Fine-tuning:<\/strong> \ud2b9\uc815 \uc791\uc5c5\uc5d0 \ub300\ud574 \uc27d\uac8c \uc870\uc815\ud560 \uc218 \uc788\ub294 \uc720\uc5f0\uc131.<\/li>\n<\/ul>\n4. \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc5d0\uc11c BERT\uc758 \ud65c\uc6a9<\/h2>\n
BERT\ub97c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc5d0 \uc801\uc6a9\ud558\ub294 \ubc29\uc2dd\uc740 \uc5ec\ub7ec \uac00\uc9c0\uac00 \uc788\uc2b5\ub2c8\ub2e4. \ud2b9\ud788, \ube44\uc815\ud615 \ub370\uc774\ud130\uc5d0\uc11c \ud22c\uc790 \uc758\uc0ac \uacb0\uc815\uc744 \ucd09\uc9c4\uc2dc\ud0a4\ub294 \ub370 \uac15\ub825\ud55c \ub3c4\uad6c\ub85c \uc0ac\uc6a9\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
4.1 \ub274\uc2a4 \uac10\uc131 \ubd84\uc11d<\/h3>\n
\uae08\uc735 \uc2dc\uc7a5\uc740 \ub274\uc2a4\uc5d0 \ubbfc\uac10\ud558\uac8c \ubc18\uc751\ud569\ub2c8\ub2e4. BERT\ub97c \ud65c\uc6a9\ud558\uc5ec \ub274\uc2a4 \uae30\uc0ac\uc758 \uac10\uc131\uc744 \ubd84\uc11d\ud568\uc73c\ub85c\uc368, \ud22c\uc790\uc790\ub4e4\uc740 \uc608\uce21 \uac00\ub2a5\ud55c \uc6c0\uc9c1\uc784\uc744 \uae30\ubc18\uc73c\ub85c \ud55c \uc804\ub7b5\uc744 \uc138\uc6b8 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uae0d\uc815\uc801\uc778 \ub274\uc2a4\ub294 \uc8fc\uc2dd \uac00\uaca9 \uc0c1\uc2b9\uc744 \uc720\ub3c4\ud560 \uc218 \uc788\uc73c\uba70, \ubd80\uc815\uc801\uc778 \ub274\uc2a4\ub294 \uadf8 \ubc18\ub300\uc758 \uacb0\uacfc\ub97c \ucd08\ub798\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
4.2 \uc18c\uc15c \ubbf8\ub514\uc5b4 \ub370\uc774\ud130 \ubd84\uc11d<\/h3>\n
\uc18c\uc15c \ubbf8\ub514\uc5b4 \ub610\ud55c \uc2dc\uc7a5 \uac10\uc815\uc744 \uc804\ub2ec\ud560 \uc218 \uc788\ub294 \uc911\uc694\ud55c \ub370\uc774\ud130 \uc18c\uc2a4\uc785\ub2c8\ub2e4. BERT\ub97c \uc0ac\uc6a9\ud558\uba74 \ud2b8\uc704\ud130, \ud398\uc774\uc2a4\ubd81 \ub4f1\uc758 \ud50c\ub7ab\ud3fc\uc5d0\uc11c \uc8fc\uc2dd\uc5d0 \ub300\ud55c \uc758\uacac\uc744 \ubd84\uc11d\ud558\uc5ec \uc2dc\uc7a5\uc758 \ubd88\ud655\uc2e4\uc131\uc774\ub098 \ucd94\uc138\ub97c \ud30c\uc545\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
4.3 \uc790\ub3d9\ud654\ub41c \ud2b8\ub808\uc774\ub529 \uc804\ub7b5 \uac1c\ubc1c<\/h3>\n
\ub274\uc2a4\uc640 \uc18c\uc15c \ubbf8\ub514\uc5b4 \ub370\uc774\ud130\ub97c \uae30\ubc18\uc73c\ub85c \uc218\ub9bd\ub41c \uac10\uc131 \ubd84\uc11d \uacb0\uacfc\ub294 \ud2b8\ub808\uc774\ub529 \uc54c\uace0\ub9ac\uc998\uc5d0 \ud1b5\ud569\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4. BERT\uc758 \uc608\uce21 \uacb0\uacfc\ub97c \ud65c\uc6a9\ud558\uc5ec \ub9e4\uc218 \ub610\ub294 \ub9e4\ub3c4 \uc2e0\ud638\ub97c \uc790\ub3d9\uc73c\ub85c \uc0dd\uc131\ud558\ub294 \uc2dc\uc2a4\ud15c\uc744 \uad6c\ucd95\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
5. BERT \uad6c\ud604 \uc608\uc2dc<\/h2>\n
\uc790, \uc774\uc81c BERT\ub97c \uc0ac\uc6a9\ud558\uc5ec \ub274\uc2a4 \ub370\uc774\ud130\ub97c \ubd84\uc11d\ud558\uace0 \ud2b8\ub808\uc774\ub529 \uc804\ub7b5\uc5d0 \ud1b5\ud569\ud558\ub294 \uacfc\uc815\uc744 \uac04\ub2e8\ud55c \ucf54\ub4dc \uc608\uc81c\ub85c \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n
import numpy as np\nimport pandas as pd\nfrom transformers import BertTokenizer, BertForSequenceClassification\nfrom transformers import Trainer, TrainingArguments\nimport torch\n\n# \ub370\uc774\ud130 \ub85c\ub4dc\ndata = pd.read_csv('news_data.csv')\ntexts = data['text'].astype(str).tolist()\nlabels = data['label'].tolist()\n\n# BERT \ud1a0\ud06c\ub098\uc774\uc800 \ubc0f \ubaa8\ub378 \ub85c\ub4dc\ntokenizer = BertTokenizer.from_pretrained('bert-base-uncased')\nmodel = BertForSequenceClassification.from_pretrained('bert-base-uncased')\n\n# \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130 \uc804\ucc98\ub9ac\ninputs = tokenizer(texts, padding=True, truncation=True, return_tensors='pt')\n\n# \ud6c8\ub828 \uc778\uc790 \uc124\uc815\ntraining_args = TrainingArguments(\n output_dir='.\/results',\n num_train_epochs=3,\n per_device_train_batch_size=16,\n evaluation_strategy='epoch',\n)\n\n# \ud2b8\ub808\uc774\ub108 \uc124\uc815\ntrainer = Trainer(\n model=model,\n args=training_args,\n train_dataset=torch.utils.data.TensorDataset(inputs['input_ids'], inputs['attention_mask'], torch.tensor(labels)),\n)\n\n# \ud6c8\ub828 \uc2dc\uc791\ntrainer.train()\n<\/code><\/pre>\n6. \uacb0\ub860<\/h2>\n
BERT\uc640 \uac19\uc740 \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uae30\uc220\uc740 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \ud6a8\uc728\uc131\uc744 \ud68d\uae30\uc801\uc73c\ub85c \uac1c\uc120\ud560 \uc218 \uc788\ub294 \uc7a0\uc7ac\ub825\uc744 \uac00\uc9c0\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ube44\uc815\ud615 \ub370\uc774\ud130\uc758 \ubd84\uc11d\uc744 \ud1b5\ud574 \uc2dc\uc7a5\uc758 \ud750\ub984\uc744 \ub354 \uc798 \uc774\ud574\ud558\uace0 \uc608\uce21\ud560 \uc218 \uc788\uc744 \uac83\uc785\ub2c8\ub2e4. \uc55e\uc73c\ub85c \ub354 \ub9ce\uc740 \uc5f0\uad6c\uc640 \uac1c\ubc1c\uc744 \ud1b5\ud574 BERT \ubaa8\ub378\uc774 \uc120\ub3c4\ud558\ub294 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \ubbf8\ub798\ub294 \ub354\uc6b1 \ubc1d\uc544\uc9c8 \uac83\uc785\ub2c8\ub2e4.<\/p>\n
\uc774\uc640 \uac19\uc740 \ubc1c\uc804\ub4e4\uc774 \uc5b4\ub5bb\uac8c \uc6b0\ub9ac\uc758 \ud22c\uc790 \uc804\ub7b5\uc744 \ubcc0\ud654\uc2dc\ud0ac \uac83\uc778\uc9c0, \uadf8\ub9ac\uace0 \uc778\uacf5\uc9c0\ub2a5\uc774 \uc81c\uacf5\ud558\ub294 \ub370\uc774\ud130 \ubd84\uc11d\uc758 \ud798\uc744 \ud1b5\ud574 \uc5bb\ub294 \ud1b5\ucc30\ub825\uc774 \uc5b4\ub5a4 \uc601\ud5a5\uc744 \ubbf8\uce60\uc9c0 \uc0c1\uc0c1\ud574\ubcf4\ub294 \uac83\uc740 \ub354\ud560 \ub098\uc704 \uc5c6\uc774 \ud765\ubbf8\ub85c\uc6b4 \uc77c\uc785\ub2c8\ub2e4. \uc55e\uc73c\ub85c\uc758 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc740 BERT\uc640 \uac19\uc740 \ud601\uc2e0\uc801\uc778 \ubaa8\ub378\ub4e4\uc5d0 \uc758\ud574 \ub354\uc6b1 \uc815\uad50\ud574\uc9c8 \uac83\uc785\ub2c8\ub2e4.<\/p>\n
<\/body><\/p>\n","protected":false},"excerpt":{"rendered":"
\ucd5c\uadfc \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c\uc758 \uc790\ub3d9\ud654 \ubc0f \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uc911\uc694\uc131\uc774 \ub0a0\ub85c \uc99d\uac00\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ud2b9\ud788, \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uae30\ubc95\ub4e4\uc774 \uae08\uc735 \ub370\uc774\ud130\ub97c \ubd84\uc11d\ud558\uace0, \uc608\uce21\ud558\ub294 \ub370 \ud070 \uc5ed\ud560\uc744 \ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ubcf8 \uae00\uc5d0\uc11c\ub294 BERT(Bidirectional Encoder Representations from Transformers) \ubaa8\ub378\uc744 \uc911\uc2ec\uc73c\ub85c \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc5d0 \ub300\ud574 \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. BERT \ubaa8\ub378\uc740 \uc790\uc5f0\uc5b4 \ucc98\ub9ac(NLP) \ubd84\uc57c\uc758 \ud601\uc2e0\uc801\uc778 \ubc1c\uc804\uc744 \uac00\uc838\uc654\uc73c\uba70, \uc774 \ubaa8\ub378\uc744 \uae08\uc735 \ub370\uc774\ud130 \ubd84\uc11d\uc5d0 \ud65c\uc6a9\ud558\ub294 … \ub354 \ubcf4\uae30 “\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, BERT \uc880 \ub354 \ubcf4\ud3b8\uc801\uc778 \uc5b8\uc5b4 \ubaa8\ub378\uc744 \uc9c0\ud5a5”<\/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-28642","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, BERT \uc880 \ub354 \ubcf4\ud3b8\uc801\uc778 \uc5b8\uc5b4 \ubaa8\ub378\uc744 \uc9c0\ud5a5 - \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\/28642\/\" \/>\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, BERT \uc880 \ub354 \ubcf4\ud3b8\uc801\uc778 \uc5b8\uc5b4 \ubaa8\ub378\uc744 \uc9c0\ud5a5 - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" \/>\n<meta property=\"og:description\" content=\"\ucd5c\uadfc \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c\uc758 \uc790\ub3d9\ud654 \ubc0f \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uc911\uc694\uc131\uc774 \ub0a0\ub85c \uc99d\uac00\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ud2b9\ud788, \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uae30\ubc95\ub4e4\uc774 \uae08\uc735 \ub370\uc774\ud130\ub97c \ubd84\uc11d\ud558\uace0, \uc608\uce21\ud558\ub294 \ub370 \ud070 \uc5ed\ud560\uc744 \ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ubcf8 \uae00\uc5d0\uc11c\ub294 BERT(Bidirectional Encoder Representations from Transformers) \ubaa8\ub378\uc744 \uc911\uc2ec\uc73c\ub85c \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc5d0 \ub300\ud574 \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. BERT \ubaa8\ub378\uc740 \uc790\uc5f0\uc5b4 \ucc98\ub9ac(NLP) \ubd84\uc57c\uc758 \ud601\uc2e0\uc801\uc778 \ubc1c\uc804\uc744 \uac00\uc838\uc654\uc73c\uba70, \uc774 \ubaa8\ub378\uc744 \uae08\uc735 \ub370\uc774\ud130 \ubd84\uc11d\uc5d0 \ud65c\uc6a9\ud558\ub294 … \ub354 \ubcf4\uae30 "\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, BERT \uc880 \ub354 \ubcf4\ud3b8\uc801\uc778 \uc5b8\uc5b4 \ubaa8\ub378\uc744 \uc9c0\ud5a5"\" \/>\n<meta property=\"og:url\" content=\"https:\/\/atmokpo.com\/w\/28642\/\" \/>\n<meta property=\"og:site_name\" content=\"\ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" \/>\n<meta property=\"article:published_time\" content=\"2024-10-27T16:14:14+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2024-11-26T06:59:51+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\t<meta name=\"twitter:label2\" content=\"\uc608\uc0c1 \ub418\ub294 \ud310\ub3c5 \uc2dc\uac04\" \/>\n\t<meta name=\"twitter:data2\" content=\"1\ubd84\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/atmokpo.com\/w\/28642\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/atmokpo.com\/w\/28642\/\"},\"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, BERT \uc880 \ub354 \ubcf4\ud3b8\uc801\uc778 \uc5b8\uc5b4 \ubaa8\ub378\uc744 \uc9c0\ud5a5\",\"datePublished\":\"2024-10-27T16:14:14+00:00\",\"dateModified\":\"2024-11-26T06:59:51+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/atmokpo.com\/w\/28642\/\"},\"wordCount\":38,\"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\/28642\/\",\"url\":\"https:\/\/atmokpo.com\/w\/28642\/\",\"name\":\"\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, BERT \uc880 \ub354 \ubcf4\ud3b8\uc801\uc778 \uc5b8\uc5b4 \ubaa8\ub378\uc744 \uc9c0\ud5a5 - 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