{"id":25339,"date":"2024-10-26T09:54:14","date_gmt":"2024-10-26T09:54:14","guid":{"rendered":"http:\/\/atmokpo.com\/w\/?p=25339"},"modified":"2024-11-26T08:02:07","modified_gmt":"2024-11-26T08:02:07","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-1d-cnn%ec%9c%bc%eb%a1%9c-imdb-%eb%a6%ac%eb%b7%b0-%eb%b6%84%eb%a5%98%ed%95%98%ea%b8%b0","status":"publish","type":"post","link":"https:\/\/atmokpo.com\/w\/25339\/","title":{"rendered":"\ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac, 1D CNN\uc73c\ub85c IMDB \ub9ac\ubdf0 \ubd84\ub958\ud558\uae30"},"content":{"rendered":"<div class=\"blog-post\">\n<p>\uc790\uc5f0\uc5b4 \ucc98\ub9ac\ub294 \uc778\uacf5\uc9c0\ub2a5\uc758 \ud55c \ubd84\uc57c\ub85c, \ucef4\ud4e8\ud130\uac00 \uc778\uac04\uc758 \uc5b8\uc5b4\ub97c \uc774\ud574\ud558\uace0 \ud574\uc11d\ud558\ub294 \ub370 \uc9d1\uc911\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \uae00\uc5d0\uc11c\ub294 \ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc758 \uae30\ucd08\ub97c \ub2e4\uc9c0\uace0, 1D CNN(1\ucc28\uc6d0 \ud569\uc131\uacf1 \uc2e0\uacbd\ub9dd)\uc744 \ud65c\uc6a9\ud558\uc5ec IMDB \uc601\ud654 \ub9ac\ubdf0\ub97c \ubd84\ub958\ud558\ub294 \ubc29\ubc95\uc5d0 \ub300\ud574 \uc54c\uc544\ubcf4\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n<h2>1. \ub525 \ub7ec\ub2dd\uc758 \uc774\ud574<\/h2>\n<p>\ub525 \ub7ec\ub2dd\uc740 \uc5ec\ub7ec \uce35\uc758 \uc2e0\uacbd\ub9dd\uc744 \ud1b5\ud574 \ub370\uc774\ud130\uc5d0\uc11c \ud2b9\uc9d5\uc744 \uc790\ub3d9\uc73c\ub85c \ud559\uc2b5\ud558\ub294 \uae30\uc220\uc785\ub2c8\ub2e4. \uc804\ud1b5\uc801\uc778 \uae30\uacc4 \ud559\uc2b5 \ubc29\ubc95\ubcf4\ub2e4 \ub354 \ubcf5\uc7a1\ud55c \ub370\uc774\ud130 \ud328\ud134\uc744 \uc778\uc2dd\ud560 \uc218 \uc788\ub294 \uc7a5\uc810\uc774 \uc788\uc2b5\ub2c8\ub2e4. \ud2b9\ud788 \uc774\ubbf8\uc9c0\ub098 \ud14d\uc2a4\ud2b8\uc640 \uac19\uc774 \ube44\uad6c\uc870\uc801\uc778 \ub370\uc774\ud130 \ucc98\ub9ac\uc5d0 \ud0c1\uc6d4\ud569\ub2c8\ub2e4.<\/p>\n<h2>2. \uc790\uc5f0\uc5b4 \ucc98\ub9ac(NLP) \uac1c\uc694<\/h2>\n<p>\uc790\uc5f0\uc5b4 \ucc98\ub9ac\ub294 \uc778\uac04 \uc5b8\uc5b4\uc758 \uad6c\ubb38, \uc758\ubbf8, \ubb38\ub9e5 \ub4f1\uc744 \uc774\ud574\ud558\uace0 \ucc98\ub9ac\ud558\ub294 \uae30\uc220\uc785\ub2c8\ub2e4. NLP\ub294 \uc5b8\uc5b4\uc758 \uad6c\uc870\ub97c \ubd84\uc11d\ud558\uace0 \uae30\uacc4\uac00 \uc778\uac04\uc758 \uc5b8\uc5b4\ub97c \uc774\ud574\ud560 \uc218 \uc788\ub3c4\ub85d \ud569\ub2c8\ub2e4. \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc758 \uc8fc\uc694 \uc751\uc6a9 \ubd84\uc57c\ub294 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4:<\/p>\n<ul>\n<li>\uac10\uc815 \ubd84\uc11d<\/li>\n<li>\uc5b8\uc5b4 \ubc88\uc5ed<\/li>\n<li>\uc9c8\ubb38 \uc751\ub2f5 \uc2dc\uc2a4\ud15c<\/li>\n<li>\ud14d\uc2a4\ud2b8 \uc694\uc57d<\/li>\n<\/ul>\n<h2>3. CNN(\ud569\uc131\uacf1 \uc2e0\uacbd\ub9dd) \uac1c\uc694<\/h2>\n<p>\ud569\uc131\uacf1 \uc2e0\uacbd\ub9dd(CNN)\uc740 \uc8fc\ub85c \uc774\ubbf8\uc9c0 \ucc98\ub9ac\uc5d0 \uc0ac\uc6a9\ub418\uc9c0\ub9cc, \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130\uc5d0\ub3c4 \ud6a8\uacfc\uc801\uc73c\ub85c \uc0ac\uc6a9\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4. CNN\uc740 \uc785\ub825 \ub370\uc774\ud130\uc5d0\uc11c \uc911\uc694\ud55c \ud2b9\uc9d5\uc744 \ucd94\ucd9c\ud558\uc5ec \ubd84\ub958\uc758 \uc131\ub2a5\uc744 \ub192\uc785\ub2c8\ub2e4. CNN\uc758 \uad6c\uc870\ub294 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4:<\/p>\n<ol>\n<li>\uc785\ub825 \ub808\uc774\uc5b4<\/li>\n<li>\ud569\uc131\uacf1 \ub808\uc774\uc5b4<\/li>\n<li>\ud65c\uc131\ud654 \ud568\uc218<\/li>\n<li>\ud480\ub9c1 \ub808\uc774\uc5b4<\/li>\n<li>\uc644\uc804 \uc5f0\uacb0 \ub808\uc774\uc5b4<\/li>\n<\/ol>\n<h2>4. IMDB \ub9ac\ubdf0 \ub370\uc774\ud130\uc14b \uc18c\uac1c<\/h2>\n<p>IMDB \ub9ac\ubdf0 \ub370\uc774\ud130\uc14b\uc740 \uc601\ud654 \ub9ac\ubdf0\uc640 \uadf8\uc5d0 \ub300\ud55c \uac10\uc815(\uae0d\uc815 \ub610\ub294 \ubd80\uc815) \uc815\ubcf4\ub97c \ud3ec\ud568\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \ub370\uc774\ud130\ub294 \uc790\uc5f0\uc5b4 \ucc98\ub9ac \uc5f0\uad6c\uc640 \ubaa8\ub378 \ud559\uc2b5\uc5d0 \ub9ce\uc774 \uc0ac\uc6a9\ub429\ub2c8\ub2e4. IMDB \ub370\uc774\ud130\uc14b\uc740 \uc57d 50,000\uac1c\uc758 \ub9ac\ubdf0\ub85c \uad6c\uc131\ub418\uc5b4 \uc788\uc73c\uba70, \ud6c8\ub828 \ub370\uc774\ud130\uc640 \ud14c\uc2a4\ud2b8 \ub370\uc774\ud130\ub85c \ub098\ub204\uc5b4\uc9d1\ub2c8\ub2e4.<\/p>\n<h2>5. 1D CNN\uc744 \uc774\uc6a9\ud55c \ub9ac\ubdf0 \ubd84\ub958 \uacfc\uc815<\/h2>\n<h3>5.1 \ub370\uc774\ud130 \uc804\ucc98\ub9ac<\/h3>\n<p>\ubaa8\ub378 \ud6c8\ub828\uc744 \uc704\ud574\uc11c\ub294 \ub370\uc774\ud130 \uc804\ucc98\ub9ac\uac00 \ud544\uc218\uc785\ub2c8\ub2e4. \ud2b9\ud788 \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130\ub97c \uc22b\uc790 \ub370\uc774\ud130\ub85c \ubcc0\ud658\ud558\ub294 \uacfc\uc815\uc774 \ud544\uc694\ud569\ub2c8\ub2e4. \uc8fc\ub85c \uc0ac\uc6a9\ud558\ub294 \ubc29\ubc95\uc740 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4:<\/p>\n<ol>\n<li>\ud1a0\ud070\ud654: \ub9ac\ubdf0\ub97c \ub2e8\uc5b4 \ub2e8\uc704\ub85c \ub098\ub204\ub294 \uacfc\uc815<\/li>\n<li>\uc815\uc218 \uc778\ucf54\ub529: \uac01 \ub2e8\uc5b4\ub97c \uace0\uc720\ud55c \uc815\uc218\ub85c \ub9e4\ud551<\/li>\n<li>\ud328\ub529: \ubaa8\ub4e0 \uc785\ub825 \ub370\uc774\ud130\ub97c \ub3d9\uc77c\ud55c \uae38\uc774\ub85c \ub9de\ucd94\uae30 \uc704\ud574 \ud328\ub529 \ucc98\ub9ac<\/li>\n<\/ol>\n<h3>5.2 \ubaa8\ub378 \uc124\uacc4<\/h3>\n<p>1D CNN \ubaa8\ub378\uc744 \uc124\uacc4\ud558\uae30 \uc704\ud574 Keras\uc640 TensorFlow\ub97c \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uae30\ubcf8\uc801\uc778 \ubaa8\ub378 \uad6c\uc870\ub294 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4:<\/p>\n<pre><code>\nfrom keras.models import Sequential\nfrom keras.layers import Dense, Conv1D, GlobalMaxPooling1D, Embedding, Dropout\n\nmodel = Sequential()\nmodel.add(Embedding(input_dim=vocab_size, output_dim=embedding_dim, input_length=max_length))\nmodel.add(Conv1D(filters=128, kernel_size=5, activation='relu'))\nmodel.add(GlobalMaxPooling1D())\nmodel.add(Dense(10, activation='relu'))\nmodel.add(Dropout(0.5))\nmodel.add(Dense(1, activation='sigmoid'))\n    <\/code><\/pre>\n<h3>5.3 \ubaa8\ub378 \ud6c8\ub828<\/h3>\n<p>\ubaa8\ub378\uc744 \ucef4\ud30c\uc77c\ud558\uace0 \ud6c8\ub828\ud558\ub294 \uacfc\uc815\uc785\ub2c8\ub2e4. \uc190\uc2e4 \ud568\uc218\ub85c\ub294 binary_crossentropy\ub97c \uc0ac\uc6a9\ud558\uace0, \uc635\ud2f0\ub9c8\uc774\uc800\ub85c\ub294 Adam\uc744 \ud65c\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<pre><code>\nmodel.compile(loss='binary_crossentropy', optimizer='adam', metrics=['accuracy'])\nmodel.fit(X_train, y_train, epochs=5, batch_size=32, validation_data=(X_val, y_val))\n    <\/code><\/pre>\n<h3>5.4 \ubaa8\ub378 \ud3c9\uac00<\/h3>\n<p>\ud6c8\ub828\uc774 \uc644\ub8cc\ub41c \ubaa8\ub378\uc758 \uc131\ub2a5\uc744 \ud3c9\uac00\ud558\uae30 \uc704\ud574 \ud14c\uc2a4\ud2b8 \ub370\uc774\ud130\ub97c \uc0ac\uc6a9\ud569\ub2c8\ub2e4. \uc815\ud655\ub3c4\uc640 \uc190\uc2e4\uc744 \ud1b5\ud574 \ubaa8\ub378 \uc131\ub2a5\uc744 \ud655\uc778\ud569\ub2c8\ub2e4.<\/p>\n<pre><code>\nloss, accuracy = model.evaluate(X_test, y_test)\nprint(f'Test accuracy: {accuracy}')\n    <\/code><\/pre>\n<h2>6. \uacb0\ub860<\/h2>\n<p>\ub525 \ub7ec\ub2dd\uacfc CNN\uc744 \ud65c\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc640 IMDB \ub9ac\ubdf0 \ubd84\ub958\ub97c \ud1b5\ud574 \uc601\ud654 \ub9ac\ubdf0\uc758 \uac10\uc815\uc744 \ud6a8\uacfc\uc801\uc73c\ub85c \ubd84\uc11d\ud560 \uc218 \uc788\uc5c8\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uae30\ubc95\uc740 \uc790\uc5f0\uc5b4 \ucc98\ub9ac \ubd84\uc57c\uc5d0\uc11c \uc810\uc810 \ub354 \uc911\uc694\ud574\uc9c0\uace0 \uc788\uc73c\uba70, \uc55e\uc73c\ub85c\ub3c4 \ub9ce\uc740 \ubc1c\uc804\uc774 \uae30\ub300\ub429\ub2c8\ub2e4.<\/p>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>\uc790\uc5f0\uc5b4 \ucc98\ub9ac\ub294 \uc778\uacf5\uc9c0\ub2a5\uc758 \ud55c \ubd84\uc57c\ub85c, \ucef4\ud4e8\ud130\uac00 \uc778\uac04\uc758 \uc5b8\uc5b4\ub97c \uc774\ud574\ud558\uace0 \ud574\uc11d\ud558\ub294 \ub370 \uc9d1\uc911\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \uae00\uc5d0\uc11c\ub294 \ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc758 \uae30\ucd08\ub97c \ub2e4\uc9c0\uace0, 1D CNN(1\ucc28\uc6d0 \ud569\uc131\uacf1 \uc2e0\uacbd\ub9dd)\uc744 \ud65c\uc6a9\ud558\uc5ec IMDB \uc601\ud654 \ub9ac\ubdf0\ub97c \ubd84\ub958\ud558\ub294 \ubc29\ubc95\uc5d0 \ub300\ud574 \uc54c\uc544\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. 1. \ub525 \ub7ec\ub2dd\uc758 \uc774\ud574 \ub525 \ub7ec\ub2dd\uc740 \uc5ec\ub7ec \uce35\uc758 \uc2e0\uacbd\ub9dd\uc744 \ud1b5\ud574 \ub370\uc774\ud130\uc5d0\uc11c \ud2b9\uc9d5\uc744 \uc790\ub3d9\uc73c\ub85c \ud559\uc2b5\ud558\ub294 \uae30\uc220\uc785\ub2c8\ub2e4. \uc804\ud1b5\uc801\uc778 \uae30\uacc4 \ud559\uc2b5 \ubc29\ubc95\ubcf4\ub2e4 \ub354 \ubcf5\uc7a1\ud55c &hellip; <a href=\"https:\/\/atmokpo.com\/w\/25339\/\" class=\"more-link\">\ub354 \ubcf4\uae30<span class=\"screen-reader-text\"> &#8220;\ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac, 1D CNN\uc73c\ub85c IMDB \ub9ac\ubdf0 \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-25339","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, 1D CNN\uc73c\ub85c IMDB \ub9ac\ubdf0 \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\/25339\/\" \/>\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, 1D CNN\uc73c\ub85c IMDB \ub9ac\ubdf0 \ubd84\ub958\ud558\uae30 - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" \/>\n<meta property=\"og:description\" content=\"\uc790\uc5f0\uc5b4 \ucc98\ub9ac\ub294 \uc778\uacf5\uc9c0\ub2a5\uc758 \ud55c \ubd84\uc57c\ub85c, \ucef4\ud4e8\ud130\uac00 \uc778\uac04\uc758 \uc5b8\uc5b4\ub97c \uc774\ud574\ud558\uace0 \ud574\uc11d\ud558\ub294 \ub370 \uc9d1\uc911\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \uae00\uc5d0\uc11c\ub294 \ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc758 \uae30\ucd08\ub97c \ub2e4\uc9c0\uace0, 1D CNN(1\ucc28\uc6d0 \ud569\uc131\uacf1 \uc2e0\uacbd\ub9dd)\uc744 \ud65c\uc6a9\ud558\uc5ec IMDB \uc601\ud654 \ub9ac\ubdf0\ub97c \ubd84\ub958\ud558\ub294 \ubc29\ubc95\uc5d0 \ub300\ud574 \uc54c\uc544\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. 1. \ub525 \ub7ec\ub2dd\uc758 \uc774\ud574 \ub525 \ub7ec\ub2dd\uc740 \uc5ec\ub7ec \uce35\uc758 \uc2e0\uacbd\ub9dd\uc744 \ud1b5\ud574 \ub370\uc774\ud130\uc5d0\uc11c \ud2b9\uc9d5\uc744 \uc790\ub3d9\uc73c\ub85c \ud559\uc2b5\ud558\ub294 \uae30\uc220\uc785\ub2c8\ub2e4. \uc804\ud1b5\uc801\uc778 \uae30\uacc4 \ud559\uc2b5 \ubc29\ubc95\ubcf4\ub2e4 \ub354 \ubcf5\uc7a1\ud55c &hellip; \ub354 \ubcf4\uae30 &quot;\ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac, 1D CNN\uc73c\ub85c IMDB \ub9ac\ubdf0 \ubd84\ub958\ud558\uae30&quot;\" \/>\n<meta property=\"og:url\" content=\"https:\/\/atmokpo.com\/w\/25339\/\" \/>\n<meta property=\"og:site_name\" content=\"\ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" \/>\n<meta property=\"article:published_time\" content=\"2024-10-26T09:54:14+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2024-11-26T08:02:07+00:00\" \/>\n<meta name=\"author\" content=\"root\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@bebubo4\" 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