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1. \uc11c\ub860<\/h2>\n
\ucd5c\uadfc \ub525\ub7ec\ub2dd\uc758 \ubc1c\uc804\uc73c\ub85c \uc790\uc5f0\uc5b4 \ucc98\ub9ac(NLP) \ubd84\uc57c\uc5d0\uc11c \ud070 \ubcc0\ud654\uac00 \uc77c\uc5b4\ub0ac\uc2b5\ub2c8\ub2e4. \ud2b9\ud788, \ud5c8\uae45\ud398\uc774\uc2a4(Hugging Face)\uc758 \ud2b8\ub79c\uc2a4\ud3ec\uba38 \ub77c\uc774\ube0c\ub7ec\ub9ac\ub294 \ub2e4\uc591\ud55c \uc5b8\uc5b4 \ubaa8\ub378\uc744 \uc81c\uacf5\ud558\uc5ec NLP \uc5f0\uad6c\uc790\uc640 \uac1c\ubc1c\uc790\uc5d0\uac8c \ud070 \ub3c4\uc6c0\uc744 \uc8fc\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ubcf8 \uac15\uc88c\uc5d0\uc11c\ub294 M2M100 \ubaa8\ub378\uc744 \ud65c\uc6a9\ud558\uc5ec \ud55c\uad6d\uc5b4 \ud14d\uc2a4\ud2b8 \ubc88\uc5ed\uc744 \uc704\ud55c \ub370\uc774\ud130\ub97c \uc900\ube44\ud558\ub294 \ubc29\ubc95\uc5d0 \ub300\ud574 \uc790\uc138\ud788 \uc124\uba85\ud558\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n

2. \ud5c8\uae45\ud398\uc774\uc2a4 \ud2b8\ub79c\uc2a4\ud3ec\uba38 \uac1c\uc694<\/h2>\n
\ud5c8\uae45\ud398\uc774\uc2a4 \ud2b8\ub79c\uc2a4\ud3ec\uba38\ub294 \ub2e4\uc591\ud55c \ucd5c\uc2e0 \uc5b8\uc5b4 \ubaa8\ub378\uc744 \uc27d\uac8c \uc0ac\uc6a9\ud560 \uc218 \uc788\ub3c4\ub85d \uc9c0\uc6d0\ud558\ub294 \ub77c\uc774\ube0c\ub7ec\ub9ac\uc785\ub2c8\ub2e4. \uc774 \ub77c\uc774\ube0c\ub7ec\ub9ac\ub294 BERT, GPT-2, T5, M2M100 \ub4f1 \uc218\ub9ce\uc740 \uc0ac\uc804 \ud6c8\ub828\ub41c \ubaa8\ub378\uc744 \uc81c\uacf5\ud558\uc5ec, \ubcf5\uc7a1\ud55c \ucee4\uc2a4\ud130\ub9c8\uc774\uc9d5 \uc5c6\uc774 \uc27d\uac8c NLP \uc791\uc5c5\uc744 \uc218\ud589\ud560 \uc218 \uc788\ub3c4\ub85d \ud569\ub2c8\ub2e4. \ud2b9\ud788, M2M100 \ubaa8\ub378\uc740 \ub2e4\uad6d\uc5b4 \ubc88\uc5ed\uc744 \uc704\ud574 \ud2b9\ubcc4\ud788 \uc124\uacc4\ub41c \ubaa8\ub378\ub85c, \uc5ec\ub7ec \uc5b8\uc5b4 \uac04\uc758 \ubc88\uc5ed \uc131\ub2a5\uc774 \ub6f0\uc5b4\ub0a9\ub2c8\ub2e4.<\/p>\n

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

M2M100\uc740 “Multilingual to Multilingual”\uc744 \uc758\ubbf8\ud558\uba70, 100\uac1c \uc774\uc0c1\uc758 \uc5b8\uc5b4 \uac04\uc758 \ubc88\uc5ed \uc791\uc5c5\uc744 \uc9c0\uc6d0\ud569\ub2c8\ub2e4. \uc774 \ubaa8\ub378\uc740 \ub2e4\uc591\ud55c \uc5b8\uc5b4 \ub370\uc774\ud130\ub85c \ud6c8\ub828\ub418\uc5b4, \uc18c\uc2a4 \uc5b8\uc5b4\uc640 \ub300\uc0c1 \uc5b8\uc5b4\uac00 \ubb34\uc5c7\uc774\ub4e0 \ud6a8\uacfc\uc801\uc778 \ubc88\uc5ed\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4. M2M100\uc758 \uc8fc\uc694 \ud2b9\uc9d5\uc740 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4:<\/p>\n

100\uac1c \uc774\uc0c1\uc758 \uc5b8\uc5b4\ub97c \uc9c0\uc6d0<\/li>\n
\uc18c\uc2a4 \uc5b8\uc5b4\uc640 \ub300\uc0c1 \uc5b8\uc5b4 \uac04\uc758 \ubc88\uc5ed \uac00\ub2a5<\/li>\n

\ub2e4\uc591\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac \uc791\uc5c5\uc5d0 \ud65c\uc6a9 \uac00\ub2a5<\/li>\n<\/ul>\n

4. \ud658\uacbd \uc124\uc815<\/h2>\n
\ubcf8 \uac15\uc88c\uc5d0\uc11c\ub294 \ud30c\uc774\uc36c\uacfc \ud5c8\uae45\ud398\uc774\uc2a4 \ud2b8\ub79c\uc2a4\ud3ec\uba38 \ub77c\uc774\ube0c\ub7ec\ub9ac\ub97c \uc0ac\uc6a9\ud569\ub2c8\ub2e4. \uc544\ub798\uc758 \uc808\ucc28\ub97c \ud1b5\ud574 \ud658\uacbd\uc744 \uc124\uc815\ud569\ub2c8\ub2e4.<\/p>\n

4.1. \ud30c\uc774\uc36c \uc124\uce58<\/h3>\n
\ud30c\uc774\uc36c\uc740 \ucd5c\uc2e0 \ubc84\uc804\uc744 \uc124\uce58\ud574\uc57c \ud569\ub2c8\ub2e4. \uacf5\uc2dd \uc6f9\uc0ac\uc774\ud2b8\uc5d0\uc11c \ub2e4\uc6b4\ub85c\ub4dc\ud558\uc5ec \uc124\uce58\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n

4.2. \ud544\uc218 \ub77c\uc774\ube0c\ub7ec\ub9ac \uc124\uce58<\/h3>\n

\ud5c8\uae45\ud398\uc774\uc2a4\uc758 \ud2b8\ub79c\uc2a4\ud3ec\uba38 \ub77c\uc774\ube0c\ub7ec\ub9ac \ubc0f \uae30\ud0c0 \ud544\uc694\ud55c \ub77c\uc774\ube0c\ub7ec\ub9ac\ub97c \uc124\uce58\ud569\ub2c8\ub2e4. \uc544\ub798\uc758 \uba85\ub839\uc5b4\ub97c \uc0ac\uc6a9\ud558\uc5ec \uc124\uce58\ud558\uc138\uc694:<\/p>\n

pip install transformers torch<\/code><\/pre>\n5. \ud55c\uad6d\uc5b4 \ud14d\uc2a4\ud2b8 \uc900\ube44<\/h2>\nM2M100 \ubaa8\ub378\uc744 \ud65c\uc6a9\ud558\uc5ec \ubc88\uc5ed \uc791\uc5c5\uc744 \uc218\ud589\ud558\uae30 \uc704\ud574\uc11c\ub294 \uc801\uc808\ud55c \ub370\uc774\ud130\uc14b\uc774 \ud544\uc694\ud569\ub2c8\ub2e4. \uc5ec\uae30\uc11c\ub294 \ud55c\uad6d\uc5b4 \ud14d\uc2a4\ud2b8\ub97c \uc900\ube44\ud558\ub294 \ubc29\ubc95\uc5d0 \ub300\ud574 \uc124\uba85\ud569\ub2c8\ub2e4.<\/p>\n
5.1. \ub370\uc774\ud130 \uc218\uc9d1<\/h3>\n\ud55c\uad6d\uc5b4 \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130\ub97c \uc218\uc9d1\ud558\ub824\uba74 \ub2e4\uc591\ud55c \uc18c\uc2a4\uc5d0\uc11c \ub370\uc774\ud130\ub97c \ud68d\ub4dd\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub274\uc2a4\uae30\uc0ac, \ube14\ub85c\uadf8, \uc6f9\uc0ac\uc774\ud2b8 \ub4f1\uc5d0\uc11c \ud14d\uc2a4\ud2b8\ub97c \ud06c\ub864\ub9c1\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \uacfc\uc815\uc5d0\uc11c \ud14d\uc2a4\ud2b8 \uc804\ucc98\ub9ac \ub610\ud55c \uc911\uc694\ud569\ub2c8\ub2e4.<\/p>\n
5.2. \ub370\uc774\ud130 \uc804\ucc98\ub9ac<\/h3>\n\uc218\uc9d1\ud55c \ub370\uc774\ud130\ub294 \uc911\ubcf5 \uc81c\uac70, \ubd88\ud544\uc694\ud55c \uae30\ud638 \uc81c\uac70, \uc815\uc81c \uacfc\uc815\uc744 \uac70\uccd0\uc57c \ud569\ub2c8\ub2e4. \uae30\ubcf8\uc801\uc778 \uc804\ucc98\ub9ac \uacfc\uc815\uc740 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4:<\/p>\n
import re\n\ndef preprocess_text(text):\n    # \uc18c\ubb38\uc790\ub85c \ubcc0\ud658\n    text = text.lower()\n    # \ubd88\ud544\uc694\ud55c \uae30\ud638 \uc81c\uac70\n    text = re.sub(r'[^\uac00-\ud7a3A-Za-z0-9\\s]', '', text)\n    return text\n\nsample_text = \"\uc548\ub155\ud558\uc138\uc694! \ub525\ub7ec\ub2dd \uac15\uc88c\uc5d0 \uc624\uc2e0 \uac83\uc744 \ud658\uc601\ud569\ub2c8\ub2e4.\"\ncleaned_text = preprocess_text(sample_text)\nprint(cleaned_text)<\/code><\/pre>\n5.3. \ud55c\uad6d\uc5b4 \ub370\uc774\ud130 \uc608\uc81c<\/h3>\n\uc77c\ubc18\uc801\uc73c\ub85c \ubc88\uc5ed\ud560 \ubb38\uc7a5\uc744 \uc5ec\ub7ec \uac1c \uc900\ube44\ud558\uc5ec \ub370\uc774\ud130\uc14b\uc744 \uad6c\uc131\ud569\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4:<\/p>\n
korean_sentences = [\n    \"\uc800\ub294 \ub525\ub7ec\ub2dd\uc744 \uc88b\uc544\ud569\ub2c8\ub2e4.\",\n    \"\uc778\uacf5\uc9c0\ub2a5\uc758 \ubc1c\uc804\uc740 \ub180\ub77c\uc6cc\uc694.\",\n    \"\ud5c8\uae45\ud398\uc774\uc2a4\ub294 \uc815\ub9d0 \uc720\uc6a9\ud55c \ub77c\uc774\ube0c\ub7ec\ub9ac\uc785\ub2c8\ub2e4.\"\n]<\/code><\/pre>\n6. M2M100\uc73c\ub85c \ubc88\uc5ed\ud558\uae30<\/h2>\n\ud55c\uad6d\uc5b4 \ub370\uc774\ud130\uc14b\uc774 \uc900\ube44\ub418\uc5c8\uc73c\uba74 \uc774\uc81c M2M100 \ubaa8\ub378\uc744 \uc0ac\uc6a9\ud558\uc5ec \ubc88\uc5ed\uc744 \uc218\ud589\ud560 \ucc28\ub840\uc785\ub2c8\ub2e4. \uc544\ub798\uc758 \ucf54\ub4dc\ub97c \ud1b5\ud574 \ud55c\uad6d\uc5b4 \ubb38\uc7a5\uc744 \uc601\uc5b4\ub85c \ubc88\uc5ed\ud574 \ubcf4\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n
from transformers import M2M100ForConditionalGeneration, M2M100Tokenizer\n\n# \ubaa8\ub378 \ubc0f \ud1a0\ud06c\ub098\uc774\uc800 \ub85c\ub4dc\nmodel_name = \"facebook\/m2m100_418M\"\ntokenizer = M2M100Tokenizer.from_pretrained(model_name)\nmodel = M2M100ForConditionalGeneration.from_pretrained(model_name)\n\ndef translate_text(text, source_lang=\"ko\", target_lang=\"en\"):\n    # \ud14d\uc2a4\ud2b8\ub97c \ud1a0\ud070\ud654\n    tokenizer.src_lang = source_lang\n    encoded_text = tokenizer(text, return_tensors=\"pt\")\n    \n    # \ubc88\uc5ed \uc0dd\uc131\n    generated_tokens = model.generate(**encoded_text, forced_bos_token_id=tokenizer.get_lang_id(target_lang))\n    \n    # \ub514\ucf54\ub529\ud558\uc5ec \ubc88\uc5ed \uacb0\uacfc \ubc18\ud658\n    return tokenizer.batch_decode(generated_tokens, skip_special_tokens=True)[0]\n\n# \ubc88\uc5ed \uc218\ud589\nfor sentence in korean_sentences:\n    translated_sentence = translate_text(sentence)\n    print(f\"\uc6d0\ubb38: {sentence}\\n\ubc88\uc5ed: {translated_sentence}\\n\")<\/code><\/pre>\n7. \uacb0\ub860<\/h2>\n\uc774\ubc88 \uac15\uc88c\uc5d0\uc11c\ub294 M2M100 \ubaa8\ub378\uc744 \ud65c\uc6a9\ud558\uc5ec \ud55c\uad6d\uc5b4 \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130\ub97c \uc900\ube44\ud558\uace0 \ubc88\uc5ed\ud558\ub294 \ubc29\ubc95\uc5d0 \ub300\ud574 \uc124\uba85\ud558\uc600\uc2b5\ub2c8\ub2e4. \ud5c8\uae45\ud398\uc774\uc2a4\uc758 \ud2b8\ub79c\uc2a4\ud3ec\uba38 \ub77c\uc774\ube0c\ub7ec\ub9ac\ub97c \ud65c\uc6a9\ud558\uba74 \ubcf5\uc7a1\ud55c \uc791\uc5c5\uc744 \uac04\ub2e8\ud558\uace0 \ud6a8\uc728\uc801\uc73c\ub85c \uc218\ud589\ud560 \uc218 \uc788\uc74c\uc744 \uc54c \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \uac15\uc88c\ub97c \ud1b5\ud574 \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc5d0 \ub300\ud55c \uc774\ud574\ub97c \ub192\uc774\uace0, \uc2e4\uc81c \ud504\ub85c\uc81d\ud2b8\uc5d0 \uc801\uc6a9\ud560 \uc218 \uc788\ub294 \uae30\ubc18\uc744 \ub2e4\uc9c0\uae30\ub97c \ubc14\ub78d\ub2c8\ub2e4.<\/p>\n
8. \ucc38\uace0 \uc790\ub8cc<\/h2>\n\nHugging Face Transformers Documentation<\/a><\/li>\n
M2M100: A Massively Multilingual Neural Machine Translation Model<\/a><\/li>\n<\/ul>\n<\/body><\/p>\n","protected":false},"excerpt":{"rendered":"1. \uc11c\ub860 \ucd5c\uadfc \ub525\ub7ec\ub2dd\uc758 \ubc1c\uc804\uc73c\ub85c \uc790\uc5f0\uc5b4 \ucc98\ub9ac(NLP) \ubd84\uc57c\uc5d0\uc11c \ud070 \ubcc0\ud654\uac00 \uc77c\uc5b4\ub0ac\uc2b5\ub2c8\ub2e4. \ud2b9\ud788, \ud5c8\uae45\ud398\uc774\uc2a4(Hugging Face)\uc758 \ud2b8\ub79c\uc2a4\ud3ec\uba38 \ub77c\uc774\ube0c\ub7ec\ub9ac\ub294 \ub2e4\uc591\ud55c \uc5b8\uc5b4 \ubaa8\ub378\uc744 \uc81c\uacf5\ud558\uc5ec NLP \uc5f0\uad6c\uc790\uc640 \uac1c\ubc1c\uc790\uc5d0\uac8c \ud070 \ub3c4\uc6c0\uc744 \uc8fc\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ubcf8 \uac15\uc88c\uc5d0\uc11c\ub294 M2M100 \ubaa8\ub378\uc744 \ud65c\uc6a9\ud558\uc5ec \ud55c\uad6d\uc5b4 \ud14d\uc2a4\ud2b8 \ubc88\uc5ed\uc744 \uc704\ud55c \ub370\uc774\ud130\ub97c \uc900\ube44\ud558\ub294 \ubc29\ubc95\uc5d0 \ub300\ud574 \uc790\uc138\ud788 \uc124\uba85\ud558\uaca0\uc2b5\ub2c8\ub2e4. 2. \ud5c8\uae45\ud398\uc774\uc2a4 \ud2b8\ub79c\uc2a4\ud3ec\uba38 \uac1c\uc694 \ud5c8\uae45\ud398\uc774\uc2a4 \ud2b8\ub79c\uc2a4\ud3ec\uba38\ub294 \ub2e4\uc591\ud55c \ucd5c\uc2e0 \uc5b8\uc5b4 \ubaa8\ub378\uc744 \uc27d\uac8c \uc0ac\uc6a9\ud560 \uc218 … \ub354 \ubcf4\uae30 “\ud5c8\uae45\ud398\uc774\uc2a4 \ud2b8\ub80c\uc2a4\ud3ec\uba38 \ud65c\uc6a9\uac15\uc88c, M2M100 \ubc88\uc5ed \uc18c\uc2a4\ub85c \ud55c\uad6d\uc5b4 \ud14d\uc2a4\ud2b8 \uc900\ube44”<\/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-29616","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 \ubc88\uc5ed \uc18c\uc2a4\ub85c \ud55c\uad6d\uc5b4 \ud14d\uc2a4\ud2b8 \uc900\ube44 - 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4.1. \ud30c\uc774\uc36c \uc124\uce58<\/h3>\n\ud30c\uc774\uc36c\uc740 \ucd5c\uc2e0 \ubc84\uc804\uc744 \uc124\uce58\ud574\uc57c \ud569\ub2c8\ub2e4. \uacf5\uc2dd \uc6f9\uc0ac\uc774\ud2b8\uc5d0\uc11c \ub2e4\uc6b4\ub85c\ub4dc\ud558\uc5ec \uc124\uce58\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n

4.1. \ud30c\uc774\uc36c \uc124\uce58<\/h3>\n
\ud30c\uc774\uc36c\uc740 \ucd5c\uc2e0 \ubc84\uc804\uc744 \uc124\uce58\ud574\uc57c \ud569\ub2c8\ub2e4. \uacf5\uc2dd \uc6f9\uc0ac\uc774\ud2b8\uc5d0\uc11c \ub2e4\uc6b4\ub85c\ub4dc\ud558\uc5ec \uc124\uce58\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n