{"id":29536,"date":"2024-10-28T01:55:20","date_gmt":"2024-10-28T01:55:20","guid":{"rendered":"http:\/\/atmokpo.com\/w\/?p=29536"},"modified":"2024-11-26T06:52:21","modified_gmt":"2024-11-26T06:52:21","slug":"%ed%97%88%ea%b9%85%ed%8e%98%ec%9d%b4%ec%8a%a4-%ed%8a%b8%eb%a0%8c%ec%8a%a4%ed%8f%ac%eb%a8%b8-%ed%99%9c%ec%9a%a9%ea%b0%95%ec%a2%8c-bert-%eb%b2%a1%ed%84%b0-%ec%b0%a8%ec%9b%90-%eb%8b%a8%ec%96%b4","status":"publish","type":"post","link":"https:\/\/atmokpo.com\/w\/29536\/","title":{"rendered":"\ud5c8\uae45\ud398\uc774\uc2a4 \ud2b8\ub80c\uc2a4\ud3ec\uba38 \ud65c\uc6a9\uac15\uc88c, BERT \ubca1\ud130 \ucc28\uc6d0, \ub2e8\uc5b4 \ud1a0\ud06c\ub098\uc774\uc9d5 \ubc0f \ub514\ucf54\ub529"},"content":{"rendered":"

<\/p>\n

\n \ub525\ub7ec\ub2dd\uc5d0 \uc788\uc5b4 \uc790\uc5f0\uc5b4 \ucc98\ub9ac\ub294 \ub9e4\uc6b0 \uc911\uc694\ud55c \ubd84\uc57c\uc774\uba70, \ud5c8\uae45\ud398\uc774\uc2a4\uc758 \ud2b8\ub79c\uc2a4\ud3ec\uba38 \ub77c\uc774\ube0c\ub7ec\ub9ac\ub294 \uc774\ub7ec\ud55c \uc791\uc5c5\uc744 \ubcf4\ub2e4 \uc6a9\uc774\ud558\uac8c \uc218\ud589\ud560 \uc218 \uc788\ub3c4\ub85d \ub3c4\uc640\uc90d\ub2c8\ub2e4. \uc774 \uae00\uc5d0\uc11c\ub294 BERT<\/strong>(Bidirectional Encoder Representations from Transformers) \ubaa8\ub378\uc744 \uc911\uc2ec\uc73c\ub85c, \ubca1\ud130 \ucc28\uc6d0, \ub2e8\uc5b4 \ud1a0\ud06c\ub098\uc774\uc9d5 \ubc0f \ub514\ucf54\ub529\uc5d0 \ub300\ud574 \uc790\uc138\ud788 \uc54c\uc544\ubcf4\uaca0\uc2b5\ub2c8\ub2e4.\n<\/p>\n

BERT \ubaa8\ub378 \uac1c\uc694<\/h2>\n

\n BERT\ub294 Google\uc5d0\uc11c \uac1c\ubc1c\ud55c \uc0ac\uc804 \ud6c8\ub828\ub41c \uc5b8\uc5b4 \ubaa8\ub378\ub85c, \uc8fc\uc5b4\uc9c4 \ud14d\uc2a4\ud2b8\uc758 \ubb38\ub9e5\uc744 \uc774\ud574\ud558\ub294 \ub370 \ud0c1\uc6d4\ud55c \uc131\ub2a5\uc744 \ubcf4\uc785\ub2c8\ub2e4. BERT\ub294 \ub450 \uac00\uc9c0 \uc8fc\uc694 \uc791\uc5c5, \uc989 \uc5b8\uc5b4 \ubaa8\ub378\ub9c1(Language Modeling)<\/strong>\uacfc \ub2e4\uc74c \ubb38\uc7a5 \uc608\uce21(Next Sentence Prediction)<\/strong>\uc744 \ud1b5\ud574 \ud6c8\ub828\ub429\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ud6c8\ub828 \ub355\ubd84\uc5d0 BERT\ub294 \ub2e4\uc591\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac \uc791\uc5c5\uc5d0 \ub9e4\uc6b0 \ud6a8\uacfc\uc801\uc73c\ub85c \ud65c\uc6a9\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4.\n<\/p>\n

BERT \ubca1\ud130 \ucc28\uc6d0<\/h3>\n

\n BERT\uc758 \uc785\ub825 \ubca1\ud130\ub294 \ud14d\uc2a4\ud2b8\uc758 \uac01 \ud1a0\ud070(token)\uc744 \uace0\uc720\ud55c \ubca1\ud130 \ud45c\ud604\uc73c\ub85c \ubcc0\ud658\ud569\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ubca1\ud130\ub294 \uc8fc\ub85c 768 \ucc28\uc6d0\uc73c\ub85c \uad6c\uc131\ub418\uc5b4 \uc788\uc73c\uba70, \uc774\ub294 BERT\uc758 \uae30\ubcf8 \ubaa8\ub378\uc778 BERT-Base\uc5d0 \ud574\ub2f9\ud569\ub2c8\ub2e4. \ubaa8\ub378\uc758 \ud06c\uae30\uc5d0 \ub530\ub77c \ubca1\ud130 \ucc28\uc6d0\uc774 \ub2ec\ub77c\uc9c8 \uc218 \uc788\uc2b5\ub2c8\ub2e4. BERT-Large\ub294 1024 \ucc28\uc6d0\uc758 \ubca1\ud130\ub97c \uc0ac\uc6a9\ud569\ub2c8\ub2e4. \uac01 \ucc28\uc6d0\uc740 \ud2b9\uc815\ud55c \uc758\ubbf8\ub97c \uac00\uc9c0\uba70, \ub2e8\uc5b4 \uac04\uc758 \ubb38\ub9e5\uc801 \uad00\uacc4\ub97c \ud45c\ud604\ud569\ub2c8\ub2e4.\n<\/p>\n

\ud30c\uc774\uc36c \uc608\uc81c \ucf54\ub4dc: BERT \ubca1\ud130 \ucc28\uc6d0 \ud655\uc778\ud558\uae30<\/h4>\n
python\nfrom transformers import BertTokenizer, BertModel\nimport torch\n\n# BERT \ud1a0\ud06c\ub098\uc774\uc800 \ubc0f \ubaa8\ub378 \ubd88\ub7ec\uc624\uae30\ntokenizer = BertTokenizer.from_pretrained('bert-base-uncased')\nmodel = BertModel.from_pretrained('bert-base-uncased')\n\n# \uc785\ub825 \ud14d\uc2a4\ud2b8\ntext = \"Hello, this is a test sentence.\"\n\n# \ud14d\uc2a4\ud2b8\ub97c \ud1a0\ud06c\ub098\uc774\uc988\ud558\uace0 \ud150\uc11c\ub85c \ubcc0\ud658\ninputs = tokenizer(text, return_tensors='pt')\n\n# BERT \ubaa8\ub378\uc5d0 \uc785\ub825\ud558\uc5ec \ubca1\ud130 \ucc28\uc6d0 \uc5bb\uae30\nwith torch.no_grad():\n    outputs = model(**inputs)\n\n# \ub9c8\uc9c0\ub9c9 \uc740\ub2c9 \uc0c1\ud0dc\nlast_hidden_state = outputs.last_hidden_state\n\n# \ubca1\ud130 \ucc28\uc6d0 \ud655\uc778\nprint(\"\ubca1\ud130 \ucc28\uc6d0:\", last_hidden_state.shape)\n<\/code><\/pre>\n
\n\uc704\uc758 \ucf54\ub4dc\ub294 BERT \ubaa8\ub378\uacfc \ud1a0\ud06c\ub098\uc774\uc800\ub97c \uc774\uc6a9\ud558\uc5ec \uc785\ub825\ub41c \ubb38\uc7a5\uc758 \ubca1\ud130 \ucc28\uc6d0\uc744 \ud655\uc778\ud558\ub294 \uc608\uc81c\uc785\ub2c8\ub2e4. `last_hidden_state`\uc758 shape\uc744 \ud1b5\ud574 \uac01 \ud1a0\ud070\uc758 \ubca1\ud130 \ucc28\uc6d0\uc774 768\uc784\uc744 \ud655\uc778\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.\n<\/p>\n
\ub2e8\uc5b4 \ud1a0\ud06c\ub098\uc774\uc9d5<\/h2>\n
\n    \ub2e8\uc5b4 \ud1a0\ud06c\ub098\uc774\uc9d5\uc740 \ubb38\uc7a5\uc744 \uc720\uc758\ubbf8\ud55c \ub2e8\uc704\ub85c \ubd84\ud560\ud558\ub294 \uacfc\uc815\uc73c\ub85c, BERT \ubaa8\ub378\uc5d0 \uc785\ub825\ud558\uae30 \uc804\uc5d0 \ud544\uc218\uc801\uc73c\ub85c \uc218\ud589\ud574\uc57c \ud569\ub2c8\ub2e4. \ud5c8\uae45\ud398\uc774\uc2a4\uc758 \ud2b8\ub79c\uc2a4\ud3ec\uba38 \ub77c\uc774\ube0c\ub7ec\ub9ac\ub294 \ub2e4\uc591\ud55c \ud1a0\ud06c\ub098\uc774\uc800\ub97c \uc81c\uacf5\ud558\uba70, BERT\uc5d0 \uc801\ud569\ud55c \ud1a0\ud06c\ub098\uc774\uc800\ub3c4 \ud3ec\ud568\ub418\uc5b4 \uc788\uc2b5\ub2c8\ub2e4.\n<\/p>\n
\ud1a0\ud06c\ub098\uc774\uc9d5 \uc608\uc81c<\/h4>\n
python\n# \uc785\ub825 \ud14d\uc2a4\ud2b8\ntext = \"I love studying machine learning.\"\n\n# \ud1a0\ud06c\ub098\uc774\uc9d5 \uc218\ud589\ntokens = tokenizer.tokenize(text)\nprint(\"\ud1a0\ud070\ud654\ub41c \uacb0\uacfc:\", tokens)\n<\/code><\/pre>\n
\n\uc704\uc758 \uc608\uc81c\ub294 “I love studying machine learning.” \uc774\ub77c\ub294 \ubb38\uc7a5\uc744 \ud1a0\ud06c\ub098\uc774\uc9d5\ud558\uc5ec \uac01 \ub2e8\uc5b4\ub97c \ud1a0\ud070\uc73c\ub85c \ubcc0\ud658\ud558\ub294 \ubc29\ubc95\uc744 \ubcf4\uc5ec\uc90d\ub2c8\ub2e4. BERT \ud1a0\ud06c\ub098\uc774\uc800\ub294 \uc77c\ubc18\uc801\uc778 \ub2e8\uc5b4 \uad6c\ubd84\ubfd0\ub9cc \uc544\ub2c8\ub77c, \uc11c\ube0c\uc6cc\ub4dc(subword) \ub2e8\uc704\ub85c\ub3c4 \ucc98\ub9ac\ud558\uc5ec \uc624\ud0c0\ub098 \uc0c8\ub85c\uc6b4 \ub2e8\uc5b4\uc5d0 \ub300\ud574 \uc720\uc5f0\ud558\uac8c \ub300\uc751\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.\n<\/p>\n
\ub514\ucf54\ub529<\/h2>\n
\n    \ub514\ucf54\ub529 \uacfc\uc815\uc740 \ud1a0\ud06c\ub098\uc774\uc9d5\uc758 \ubc18\ub300 \uacfc\uc815\uc73c\ub85c, \ud1a0\ud070\ud654\ub41c \uacb0\uacfc\ub97c \ub2e4\uc2dc \uc6d0\ub798\uc758 \ubb38\uc7a5\uc73c\ub85c \ubcc0\ud658\ud558\ub294 \uc791\uc5c5\uc785\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \ubaa8\ub378\uc758 \ucd9c\ub825\uc744 \uc0ac\ub78c\uc774 \uc774\ud574\ud560 \uc218 \uc788\ub294 \ud615\ud0dc\ub85c \ubcc0\ud658\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.\n<\/p>\n
\ub514\ucf54\ub529 \uc608\uc81c<\/h4>\n
python\n# \ud1a0\ud070\uc744 ID\ub85c \ubcc0\ud658\ntoken_ids = tokenizer.convert_tokens_to_ids(tokens)\n\n# \ud1a0\ud070 ID\ub97c \ub2e4\uc2dc \ubb38\uc7a5\uc73c\ub85c \ub514\ucf54\ub529\ndecoded_text = tokenizer.decode(token_ids)\nprint(\"\ub514\ucf54\ub529\ub41c \uacb0\uacfc:\", decoded_text)\n<\/code><\/pre>\n
\n\uc704\uc758 \uc608\uc81c\ub294 \uc8fc\uc5b4\uc9c4 \ud1a0\ud070\uc744 ID\ub85c \ubcc0\ud658\ud55c \ud6c4, \uc774\ub97c \ub514\ucf54\ub529\ud558\uc5ec \uc6d0\ub798\uc758 \ubb38\uc7a5\uc73c\ub85c \ub418\ub3cc\ub9ac\ub294 \uacfc\uc815\uc744 \ubcf4\uc5ec\uc90d\ub2c8\ub2e4. \ub514\ucf54\ub529 \ud568\uc218\ub294 \uc8fc\uc5b4\uc9c4 ID\ub85c\ubd80\ud130 \uc778\uac04\uc774 \uc774\ud574\ud560 \uc218 \uc788\ub294 \uc5b8\uc5b4\ub85c \ubcc0\ud658\ud558\ub294 \ub370 \uc0ac\uc6a9\ub429\ub2c8\ub2e4.\n<\/p>\n
\uacb0\ub860<\/h2>\n
\n    \ubcf8 \uac15\uc88c\uc5d0\uc11c\ub294 \ud5c8\uae45\ud398\uc774\uc2a4\uc758 BERT\ub97c \ud65c\uc6a9\ud55c \uae30\ubcf8\uc801\uc778 \ubca1\ud130 \ucc28\uc6d0 \uc774\ud574, \ub2e8\uc5b4 \ud1a0\ud06c\ub098\uc774\uc9d5 \ubc0f \ub514\ucf54\ub529 \uae30\ubc95\uc5d0 \ub300\ud574 \uc54c\uc544\ubcf4\uc558\uc2b5\ub2c8\ub2e4. BERT\ub294 \ub2e4\uc591\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac \uc791\uc5c5\uc5d0 \ub9e4\uc6b0 \uc720\uc6a9\ud558\uac8c \uc801\uc6a9\ub420 \uc218 \uc788\uc73c\uba70, \ud5c8\uae45\ud398\uc774\uc2a4 \ub77c\uc774\ube0c\ub7ec\ub9ac\ub97c \ud1b5\ud574 \uc190\uc27d\uac8c \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc55e\uc73c\ub85c\ub3c4 \ub354\uc6b1 \uc2ec\ud654\ub41c \uc8fc\uc81c\ub97c \ub2e4\ub8e8\uba70, \uc5ec\ub7ec\ubd84\uc758 \ub525\ub7ec\ub2dd \uc2e4\ub825\uc744 \ud55c\uce35 \ub354 \ubc1c\uc804\uc2dc\ud0ac \uc218 \uc788\uae30\ub97c \ubc14\ub78d\ub2c8\ub2e4.\n<\/p>\n
<\/body><\/p>\n","protected":false},"excerpt":{"rendered":"
\ub525\ub7ec\ub2dd\uc5d0 \uc788\uc5b4 \uc790\uc5f0\uc5b4 \ucc98\ub9ac\ub294 \ub9e4\uc6b0 \uc911\uc694\ud55c \ubd84\uc57c\uc774\uba70, \ud5c8\uae45\ud398\uc774\uc2a4\uc758 \ud2b8\ub79c\uc2a4\ud3ec\uba38 \ub77c\uc774\ube0c\ub7ec\ub9ac\ub294 \uc774\ub7ec\ud55c \uc791\uc5c5\uc744 \ubcf4\ub2e4 \uc6a9\uc774\ud558\uac8c \uc218\ud589\ud560 \uc218 \uc788\ub3c4\ub85d \ub3c4\uc640\uc90d\ub2c8\ub2e4. \uc774 \uae00\uc5d0\uc11c\ub294 BERT(Bidirectional Encoder Representations from Transformers) \ubaa8\ub378\uc744 \uc911\uc2ec\uc73c\ub85c, \ubca1\ud130 \ucc28\uc6d0, \ub2e8\uc5b4 \ud1a0\ud06c\ub098\uc774\uc9d5 \ubc0f \ub514\ucf54\ub529\uc5d0 \ub300\ud574 \uc790\uc138\ud788 \uc54c\uc544\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. BERT \ubaa8\ub378 \uac1c\uc694 BERT\ub294 Google\uc5d0\uc11c \uac1c\ubc1c\ud55c \uc0ac\uc804 \ud6c8\ub828\ub41c \uc5b8\uc5b4 \ubaa8\ub378\ub85c, \uc8fc\uc5b4\uc9c4 \ud14d\uc2a4\ud2b8\uc758 \ubb38\ub9e5\uc744 \uc774\ud574\ud558\ub294 \ub370 \ud0c1\uc6d4\ud55c \uc131\ub2a5\uc744 \ubcf4\uc785\ub2c8\ub2e4. BERT\ub294 … \ub354 \ubcf4\uae30 “\ud5c8\uae45\ud398\uc774\uc2a4 \ud2b8\ub80c\uc2a4\ud3ec\uba38 \ud65c\uc6a9\uac15\uc88c, BERT \ubca1\ud130 \ucc28\uc6d0, \ub2e8\uc5b4 \ud1a0\ud06c\ub098\uc774\uc9d5 \ubc0f \ub514\ucf54\ub529”<\/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":[30],"tags":[],"class_list":["post-29536","post","type-post","status-publish","format-standard","hentry","category-30"],"yoast_head":"\n\ud5c8\uae45\ud398\uc774\uc2a4 \ud2b8\ub80c\uc2a4\ud3ec\uba38 \ud65c\uc6a9\uac15\uc88c, BERT \ubca1\ud130 \ucc28\uc6d0, \ub2e8\uc5b4 \ud1a0\ud06c\ub098\uc774\uc9d5 \ubc0f \ub514\ucf54\ub529 - \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\/29536\/\" \/>\n<meta property=\"og:locale\" content=\"ko_KR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\ud5c8\uae45\ud398\uc774\uc2a4 \ud2b8\ub80c\uc2a4\ud3ec\uba38 \ud65c\uc6a9\uac15\uc88c, BERT \ubca1\ud130 \ucc28\uc6d0, \ub2e8\uc5b4 \ud1a0\ud06c\ub098\uc774\uc9d5 \ubc0f \ub514\ucf54\ub529 - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" \/>\n<meta property=\"og:description\" content=\"\ub525\ub7ec\ub2dd\uc5d0 \uc788\uc5b4 \uc790\uc5f0\uc5b4 \ucc98\ub9ac\ub294 \ub9e4\uc6b0 \uc911\uc694\ud55c \ubd84\uc57c\uc774\uba70, \ud5c8\uae45\ud398\uc774\uc2a4\uc758 \ud2b8\ub79c\uc2a4\ud3ec\uba38 \ub77c\uc774\ube0c\ub7ec\ub9ac\ub294 \uc774\ub7ec\ud55c \uc791\uc5c5\uc744 \ubcf4\ub2e4 \uc6a9\uc774\ud558\uac8c \uc218\ud589\ud560 \uc218 \uc788\ub3c4\ub85d \ub3c4\uc640\uc90d\ub2c8\ub2e4. \uc774 \uae00\uc5d0\uc11c\ub294 BERT(Bidirectional Encoder Representations from Transformers) \ubaa8\ub378\uc744 \uc911\uc2ec\uc73c\ub85c, \ubca1\ud130 \ucc28\uc6d0, \ub2e8\uc5b4 \ud1a0\ud06c\ub098\uc774\uc9d5 \ubc0f \ub514\ucf54\ub529\uc5d0 \ub300\ud574 \uc790\uc138\ud788 \uc54c\uc544\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. BERT \ubaa8\ub378 \uac1c\uc694 BERT\ub294 Google\uc5d0\uc11c \uac1c\ubc1c\ud55c \uc0ac\uc804 \ud6c8\ub828\ub41c \uc5b8\uc5b4 \ubaa8\ub378\ub85c, \uc8fc\uc5b4\uc9c4 \ud14d\uc2a4\ud2b8\uc758 \ubb38\ub9e5\uc744 \uc774\ud574\ud558\ub294 \ub370 \ud0c1\uc6d4\ud55c \uc131\ub2a5\uc744 \ubcf4\uc785\ub2c8\ub2e4. BERT\ub294 … \ub354 \ubcf4\uae30 "\ud5c8\uae45\ud398\uc774\uc2a4 \ud2b8\ub80c\uc2a4\ud3ec\uba38 \ud65c\uc6a9\uac15\uc88c, BERT \ubca1\ud130 \ucc28\uc6d0, \ub2e8\uc5b4 \ud1a0\ud06c\ub098\uc774\uc9d5 \ubc0f \ub514\ucf54\ub529"\" \/>\n<meta property=\"og:url\" content=\"https:\/\/atmokpo.com\/w\/29536\/\" \/>\n<meta property=\"og:site_name\" content=\"\ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" \/>\n<meta property=\"article:published_time\" content=\"2024-10-28T01:55:20+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2024-11-26T06:52:21+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\/29536\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/atmokpo.com\/w\/29536\/\"},\"author\":{\"name\":\"root\",\"@id\":\"https:\/\/atmokpo.com\/w\/#\/schema\/person\/91b6b3b138fbba0efb4ae64b1abd81d7\"},\"headline\":\"\ud5c8\uae45\ud398\uc774\uc2a4 \ud2b8\ub80c\uc2a4\ud3ec\uba38 \ud65c\uc6a9\uac15\uc88c, BERT \ubca1\ud130 \ucc28\uc6d0, \ub2e8\uc5b4 \ud1a0\ud06c\ub098\uc774\uc9d5 \ubc0f \ub514\ucf54\ub529\",\"datePublished\":\"2024-10-28T01:55:20+00:00\",\"dateModified\":\"2024-11-26T06:52:21+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/atmokpo.com\/w\/29536\/\"},\"wordCount\":42,\"publisher\":{\"@id\":\"https:\/\/atmokpo.com\/w\/#organization\"},\"articleSection\":[\"\ud5c8\uae45\ud398\uc774\uc2a4 \ud65c\uc6a9\"],\"inLanguage\":\"ko-KR\"},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/atmokpo.com\/w\/29536\/\",\"url\":\"https:\/\/atmokpo.com\/w\/29536\/\",\"name\":\"\ud5c8\uae45\ud398\uc774\uc2a4 \ud2b8\ub80c\uc2a4\ud3ec\uba38 \ud65c\uc6a9\uac15\uc88c, BERT \ubca1\ud130 \ucc28\uc6d0, \ub2e8\uc5b4 \ud1a0\ud06c\ub098\uc774\uc9d5 \ubc0f \ub514\ucf54\ub529 - 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BERT \ubaa8\ub378 \uac1c\uc694 BERT\ub294 Google\uc5d0\uc11c \uac1c\ubc1c\ud55c \uc0ac\uc804 \ud6c8\ub828\ub41c \uc5b8\uc5b4 \ubaa8\ub378\ub85c, \uc8fc\uc5b4\uc9c4 \ud14d\uc2a4\ud2b8\uc758 \ubb38\ub9e5\uc744 \uc774\ud574\ud558\ub294 \ub370 \ud0c1\uc6d4\ud55c \uc131\ub2a5\uc744 \ubcf4\uc785\ub2c8\ub2e4. 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