{"id":25323,"date":"2024-10-26T09:54:03","date_gmt":"2024-10-26T09:54:03","guid":{"rendered":"http:\/\/atmokpo.com\/w\/?p=25323"},"modified":"2024-11-26T08:02:09","modified_gmt":"2024-11-26T08:02:09","slug":"10-04-%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-imdb-%eb%a6%ac%eb%b7%b0-%ea%b0%90%ec%84%b1-%eb%b6%84%eb%a5%98%ed%95%98%ea%b8%b0","status":"publish","type":"post","link":"https:\/\/atmokpo.com\/w\/25323\/","title":{"rendered":"10-04 \ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac, IMDB \ub9ac\ubdf0 \uac10\uc131 \ubd84\ub958\ud558\uae30"},"content":{"rendered":"<article>\n<p>\n        \uc790\uc5f0\uc5b4 \ucc98\ub9ac(NLP)\ub294 \ucef4\ud4e8\ud130\uac00 \uc778\uac04\uc758 \uc5b8\uc5b4\ub97c \uc774\ud574\ud558\uace0 \ud574\uc11d\ud558\ub3c4\ub85d \ub3d5\ub294 \uc778\uacf5\uc9c0\ub2a5(AI)\uc758 \ud55c \ubd84\uc57c\uc785\ub2c8\ub2e4. \ucd5c\uadfc \uba87 \ub144 \ub3d9\uc548<br \/>\n        \ub525 \ub7ec\ub2dd\uc774 NLP \ubd84\uc57c\uc5d0\uc11c \ub9ce\uc740 \uc131\uacf5\uc744 \uac70\ub450\uc5c8\uc73c\uba70, IMDB(Internet Movie Database) \uac19\uc740 \ub370\uc774\ud130\uc14b\uc744 \uc0ac\uc6a9\ud55c<br \/>\n        \uac10\uc131 \ubd84\uc11d\uc740 \ud2b9\ud788 \ud765\ubbf8\ub85c\uc6b4 \uc8fc\uc81c\uc785\ub2c8\ub2e4. \uc774 \uae00\uc5d0\uc11c\ub294 IMDB \uc601\ud654 \ub9ac\ubdf0\ub97c \uc0ac\uc6a9\ud558\uc5ec<br \/>\n        \ub525 \ub7ec\ub2dd\uc744 \ud1b5\ud55c \uac10\uc131 \ubd84\ub958\ub97c \uc218\ud589\ud558\ub294 \ubc29\ubc95\uc5d0 \ub300\ud574 \uc790\uc138\ud788 \uc124\uba85\ud569\ub2c8\ub2e4.\n    <\/p>\n<h2>1. \uac10\uc131 \ubd84\uc11d\uc774\ub780?<\/h2>\n<p>\n        \uac10\uc131 \ubd84\uc11d(Sentiment Analysis)\uc740 \uc8fc\uc5b4\uc9c4 \ud14d\uc2a4\ud2b8\uc5d0\uc11c \uac10\uc815\uc774\ub098 \uc758\uacac\uc744 \ucd94\ucd9c\ud558\uc5ec \uae0d\uc815\uc801, \ubd80\uc815\uc801 \ub610\ub294 \uc911\ub9bd\uc801\uc778<br \/>\n        \uac10\uc815\uc744 \ubd84\ub958\ud558\ub294 \uc791\uc5c5\uc785\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \uc601\ud654 \ub9ac\ubdf0\uc5d0\uc11c &#8220;\uc774 \uc601\ud654\ub294 \uc815\ub9d0 \uc7ac\ubbf8\uc788\uc5c8\ub2e4!&#8221;\ub77c\ub294 \ubb38\uc7a5\uc740 \uae0d\uc815\uc801\uc778 \uac10\uc815\uc744<br \/>\n        \uc804\ub2ec\ud558\uace0, &#8220;\uc774 \uc601\ud654\ub294 \ucd5c\uc545\uc774\uc5c8\ub2e4.&#8221;\ub294 \ubd80\uc815\uc801\uc778 \uac10\uc815\uc744 \ub098\ud0c0\ub0c5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ubd84\uc11d\uc740 \uc18c\ube44\uc790 \uc758\uacac, \uc18c\uc15c \ubbf8\ub514\uc5b4,<br \/>\n        \ub9c8\ucf00\ud305 \ubc0f \ube44\uc988\ub2c8\uc2a4 \uc778\ud154\ub9ac\uc804\uc2a4 \ub4f1 \ub2e4\uc591\ud55c \ubd84\uc57c\uc5d0 \ud65c\uc6a9\ub429\ub2c8\ub2e4.\n    <\/p>\n<h2>2. IMDB \ub370\uc774\ud130\uc14b<\/h2>\n<p>\n        IMDB \ub370\uc774\ud130\uc14b\uc740 \ub9e4\uc6b0 \ub110\ub9ac \uc0ac\uc6a9\ub418\ub294 \uc601\ud654 \ub9ac\ubdf0 \ub370\uc774\ud130\uc14b\uc785\ub2c8\ub2e4. \uc774 \ub370\uc774\ud130\uc14b\uc740 50,000\uac1c\uc758 \uc601\ud654 \ub9ac\ubdf0\ub85c \uad6c\uc131\ub418\uc5b4 \uc788\uc73c\uba70,<br \/>\n        \uac01 \ub9ac\ubdf0\ub294 \uae0d\uc815\uc801(1) \ub610\ub294 \ubd80\uc815\uc801(0)\uc73c\ub85c \ub808\uc774\ube14\uc774 \ubd99\uc5b4 \uc788\uc2b5\ub2c8\ub2e4. \ub370\uc774\ud130\ub97c \uad6c\uc131\ud558\ub294 \ubc29\uc2dd\uc740 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4:\n    <\/p>\n<ul>\n<li>25,000\uac1c\uc758 \ud6c8\ub828 \ub9ac\ubdf0<\/li>\n<li>25,000\uac1c\uc758 \ud14c\uc2a4\ud2b8 \ub9ac\ubdf0<\/li>\n<li>\ub9ac\ubdf0\ub294 \uc601\uc5b4\ub85c \uc791\uc131\ub418\uc5b4 \uc788\uc73c\uba70 \uae38\uc774\uc640 \ub0b4\uc6a9\uc774 \ub2e4\uc591\ud569\ub2c8\ub2e4<\/li>\n<\/ul>\n<h2>3. \ub525 \ub7ec\ub2dd \ubaa8\ub378 \uac1c\uc694<\/h2>\n<p>\n        \ub525 \ub7ec\ub2dd \ubaa8\ub378\uc740 \uc77c\ubc18\uc801\uc73c\ub85c \ub2e4\uc74c\uacfc \uac19\uc740 \uad6c\uc870\ub85c \uad6c\uc131\ub429\ub2c8\ub2e4:\n    <\/p>\n<ul>\n<li>\uc785\ub825 \ub808\uc774\uc5b4: \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130\ub97c \uc22b\uc790\ub85c \ubcc0\ud658\ud569\ub2c8\ub2e4.<\/li>\n<li>\uc784\ubca0\ub529 \ub808\uc774\uc5b4: \ub2e8\uc5b4\uc758 \uc758\ubbf8\ub97c \ubca1\ud130 \ud615\ud0dc\ub85c \ubcc0\ud658\ud558\uc5ec,<br \/>\n        \uac01 \ub2e8\uc5b4 \uc0ac\uc774\uc758 \uc720\uc0ac\ub3c4\ub97c \ud45c\ud604\ud569\ub2c8\ub2e4.<\/li>\n<li>\uc21c\ud658 \uc2e0\uacbd\ub9dd(RNN) \ub610\ub294 \uc804\uce58 \uc2e0\uacbd\ub9dd(CNN): \ud14d\uc2a4\ud2b8\uc758 \ubb38\ub9e5\uc744<br \/>\n        \ud30c\uc545\ud558\uae30 \uc704\ud574 \uc0ac\uc6a9\ub429\ub2c8\ub2e4.<\/li>\n<li>\ucd9c\ub825 \ub808\uc774\uc5b4: \ucd5c\uc885\uc801\uc73c\ub85c \uae0d\uc815\uc801 \ub610\ub294 \ubd80\uc815\uc801 \uac10\uc815\uc744 \uc608\uce21\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h2>4. \ub370\uc774\ud130 \uc804\ucc98\ub9ac<\/h2>\n<p>\n        \ub370\uc774\ud130 \uc804\ucc98\ub9ac\ub294 \ubaa8\ub378 \uc131\ub2a5\uc744 \uac1c\uc120\ud558\ub294 \ub370 \uc911\uc694\ud55c \ub2e8\uacc4\uc785\ub2c8\ub2e4. IMDB \ub9ac\ubdf0\uc758 \uc804\ucc98\ub9ac \uacfc\uc815\uc740 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4:\n    <\/p>\n<ol>\n<li>\ud14d\uc2a4\ud2b8 \uc815\uc81c: \ud2b9\uc218 \ubb38\uc790, \uc22b\uc790 \ubc0f \ubd88\uc6a9\uc5b4\ub97c \uc81c\uac70\ud569\ub2c8\ub2e4.<\/li>\n<li>\ud1a0\ud070\ud654: \ubb38\uc7a5\uc744 \ub2e8\uc5b4\ub85c \ubd84\ub9ac\ud569\ub2c8\ub2e4.<\/li>\n<li>\ub2e8\uc5b4 \uc778\ub371\uc2a4 \uc0dd\uc131: \uac01 \ub2e8\uc5b4\uc5d0 \uace0\uc720\ud55c \uc778\ub371\uc2a4\ub97c \ud560\ub2f9\ud569\ub2c8\ub2e4.<\/li>\n<li>\ud328\ub529: \ub9ac\ubdf0\uc758 \uae38\uc774\ub97c \ud1b5\uc77c\uc2dc\ud0a4\uae30 \uc704\ud574 \uc9e7\uc740 \ub9ac\ubdf0\ub294 \ud328\ub529\ud569\ub2c8\ub2e4.<\/li>\n<\/ol>\n<h2>5. \ub525 \ub7ec\ub2dd \ubaa8\ub378 \uad6c\ud604<\/h2>\n<p>\n        \uc774\uc81c \uac10\uc131 \ubd84\uc11d\uc744 \uc704\ud55c \ub525 \ub7ec\ub2dd \ubaa8\ub378\uc744 \uad6c\ud604\ud574 \ubcf4\uaca0\uc2b5\ub2c8\ub2e4. \uc6b0\ub9ac\ub294 Keras\uc640 TensorFlow\ub97c \uc0ac\uc6a9\ud558\uc5ec \uc774 \uc791\uc5c5\uc744 \uc218\ud589\ud560 \uac83\uc785\ub2c8\ub2e4.\n    <\/p>\n<pre><code class=\"language-python\">\nimport numpy as np\nfrom keras.datasets import imdb\nfrom keras.models import Sequential\nfrom keras.layers import Dense, Embedding, LSTM, SpatialDropout1D\nfrom keras.preprocessing.sequence import pad_sequences\n\n# \ud558\uc774\ud37c\ud30c\ub77c\ubbf8\ud130 \uc124\uc815\nMAX_NB_WORDS = 50000\nMAX_SEQUENCE_LENGTH = 500\nEMBEDDING_DIM = 100\n\n# IMDB \ub370\uc774\ud130\uc14b \ub85c\ub4dc\n(X_train, y_train), (X_test, y_test) = imdb.load_data(num_words=MAX_NB_WORDS)\n\n# \uc2dc\ud000\uc2a4\ub97c \ud328\ub529\ud558\uc5ec \uae38\uc774 \ud1b5\uc77c\nX_train = pad_sequences(X_train, maxlen=MAX_SEQUENCE_LENGTH)\nX_test = pad_sequences(X_test, maxlen=MAX_SEQUENCE_LENGTH)\n\n# LSTM \ubaa8\ub378 \uad6c\ucd95\nmodel = Sequential()\nmodel.add(Embedding(MAX_NB_WORDS, EMBEDDING_DIM, input_length=MAX_SEQUENCE_LENGTH))\nmodel.add(SpatialDropout1D(0.2))\nmodel.add(LSTM(100, dropout=0.2, recurrent_dropout=0.2))\nmodel.add(Dense(1, activation='sigmoid'))\n\n# \ubaa8\ub378 \ucef4\ud30c\uc77c\nmodel.compile(loss='binary_crossentropy', optimizer='adam', metrics=['accuracy'])\n\n# \ubaa8\ub378 \ud6c8\ub828\nhistory = model.fit(X_train, y_train, validation_data=(X_test, y_test), epochs=5, batch_size=64)\n<\/code><\/pre>\n<h2>6. \uacb0\uacfc \ubd84\uc11d<\/h2>\n<p>\n        \ubaa8\ub378 \ud6c8\ub828 \ud6c4, \uc131\ub2a5\uc744 \ud3c9\uac00\ud560 \uc9c0\ud45c\ub85c\ub294 \uc815\ud655\ub3c4\uc640 \uc190\uc2e4\uc744 \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ud6c8\ub828\uc774 \uc644\ub8cc\ub41c \ud6c4,<br \/>\n        \uac80\uc99d \uc138\ud2b8\uc5d0 \ub300\ud55c \uc815\ud655\ub3c4\uc640 \uc190\uc2e4\uc774 \ucd9c\ub825\ub418\uba70, \uc774\ub97c \uc2dc\uac01\ud654\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.\n    <\/p>\n<pre><code class=\"language-python\">\nimport matplotlib.pyplot as plt\n\n# \uc815\ud655\ub3c4 \uc2dc\uac01\ud654\nplt.plot(history.history['accuracy'])\nplt.plot(history.history['val_accuracy'])\nplt.title('\ubaa8\ub378\uc758 \uc815\ud655\ub3c4')\nplt.ylabel('\uc815\ud655\ub3c4')\nplt.xlabel('Epoch')\nplt.legend(['train', 'test'], loc='upper left')\nplt.show()\n\n# \uc190\uc2e4 \uc2dc\uac01\ud654\nplt.plot(history.history['loss'])\nplt.plot(history.history['val_loss'])\nplt.title('\ubaa8\ub378\uc758 \uc190\uc2e4')\nplt.ylabel('\uc190\uc2e4')\nplt.xlabel('Epoch')\nplt.legend(['train', 'test'], loc='upper left')\nplt.show()\n<\/code><\/pre>\n<h2>7. \uacb0\uacfc \ud574\uc11d<\/h2>\n<p>\n        \ucd5c\uc801\uc758 \uc131\ub2a5\uc744 \uc774\ub04c\uc5b4\ub0b4\uae30 \uc704\ud55c \ubaa8\ub378\uc758 \uc870\uc815 \uacfc\uc815\uc5d0\uc11c\ub294<br \/>\n        \ub2e4\uc591\ud55c \ud558\uc774\ud37c\ud30c\ub77c\ubbf8\ud130(\uc608: \ud559\uc2b5\ub960, \ubc30\uce58 \ud06c\uae30 \ub4f1)\ub97c \ubcc0\uacbd\ud558\uba74\uc11c<br \/>\n        \ubaa8\ub378\uc744 \ubc18\ubcf5\uc801\uc73c\ub85c \ud6c8\ub828\ud574 \ubcfc \uc218 \uc788\uc2b5\ub2c8\ub2e4.<br \/>\n        \uc774\uc678\uc5d0\ub3c4 \ucd94\uac00\uc801\uc778 \uae30\ubc95\uc73c\ub85c\ub294 \uc804\uc774 \ud559\uc2b5(Transfer Learning)\uc774\ub098<br \/>\n        \uc559\uc0c1\ube14 \ud559\uc2b5(Ensemble Learning) \ub4f1\uc744 \uc801\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.\n    <\/p>\n<h2>8. \uacb0\ub860 \ubc0f \ud5a5\ud6c4 \ubc29\ud5a5<\/h2>\n<p>\n        IMDB \uc601\ud654 \ub9ac\ubdf0\ub97c \ud1b5\ud55c \uac10\uc131 \ubd84\uc11d\uc740 \ub525 \ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud55c<br \/>\n        \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc758 \ud55c \uc608\uc2dc\uc785\ub2c8\ub2e4. \uc774\ucc98\ub7fc \ub2e4\uc591\ud55c \ub370\uc774\ud130\uc14b\uc744<br \/>\n        \ud65c\uc6a9\ud558\uc5ec \ubaa8\ub378\uc744 \ud6c8\ub828\uc2dc\ud0a4\uace0 \ud3c9\uac00\ud558\ub294 \uacfc\uc815\uc740 NLP\uc758<br \/>\n        \uc751\uc6a9 \uac00\ub2a5\uc131\uc744 \ub354\uc6b1 \ud655\uc7a5\uc2dc\ud0ac \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ud5a5\ud6c4 \ubc1c\uc804 \ubc29\ud5a5\uc73c\ub85c\ub294<br \/>\n        \ub354 \ub9ce\uc740 \uc5b8\uc5b4 \ub370\uc774\ud130\uc14b\uc758 \uc801\uc6a9, \ucd5c\uc2e0 \uc54c\uace0\ub9ac\uc998\uc758 \ucc44\ud0dd,<br \/>\n        \uadf8\ub9ac\uace0 \uc2e4\uc2dc\uac04 \uac10\uc131 \ubd84\uc11d \uc2dc\uc2a4\ud15c\uc758 \uad6c\ucd95 \ub4f1\uc744 \uace0\ub824\ud560<br \/>\n        \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc774 \ub354\uc6b1 \ubc1c\uc804\ud568\uc5d0 \ub530\ub77c<br \/>\n        \uc790\uc5f0\uc5b4 \ucc98\ub9ac \ubd84\uc57c \uc5ed\uc2dc \uc810\uc810 \ub354 \ub9ce\uc740 \uac00\ub2a5\uc131\uc744 \uc5f4\uc5b4 \uac08<br \/>\n        \uac83\uc785\ub2c8\ub2e4.\n    <\/p>\n<\/article>\n","protected":false},"excerpt":{"rendered":"<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\ub3c4\ub85d \ub3d5\ub294 \uc778\uacf5\uc9c0\ub2a5(AI)\uc758 \ud55c \ubd84\uc57c\uc785\ub2c8\ub2e4. \ucd5c\uadfc \uba87 \ub144 \ub3d9\uc548 \ub525 \ub7ec\ub2dd\uc774 NLP \ubd84\uc57c\uc5d0\uc11c \ub9ce\uc740 \uc131\uacf5\uc744 \uac70\ub450\uc5c8\uc73c\uba70, IMDB(Internet Movie Database) \uac19\uc740 \ub370\uc774\ud130\uc14b\uc744 \uc0ac\uc6a9\ud55c \uac10\uc131 \ubd84\uc11d\uc740 \ud2b9\ud788 \ud765\ubbf8\ub85c\uc6b4 \uc8fc\uc81c\uc785\ub2c8\ub2e4. \uc774 \uae00\uc5d0\uc11c\ub294 IMDB \uc601\ud654 \ub9ac\ubdf0\ub97c \uc0ac\uc6a9\ud558\uc5ec \ub525 \ub7ec\ub2dd\uc744 \ud1b5\ud55c \uac10\uc131 \ubd84\ub958\ub97c \uc218\ud589\ud558\ub294 \ubc29\ubc95\uc5d0 \ub300\ud574 \uc790\uc138\ud788 \uc124\uba85\ud569\ub2c8\ub2e4. 1. \uac10\uc131 \ubd84\uc11d\uc774\ub780? \uac10\uc131 \ubd84\uc11d(Sentiment Analysis)\uc740 &hellip; <a href=\"https:\/\/atmokpo.com\/w\/25323\/\" class=\"more-link\">\ub354 \ubcf4\uae30<span class=\"screen-reader-text\"> &#8220;10-04 \ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac, IMDB \ub9ac\ubdf0 \uac10\uc131 \ubd84\ub958\ud558\uae30&#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-25323","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>10-04 \ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac, IMDB \ub9ac\ubdf0 \uac10\uc131 \ubd84\ub958\ud558\uae30 - \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\/25323\/\" \/>\n<meta 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