{"id":25317,"date":"2024-10-26T09:53:59","date_gmt":"2024-10-26T09:53:59","guid":{"rendered":"http:\/\/atmokpo.com\/w\/?p=25317"},"modified":"2024-11-26T08:02:11","modified_gmt":"2024-11-26T08:02:11","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%bc%80%eb%9d%bc%ec%8a%a4%eb%a5%bc-%ec%9d%b4%ec%9a%a9%ed%95%9c-%ed%85%8d%ec%8a%a4","status":"publish","type":"post","link":"https:\/\/atmokpo.com\/w\/25317\/","title":{"rendered":"\ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac, \ucf00\ub77c\uc2a4\ub97c \uc774\uc6a9\ud55c \ud14d\uc2a4\ud2b8 \ubd84\ub958 \uac1c\uc694"},"content":{"rendered":"<p>\ucd5c\uadfc \uba87 \ub144 \uac04 \ub525 \ub7ec\ub2dd \uae30\uc220\uc758 \ubc1c\uc804\uc740 \uc790\uc5f0\uc5b4 \ucc98\ub9ac(Natural Language Processing, NLP) \ubd84\uc57c\uc5d0\uc11c \ud601\uc2e0\uc801\uc778 \ubcc0\ud654\ub97c \uac00\uc838\uc654\uc2b5\ub2c8\ub2e4. \ud2b9\ud788, \ub300\uaddc\ubaa8 \ub370\uc774\ud130\uc14b\uacfc \uace0\uc131\ub2a5 \ucef4\ud4e8\ud305 \ub9ac\uc18c\uc2a4\uc758 \uacb0\ud569\uc740 \uc774\ub7ec\ud55c \uae30\uc220\uc774 \ub354 \ub9ce\uc740 \uc2e4\uc9c8\uc801\uc778 \ubb38\uc81c\ub97c \ud574\uacb0\ud560 \uc218 \uc788\ub3c4\ub85d \ud558\uc600\uace0, \uadf8 \uc911 \ud14d\uc2a4\ud2b8 \ubd84\ub958\ub294 \ub9ce\uc740 \uc0b0\uc5c5 \ubd84\uc57c\uc5d0\uc11c \uc911\uc694\ud55c \uc751\uc6a9 \uc0ac\ub840\ub85c \uc790\ub9ac\uc7a1\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \uae00\uc5d0\uc11c\ub294 \ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc758 \uae30\ubcf8 \uac1c\ub150\uacfc \ucf00\ub77c\uc2a4\ub97c \uc0ac\uc6a9\ud558\uc5ec \ud14d\uc2a4\ud2b8 \ubd84\ub958 \ubb38\uc81c\ub97c \ud574\uacb0\ud558\ub294 \ubc29\ubc95\uc5d0 \ub300\ud574 \ub2e4\ub8e8\uace0\uc790 \ud569\ub2c8\ub2e4.<\/p>\n<h2>1. \uc790\uc5f0\uc5b4 \ucc98\ub9ac(NLP)\ub780?<\/h2>\n<p>\uc790\uc5f0\uc5b4 \ucc98\ub9ac(NLP)\ub294 \ucef4\ud4e8\ud130\uac00 \uc778\uac04\uc758 \uc5b8\uc5b4\ub97c \uc774\ud574\ud558\uace0 \ud574\uc11d\ud558\uc5ec \uc758\ubbf8 \uc788\ub294 \ubc29\uc2dd\uc73c\ub85c \ucc98\ub9ac\ud560 \uc218 \uc788\ub3c4\ub85d \ud558\ub294 \uae30\uc220\uc785\ub2c8\ub2e4. \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc758 \uc8fc\uc694 \ubaa9\ud45c\ub294 \uc5b8\uc5b4\uc801 \ud2b9\uc131\uc744 \uc774\ud574\ud558\uace0, \uc774\ub97c \ubc14\ud0d5\uc73c\ub85c \uae30\uacc4\uac00 \uc778\uac04\uacfc \uc18c\ud1b5\ud560 \uc218 \uc788\ub3c4\ub85d \ud558\ub294 \uac83\uc785\ub2c8\ub2e4. NLP\uc758 \uc8fc\uc694 \uc751\uc6a9 \ubd84\uc57c\uc5d0\ub294 \ud14d\uc2a4\ud2b8 \ubd84\ub958, \uac10\uc815 \ubd84\uc11d, \uae30\uacc4 \ubc88\uc5ed, \uc9c8\ubb38 \uc751\ub2f5 \uc2dc\uc2a4\ud15c \ub4f1\uc774 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h3>1.1 \ud14d\uc2a4\ud2b8 \ubd84\ub958(text classification)<\/h3>\n<p>\ud14d\uc2a4\ud2b8 \ubd84\ub958\ub294 \ubb38\uc11c\ub098 \ud14d\uc2a4\ud2b8 \uc870\uac01\uc744 \ud2b9\uc815 \uce74\ud14c\uace0\ub9ac\ub85c \uc790\ub3d9\uc73c\ub85c \ubd84\ub958\ud558\ub294 \uc791\uc5c5\uc744 \uc758\ubbf8\ud569\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \uc774\uba54\uc77c \uc2a4\ud338 \ud544\ud130\ub9c1, \ub274\uc2a4 \uae30\uc0ac \ubd84\ub958, \ub9ac\ubdf0 \uac10\uc815 \ubd84\uc11d \ub4f1\uc774 \ud14d\uc2a4\ud2b8 \ubd84\ub958\uc758 \ub300\ud45c\uc801\uc778 \uc0ac\ub840\uc785\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ubb38\uc81c\ub97c \ud574\uacb0\ud558\ub294 \uc5ec\ub7ec \uac00\uc9c0 \uc811\uadfc \ubc29\uc2dd\uc774 \uc788\uc9c0\ub9cc, \ucd5c\uadfc\uc5d0\ub294 \ub525 \ub7ec\ub2dd \uae30\uc220\uc774 \ud6a8\uacfc\uc801\uc778 \ubc29\ubc95\uc73c\ub85c \uc790\ub9ac \uc7a1\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h2>2. \ub525 \ub7ec\ub2dd\uc758 \ubc1c\uc804\uacfc NLP<\/h2>\n<p>\ub525 \ub7ec\ub2dd\uc740 \uc778\uacf5 \uc2e0\uacbd\ub9dd\uc744 \uc774\uc6a9\ud558\uc5ec \ub370\uc774\ud130\ub85c\ubd80\ud130 \ud559\uc2b5\ud558\ub294 \ubc29\ubc95\ub860\uc73c\ub85c, \ud2b9\ud788 \ub2e4\uce35 \ud37c\uc149\ud2b8\ub860(Multi-Layer Perceptron), \ud569\uc131\uacf1 \uc2e0\uacbd\ub9dd(Convolutional Neural Networks), \uc21c\ud658 \uc2e0\uacbd\ub9dd(Recurrent Neural Networks) \ub4f1\uc774 \uc788\uc2b5\ub2c8\ub2e4. NLP\uc5d0 \ub525 \ub7ec\ub2dd\uc744 \uc801\uc6a9\ud558\uba74 \ubcf4\ub2e4 \ud6a8\uc728\uc801\uc774\uace0 \uac15\ub825\ud55c \ubaa8\ub378\uc744 \uad6c\ucd95\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h3>2.1 \uc804\ud1b5\uc801\uc778 \uae30\uacc4 \ud559\uc2b5 vs \ub525 \ub7ec\ub2dd<\/h3>\n<p>\uc804\ud1b5\uc801\uc778 \uae30\uacc4 \ud559\uc2b5 \uae30\ubc95\uc740 \ud14d\uc2a4\ud2b8 \ucc98\ub9ac\uc5d0 \ub300\ud574 \ub9ce\uc740 \ub3c4\uc804\uc744 \uc81c\uae30\ud588\uc2b5\ub2c8\ub2e4. TF-IDF\uc640 \uac19\uc740 \ud53c\ucc98 \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1 \ubc29\ubc95\uc744 \ud1b5\ud574 \ud2b9\uc9d5\uc744 \ucd94\ucd9c\ud558\uace0, SVM\uc774\ub098 \ub85c\uc9c0\uc2a4\ud2f1 \ud68c\uadc0\uc640 \uac19\uc740 \ubaa8\ub378\uc744 \ud1b5\ud574 \ubd84\ub958 \uc791\uc5c5\uc744 \uc218\ud589\ud588\uc2b5\ub2c8\ub2e4. \uadf8\ub7ec\ub098 \uc774\ub7ec\ud55c \ubc29\ubc95\ub4e4\uc740 \ub3c4\uba54\uc778 \uc804\ubb38\uc131\uc774 \uc694\uad6c\ub418\uba70, \ub300\ub7c9\uc758 \ub370\uc774\ud130\ub97c \ucc98\ub9ac\ud558\ub294 \ub370 \ud55c\uacc4\uac00 \uc788\uc5c8\uc2b5\ub2c8\ub2e4. \ubc18\uba74, \ub525 \ub7ec\ub2dd \uae30\uc220\uc740 \ub370\uc774\ud130\ub97c \uc9c1\uc811\uc801\uc73c\ub85c \ucc98\ub9ac\ud558\ubbc0\ub85c, \ud53c\ucc98 \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1\uc758 \ud544\uc694\uc131\uc744 \uc904\uc774\uace0 \ub192\uc740 \uc815\ud655\ub3c4\ub97c \ub2ec\uc131\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h2>3. \ucf00\ub77c\uc2a4(Keras)\ub780?<\/h2>\n<p>\ucf00\ub77c\uc2a4\ub294 Python\uc73c\ub85c \uc791\uc131\ub41c \uace0\uc218\uc900\uc758 \uc2e0\uacbd\ub9dd API\ub85c, TensorFlow \uc704\uc5d0\uc11c \uc791\ub3d9\ud569\ub2c8\ub2e4. \uc9c1\uad00\uc801\uc778 \uc778\ud130\ud398\uc774\uc2a4\ub97c \uc81c\uacf5\ud558\uc5ec \ubaa8\ub378\uc744 \uc27d\uac8c \uad6c\ucd95\ud558\uace0 \uc2e4\ud5d8\ud560 \uc218 \uc788\ub3c4\ub85d \ub3c4\uc640\uc90d\ub2c8\ub2e4. \ud2b9\ud788, Keras\ub294 \ub2e4\uc591\ud55c \ub808\uc774\uc5b4\uc640 \ucd5c\uc801\ud654 \uc54c\uace0\ub9ac\uc998\uc744 \uc9c0\uc6d0\ud558\uc5ec \ubcf5\uc7a1\ud55c \ubaa8\ub378\uc744 \uac04\ud3b8\ud558\uac8c \uad6c\ud604\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h3>3.1 Keras\uc758 \ud2b9\uc9d5<\/h3>\n<ul>\n<li>\uc0ac\uc6a9\ud558\uae30 \uc26c\uc6b4 API: Keras\ub294 \uc0ac\uc6a9\uc790 \uce5c\ud654\uc801\uc778 API\ub97c \uc81c\uacf5\ud558\uc5ec \ub525 \ub7ec\ub2dd \ubaa8\ub378\uc744 \uc27d\uac8c \uad6c\ucd95\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<li>\ub2e4\uc591\ud55c \ubc31\uc5d4\ub4dc \uc9c0\uc6d0: TensorFlow, Theano \ub4f1 \uc5ec\ub7ec \ubc31\uc5d4\ub4dc\ub97c \uc9c0\uc6d0\ud558\uc5ec \uc720\uc5f0\uc131\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/li>\n<li>\ubaa8\ub4c8\ud654\ub41c \uad6c\uc870: \uc5ec\ub7ec \ubaa8\ub4c8\ub85c \uad6c\uc131\ub418\uc5b4 \uc788\uc5b4 \ucf54\ub4dc\ub97c \uc7ac\uc0ac\uc6a9\ud558\uace0 \uc720\uc9c0\ubcf4\uc218\ud558\uae30 \uc6a9\uc774\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h2>4. \ucf00\ub77c\uc2a4\ub97c \uc774\uc6a9\ud55c \ud14d\uc2a4\ud2b8 \ubd84\ub958 \uc2e4\uc2b5<\/h2>\n<p>\uc774\uc81c \ucf00\ub77c\uc2a4\ub97c \uc0ac\uc6a9\ud558\uc5ec \ud14d\uc2a4\ud2b8 \ubd84\ub958 \ubaa8\ub378\uc744 \uad6c\ud604\ud558\ub294 \ubc29\ubc95\uc5d0 \ub300\ud574 \uc54c\uc544\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. \uc544\ub798\uc758 \uacfc\uc815\uc744 \ub530\ub77c\uac00\uba74\uc11c \uc2e4\uc81c\ub85c \ud14d\uc2a4\ud2b8 \ubd84\ub958\ub97c \uad6c\ud604\ud574 \ubcf4\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n<h3>4.1 \ub370\uc774\ud130 \uc218\uc9d1<\/h3>\n<p>\uccab \ubc88\uc9f8 \ub2e8\uacc4\ub294 \ub370\uc774\ud130\uc14b\uc744 \uc218\uc9d1\ud558\ub294 \uac83\uc785\ub2c8\ub2e4. \uc77c\ubc18\uc801\uc73c\ub85c \ud14d\uc2a4\ud2b8 \ubd84\ub958 \uc791\uc5c5\uc5d0\ub294 \ub77c\ubca8\uc774 \uc9c0\uc815\ub41c \ubb38\uc11c\ub4e4\uc774 \ud544\uc694\ud569\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \uc601\ud654 \ub9ac\ubdf0\uc758 \uae0d\uc815\/\ubd80\uc815 \uac10\uc815\uc744 \ubd84\ub958\ud558\ub294 \uc791\uc5c5\uc5d0 \uc0ac\uc6a9\ud560 \uc218 \uc788\ub294 IMDB \uc601\ud654 \ub9ac\ubdf0 \ub370\uc774\ud130\uc14b\uc744 \uc774\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h3>4.2 \ub370\uc774\ud130 \uc804\ucc98\ub9ac<\/h3>\n<p>\ub370\uc774\ud130 \uc218\uc9d1 \ud6c4, \ub2e4\uc74c \ub2e8\uacc4\ub85c \uc804\ucc98\ub9ac\ub97c \uc9c4\ud589\ud574\uc57c \ud569\ub2c8\ub2e4. \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130\ub294 \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc5d0\uc11c \uac00\uc7a5 \uc911\uc694\ud558\uace0, \uc801\uc808\ud788 \uc804\ucc98\ub9ac\ud558\ub294 \uacfc\uc815\uc774 \ubaa8\ub378\uc758 \uc131\ub2a5\uc5d0 \ud06c\uac8c \uc601\ud5a5\uc744 \ubbf8\uce69\ub2c8\ub2e4.<\/p>\n<ul>\n<li><strong>\ud1a0\ud070\ud654(Tokenization)<\/strong>: \ubb38\uc7a5\uc744 \ub2e8\uc5b4\ub85c \ub098\ub204\ub294 \uacfc\uc815\uc73c\ub85c, Keras\uc5d0\uc11c\ub294 <code>Tokenizer<\/code>\ub97c \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<li><strong>\ud328\ub529(Padding)<\/strong>: \ubaa8\ub4e0 \ud14d\uc2a4\ud2b8\uac00 \ub3d9\uc77c\ud55c \uae38\uc774\ub97c \uac00\uc838\uc57c \ud558\ubbc0\ub85c, \uc9e7\uc740 \ubb38\uc7a5\uc740 \ud328\ub529\uc744 \ucd94\uac00\ud558\uc5ec \uae38\uc774\ub97c \ub9de\ucda5\ub2c8\ub2e4.<\/li>\n<li><strong>\ub77c\ubca8 \uc778\ucf54\ub529(Label Encoding)<\/strong>: \ud14d\uc2a4\ud2b8 \ub77c\ubca8\uc744 \uc22b\uc790\ud615\uc73c\ub85c \ubcc0\ud658\ud558\uc5ec \ubaa8\ub378\uc5d0 \uc785\ub825\ud560 \uc218 \uc788\ub3c4\ub85d \ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h3>4.3 \ubaa8\ub378 \uad6c\ucd95<\/h3>\n<p>\uc804\ucc98\ub9ac\uac00 \uc644\ub8cc\ub41c \ud6c4, \uc774\uc81c \ubaa8\ub378\uc744 \uad6c\ucd95\ud560 \ucc28\ub840\uc785\ub2c8\ub2e4. \ucf00\ub77c\uc2a4\ub97c \uc0ac\uc6a9\ud558\uc5ec \uac04\ub2e8\ud55c \uc21c\ud658 \uc2e0\uacbd\ub9dd(RNN)\uc744 \uad6c\ud604\ud558\uc5ec \ud14d\uc2a4\ud2b8 \ubd84\ub958 \ubb38\uc81c\ub97c \ud574\uacb0\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uac04\ub2e8\ud55c \uc2e0\uacbd\ub9dd \uc544\ud0a4\ud14d\ucc98\ub294 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4:<\/p>\n<pre><code>\nimport keras\nfrom keras.models import Sequential\nfrom keras.layers import Embedding, LSTM, Dense, Dropout\n\nmodel = Sequential()\nmodel.add(Embedding(input_dim=vocabulary_size, output_dim=embedding_dim, input_length=max_length))\nmodel.add(LSTM(units=128, return_sequences=True))\nmodel.add(Dropout(0.5))\nmodel.add(LSTM(units=64))\nmodel.add(Dropout(0.5))\nmodel.add(Dense(units=num_classes, activation='softmax'))\n\nmodel.compile(loss='categorical_crossentropy', optimizer='adam', metrics=['accuracy'])\n<\/code><\/pre>\n<h3>4.4 \ubaa8\ub378 \ud559\uc2b5<\/h3>\n<p>\ubaa8\ub378\uc774 \uad6c\ucd95\ub41c \ud6c4, \ud559\uc2b5 \ub370\uc774\ud130\ub97c \uc774\uc6a9\ud558\uc5ec \ubaa8\ub378\uc744 \ud6c8\ub828\uc2dc\ud0b5\ub2c8\ub2e4. \ud559\uc2b5 \uacfc\uc815\uc5d0\uc11c \uc801\uc808\ud55c \ubc30\uce58 \uc0ac\uc774\uc988\uc640 \uc5d0\ud3ec\ud06c \uc218\ub97c \uc124\uc815\ud574\uc57c \ud569\ub2c8\ub2e4.<\/p>\n<pre><code>\nhistory = model.fit(X_train, y_train, \n                    validation_data=(X_val, y_val), \n                    epochs=10, \n                    batch_size=32)\n<\/code><\/pre>\n<h3>4.5 \uc131\ub2a5 \ud3c9\uac00<\/h3>\n<p>\ubaa8\ub378 \ud559\uc2b5 \ud6c4, \ud14c\uc2a4\ud2b8 \ub370\uc774\ud130\uc14b\uc744 \uc0ac\uc6a9\ud558\uc5ec \ubaa8\ub378\uc758 \uc131\ub2a5\uc744 \ud3c9\uac00\ud569\ub2c8\ub2e4. \uc77c\ubc18\uc801\uc73c\ub85c \uc815\ud655\ub3c4(accuracy), \uc815\ubc00\ub3c4(precision), \uc7ac\ud604\uc728(recall) \ub4f1\uc758 \uc9c0\ud45c\ub97c \ud65c\uc6a9\ud569\ub2c8\ub2e4.<\/p>\n<pre><code>\nloss, accuracy = model.evaluate(X_test, y_test)\nprint(f'Test Accuracy: {accuracy:.4f}')\n<\/code><\/pre>\n<h2>5. \uacb0\ub860<\/h2>\n<p>\uc774 \uae00\uc5d0\uc11c\ub294 \ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc640 \ucf00\ub77c\uc2a4\ub97c \ud65c\uc6a9\ud55c \ud14d\uc2a4\ud2b8 \ubd84\ub958\uc758 \uae30\ucd08\uc640 \uc2e4\uc2b5\uc744 \ub2e4\ub8e8\uc5c8\uc2b5\ub2c8\ub2e4. \ud14d\uc2a4\ud2b8 \ubd84\ub958\ub294 \ub2e4\uc591\ud55c \ube44\uc988\ub2c8\uc2a4 \ubb38\uc81c\ub97c \ud574\uacb0\ud558\ub294 \ub370 \uc911\uc694\ud55c \uc5ed\ud560\uc744 \ud558\uba70, \ub525 \ub7ec\ub2dd \uae30\uc220\uc744 \ud1b5\ud574 \ub354\uc6b1 \ud6a8\uacfc\uc801\uc774\uace0 \uc815\ud655\ud558\uac8c \uc218\ud589\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc55e\uc73c\ub85c\ub3c4 \uc774\ub7ec\ud55c \uae30\uc220\uc758 \ubc1c\uc804\uc744 \uc8fc\uc758 \uae4a\uac8c \uc9c0\ucf1c\ubcf4\uba70 \uc0c8\ub86d\uace0 \ud601\uc2e0\uc801\uc778 \ubc29\ubc95\uc73c\ub85c \ubb38\uc81c\ub97c \ud574\uacb0\ud574 \ub098\uac00\uae30\ub97c \uae30\ub300\ud569\ub2c8\ub2e4.<\/p>\n<p>\uc790\uc138\ud55c \ub0b4\uc6a9\uc774 \uad81\uae08\ud558\uc2dc\uac70\ub098 \uc9c8\ubb38\uc774 \uc788\uc73c\uc2dc\uba74 \ub313\uae00\ub85c \ub0a8\uaca8\uc8fc\uc138\uc694! \ub354 \ub9ce\uc740 \uc815\ubcf4\uc640 \ud29c\ud1a0\ub9ac\uc5bc\uc744 \uc704\ud574 \uc800\ud76c \ube14\ub85c\uadf8\ub97c \uad6c\ub3c5\ud558\uc2dc\uae30 \ubc14\ub78d\ub2c8\ub2e4.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\ucd5c\uadfc \uba87 \ub144 \uac04 \ub525 \ub7ec\ub2dd \uae30\uc220\uc758 \ubc1c\uc804\uc740 \uc790\uc5f0\uc5b4 \ucc98\ub9ac(Natural Language Processing, NLP) \ubd84\uc57c\uc5d0\uc11c \ud601\uc2e0\uc801\uc778 \ubcc0\ud654\ub97c \uac00\uc838\uc654\uc2b5\ub2c8\ub2e4. \ud2b9\ud788, \ub300\uaddc\ubaa8 \ub370\uc774\ud130\uc14b\uacfc \uace0\uc131\ub2a5 \ucef4\ud4e8\ud305 \ub9ac\uc18c\uc2a4\uc758 \uacb0\ud569\uc740 \uc774\ub7ec\ud55c \uae30\uc220\uc774 \ub354 \ub9ce\uc740 \uc2e4\uc9c8\uc801\uc778 \ubb38\uc81c\ub97c \ud574\uacb0\ud560 \uc218 \uc788\ub3c4\ub85d \ud558\uc600\uace0, \uadf8 \uc911 \ud14d\uc2a4\ud2b8 \ubd84\ub958\ub294 \ub9ce\uc740 \uc0b0\uc5c5 \ubd84\uc57c\uc5d0\uc11c \uc911\uc694\ud55c \uc751\uc6a9 \uc0ac\ub840\ub85c \uc790\ub9ac\uc7a1\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \uae00\uc5d0\uc11c\ub294 \ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc758 \uae30\ubcf8 \uac1c\ub150\uacfc &hellip; <a href=\"https:\/\/atmokpo.com\/w\/25317\/\" class=\"more-link\">\ub354 \ubcf4\uae30<span class=\"screen-reader-text\"> &#8220;\ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac, \ucf00\ub77c\uc2a4\ub97c \uc774\uc6a9\ud55c \ud14d\uc2a4\ud2b8 \ubd84\ub958 \uac1c\uc694&#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-25317","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, \ucf00\ub77c\uc2a4\ub97c \uc774\uc6a9\ud55c \ud14d\uc2a4\ud2b8 \ubd84\ub958 \uac1c\uc694 - \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\/25317\/\" \/>\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, \ucf00\ub77c\uc2a4\ub97c \uc774\uc6a9\ud55c \ud14d\uc2a4\ud2b8 \ubd84\ub958 \uac1c\uc694 - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" \/>\n<meta property=\"og:description\" content=\"\ucd5c\uadfc \uba87 \ub144 \uac04 \ub525 \ub7ec\ub2dd \uae30\uc220\uc758 \ubc1c\uc804\uc740 \uc790\uc5f0\uc5b4 \ucc98\ub9ac(Natural Language Processing, NLP) \ubd84\uc57c\uc5d0\uc11c \ud601\uc2e0\uc801\uc778 \ubcc0\ud654\ub97c \uac00\uc838\uc654\uc2b5\ub2c8\ub2e4. \ud2b9\ud788, \ub300\uaddc\ubaa8 \ub370\uc774\ud130\uc14b\uacfc \uace0\uc131\ub2a5 \ucef4\ud4e8\ud305 \ub9ac\uc18c\uc2a4\uc758 \uacb0\ud569\uc740 \uc774\ub7ec\ud55c \uae30\uc220\uc774 \ub354 \ub9ce\uc740 \uc2e4\uc9c8\uc801\uc778 \ubb38\uc81c\ub97c \ud574\uacb0\ud560 \uc218 \uc788\ub3c4\ub85d \ud558\uc600\uace0, \uadf8 \uc911 \ud14d\uc2a4\ud2b8 \ubd84\ub958\ub294 \ub9ce\uc740 \uc0b0\uc5c5 \ubd84\uc57c\uc5d0\uc11c \uc911\uc694\ud55c \uc751\uc6a9 \uc0ac\ub840\ub85c \uc790\ub9ac\uc7a1\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \uae00\uc5d0\uc11c\ub294 \ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc758 \uae30\ubcf8 \uac1c\ub150\uacfc &hellip; \ub354 \ubcf4\uae30 &quot;\ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac, \ucf00\ub77c\uc2a4\ub97c \uc774\uc6a9\ud55c \ud14d\uc2a4\ud2b8 \ubd84\ub958 \uac1c\uc694&quot;\" \/>\n<meta property=\"og:url\" content=\"https:\/\/atmokpo.com\/w\/25317\/\" \/>\n<meta property=\"og:site_name\" content=\"\ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" \/>\n<meta property=\"article:published_time\" content=\"2024-10-26T09:53:59+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2024-11-26T08:02:11+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 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\uac00\uc838\uc654\uc2b5\ub2c8\ub2e4. \ud2b9\ud788, \ub300\uaddc\ubaa8 \ub370\uc774\ud130\uc14b\uacfc \uace0\uc131\ub2a5 \ucef4\ud4e8\ud305 \ub9ac\uc18c\uc2a4\uc758 \uacb0\ud569\uc740 \uc774\ub7ec\ud55c \uae30\uc220\uc774 \ub354 \ub9ce\uc740 \uc2e4\uc9c8\uc801\uc778 \ubb38\uc81c\ub97c \ud574\uacb0\ud560 \uc218 \uc788\ub3c4\ub85d \ud558\uc600\uace0, \uadf8 \uc911 \ud14d\uc2a4\ud2b8 \ubd84\ub958\ub294 \ub9ce\uc740 \uc0b0\uc5c5 \ubd84\uc57c\uc5d0\uc11c \uc911\uc694\ud55c \uc751\uc6a9 \uc0ac\ub840\ub85c \uc790\ub9ac\uc7a1\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \uae00\uc5d0\uc11c\ub294 \ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc758 \uae30\ubcf8 \uac1c\ub150\uacfc &hellip; \ub354 \ubcf4\uae30 \"\ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac, \ucf00\ub77c\uc2a4\ub97c \uc774\uc6a9\ud55c \ud14d\uc2a4\ud2b8 \ubd84\ub958 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