{"id":29610,"date":"2024-10-28T01:55:43","date_gmt":"2024-10-28T01:55:43","guid":{"rendered":"http:\/\/atmokpo.com\/w\/?p=29610"},"modified":"2024-11-26T06:52:04","modified_gmt":"2024-11-26T06:52:04","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-m2m100-%eb%9d%bc%ec%9d%b4%eb%b8%8c%eb%9f%ac%eb%a6%ac-%ec%84%a4","status":"publish","type":"post","link":"https:\/\/atmokpo.com\/w\/29610\/","title":{"rendered":"\ud5c8\uae45\ud398\uc774\uc2a4 \ud2b8\ub80c\uc2a4\ud3ec\uba38 \ud65c\uc6a9\uac15\uc88c, M2M100 \ub77c\uc774\ube0c\ub7ec\ub9ac \uc124\uce58 \ubc0f \uc0ac\uc804\ud559\uc2b5 \ubaa8\ub378 \ubd88\ub7ec\uc624\uae30"},"content":{"rendered":"

<\/p>\n

\ubcf8 \uac15\uc88c\uc5d0\uc11c\ub294 \ud5c8\uae45\ud398\uc774\uc2a4\uc758 \ud2b8\ub79c\uc2a4\ud3ec\uba38 \ub77c\uc774\ube0c\ub7ec\ub9ac\uc5d0\uc11c M2M100 \ubaa8\ub378\uc744 \uc124\uce58\ud558\uace0 \uc0ac\uc804 \ud559\uc2b5\ub41c \ubaa8\ub378\uc744 \ubd88\ub7ec\uc624\ub294 \ubc29\ubc95\uc5d0 \ub300\ud574 \uc790\uc138\ud788 \uc54c\uc544\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. M2M100 \ubaa8\ub378\uc740 \ub2e4\uad6d\uc5b4 \ubc88\uc5ed\uc744 \uc704\ud55c \ubaa8\ub378\ub85c, \ub2e4\uc591\ud55c \uc5b8\uc5b4 \uac04\uc758 \ubc88\uc5ed\uc744 \uc9c0\uc6d0\ud569\ub2c8\ub2e4.<\/p>\n

1. \ud5c8\uae45\ud398\uc774\uc2a4 \ud2b8\ub79c\uc2a4\ud3ec\uba38\ub780?<\/h2>\n

\ud5c8\uae45\ud398\uc774\uc2a4 \ud2b8\ub79c\uc2a4\ud3ec\uba38(Hugging Face Transformers)\ub294 \uc790\uc5f0\uc5b4 \ucc98\ub9ac(NLP) \ubd84\uc57c\uc5d0\uc11c \uac00\uc7a5 \uc778\uae30\uc788\ub294 \ub77c\uc774\ube0c\ub7ec\ub9ac \uc911 \ud558\ub098\ub85c, \ub2e4\uc591\ud55c \uc0ac\uc804 \ud559\uc2b5\ub41c \ubaa8\ub378\uc744 \uc81c\uacf5\ud558\uc5ec \uac1c\ubc1c\uc790\ub4e4\uc774 \uc27d\uac8c \uc0ac\uc6a9\ud560 \uc218 \uc788\uac8c \ub3c4\uc640\uc90d\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ubaa8\ub378\ub4e4\uc740 BERT, GPT-2, T5, M2M100 \ub4f1 \uc5ec\ub7ec \uac00\uc9c0 NLP \uc791\uc5c5\uc5d0 \ud2b9\ubcc4\ud788 \uc124\uacc4\ub418\uc5c8\uc2b5\ub2c8\ub2e4.<\/p>\n

2. M2M100 \ubaa8\ub378 \uc18c\uac1c<\/h2>\n

M2M100 \ubaa8\ub378\uc740 \ub2e4\uad6d\uc5b4 \ubc88\uc5ed\uc744 \uc704\ud55c \ubaa8\ub378\ub85c, 100\uac1c \uc774\uc0c1\uc758 \uc5b8\uc5b4\ub97c \uc9c0\uc6d0\ud569\ub2c8\ub2e4. \uc774 \ubaa8\ub378\uc758 \ud601\uc2e0\uc801\uc778 \uc810\uc740 \uc911\uac04 \uc5b8\uc5b4 \uc5c6\uc774 \uc9c1\uc811\uc801\uc73c\ub85c \uc5ec\ub7ec \uc5b8\uc5b4 \uac04\uc758 \ubc88\uc5ed\uc744 \uc218\ud589\ud560 \uc218 \uc788\ub2e4\ub294 \uac83\uc785\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ubc29\uc2dd\uc744 \ud1b5\ud574 \ubc88\uc5ed \ud488\uc9c8\uc744 \uac1c\uc120\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n

3. M2M100 \uc124\uce58\ud558\uae30<\/h2>\n

M2M100 \ubaa8\ub378\uc744 \uc0ac\uc6a9\ud558\uae30 \uc704\ud574\uc11c\ub294 \uba3c\uc800 \ud5c8\uae45\ud398\uc774\uc2a4 \ud2b8\ub79c\uc2a4\ud3ec\uba38 \ub77c\uc774\ube0c\ub7ec\ub9ac\ub97c \uc124\uce58\ud574\uc57c \ud569\ub2c8\ub2e4. \uc544\ub798\uc758 \uba85\ub839\uc5b4\ub97c \uc0ac\uc6a9\ud558\uc5ec \ub77c\uc774\ube0c\ub7ec\ub9ac\ub97c \uc124\uce58\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n

pip install transformers<\/code><\/pre>\n
3.1 \uc124\uce58 \ud655\uc778<\/h3>\n
\uc124\uce58\uac00 \uc644\ub8cc\ub418\uba74, \uc62c\ubc14\ub974\uac8c \uc124\uce58\ub418\uc5c8\ub294\uc9c0 \ud655\uc778\ud558\uae30 \uc704\ud574 \uc544\ub798\uc758 \ud30c\uc774\uc36c \ucf54\ub4dc\ub97c \uc2e4\ud589\ud569\ub2c8\ub2e4.<\/p>\n
\nimport transformers\nprint(transformers.__version__)\n<\/code><\/pre>\n
4. \uc0ac\uc804\ud559\uc2b5 \ubaa8\ub378 \ubd88\ub7ec\uc624\uae30<\/h2>\n
M2M100 \ubaa8\ub378\uc744 \uc0ac\uc6a9\ud558\uae30 \uc704\ud574 \uc124\uce58\ub41c \ub77c\uc774\ube0c\ub7ec\ub9ac\uc5d0\uc11c \uc0ac\uc804 \ud559\uc2b5\ub41c \ubaa8\ub378\uc744 \uc27d\uac8c \ubd88\ub7ec\uc62c \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc544\ub798\uc758 \ucf54\ub4dc\uc5d0\uc11c\ub294 M2M100 \ubaa8\ub378\uc744 \ubd88\ub7ec\uc624\ub294 \uacfc\uc815\uc744 \uc124\uba85\ud569\ub2c8\ub2e4.<\/p>\n
\nfrom transformers import M2M100ForConditionalGeneration, M2M100Tokenizer\n\n# Tokenizer\uc640 \ubaa8\ub378 \ubd88\ub7ec\uc624\uae30\nmodel_name = 'facebook\/m2m100_418M'\ntokenizer = M2M100Tokenizer.from_pretrained(model_name)\nmodel = M2M100ForConditionalGeneration.from_pretrained(model_name)\n\n# \ubc88\uc5ed\ud560 \ud14d\uc2a4\ud2b8\ntext = \"\uc548\ub155\ud558\uc138\uc694, \uc774 \uae00\uc5d0\uc11c\ub294 \ud5c8\uae45\ud398\uc774\uc2a4 \ud2b8\ub79c\uc2a4\ud3ec\uba38\ub97c \ud65c\uc6a9\ud55c \ub2e4\uad6d\uc5b4 \ubc88\uc5ed \ubaa8\ub378\uc744 \ubc30\uc6b0\uaca0\uc2b5\ub2c8\ub2e4.\"\n\n# \uc785\ub825 \uc5b8\uc5b4 \uc124\uc815\ntokenizer.src_lang = \"ko\"\nencoded_text = tokenizer(text, return_tensors=\"pt\")\n\n# \ubc88\uc5ed \uc2e4\ud589\ntranslated_tokens = model.generate(**encoded_text, forced_bos_token_id=tokenizer.get_lang_id(\"en\"))\ntranslated_text = tokenizer.batch_decode(translated_tokens, skip_special_tokens=True)[0]\nprint(translated_text)\n<\/code><\/pre>\n
4.1 \ucf54\ub4dc \uc124\uba85<\/h3>\n
\uc704 \ucf54\ub4dc\ub294 \ub2e4\uc74c\uacfc \uac19\uc740 \ub2e8\uacc4\ub85c \uc774\ub8e8\uc5b4\uc838 \uc788\uc2b5\ub2c8\ub2e4:<\/p>\n
    \n
  1. Tokenizer\uc640 \ubaa8\ub378 \ubd88\ub7ec\uc624\uae30:<\/strong> M2M100 \ubaa8\ub378\uacfc \ud574\ub2f9 \ubaa8\ub378\uc758 tokenizer\ub97c \ubd88\ub7ec\uc635\ub2c8\ub2e4.<\/li>\n
  2. \ubc88\uc5ed\ud560 \ud14d\uc2a4\ud2b8 \uc815\uc758:<\/strong> \ubc88\uc5ed\ud558\uace0\uc790 \ud558\ub294 \ud55c\uad6d\uc5b4 \ubb38\uc7a5\uc744 \uc815\uc758\ud569\ub2c8\ub2e4.<\/li>\n
  3. \uc785\ub825 \uc5b8\uc5b4 \uc124\uc815:<\/strong> tokenizer\uc758 \uc18d\uc131\uc744 \uc124\uc815\ud558\uc5ec \uc785\ub825 \uc5b8\uc5b4\ub97c \ud55c\uad6d\uc5b4\ub85c \uc9c0\uc815\ud569\ub2c8\ub2e4.<\/li>\n
  4. \ubc88\uc5ed \uc2e4\ud589:<\/strong> \ubaa8\ub378\uc744 \ud1b5\ud574 \ubc88\uc5ed\uc744 \uc218\ud589\ud558\uace0, \uacb0\uacfc\ub97c \ub514\ucf54\ub4dc\ud558\uc5ec \ucd5c\uc885 \ubc88\uc5ed\ub41c \ud14d\uc2a4\ud2b8\ub97c \ucd9c\ub825\ud569\ub2c8\ub2e4.<\/li>\n<\/ol>\n
    5. \ub2e4\uc591\ud55c \uc5b8\uc5b4 \uac04 \ubc88\uc5ed<\/h2>\n
    \uc774\uc81c \ub2e4\ub978 \uc5b8\uc5b4\ub85c \ubc88\uc5ed\uc744 \uc2dc\ub3c4\ud574 \ubcf4\uaca0\uc2b5\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \uc601\uc5b4\uc5d0\uc11c \ud504\ub791\uc2a4\uc5b4\ub85c \ubc88\uc5ed\ud574 \ubcf4\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n
    \n# \ubc88\uc5ed\ud560 \uc601\uc5b4 \ubb38\uc7a5\ntext_en = \"Hello, in this article, we will learn about the M2M100 model from Hugging Face Transformers.\"\ntokenizer.src_lang = \"en\"\nencoded_text_en = tokenizer(text_en, return_tensors=\"pt\")\n\n# \ud504\ub791\uc2a4\uc5b4\ub85c \ubc88\uc5ed\ntranslated_tokens_fr = model.generate(**encoded_text_en, forced_bos_token_id=tokenizer.get_lang_id(\"fr\"))\ntranslated_text_fr = tokenizer.batch_decode(translated_tokens_fr, skip_special_tokens=True)[0]\nprint(translated_text_fr)\n<\/code><\/pre>\n
    6. \uacb0\ub860<\/h2>\n
    \uc774\ubc88 \uac15\uc88c\ub97c \ud1b5\ud574 \ud5c8\uae45\ud398\uc774\uc2a4 \ud2b8\ub79c\uc2a4\ud3ec\uba38 \ub77c\uc774\ube0c\ub7ec\ub9ac\uc5d0\uc11c M2M100 \ubaa8\ub378\uc744 \uc124\uce58\ud558\uace0, \uc0ac\uc804 \ud559\uc2b5\ub41c \ubaa8\ub378\uc744 \ubd88\ub7ec\uc624\ub294 \uacfc\uc815\uc744 \ubc30\uc6cc\ubcf4\uc558\uc2b5\ub2c8\ub2e4. \ub2e4\uad6d\uc5b4 \ubc88\uc5ed\uc744 \uc704\ud55c \uc774 \uac15\ub825\ud55c \ubaa8\ub378\uc740 \ub2e4\uc591\ud55c \uc5b8\uc5b4 \uac04\uc758 \ubc88\uc5ed \ud488\uc9c8\uc744 \ub192\uc774\ub294 \ub370 \ub9e4\uc6b0 \uc720\uc6a9\ud569\ub2c8\ub2e4. \uc55e\uc73c\ub85c \ub354 \ub9ce\uc740 NLP \uc791\uc5c5\uc5d0 \ub300\ud574 \ud0d0\uad6c\ud574\ubcf4\uc2dc\uae38 \uad8c\uc7a5\ud569\ub2c8\ub2e4.<\/p>\n
    <\/body><\/p>\n","protected":false},"excerpt":{"rendered":"
    \ubcf8 \uac15\uc88c\uc5d0\uc11c\ub294 \ud5c8\uae45\ud398\uc774\uc2a4\uc758 \ud2b8\ub79c\uc2a4\ud3ec\uba38 \ub77c\uc774\ube0c\ub7ec\ub9ac\uc5d0\uc11c M2M100 \ubaa8\ub378\uc744 \uc124\uce58\ud558\uace0 \uc0ac\uc804 \ud559\uc2b5\ub41c \ubaa8\ub378\uc744 \ubd88\ub7ec\uc624\ub294 \ubc29\ubc95\uc5d0 \ub300\ud574 \uc790\uc138\ud788 \uc54c\uc544\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. M2M100 \ubaa8\ub378\uc740 \ub2e4\uad6d\uc5b4 \ubc88\uc5ed\uc744 \uc704\ud55c \ubaa8\ub378\ub85c, \ub2e4\uc591\ud55c \uc5b8\uc5b4 \uac04\uc758 \ubc88\uc5ed\uc744 \uc9c0\uc6d0\ud569\ub2c8\ub2e4. 1. \ud5c8\uae45\ud398\uc774\uc2a4 \ud2b8\ub79c\uc2a4\ud3ec\uba38\ub780? \ud5c8\uae45\ud398\uc774\uc2a4 \ud2b8\ub79c\uc2a4\ud3ec\uba38(Hugging Face Transformers)\ub294 \uc790\uc5f0\uc5b4 \ucc98\ub9ac(NLP) \ubd84\uc57c\uc5d0\uc11c \uac00\uc7a5 \uc778\uae30\uc788\ub294 \ub77c\uc774\ube0c\ub7ec\ub9ac \uc911 \ud558\ub098\ub85c, \ub2e4\uc591\ud55c \uc0ac\uc804 \ud559\uc2b5\ub41c \ubaa8\ub378\uc744 \uc81c\uacf5\ud558\uc5ec \uac1c\ubc1c\uc790\ub4e4\uc774 \uc27d\uac8c \uc0ac\uc6a9\ud560 \uc218 \uc788\uac8c \ub3c4\uc640\uc90d\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ubaa8\ub378\ub4e4\uc740 … \ub354 \ubcf4\uae30 “\ud5c8\uae45\ud398\uc774\uc2a4 \ud2b8\ub80c\uc2a4\ud3ec\uba38 \ud65c\uc6a9\uac15\uc88c, M2M100 \ub77c\uc774\ube0c\ub7ec\ub9ac \uc124\uce58 \ubc0f \uc0ac\uc804\ud559\uc2b5 \ubaa8\ub378 \ubd88\ub7ec\uc624\uae30”<\/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-29610","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, M2M100 \ub77c\uc774\ube0c\ub7ec\ub9ac \uc124\uce58 \ubc0f \uc0ac\uc804\ud559\uc2b5 \ubaa8\ub378 \ubd88\ub7ec\uc624\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\/29610\/\" \/>\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, M2M100 \ub77c\uc774\ube0c\ub7ec\ub9ac \uc124\uce58 \ubc0f \uc0ac\uc804\ud559\uc2b5 \ubaa8\ub378 \ubd88\ub7ec\uc624\uae30 - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" \/>\n<meta property=\"og:description\" content=\"\ubcf8 \uac15\uc88c\uc5d0\uc11c\ub294 \ud5c8\uae45\ud398\uc774\uc2a4\uc758 \ud2b8\ub79c\uc2a4\ud3ec\uba38 \ub77c\uc774\ube0c\ub7ec\ub9ac\uc5d0\uc11c M2M100 \ubaa8\ub378\uc744 \uc124\uce58\ud558\uace0 \uc0ac\uc804 \ud559\uc2b5\ub41c \ubaa8\ub378\uc744 \ubd88\ub7ec\uc624\ub294 \ubc29\ubc95\uc5d0 \ub300\ud574 \uc790\uc138\ud788 \uc54c\uc544\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. M2M100 \ubaa8\ub378\uc740 \ub2e4\uad6d\uc5b4 \ubc88\uc5ed\uc744 \uc704\ud55c \ubaa8\ub378\ub85c, \ub2e4\uc591\ud55c \uc5b8\uc5b4 \uac04\uc758 \ubc88\uc5ed\uc744 \uc9c0\uc6d0\ud569\ub2c8\ub2e4. 1. \ud5c8\uae45\ud398\uc774\uc2a4 \ud2b8\ub79c\uc2a4\ud3ec\uba38\ub780? \ud5c8\uae45\ud398\uc774\uc2a4 \ud2b8\ub79c\uc2a4\ud3ec\uba38(Hugging Face Transformers)\ub294 \uc790\uc5f0\uc5b4 \ucc98\ub9ac(NLP) \ubd84\uc57c\uc5d0\uc11c \uac00\uc7a5 \uc778\uae30\uc788\ub294 \ub77c\uc774\ube0c\ub7ec\ub9ac \uc911 \ud558\ub098\ub85c, \ub2e4\uc591\ud55c \uc0ac\uc804 \ud559\uc2b5\ub41c \ubaa8\ub378\uc744 \uc81c\uacf5\ud558\uc5ec \uac1c\ubc1c\uc790\ub4e4\uc774 \uc27d\uac8c \uc0ac\uc6a9\ud560 \uc218 \uc788\uac8c \ub3c4\uc640\uc90d\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ubaa8\ub378\ub4e4\uc740 … \ub354 \ubcf4\uae30 "\ud5c8\uae45\ud398\uc774\uc2a4 \ud2b8\ub80c\uc2a4\ud3ec\uba38 \ud65c\uc6a9\uac15\uc88c, M2M100 \ub77c\uc774\ube0c\ub7ec\ub9ac \uc124\uce58 \ubc0f \uc0ac\uc804\ud559\uc2b5 \ubaa8\ub378 \ubd88\ub7ec\uc624\uae30"\" \/>\n<meta property=\"og:url\" content=\"https:\/\/atmokpo.com\/w\/29610\/\" \/>\n<meta property=\"og:site_name\" content=\"\ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" \/>\n<meta property=\"article:published_time\" content=\"2024-10-28T01:55:43+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2024-11-26T06:52:04+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\/29610\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/atmokpo.com\/w\/29610\/\"},\"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, M2M100 \ub77c\uc774\ube0c\ub7ec\ub9ac \uc124\uce58 \ubc0f \uc0ac\uc804\ud559\uc2b5 \ubaa8\ub378 \ubd88\ub7ec\uc624\uae30\",\"datePublished\":\"2024-10-28T01:55:43+00:00\",\"dateModified\":\"2024-11-26T06:52:04+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/atmokpo.com\/w\/29610\/\"},\"wordCount\":36,\"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\/29610\/\",\"url\":\"https:\/\/atmokpo.com\/w\/29610\/\",\"name\":\"\ud5c8\uae45\ud398\uc774\uc2a4 \ud2b8\ub80c\uc2a4\ud3ec\uba38 \ud65c\uc6a9\uac15\uc88c, M2M100 \ub77c\uc774\ube0c\ub7ec\ub9ac \uc124\uce58 \ubc0f \uc0ac\uc804\ud559\uc2b5 \ubaa8\ub378 \ubd88\ub7ec\uc624\uae30 - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\",\"isPartOf\":{\"@id\":\"https:\/\/atmokpo.com\/w\/#website\"},\"datePublished\":\"2024-10-28T01:55:43+00:00\",\"dateModified\":\"2024-11-26T06:52:04+00:00\",\"breadcrumb\":{\"@id\":\"https:\/\/atmokpo.com\/w\/29610\/#breadcrumb\"},\"inLanguage\":\"ko-KR\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/atmokpo.com\/w\/29610\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/atmokpo.com\/w\/29610\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"\ud648\",\"item\":\"https:\/\/atmokpo.com\/w\/en\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"\ud5c8\uae45\ud398\uc774\uc2a4 \ud2b8\ub80c\uc2a4\ud3ec\uba38 \ud65c\uc6a9\uac15\uc88c, M2M100 \ub77c\uc774\ube0c\ub7ec\ub9ac \uc124\uce58 \ubc0f \uc0ac\uc804\ud559\uc2b5 \ubaa8\ub378 \ubd88\ub7ec\uc624\uae30\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/atmokpo.com\/w\/#website\",\"url\":\"https:\/\/atmokpo.com\/w\/\",\"name\":\"\ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\",\"description\":\"\",\"publisher\":{\"@id\":\"https:\/\/atmokpo.com\/w\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/atmokpo.com\/w\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"ko-KR\"},{\"@type\":\"Organization\",\"@id\":\"https:\/\/atmokpo.com\/w\/#organization\",\"name\":\"\ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\",\"url\":\"https:\/\/atmokpo.com\/w\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"ko-KR\",\"@id\":\"https:\/\/atmokpo.com\/w\/#\/schema\/logo\/image\/\",\"url\":\"https:\/\/atmokpo.com\/w\/wp-content\/uploads\/2024\/11\/logo.png\",\"contentUrl\":\"https:\/\/atmokpo.com\/w\/wp-content\/uploads\/2024\/11\/logo.png\",\"width\":400,\"height\":400,\"caption\":\"\ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\"},\"image\":{\"@id\":\"https:\/\/atmokpo.com\/w\/#\/schema\/logo\/image\/\"},\"sameAs\":[\"https:\/\/x.com\/bebubo4\"]},{\"@type\":\"Person\",\"@id\":\"https:\/\/atmokpo.com\/w\/#\/schema\/person\/91b6b3b138fbba0efb4ae64b1abd81d7\",\"name\":\"root\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"ko-KR\",\"@id\":\"https:\/\/atmokpo.com\/w\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/secure.gravatar.com\/avatar\/708197b41fc6435a7ce22d951b25d4a47e9e904270cb1f04682d4f025066f80c?s=96&d=mm&r=g\",\"contentUrl\":\"https:\/\/secure.gravatar.com\/avatar\/708197b41fc6435a7ce22d951b25d4a47e9e904270cb1f04682d4f025066f80c?s=96&d=mm&r=g\",\"caption\":\"root\"},\"sameAs\":[\"http:\/\/atmokpo.com\/w\"],\"url\":\"https:\/\/atmokpo.com\/w\/author\/root\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"\ud5c8\uae45\ud398\uc774\uc2a4 \ud2b8\ub80c\uc2a4\ud3ec\uba38 \ud65c\uc6a9\uac15\uc88c, M2M100 \ub77c\uc774\ube0c\ub7ec\ub9ac \uc124\uce58 \ubc0f \uc0ac\uc804\ud559\uc2b5 \ubaa8\ub378 \ubd88\ub7ec\uc624\uae30 - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/atmokpo.com\/w\/29610\/","og_locale":"ko_KR","og_type":"article","og_title":"\ud5c8\uae45\ud398\uc774\uc2a4 \ud2b8\ub80c\uc2a4\ud3ec\uba38 \ud65c\uc6a9\uac15\uc88c, M2M100 \ub77c\uc774\ube0c\ub7ec\ub9ac \uc124\uce58 \ubc0f \uc0ac\uc804\ud559\uc2b5 \ubaa8\ub378 \ubd88\ub7ec\uc624\uae30 - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8","og_description":"\ubcf8 \uac15\uc88c\uc5d0\uc11c\ub294 \ud5c8\uae45\ud398\uc774\uc2a4\uc758 \ud2b8\ub79c\uc2a4\ud3ec\uba38 \ub77c\uc774\ube0c\ub7ec\ub9ac\uc5d0\uc11c M2M100 \ubaa8\ub378\uc744 \uc124\uce58\ud558\uace0 \uc0ac\uc804 \ud559\uc2b5\ub41c \ubaa8\ub378\uc744 \ubd88\ub7ec\uc624\ub294 \ubc29\ubc95\uc5d0 \ub300\ud574 \uc790\uc138\ud788 \uc54c\uc544\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. M2M100 \ubaa8\ub378\uc740 \ub2e4\uad6d\uc5b4 \ubc88\uc5ed\uc744 \uc704\ud55c \ubaa8\ub378\ub85c, \ub2e4\uc591\ud55c \uc5b8\uc5b4 \uac04\uc758 \ubc88\uc5ed\uc744 \uc9c0\uc6d0\ud569\ub2c8\ub2e4. 1. \ud5c8\uae45\ud398\uc774\uc2a4 \ud2b8\ub79c\uc2a4\ud3ec\uba38\ub780? \ud5c8\uae45\ud398\uc774\uc2a4 \ud2b8\ub79c\uc2a4\ud3ec\uba38(Hugging Face Transformers)\ub294 \uc790\uc5f0\uc5b4 \ucc98\ub9ac(NLP) \ubd84\uc57c\uc5d0\uc11c \uac00\uc7a5 \uc778\uae30\uc788\ub294 \ub77c\uc774\ube0c\ub7ec\ub9ac \uc911 \ud558\ub098\ub85c, \ub2e4\uc591\ud55c \uc0ac\uc804 \ud559\uc2b5\ub41c \ubaa8\ub378\uc744 \uc81c\uacf5\ud558\uc5ec \uac1c\ubc1c\uc790\ub4e4\uc774 \uc27d\uac8c \uc0ac\uc6a9\ud560 \uc218 \uc788\uac8c \ub3c4\uc640\uc90d\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ubaa8\ub378\ub4e4\uc740 … \ub354 \ubcf4\uae30 \"\ud5c8\uae45\ud398\uc774\uc2a4 \ud2b8\ub80c\uc2a4\ud3ec\uba38 \ud65c\uc6a9\uac15\uc88c, M2M100 \ub77c\uc774\ube0c\ub7ec\ub9ac \uc124\uce58 \ubc0f \uc0ac\uc804\ud559\uc2b5 \ubaa8\ub378 \ubd88\ub7ec\uc624\uae30\"","og_url":"https:\/\/atmokpo.com\/w\/29610\/","og_site_name":"\ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8","article_published_time":"2024-10-28T01:55:43+00:00","article_modified_time":"2024-11-26T06:52:04+00:00","author":"root","twitter_card":"summary_large_image","twitter_creator":"@bebubo4","twitter_site":"@bebubo4","twitter_misc":{"\uae00\uc4f4\uc774":"root","\uc608\uc0c1 \ub418\ub294 \ud310\ub3c5 \uc2dc\uac04":"1\ubd84"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/atmokpo.com\/w\/29610\/#article","isPartOf":{"@id":"https:\/\/atmokpo.com\/w\/29610\/"},"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, M2M100 \ub77c\uc774\ube0c\ub7ec\ub9ac \uc124\uce58 \ubc0f \uc0ac\uc804\ud559\uc2b5 \ubaa8\ub378 \ubd88\ub7ec\uc624\uae30","datePublished":"2024-10-28T01:55:43+00:00","dateModified":"2024-11-26T06:52:04+00:00","mainEntityOfPage":{"@id":"https:\/\/atmokpo.com\/w\/29610\/"},"wordCount":36,"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\/29610\/","url":"https:\/\/atmokpo.com\/w\/29610\/","name":"\ud5c8\uae45\ud398\uc774\uc2a4 \ud2b8\ub80c\uc2a4\ud3ec\uba38 \ud65c\uc6a9\uac15\uc88c, M2M100 \ub77c\uc774\ube0c\ub7ec\ub9ac \uc124\uce58 \ubc0f \uc0ac\uc804\ud559\uc2b5 \ubaa8\ub378 \ubd88\ub7ec\uc624\uae30 - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8","isPartOf":{"@id":"https:\/\/atmokpo.com\/w\/#website"},"datePublished":"2024-10-28T01:55:43+00:00","dateModified":"2024-11-26T06:52:04+00:00","breadcrumb":{"@id":"https:\/\/atmokpo.com\/w\/29610\/#breadcrumb"},"inLanguage":"ko-KR","potentialAction":[{"@type":"ReadAction","target":["https:\/\/atmokpo.com\/w\/29610\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/atmokpo.com\/w\/29610\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"\ud648","item":"https:\/\/atmokpo.com\/w\/en\/"},{"@type":"ListItem","position":2,"name":"\ud5c8\uae45\ud398\uc774\uc2a4 \ud2b8\ub80c\uc2a4\ud3ec\uba38 \ud65c\uc6a9\uac15\uc88c, M2M100 \ub77c\uc774\ube0c\ub7ec\ub9ac \uc124\uce58 \ubc0f \uc0ac\uc804\ud559\uc2b5 \ubaa8\ub378 \ubd88\ub7ec\uc624\uae30"}]},{"@type":"WebSite","@id":"https:\/\/atmokpo.com\/w\/#website","url":"https:\/\/atmokpo.com\/w\/","name":"\ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8","description":"","publisher":{"@id":"https:\/\/atmokpo.com\/w\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/atmokpo.com\/w\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"ko-KR"},{"@type":"Organization","@id":"https:\/\/atmokpo.com\/w\/#organization","name":"\ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8","url":"https:\/\/atmokpo.com\/w\/","logo":{"@type":"ImageObject","inLanguage":"ko-KR","@id":"https:\/\/atmokpo.com\/w\/#\/schema\/logo\/image\/","url":"https:\/\/atmokpo.com\/w\/wp-content\/uploads\/2024\/11\/logo.png","contentUrl":"https:\/\/atmokpo.com\/w\/wp-content\/uploads\/2024\/11\/logo.png","width":400,"height":400,"caption":"\ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8"},"image":{"@id":"https:\/\/atmokpo.com\/w\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/x.com\/bebubo4"]},{"@type":"Person","@id":"https:\/\/atmokpo.com\/w\/#\/schema\/person\/91b6b3b138fbba0efb4ae64b1abd81d7","name":"root","image":{"@type":"ImageObject","inLanguage":"ko-KR","@id":"https:\/\/atmokpo.com\/w\/#\/schema\/person\/image\/","url":"https:\/\/secure.gravatar.com\/avatar\/708197b41fc6435a7ce22d951b25d4a47e9e904270cb1f04682d4f025066f80c?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/708197b41fc6435a7ce22d951b25d4a47e9e904270cb1f04682d4f025066f80c?s=96&d=mm&r=g","caption":"root"},"sameAs":["http:\/\/atmokpo.com\/w"],"url":"https:\/\/atmokpo.com\/w\/author\/root\/"}]}},"jetpack_featured_media_url":"","jetpack_sharing_enabled":true,"jetpack-related-posts":[],"_links":{"self":[{"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/posts\/29610","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/comments?post=29610"}],"version-history":[{"count":1,"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/posts\/29610\/revisions"}],"predecessor-version":[{"id":29611,"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/posts\/29610\/revisions\/29611"}],"wp:attachment":[{"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/media?parent=29610"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/categories?post=29610"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/tags?post=29610"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}