/ul>\n<h2>4. Seq2seq \ubaa8\ub378\uc774\ub780?<\/h2>\n<p>Seq2seq(Sequence to Sequence) \ubaa8\ub378\uc740 \uc8fc\ub85c \uc790\uc5f0\uc5b4 \ucc98\ub9ac(NLP) \ubd84\uc57c\uc5d0\uc11c \uc0ac\uc6a9\ub418\uc9c0\ub9cc, \uc2dc\uacc4\uc5f4 \ub370\uc774\ud130 \uc608\uce21\uc5d0\ub3c4 \ud65c\uc6a9\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \ubaa8\ub378\uc740 \uc785\ub825 \uc2dc\ud000\uc2a4\ub97c \ubc1b\uc544 \ucd9c\ub825 \uc2dc\ud000\uc2a4\ub97c \uc0dd\uc131\ud558\ub294 \ubc29\uc2dd\uc73c\ub85c \uc791\ub3d9\ud569\ub2c8\ub2e4. \uae30\ubcf8\uc801\uc73c\ub85c Encoder-Decoder \uad6c\uc870\ub85c \ub418\uc5b4 \uc788\uc73c\uba70, Encoder\ub294 \uc785\ub825 \uc2dc\ud000\uc2a4\ub97c \ucc98\ub9ac\ud558\uc5ec \uace0\ucc28\uc6d0 \ubca1\ud130\ub85c \ubcc0\ud658\ud558\uace0, Decoder\ub294 \uc774\ub97c \uae30\ubc18\uc73c\ub85c \ubaa9\ud45c \uc2dc\ud000\uc2a4\ub97c \uc0dd\uc131\ud569\ub2c8\ub2e4.<\/p>\n<h3>4.1 Encoder<\/h3>\n<p>Encoder\ub294 \uc785\ub825 \uc2dc\ud000\uc2a4\uc758 \uc815\ubcf4\ub97c \uc555\ucd95\ud558\uc5ec \uace0\ucc28\uc6d0 \ubca1\ud130\ub85c \ubcc0\ud658\ud569\ub2c8\ub2e4. \uc774 \uacfc\uc815\uc5d0\uc11c \uc785\ub825 \ub370\uc774\ud130\uc758 \uc911\uc694 \ud2b9\uc9d5\uc744 \ucd94\ucd9c\ud569\ub2c8\ub2e4.<\/p>\n<h3>4.2 Decoder<\/h3>\n<p>Decoder\ub294 Encoder\uc758 \ucd9c\ub825\uc744 \ubc1b\uc544 \uc774\ub97c \ubc14\ud0d5\uc73c\ub85c \ucd5c\uc885 \ucd9c\ub825\uc744 \uc0dd\uc131\ud569\ub2c8\ub2e4. \uc774 \uacfc\uc815\uc740 \uc77c\ubc18\uc801\uc73c\ub85c \uc2dc\uac04\uc5d0 \ub530\ub77c \uc9c4\ud589\ub418\uba70, \uc774\uc804 \uc2dc\uac04\uc758 \ucd9c\ub825\uc774\ub098 \uc0c1\ud0dc\ub97c \uace0\ub824\ud558\uc5ec \ub2e4\uc74c \ucd9c\ub825\uc744 \uc608\uce21\ud569\ub2c8\ub2e4.<\/p>\n<h2>5. Seq2seq \uc624\ud1a0\uc778\ucf54\ub354<\/h2>\n<p>\uc624\ud1a0\uc778\ucf54\ub354\ub294 \uc785\ub825 \ub370\uc774\ud130\ub97c \uc555\ucd95\ud558\uc5ec \uc7ac\uad6c\uc131\ud558\ub294 \ube44\uc9c0\ub3c4 \ud559\uc2b5 \ubaa8\ub378\uc785\ub2c8\ub2e4. \uc989, \uc785\ub825\uacfc \ucd9c\ub825\uc774 \ub3d9\uc77c\ud55c \uad6c\uc870\ub97c \uac00\uc9d1\ub2c8\ub2e4. Seq2seq \uc624\ud1a0\uc778\ucf54\ub354\ub294 \uc2dc\uacc4\uc5f4 \ub370\uc774\ud130\ub97c \ud6a8\uc728\uc801\uc73c\ub85c \ucc98\ub9ac\ud560 \uc218 \uc788\uac8c \uc124\uacc4\ub41c \uad6c\uc870\uc785\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ubaa8\ub378\uc740 \uc8fc\ub85c \ub2e4\uc74c\uacfc \uac19\uc740 \uacfc\uc815\uc73c\ub85c \uc774\ub8e8\uc5b4\uc838 \uc788\uc2b5\ub2c8\ub2e4:<\/p>\n<ul>\n<li>\ub370\uc774\ud130 \uc804\ucc98\ub9ac<\/li>\n<li>\ubaa8\ub378 \uad6c\ucd95<\/li>\n<li>\ud6c8\ub828<\/li>\n<li>\ud3c9\uac00 \ubc0f \uc608\uce21<\/li>\n<\/ul>\n<h3>5.1 \ub370\uc774\ud130 \uc804\ucc98\ub9ac<\/h3>\n<p>\uc2dc\uacc4\uc5f4 \ub370\uc774\ud130\uc758 \uc804\ucc98\ub9ac\ub294 \ub9e4\uc6b0 \uc911\uc694\ud569\ub2c8\ub2e4. \uc77c\ubc18\uc801\uc73c\ub85c \ub2e4\uc74c\uacfc \uac19\uc740 \uacfc\uc815\uc744 \uac70\uce69\ub2c8\ub2e4:<\/p>\n<ul>\n<li><strong>\uc815\uaddc\ud654:<\/strong> \ub370\uc774\ud130\uc758 \ubc94\uc704\ub97c 0\uacfc 1 \uc0ac\uc774\ub85c \uc870\uc815<\/li>\n<li><strong>\uc2ac\ub77c\uc774\ub529 \uc708\ub3c4\uc6b0:<\/strong> \uc5f0\uc18d\ub41c \uac12\uc744 \ubb36\uc5b4 \uc2dc\ud000\uc2a4\ub97c \uc0dd\uc131<\/li>\n<\/ul>\n<h3>5.2 \ubaa8\ub378 \uad6c\ucd95<\/h3>\n<p>Python\uc758 Keras \ub77c\uc774\ube0c\ub7ec\ub9ac\ub97c \uc0ac\uc6a9\ud558\uc5ec Seq2seq \uc624\ud1a0\uc778\ucf54\ub354\ub97c \uad6c\ucd95\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uae30\ubcf8\uc801\uc778 \uad6c\uc870\ub294 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4:<\/p>\n<pre><code>import numpy as np\nfrom keras.models import Model\nfrom keras.layers import Input, LSTM, RepeatVector, TimeDistributed, Dense\n\n# \ub370\uc774\ud130 \uc900\ube44\nX_train = ...  # \uc900\ube44\ub41c \uc2dc\uacc4\uc5f4 \ub370\uc774\ud130\nn_features = ...  # \ud2b9\uc131 \uc218\n\n# \uc778\ucf54\ub354\ninputs = Input(shape=(timesteps, n_features))\nencoded = LSTM(128)(inputs)\n\n# \ub514\ucf54\ub354\ndecoded = RepeatVector(timesteps)(encoded)\ndecoded = LSTM(128, return_sequences=True)(decoded)\noutputs = TimeDistributed(Dense(n_features))(decoded)\n\n# \ubaa8\ub378 \uc0dd\uc131\nautoencoder = Model(inputs, outputs)\nautoencoder.compile(optimizer='adam', loss='mean_squared_error')\n<\/code><\/pre>\n<h3>5.3 \ud6c8\ub828<\/h3>\n<p>\ud6c8\ub828\uc744 \ud1b5\ud574 \ubaa8\ub378\uc774 \uc785\ub825 \ub370\uc774\ud130\uc758 \ud328\ud134\uc744 \uc778\uc2dd\ud558\ub3c4\ub85d \ud569\ub2c8\ub2e4. \uc77c\ubc18\uc801\uc73c\ub85c \ud6c8\ub828 \ub2e8\uacc4\uc5d0\uc11c\ub294 \uc190\uc2e4 \ud568\uc218\uc640 \uc635\ud2f0\ub9c8\uc774\uc800\ub97c \uc124\uc815\ud558\uc5ec \ubaa8\ub378\uc744 \uac1c\uc120\ud569\ub2c8\ub2e4.<\/p>\n<pre><code>autoencoder.fit(X_train, X_train, epochs=100, batch_size=32, validation_split=0.2)\n<\/code><\/pre>\n<h3>5.4 \ud3c9\uac00 \ubc0f \uc608\uce21<\/h3>\n<p>\ud6c8\ub828\uc774 \uc644\ub8cc\ub41c \ud6c4\uc5d0\ub294 \ud14c\uc2a4\ud2b8 \ub370\uc774\ud130\ub85c \ubaa8\ub378\uc744 \ud3c9\uac00\ud558\uace0, \ubbf8\ub798\uc758 \ub370\uc774\ud130\ub97c \uc608\uce21\ud558\ub294 \ub370 \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub2e4\uc74c\uc740 \ubaa8\ub378\uc744 \ud3c9\uac00\ud558\ub294 \uc608\uc2dc\uc785\ub2c8\ub2e4:<\/p>\n<pre><code>X_test = ...  # \ud14c\uc2a4\ud2b8 \ub370\uc774\ud130\npredictions = autoencoder.predict(X_test)\n<\/code><\/pre>\n<h2>6. Seq2seq \uc624\ud1a0\uc778\ucf54\ub354\uc758 \uc7a5\uc810<\/h2>\n<p>Seq2seq \uc624\ud1a0\uc778\ucf54\ub354\ub294 \uc2dc\uacc4\uc5f4 \ub370\uc774\ud130 \uc608\uce21\uc5d0\uc11c \ub2e4\uc74c\uacfc \uac19\uc740 \uc7a5\uc810\uc744 \uac00\uc9c0\uace0 \uc788\uc2b5\ub2c8\ub2e4:<\/p>\n<ul>\n<li><strong>\ud6a8\uc728\uc131:<\/strong> \ub300\ub7c9\uc758 \ub370\uc774\ud130 \ucc98\ub9ac\uac00 \uac00\ub2a5\ud558\uc5ec \ud070 \ub370\uc774\ud130 \uc138\ud2b8\uc5d0\uc11c\ub3c4 \ud6a8\uacfc\uc801\uc785\ub2c8\ub2e4.<\/li>\n<li><strong>\ube44\uc9c0\ub3c4 \ud559\uc2b5:<\/strong> \ub808\uc774\ube14\uc774 \uc5c6\ub294 \ub370\uc774\ud130\uc5d0\uc11c\ub3c4 \ud559\uc2b5\uc774 \uac00\ub2a5\ud558\uc5ec \ub2e4\uc591\ud558\uac8c \ud65c\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<li><strong>\ubcf5\uc7a1\ud55c \uc2dc\uacc4\uc5f4 \ub370\uc774\ud130 \ucc98\ub9ac:<\/strong> \ub2e4\uc591\ud55c \ud2b9\uc131\uc744 \uac00\uc9c4 \uc2dc\uacc4\uc5f4 \ub370\uc774\ud130\ub97c \ud6a8\uacfc\uc801\uc73c\ub85c \ucc98\ub9ac\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h2>7. \ub9c8\ubb34\ub9ac<\/h2>\n<p>\uc774\ubc88 \uac15\uc88c\uc5d0\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc744 \uc704\ud55c Seq2seq \uc624\ud1a0\uc778\ucf54\ub354\uc5d0 \ub300\ud574 \uc0b4\ud3b4\ubcf4\uc558\uc2b5\ub2c8\ub2e4. \uc2dc\uacc4\uc5f4 \ub370\uc774\ud130\uc758 \ud2b9\uc131\uc744 \uc774\ud574\ud558\uace0, \uc774\ub97c \ud65c\uc6a9\ud558\uc5ec \uc608\uce21 \ubaa8\ub378\uc744 \uad6c\ucd95\ud558\ub294 \uacfc\uc815\uae4c\uc9c0 \uc124\uba85\ud558\uc600\uc2b5\ub2c8\ub2e4. \uc774 \ubc29\ubc95\uc744 \ud1b5\ud574 \uc5ec\ub7ec\ubd84\uc758 \uc790\ub3d9\ub9e4\ub9e4 \uc804\ub7b5\uc744 \ub354\uc6b1 \uac15\ud654\ud560 \uc218 \uc788\uae30\ub97c \ubc14\ub78d\ub2c8\ub2e4.<\/p>\n<h2>8. \ucc38\uace0 \ubb38\ud5cc<\/h2>\n<ul>\n<li>Goodfellow, I., Bengio, Y., &amp; Courville, A. (2016). Deep Learning. MIT Press.<\/li>\n<li>Chollet, F. (2017). Deep Learning with Python. Manning Publications.<\/li>\n<li>Bruno, G. (2020). Machine Learning for Algorithmic Trading. Packt Publishing.<\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>\ud604\ub300 \uae08\uc735 \uc2dc\uc7a5\uc740 \ub370\uc774\ud130\uac00 \ud3ed\ubc1c\uc801\uc73c\ub85c \uc99d\uac00\ud568\uc5d0 \ub530\ub77c, \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc774 \uc810\uc810 \ub354 \uc911\uc694\ud574\uc9c0\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc740 \uc774\ub7ec\ud55c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uae30\ucd08\ub97c \uc81c\uacf5\ud558\uba70, \ud2b9\ud788 \uc2dc\uacc4\uc5f4 \ub370\uc774\ud130\ub97c \ub2e4\ub8e8\ub294 \ub370 \uac15\ub825\ud55c \ub3c4\uad6c\ub85c \uc790\ub9ac\uc7a1\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ubc88 \uac15\uc88c\uc5d0\uc11c\ub294 Seq2seq \uc624\ud1a0\uc778\ucf54\ub354 \ubaa8\ub378\uc744 \ud65c\uc6a9\ud558\uc5ec \uc2dc\uacc4\uc5f4 \ud2b9\uc131\uc744 \uc774\ud574\ud558\uace0 \uc608\uce21\ud558\ub294 \ubc29\ubc95\uc5d0 \ub300\ud574 \uc790\uc138\ud788 \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. 1. \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc774\ub780? \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc740 \ucef4\ud4e8\ud130 \ud504\ub85c\uadf8\ub7a8\uc744 \ud1b5\ud574 \uc790\ub3d9\uc73c\ub85c \ub9e4\ub9e4 \uacb0\uc815\uc744 \ub0b4\ub9ac\ub294 &hellip; <a href=\"https:\/\/atmokpo.com\/w\/29125\/\" class=\"more-link\">\ub354 \ubcf4\uae30<span class=\"screen-reader-text\"> &#8220;\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \uc2dc\uacc4\uc5f4 \ud2b9\uc131\uc744 \uc704\ud55c Seq2seq \uc624\ud1a0\uc778\ucf54\ub354&#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":[29],"tags":[],"class_list":["post-29125","post","type-post","status-publish","format-standard","hentry","category-29"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.2 - 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