\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \uc0c8\ub85c\uc6b4 \uac1c\ucc99\uc790 \uc0ac\uc804 \ud6c8\ub828\ub41c \ud2b8\ub79c\uc2a4\ud3ec\uba38 \ubaa8\ub378 - \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\/29081\/\" \/>\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, \uc0c8\ub85c\uc6b4 \uac1c\ucc99\uc790 \uc0ac\uc804 \ud6c8\ub828\ub41c \ud2b8\ub79c\uc2a4\ud3ec\uba38 \ubaa8\ub378 - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" \/>\n<meta property=\"og:description\" content=\"\uc810\uc810 \ub354 \ub9ce\uc740 \ud22c\uc790\uc790\ub4e4\uc774 \uac70\ub798 \uc804\ub7b5\uc758 \uc131\uacfc\ub97c \ub192\uc774\uae30 \uc704\ud574 \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ud2b9\ud788 \uc0ac\uc804 \ud6c8\ub828\ub41c \ud2b8\ub79c\uc2a4\ud3ec\uba38 \ubaa8\ub378\uc740 \uc774\ub7ec\ud55c \uae30\uc220\uc758 \ucd5c\uc804\uc120\uc5d0 \uc11c \uc788\ub294 \ud601\uc2e0\uc801\uc778 \ub3c4\uad6c\ub85c \ubd80\uc0c1\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \uae00\uc5d0\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc744 \uc0ac\uc6a9\ud55c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uae30\ubcf8 \uac1c\ub150\uacfc, \uc0ac\uc804 \ud6c8\ub828\ub41c \ud2b8\ub79c\uc2a4\ud3ec\uba38 \ubaa8\ub378\uc758 \uc6d0\ub9ac \ubc0f \uc774\ub97c \ud1b5\ud55c \uc804\ub7b5 \uad6c\ucd95 \ubc29\ubc95\uc744 \uc790\uc138\ud788 \uc124\uba85\ud558\uaca0\uc2b5\ub2c8\ub2e4. 1. \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd\uc758 \uae30\ucd08 … \ub354 \ubcf4\uae30 "\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \uc0c8\ub85c\uc6b4 \uac1c\ucc99\uc790 \uc0ac\uc804 \ud6c8\ub828\ub41c \ud2b8\ub79c\uc2a4\ud3ec\uba38 \ubaa8\ub378"\" \/>\n<meta property=\"og:url\" content=\"https:\/\/atmokpo.com\/w\/29081\/\" \/>\n<meta property=\"og:site_name\" content=\"\ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" \/>\n<meta property=\"article:published_time\" content=\"2024-10-27T16:16:41+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2024-11-26T06:54:41+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 name=\"twitter:site\" content=\"@bebubo4\" \/>\n<meta name=\"twitter:label1\" content=\"\uae00\uc4f4\uc774\" \/>\n\t<meta name=\"twitter:data1\" content=\"root\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/atmokpo.com\/w\/29081\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/atmokpo.com\/w\/29081\/\"},\"author\":{\"name\":\"root\",\"@id\":\"https:\/\/atmokpo.com\/w\/#\/schema\/person\/91b6b3b138fbba0efb4ae64b1abd81d7\"},\"headline\":\"\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \uc0c8\ub85c\uc6b4 \uac1c\ucc99\uc790 \uc0ac\uc804 \ud6c8\ub828\ub41c \ud2b8\ub79c\uc2a4\ud3ec\uba38 \ubaa8\ub378\",\"datePublished\":\"2024-10-27T16:16:41+00:00\",\"dateModified\":\"2024-11-26T06:54:41+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/atmokpo.com\/w\/29081\/\"},\"wordCount\":24,\"publisher\":{\"@id\":\"https:\/\/atmokpo.com\/w\/#organization\"},\"articleSection\":[\"\ub525\ub7ec\ub2dd \uba38\uc2e0\ub7ec\ub2dd \uc790\ub3d9 \ud2b8\ub808\uc774\ub529\"],\"inLanguage\":\"ko-KR\"},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/atmokpo.com\/w\/29081\/\",\"url\":\"https:\/\/atmokpo.com\/w\/29081\/\",\"name\":\"\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \uc0c8\ub85c\uc6b4 \uac1c\ucc99\uc790 \uc0ac\uc804 \ud6c8\ub828\ub41c \ud2b8\ub79c\uc2a4\ud3ec\uba38 \ubaa8\ub378 - 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\ud2b8\ub79c\uc2a4\ud3ec\uba38 \ubaa8\ub378\uc744 \uc120\ud0dd\ud558\uace0 \ud544\uc694\ud55c \ub77c\uc774\ube0c\ub7ec\ub9ac(\uc608:

TensorFlow<\/code> \ub610\ub294 PyTorch<\/code>)\ub97c \ud1b5\ud574 \ubaa8\ub378\uc744 \uad6c\ucd95\ud569\ub2c8\ub2e4. \uc544\ub798\ub294 \uae30\ubcf8\uc801\uc778 \ud2b8\ub79c\uc2a4\ud3ec\uba38 \ubaa8\ub378 \uad6c\ucd95 \uc608\uc2dc\uc785\ub2c8\ub2e4:<\/p>\n

\nimport tensorflow as tf\nfrom tensorflow.keras.layers import Input, Dense, Embedding, MultiHeadAttention, LayerNormalization, Dropout\n\ndef transformer_model(input_shape):\n    inputs = Input(shape=input_shape)\n    x = Embedding(input_dim=10000, output_dim=128)(inputs)\n    attn_output = MultiHeadAttention(num_heads=8, key_dim=128)(x, x)\n    x = LayerNormalization(epsilon=1e-6)(x + attn_output)\n    x = Dense(128, activation='relu')(x)\n    x = Dropout(0.1)(x)\n    outputs = Dense(10, activation='softmax')(x)\n    return tf.keras.Model(inputs, outputs)\n\nmodel = transformer_model((30,))\nmodel.summary()\n<\/code><\/pre>\n<\/div>\n4.4 \ubaa8\ub378 \ud6c8\ub828<\/h3>\n\ubaa8\ub378\uc744 \ud6c8\ub828\ud560 \ub54c\ub294 \uc8fc\uc758\ud560 \uc810\uc774 \ub9ce\uc2b5\ub2c8\ub2e4. \uc801\uc808\ud55c \ud559\uc2b5\ub960, \ubc30\uce58 \ud06c\uae30 \ub4f1\uc744 \uc124\uc815\ud558\uc5ec\uc57c \ud558\uba70, EarlyStopping<\/code> \uae30\ubc95\uc744 \ud65c\uc6a9\ud558\uba74 \uacfc\uc801\ud569\uc744 \ubc29\uc9c0\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
4.5 \uc804\ub7b5 \ubc31\ud14c\uc2a4\ud305<\/h3>\n\uad6c\ucd95\ud55c \ubaa8\ub378\uc744 \uae30\ubc18\uc73c\ub85c \ud55c \uc804\ub7b5\uc758 \uc720\ud6a8\uc131\uc744 \ud655\uc778\ud558\uae30 \uc704\ud574 \ubc31\ud14c\uc2a4\ud305\uc744 \uc218\ud589\ud569\ub2c8\ub2e4. \uc774 \ub2e8\uacc4\uc5d0\uc11c\ub294 \uacfc\uac70 \ub370\uc774\ud130\ub97c \ud65c\uc6a9\ud558\uc5ec \ubaa8\ub378\uc758 \uc131\uacfc\ub97c \ud3c9\uac00\ud569\ub2c8\ub2e4.<\/p>\n
4.6 \uc2e4\uc804 \uc801\uc6a9<\/h3>\n\ubaa8\ub378\uc758 \uc131\uacfc\uac00 \ub9cc\uc871\uc2a4\ub7fd\ub2e4\uba74 \uc2e4\uc804 \ub9e4\ub9e4 \uc2dc\uc2a4\ud15c\uc5d0 \ud1b5\ud569\ud558\uc5ec \uc790\ub3d9 \uac70\ub798\ub97c \uc218\ud589\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub54c, \ub9ac\uc2a4\ud06c \uad00\ub9ac\ub97c \uc704\ud55c \uc7a5\uce58\ub3c4 \ubc18\ub4dc\uc2dc \uace0\ub824\ud574\uc57c \ud569\ub2c8\ub2e4.<\/p>\n
5. \uacb0\ub860<\/h2>\n\uc0ac\uc804 \ud6c8\ub828\ub41c \ud2b8\ub79c\uc2a4\ud3ec\uba38 \ubaa8\ub378\uc740 \uae08\uc735 \ub370\uc774\ud130 \ubd84\uc11d\uc5d0 \uc788\uc5b4 \ud601\uc2e0\uc801\uc778 \ub3c4\uad6c\ub85c \uc790\ub9ac \uc7a1\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd \uae30\uc220\uc744 \uacb0\ud569\ud558\uc5ec \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc744 \ud55c\uce35 \ub354 \ubc1c\uc804\uc2dc\ud0ac \uc218 \uc788\ub294 \uac00\ub2a5\uc131\uc744 \ubcf4\uc5ec\uc90d\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ubaa8\ub378\uc744 \ud1b5\ud574 \uc6b0\ub9ac\ub294 \ub354 \uc815\uad50\ud558\uace0 \ud6a8\uacfc\uc801\uc778 \uac70\ub798 \uc804\ub7b5\uc744 \uad6c\ucd95\ud560 \uc218 \uc788\uc73c\uba70, \ube44\uc988\ub2c8\uc2a4\uc758 \uc131\uacf5\uc5d0 \uae30\uc5ec\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
\ub2e4\uc591\ud55c \ub370\uc774\ud130\uc640 \uc0c1\ud669\uc5d0\uc11c \ubaa8\ub378\uc744 \uc801\uc808\ud788 \ud29c\ub2dd\ud558\uace0 \ub9ac\uc2a4\ud06c \uad00\ub9ac\ub97c \ud1b5\ud574 \uc548\uc815\uc801\uc778 \uc131\uacfc\ub97c \ucd94\uad6c\ud558\ub294 \uac83\uc774 \uc911\uc694\ud558\ub2e4\ub294 \uc810\uc744 \uac15\uc870\ud558\uace0 \uc2f6\uc2b5\ub2c8\ub2e4. \uc55e\uc73c\ub85c \uc0ac\uc804 \ud6c8\ub828\ub41c \ud2b8\ub79c\uc2a4\ud3ec\uba38 \ubaa8\ub378\uc758 \ubc1c\uc804\uacfc \ub354\ubd88\uc5b4 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uc601\uc5ed\uc5d0\uc11c\ub3c4 \uc9c0\uc18d\uc801\uc778 \ud601\uc2e0\uc774 \uc788\uae30\ub97c \uae30\ub300\ud569\ub2c8\ub2e4.<\/p>\n
\n\u00a9 2023 \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529 \ube14\ub85c\uadf8<\/p>\n<\/div>\n
<\/body><\/p>\n","protected":false},"excerpt":{"rendered":"
\uc810\uc810 \ub354 \ub9ce\uc740 \ud22c\uc790\uc790\ub4e4\uc774 \uac70\ub798 \uc804\ub7b5\uc758 \uc131\uacfc\ub97c \ub192\uc774\uae30 \uc704\ud574 \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ud2b9\ud788 \uc0ac\uc804 \ud6c8\ub828\ub41c \ud2b8\ub79c\uc2a4\ud3ec\uba38 \ubaa8\ub378\uc740 \uc774\ub7ec\ud55c \uae30\uc220\uc758 \ucd5c\uc804\uc120\uc5d0 \uc11c \uc788\ub294 \ud601\uc2e0\uc801\uc778 \ub3c4\uad6c\ub85c \ubd80\uc0c1\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \uae00\uc5d0\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc744 \uc0ac\uc6a9\ud55c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uae30\ubcf8 \uac1c\ub150\uacfc, \uc0ac\uc804 \ud6c8\ub828\ub41c \ud2b8\ub79c\uc2a4\ud3ec\uba38 \ubaa8\ub378\uc758 \uc6d0\ub9ac \ubc0f \uc774\ub97c \ud1b5\ud55c \uc804\ub7b5 \uad6c\ucd95 \ubc29\ubc95\uc744 \uc790\uc138\ud788 \uc124\uba85\ud558\uaca0\uc2b5\ub2c8\ub2e4. 1. \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd\uc758 \uae30\ucd08 … \ub354 \ubcf4\uae30 “\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \uc0c8\ub85c\uc6b4 \uac1c\ucc99\uc790  \uc0ac\uc804 \ud6c8\ub828\ub41c \ud2b8\ub79c\uc2a4\ud3ec\uba38 \ubaa8\ub378”<\/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-29081","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, \uc0c8\ub85c\uc6b4 \uac1c\ucc99\uc790 \uc0ac\uc804 \ud6c8\ub828\ub41c \ud2b8\ub79c\uc2a4\ud3ec\uba38 \ubaa8\ub378 - 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