\n1. \uc11c\ub860<\/h2>\n
\n \ud604\ub300 \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c\ub294 \ub370\uc774\ud130\uc758 \uc591\uc774 \ud3ed\ubc1c\uc801\uc73c\ub85c \uc99d\uac00\ud558\uba74\uc11c \uc804\ud1b5\uc801\uc778 \ud2b8\ub808\uc774\ub529 \ubc29\ubc95\uc744 \ub118\uc5b4\uc11c\ub294 \uace0\uae09
\n \uc54c\uace0\ub9ac\uc998\uc774 \ud544\uc694\ud574\uc84c\uc2b5\ub2c8\ub2e4. \ud2b9\ud788 \ub274\uc2a4 \uae30\uc0ac, \uc18c\uc15c \ubbf8\ub514\uc5b4 \ucf58\ud150\uce20, \uae30\uc5c5 \ub9ac\ud3ec\ud2b8\uc640 \uac19\uc740 \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130\ub294
\n \uae08\uc735 \uc2dc\uc7a5\uc5d0 \ud070 \uc601\ud5a5\uc744 \ubbf8\uce60 \uc218 \uc788\uae30 \ub54c\ubb38\uc5d0, \uc774\ub97c \ubd84\uc11d\ud558\ub294 \ub370 \uc788\uc5b4 \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd \uae30\uc220\uc774
\n \uc810\uc810 \ub354 \ub9ce\uc774 \uc0ac\uc6a9\ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ubcf8 \uac15\uc88c\uc5d0\uc11c\ub294 RNN(\uc21c\ud658 \uc2e0\uacbd\ub9dd)\uc744 \ud65c\uc6a9\ud558\uc5ec \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130\ub97c \uae30\ubc18\uc73c\ub85c
\n \ud55c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529 \uc804\ub7b5\uc744 \uad6c\ucd95\ud558\ub294 \ubc29\ubc95\uc744 \ub2e4\ub8e8\uaca0\uc2b5\ub2c8\ub2e4.\n <\/p>\n<\/section>\n\n2. \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uac1c\uc694<\/h2>\n
\n \uba38\uc2e0\ub7ec\ub2dd(Machine Learning)\uacfc \ub525\ub7ec\ub2dd(Deep Learning)\uc740 \uc778\uacf5\uc9c0\ub2a5(AI) \ubd84\uc57c\uc758 \uc911\uc694\ud55c \ud558\uc704 \ubd84\uc57c\uc785\ub2c8\ub2e4.
\n \uba38\uc2e0\ub7ec\ub2dd\uc740 \ub370\uc774\ud130\ub97c \uae30\ubc18\uc73c\ub85c \ud55c \uc608\uce21 \ubaa8\ub378\uc744 \uad6c\ucd95\ud558\ub294 \ubc29\ubc95\ub860\uc73c\ub85c, \uc8fc\uc5b4\uc9c4 \ub370\uc774\ud130\ub85c\ubd80\ud130 \ud328\ud134\uc744 \ud559\uc2b5\ud558\uace0
\n \uc774\ub97c \ud1b5\ud574 \uc0c8\ub85c\uc6b4 \ub370\uc774\ud130\uc5d0 \ub300\ud55c \uc608\uce21\uc744 \uc218\ud589\ud569\ub2c8\ub2e4. \ubc18\uba74, \ub525\ub7ec\ub2dd\uc740 \uc5ec\ub7ec \uce35\uc758 \uc778\uacf5 \uc2e0\uacbd\ub9dd\uc744 \ud65c\uc6a9\ud558\uc5ec
\n \ub354\uc6b1 \ubcf5\uc7a1\ud55c \ud2b9\uc9d5\uc744 \ud559\uc2b5\ud560 \uc218 \uc788\ub294 \uae30\uc220\ub85c, \uc774\ubbf8\uc9c0, \uc74c\uc131, \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130 \ubd84\uc11d\uc5d0 \uc8fc\ub85c \ud65c\uc6a9\ub429\ub2c8\ub2e4.\n <\/p>\n
\n \uc804\ud1b5\uc801\uc778 \uba38\uc2e0\ub7ec\ub2dd \uc54c\ub85c\ub9ac\uc998\uc5d0\ub294 \ud68c\uadc0 \ubd84\uc11d, \uacb0\uc815 \ud2b8\ub9ac, SVM \ub4f1\uc774 \uc788\uc73c\uba70, \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998\uc5d0\ub294 CNN(\ud569\uc131\uacf1 \uc2e0\uacbd\ub9dd),
\n RNN, GAN(\uc0dd\uc131\uc801 \uc801\ub300 \uc2e0\uacbd\ub9dd) \ub4f1\uc774 \ud3ec\ud568\ub429\ub2c8\ub2e4. \ud2b9\ud788, RNN\uc740 \uc2dc\ud000\uc2a4 \ub370\uc774\ud130\ub97c \ucc98\ub9ac\ud558\ub294 \ub370 \uac15\ub825\ud55c \uc131\ub2a5\uc744 \ubc1c\ud718\ud569\ub2c8\ub2e4.\n <\/p>\n<\/section>\n\n3. RNN(\uc21c\ud658 \uc2e0\uacbd\ub9dd) \uc18c\uac1c<\/h2>\n
\n RNN\uc740 \uc8fc\uc5b4\uc9c4 \uc2dc\ud000\uc2a4\uc758 \ud604\uc7ac \uc785\ub825\ubfd0\ub9cc \uc544\ub2c8\ub77c \uc774\uc804\uc758 \uc785\ub825\ub3c4 \uace0\ub824\ud558\uc5ec \uc608\uce21\uc744 \uc218\ud589\ud560 \uc218 \uc788\ub294 \uc2e0\uacbd\ub9dd\uc785\ub2c8\ub2e4.
\n \uc774\ub294 \uc790\uc5f0\uc5b4 \ucc98\ub9ac(NLP)\uc640 \uac19\uc740 \uc2dc\ud000\uc2a4 \ub370\uc774\ud130\uc5d0 \ud2b9\ud788 \uc801\ud569\ud569\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \uc8fc\uc2dd \uac00\uaca9 \uc608\uce21 \ub610\ub294 \ub274\uc2a4
\n \uae30\uc0ac\uc758 \uac10\uc815 \ubd84\uc11d\uc744 \uc704\ud574 RNN\uc744 \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.\n <\/p>\n
\n RNN\uc758 \uc77c\ubc18\uc801\uc778 \uad6c\uc870\ub294 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4:\n <\/p>\n
\n- \n\uc785\ub825\uce35:<\/strong> \uc785\ub825 \ub370\uc774\ud130(\ub2e8\uc5b4, \uc22b\uc790 \ub4f1)\ub97c \ubc1b\ub294 \uccab \ubc88\uc9f8 \uce35\uc785\ub2c8\ub2e4.\n <\/li>\n
- \n\uc740\ub2c9\uce35:<\/strong> RNN\uc758 \ud575\uc2ec \ubd80\ubd84\uc73c\ub85c \uc774\uc804 \uc2dc\uac04 \ub2e8\uacc4\uc758 \ucd9c\ub825\uc744 \ud604\uc7ac \uc2dc\uac04 \ub2e8\uacc4\uc758 \uc785\ub825\uacfc \ud568\uaed8 \uc0ac\uc6a9\ud558\uc5ec
\n \uc0c1\ud0dc\ub97c \uc5c5\ub370\uc774\ud2b8\ud569\ub2c8\ub2e4.\n <\/li>\n- \n\ucd9c\ub825\uce35:<\/strong> \ucd5c\uc885 \uc608\uce21 \uacb0\uacfc\ub97c \uc0dd\uc131\ud558\ub294 \uce35\uc73c\ub85c, \ub2e4\uc74c \ub2e8\uc5b4\uc758 \ud655\ub960 \ubd84\ud3ec\ub098 \uc8fc\uc2dd \uac00\uaca9 \uc608\uce21\uac12\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4.\n <\/li>\n<\/ul>\n
\n RNN\uc758 \uac00\uc7a5 \ud070 \uc7a5\uc810\uc740 \ud14d\uc2a4\ud2b8\uc640 \uac19\uc740 \uc2dc\ud000\uc2a4 \ub370\uc774\ud130\ub97c \ucc98\ub9ac\ud560 \uc218 \uc788\ub2e4\ub294 \uc810\uc774\uc9c0\ub9cc, \ub2e8\uae30 \uae30\uc5b5\uc131
\n \uc678\uc5d0 \uc7a5\uae30 \uc758\uc874\uc131 \ubb38\uc81c\ub77c\ub294 \ub2e8\uc810\uc744 \uac00\uc9c0\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub97c \ud574\uacb0\ud558\uae30 \uc704\ud574 LSTM(\uc7a5\uae30 \ub2e8\uae30 \uba54\ubaa8\ub9ac)\uc640
\n GRU(\uac8c\uc774\ud2b8 \uc21c\ud658 \uc720\ub2db)\uc640 \uac19\uc740 \ubcc0\ud615\uc774 \uac1c\ubc1c\ub418\uc5c8\uc2b5\ub2c8\ub2e4.\n <\/p>\n<\/section>\n\n4. \ub370\uc774\ud130 \uc804\ucc98\ub9ac<\/h2>\n
\n \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529 \ubaa8\ub378\uc740 \uc8fc\ub85c \uc624\ud788\ub824 \ud1b5\uacc4\uc801 \ub610\ub294 \uc218\uce58\uc801 \ud2b9\uc131\uc744 \uac16\ub294 \ub370\uc774\ud130\ub97c \uc694\uad6c\ud569\ub2c8\ub2e4.
\n \ub530\ub77c\uc11c RNN\uc744 \uc0ac\uc6a9\ud560 \uacbd\uc6b0, \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130\ub97c \uc815\uc81c\ud558\uace0 \uc218\uce58\uc801 \ud615\uc2dd\uc73c\ub85c \ubcc0\ud658\ud560 \ud544\uc694\uac00 \uc788\uc2b5\ub2c8\ub2e4.
\n \ub370\uc774\ud130 \uc804\ucc98\ub9ac\ub294 \ud06c\uac8c \ub450 \ub2e8\uacc4\ub85c \ub098\ub20c \uc218 \uc788\uc2b5\ub2c8\ub2e4: \ub370\uc774\ud130 \uc218\uc9d1\uacfc \ub370\uc774\ud130 \ubcc0\ud658\uc785\ub2c8\ub2e4.\n <\/p>\n
4.1 \ub370\uc774\ud130 \uc218\uc9d1<\/h3>\n
\n \ub2e4\uc591\ud55c \ucd9c\ucc98\uc5d0\uc11c \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130\ub97c \uc218\uc9d1\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \ud2b9\uc815 \uc8fc\uc2dd\uc5d0 \ub300\ud55c \ub274\uc2a4
\n \uae30\uc0ac\ub97c \uc6f9 \uc2a4\ud06c\ub798\ud551\ud558\uac70\ub098, Twitter API\ub97c \uc774\uc6a9\ud558\uc5ec \ud2b9\uc815 \ud0a4\uc6cc\ub4dc\uc5d0 \ub300\ud55c \ud2b8\uc717\uc744 \uac00\uc838\uc62c \uc218 \uc788\uc2b5\ub2c8\ub2e4.
\n \uc218\uc9d1\ud55c \ub370\uc774\ud130\ub294 \uc77c\ubc18\uc801\uc73c\ub85c JSON, CSV\uc640 \uac19\uc740 \ud615\uc2dd\uc73c\ub85c \uc800\uc7a5\ub429\ub2c8\ub2e4.\n <\/p>\n
4.2 \ub370\uc774\ud130 \ubcc0\ud658<\/h3>\n
\n \uc218\uc9d1\ud55c \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130\ub294 \ub2e4\uc74c\uacfc \uac19\uc740 \uacfc\uc815\uc73c\ub85c \ubcc0\ud658\ub429\ub2c8\ub2e4:\n <\/p>\n
\n- \ud1a0\ud070\ud654(Tokenization):<\/strong> \ubb38\uc7a5\uc744 \ub2e8\uc5b4 \ub610\ub294 \ubb38\uc7a5 \ub2e8\uc704\ub85c \ub098\ub204\uc5b4 \uc815\uc218\ud615 \uc778\ub371\uc2a4\ub85c \ubcc0\ud658\ud569\ub2c8\ub2e4.<\/li>\n
- \uc815\uaddc\ud654(Normalization):<\/strong> \uc18c\ubb38\uc790 \ubcc0\ud658, \uad6c\ub450\uc810 \uc81c\uac70, \ubd88\uc6a9\uc5b4(Stop word) \uc81c\uac70 \ub4f1\uc758 \uacfc\uc815\uc744 \ud1b5\ud574 \ud14d\uc2a4\ud2b8\ub97c \uc815\uc81c\ud569\ub2c8\ub2e4.<\/li>\n
- \ud328\ub529(Padding):<\/strong> RNN \ubaa8\ub378\uc5d0 \uc785\ub825\ub418\uae30 \uc704\ud574 \ubaa8\ub4e0 \uc2dc\ud000\uc2a4\uc758 \uae38\uc774\ub97c \ub3d9\uc77c\ud558\uac8c \ub9de\ucd94\uae30 \uc704\ud574 0\uc73c\ub85c \ud328\ub529\uc744 \ud569\ub2c8\ub2e4.<\/li>\n
- \uc778\ucf54\ub529(Encoding):<\/strong> \ub2e8\uc5b4\ub97c \uc784\ubca0\ub529 \ubca1\ud130\ub85c \ubcc0\ud658\ud558\uc5ec \ubaa8\ub378\uc5d0 \uc785\ub825\ud569\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, Word2Vec, GloVe \ub4f1\uc758 \uae30\ubc95\uc744 \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ol>\n<\/section>\n\n
5. \ubaa8\ub378 \ud6c8\ub828<\/h2>\n
\n \ub370\uc774\ud130 \uc804\ucc98\ub9ac\uac00 \uc644\ub8cc\ub418\uba74, RNN \ubaa8\ub378\uc758 \ud6c8\ub828\uc744 \uc2dc\uc791\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \uacfc\uc815\uc5d0\uc11c \uc0ac\uc6a9\ud560 \uc218 \uc788\ub294 \uc77c\ubc18\uc801\uc778 \ub77c\uc774\ube0c\ub7ec\ub9ac\ub85c\ub294 TensorFlow, Keras, PyTorch \ub4f1\uc774 \uc788\uc2b5\ub2c8\ub2e4.\n <\/p>\n
5.1 \ubaa8\ub378 \uc124\uacc4<\/h3>\n
\n \uae30\ubcf8\uc801\uc778 RNN \ubaa8\ub378 \uc124\uacc4\ub294 \ub2e4\uc74c\uc758 \ub2e8\uacc4\ub85c \uc9c4\ud589\ub429\ub2c8\ub2e4:\n <\/p>\n
\n- \uc785\ub825 \ub808\uc774\uc5b4 \uc815\uc758:<\/strong> \uc785\ub825\uc758 \ud615\ud0dc\ub97c \uc815\uc758\ud569\ub2c8\ub2e4 (\uc608: \uc2dc\ud000\uc2a4\uc758 \uae38\uc774, \ub2e8\uc5b4\uc758 \ucc28\uc6d0).<\/li>\n
- \uc740\ub2c9 \ub808\uc774\uc5b4 \ucd94\uac00:<\/strong> RNN \ub610\ub294 LSTM, GRU \ub808\uc774\uc5b4\ub97c \ucd94\uac00\ud558\uc5ec \uc2dc\ud000\uc2a4 \uac04\uc758 \uad00\uacc4\ub97c \ud559\uc2b5\ud569\ub2c8\ub2e4.<\/li>\n
- \ucd9c\ub825 \ub808\uc774\uc5b4 \uc124\uc815:<\/strong> \uc608\uce21\ud558\uace0\uc790 \ud558\ub294 \uac12\uc758 \ud615\ud0dc\uc5d0 \ub530\ub77c Dense \ub808\uc774\uc5b4\ub97c \ucd94\uac00\ud569\ub2c8\ub2e4.<\/li>\n<\/ol>\n
\n \ubaa8\ub378\uc744 \uc815\uc758\ud55c \ud6c4, \uc190\uc2e4 \ud568\uc218\uc640 \ucd5c\uc801\ud654 \uc54c\ub85c\ub9ac\uc998\uc744 \uc120\uc815\ud574\uc57c \ud569\ub2c8\ub2e4. \ud68c\uadc0 \ubb38\uc81c\uc758 \uacbd\uc6b0 MSE(Mean Squared Error)\ub97c, \ubd84\ub958 \ubb38\uc81c\uc758 \uacbd\uc6b0 Categorical Crossentropy\ub97c \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.\n <\/p>\n
5.2 \ubaa8\ub378 \ud6c8\ub828<\/h3>\n
\n \ubaa8\ub378 \ud6c8\ub828\uc740 \uc8fc\uc5b4\uc9c4 \ub370\uc774\ud130\uc14b\uc744 \uc774\uc6a9\ud558\uc5ec \uc9c4\ud589\ub429\ub2c8\ub2e4. \uc774\ub54c, Train\/Test \ub370\uc774\ud130\uc14b\uc758 \ubd84\ud560\uc774 \ud544\uc694\ud569\ub2c8\ub2e4. \ud6c8\ub828 \ub370\uc774\ud130\ub85c \ubaa8\ub378\uc744 \ud559\uc2b5\uc2dc\ud0a4\uace0, \uac80\uc99d \ub370\uc774\ud130\ub85c \uc131\ub2a5\uc744 \ud3c9\uac00\ud569\ub2c8\ub2e4.\n <\/p>\n
import numpy as np\nfrom keras.models import Sequential\nfrom keras.layers import LSTM, Dense, Embedding\n\n# \ub370\uc774\ud130 \uc900\ube44\nX_train, y_train = ... # \ub370\uc774\ud130 \ub85c\ub4dc \ubc0f \uc804\ucc98\ub9ac\n\n# \ubaa8\ub378 \uc815\uc758\nmodel = Sequential()\nmodel.add(Embedding(input_dim=vocab_size, output_dim=embedding_dim))\nmodel.add(LSTM(units=hidden_units, return_sequences=False))\nmodel.add(Dense(units=output_units, activation='softmax'))\n\n# \ubaa8\ub378 \ucef4\ud30c\uc77c\nmodel.compile(loss='categorical_crossentropy', optimizer='adam', metrics=['accuracy'])\n\n# \ubaa8\ub378 \ud6c8\ub828\nmodel.fit(X_train, y_train, epochs=num_epochs, batch_size=batch_size, validation_split=0.2)<\/code><\/pre>\n<\/section>\n\n6. \ubc31\ud14c\uc2a4\ud305<\/h2>\n
\n \ubaa8\ub378 \ud6c8\ub828\uc774 \uc644\ub8cc\ub418\uba74, \ubc31\ud14c\uc2a4\ud305\uc744 \ud1b5\ud574 \ubaa8\ub378\uc758 \uc131\ub2a5\uc744 \ud3c9\uac00\ud569\ub2c8\ub2e4. \ub370\uc774\ud130\ub97c \uc2dc\ubbac\ub808\uc774\uc158 \ud658\uacbd\uc5d0\uc11c \ubaa8\ub378\uc774 \uc0dd\uc131\ud55c \ub9e4\ub9e4 \uc2e0\ud638\ub97c \ubc14\ud0d5\uc73c\ub85c \uc2e4\uc81c \ub9e4\ub9e4\ub97c \ud588\uc744 \uacbd\uc6b0\uc758 \uc218\uc775\ub960\uc744 \uacc4\uc0b0\ud569\ub2c8\ub2e4.\n <\/p>\n
\n \ubc31\ud14c\uc2a4\ud305 \uacfc\uc815\uc740 \uc77c\ubc18\uc801\uc73c\ub85c \ub2e4\uc74c\uacfc \uac19\uc740 \ub2e8\uacc4\ub97c \ud3ec\ud568\ud569\ub2c8\ub2e4:\n <\/p>\n
\n- \ub370\uc774\ud130 \ub85c\ub4dc:<\/strong> \ud14c\uc2a4\ud2b8\ud560 \uc8fc\uc2dd \ub370\uc774\ud130\ub97c \ub85c\ub4dc\ud569\ub2c8\ub2e4.<\/li>\n
- \uc2e0\ud638 \uc0dd\uc131:<\/strong> \ubaa8\ub378\uc758 \uc608\uce21 \uacb0\uacfc\uc5d0 \ub530\ub77c \ub9e4\ub9e4 \uc2e0\ud638(\ub9e4\uc218, \ub9e4\ub3c4)\ub97c \uc0dd\uc131\ud569\ub2c8\ub2e4.<\/li>\n
- \uc804\ub7b5 \uc801\uc6a9:<\/strong> \uc0dd\uc131\ub41c \uc2e0\ud638\ub97c \ud65c\uc6a9\ud558\uc5ec \ub9e4\ub9e4 \uc804\ub7b5\uc744 \ud558\uc5ec \ucd1d \uc218\uc775\ub960\uc744 \uacc4\uc0b0\ud569\ub2c8\ub2e4.<\/li>\n
- \uacb0\uacfc \ubd84\uc11d:<\/strong> \uc218\uc775\ub960, \ucd5c\ub300 \ub099\ud3ed, \uc0e4\ud504 \ube44\uc728 \ub4f1\uc744 \ubd84\uc11d\ud558\uc5ec \ubaa8\ub378\uc758 \uc131\uacfc\ub97c \ud3c9\uac00\ud569\ub2c8\ub2e4.<\/li>\n<\/ol>\n<\/section>\n\n
7. \uc790\ub3d9\ub9e4\ub9e4 \uc804\ub7b5 \ubc30\ud3ec<\/h2>\n
\n \ubc31\ud14c\uc2a4\ud305\uc744 \ud1b5\ud574 \ubaa8\ub378\uc758 \uc131\uacfc\ub97c \ud655\uc778\ud55c \ud6c4, \ud574\ub2f9 \ubaa8\ub378\uc744 \uc2e4\uc81c \uc2dc\uc7a5\uc5d0 \ubc30\ud3ec\ud558\ub294 \ub2e8\uacc4\uc785\ub2c8\ub2e4. \uc774 \uacfc\uc815\uc5d0\uc11c\ub294 \uba3c\uc800, \uc2e4\uc2dc\uac04 \ub370\uc774\ud130 \uc218\uc9d1\uacfc \ubaa8\ub378 \uc608\uce21\uc774 \uc774\ub8e8\uc5b4\uc9c0\ub294 \ud30c\uc774\ud504\ub77c\uc778\uc744 \uad6c\ucd95\ud574\uc57c \ud569\ub2c8\ub2e4.\n <\/p>\n
\n \uc790\ub3d9\ub9e4\ub9e4 \uc2dc\uc2a4\ud15c\uc758 \uad6c\ucd95\uc740 \ub2e4\uc74c \ubc29\ubc95\uc73c\ub85c \uc9c4\ud589\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4:\n <\/p>\n
\n- \uc2e4\uc2dc\uac04 \ub370\uc774\ud130 \uc218\uc9d1:<\/strong> API\ub97c \ud1b5\ud574 \uc2e4\uc2dc\uac04\uc73c\ub85c \ub370\uc774\ud130\ub97c \uc218\uc9d1\ud558\uc5ec \ubaa8\ub378\uc5d0 \uc785\ub825\ud569\ub2c8\ub2e4.<\/li>\n
- \uc608\uce21 \uc218\ud589:<\/strong> \uc2e4\uc2dc\uac04\uc73c\ub85c \ubaa8\ub378\uc744 \uc774\uc6a9\ud558\uc5ec \ub9e4\ub9e4 \uc2e0\ud638\ub97c \uc0dd\uc131\ud569\ub2c8\ub2e4.<\/li>\n
- \uc8fc\ubb38 \uc2e4\ud589:<\/strong> \uc0dd\uc131\ub41c \uc2e0\ud638\uc5d0 \ub530\ub77c \ub9e4\uc218 \ub610\ub294 \ub9e4\ub3c4 \uc8fc\ubb38\uc744 \uc2e4\ud589\ud569\ub2c8\ub2e4.<\/li>\n
- \ubaa8\ub2c8\ud130\ub9c1 \ubc0f \uc870\uc815:<\/strong> \uc2dc\uc7a5 \ubcc0\ud654\uc5d0 \ub530\ub77c \ubaa8\ub378\uc758 \uc131\ub2a5\uc744 \ubaa8\ub2c8\ud130\ub9c1\ud558\uace0 \ud544\uc694\uc2dc \uc870\uc815\ud569\ub2c8\ub2e4.<\/li>\n<\/ol>\n<\/section>\n\n
8. \uacb0\ub860<\/h2>\n
\n \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uae30\ubc95\uc744 \ud65c\uc6a9\ud55c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc740 \ub370\uc774\ud130\uc758 \uc591\uacfc \ubcf5\uc7a1\uc131\uc774 \uc99d\uac00\ud568\uc5d0 \ub530\ub77c \uc810\uc810 \ub354 \uc911\uc694\ud574\uc9c0\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ud2b9\ud788 \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130\ub97c \uc774\uc6a9\ud55c RNN \uae30\ubc18 \ubaa8\ub378\uc740 \uae08\uc735 \uc2dc\uc7a5\uc758 \ud750\ub984\uc744 \uc608\uce21\ud558\ub294 \ub370 \ub9e4\uc6b0 \uc720\uc6a9\ud55c \ub3c4\uad6c\uac00 \ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4.\n <\/p>\n
\n \ubcf8 \uac15\uc88c\uc5d0\uc11c\ub294 RNN\uc744 \ud65c\uc6a9\ud558\uc5ec \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130\ub97c \ucc98\ub9ac\ud558\uace0, \uc774\ub97c \ubc14\ud0d5\uc73c\ub85c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529 \ubaa8\ub378\uc744 \uad6c\ucd95\ud558\ub294 \uc804\uccb4 \uacfc\uc815\uc744 \ub2e4\ub8e8\uc5c8\uc2b5\ub2c8\ub2e4. \ubaa8\ub378 \ud6c8\ub828, \ubc31\ud14c\uc2a4\ud305, \uadf8\ub9ac\uace0 \uc2e4\uc81c \uc2dc\uc7a5\uc5d0 \ubc30\ud3ec\ud558\ub294 \uacfc\uc815\uae4c\uc9c0 \ubaa8\ub450 \ud3ec\ud568\ub418\uc5b4, \ud765\ubbf8\ub86d\uace0 \uc801\uc6a9 \uac00\ub2a5\ud55c \uc0ac\ub840\ub97c \uc81c\uc2dc\ud558\uc600\uc2b5\ub2c8\ub2e4.\n <\/p>\n
\n \uc55e\uc73c\ub85c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529 \ubd84\uc57c\uc5d0 \ub300\ud55c \uc9c0\uc18d\uc801\uc778 \uc5f0\uad6c\uc640 \uc2e4\ud5d8\uc744 \ud1b5\ud574 \ub354\uc6b1 \ubc1c\uc804\ub41c \uc804\ub7b5\uc744 \ucc3e\ub294 \uac83\uc774 \uc911\uc694\ud569\ub2c8\ub2e4. \ub2e4\uc591\ud55c \ub370\uc774\ud130 \uc18c\uc2a4\ub97c \ud65c\uc6a9\ud558\uace0, \uc2ec\ud654\ub41c \ubaa8\ub378\ub9c1 \uae30\ubc95\uc744 \ud1b5\ud574 \ub354\uc6b1 \uc815\uad50\ud55c \uc608\uce21\uc744 \uc218\ud589\ud560 \uc218 \uc788\uc744 \uac83\uc785\ub2c8\ub2e4.\n <\/p>\n<\/section>\n<\/article>\n
<\/body><\/p>\n","protected":false},"excerpt":{"rendered":"
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RNN(\uc21c\ud658 \uc2e0\uacbd\ub9dd) \uc18c\uac1c 4. \ub370\uc774\ud130 \uc804\ucc98\ub9ac 5. \ubaa8\ub378 \ud6c8\ub828 6. \ubc31\ud14c\uc2a4\ud305 7. \uc790\ub3d9\ub9e4\ub9e4 \uc804\ub7b5 \ubc30\ud3ec 8. \uacb0\ub860 1. \uc11c\ub860 \ud604\ub300 \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c\ub294 \ub370\uc774\ud130\uc758 \uc591\uc774 \ud3ed\ubc1c\uc801\uc73c\ub85c \uc99d\uac00\ud558\uba74\uc11c \uc804\ud1b5\uc801\uc778 \ud2b8\ub808\uc774\ub529 \ubc29\ubc95\uc744 \ub118\uc5b4\uc11c\ub294 \uace0\uae09 \uc54c\uace0\ub9ac\uc998\uc774 \ud544\uc694\ud574\uc84c\uc2b5\ub2c8\ub2e4. \ud2b9\ud788 \ub274\uc2a4 \uae30\uc0ac, \uc18c\uc15c \ubbf8\ub514\uc5b4 \ucf58\ud150\uce20, \uae30\uc5c5 \ub9ac\ud3ec\ud2b8\uc640 \uac19\uc740 … \ub354 \ubcf4\uae30 “\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130\ub97c \uc704\ud55c RNN”<\/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-29359","post","type-post","status-publish","format-standard","hentry","category-29"],"yoast_head":"\n\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130\ub97c \uc704\ud55c RNN - \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\/29359\/\" \/>\n<meta property=\"og:locale\" content=\"ko_KR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130\ub97c \uc704\ud55c RNN - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" \/>\n<meta property=\"og:description\" content=\"\uc800\uc790: \uc870\uad11\ud615 \ub0a0\uc9dc: [\ub0a0\uc9dc] \ubaa9\ucc28 1. \uc11c\ub860 2. \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uac1c\uc694 3. 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