\uc790\uc5f0\uc5b4 \ucc98\ub9ac\ub294 \ucef4\ud4e8\ud130\uac00 \uc778\uac04\uc758 \uc5b8\uc5b4\ub97c \uc774\ud574\ud558\uace0 \ud574\uc11d\ud558\ub294 \uae30\uc220\ub85c, \ub2e4\uc591\ud55c \uc751\uc6a9 \ud504\ub85c\uadf8\ub7a8\uc5d0 \uc0ac\uc6a9\ub429\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uae30\uc220\uc740 \uc5b8\uc5b4 \ubc88\uc5ed, \ucc57\ubd07, \uac10\uc815 \ubd84\uc11d \ubc0f \uc815\ubcf4 \uac80\uc0c9 \ub4f1 \uc5ec\ub7ec \ubd84\uc57c\uc5d0\uc11c \ud65c\uc6a9\ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<\/div>\n
\n
3. \ub525 \ub7ec\ub2dd\uacfc GPT-2<\/h2>\n
\ub525 \ub7ec\ub2dd\uc740 \uc2ec\uce35 \uc2e0\uacbd\ub9dd\uc744 \uc774\uc6a9\ud55c \uba38\uc2e0\ub7ec\ub2dd\uc758 \ud55c \uc885\ub958\ub85c, \ub370\uc774\ud130\ub85c\ubd80\ud130 \ud328\ud134\uc744 \ud559\uc2b5\ud558\uc5ec \uc608\uce21\uc744 \uc218\ud589\ud569\ub2c8\ub2e4. GPT-2<\/strong>\ub294 OpenAI\uc5d0\uc11c \uac1c\ubc1c\ud55c \uc5b8\uc5b4 \uc0dd\uc131 \ubaa8\ub378\ub85c, \ub300\ub7c9\uc758 \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130\ub97c \uc0ac\uc804 \ud559\uc2b5\ud558\uc5ec \uc5b8\uc5b4\uc758 \uc758\ubbf8\uc640 \ubb38\ub9e5\uc744 \uc774\ud574\ud558\ub3c4\ub85d \uc124\uacc4\ub418\uc5c8\uc2b5\ub2c8\ub2e4. GPT-2\ub294 \uc8fc\uc5b4\uc9c4 \ubb38\ub9e5\uc744 \uae30\ubc18\uc73c\ub85c \ub2e4\uc74c \ub2e8\uc5b4\ub97c \uc608\uce21\ud558\ub294 \ubc29\uc2dd\uc73c\ub85c \uc791\ub3d9\ud558\uba70, \uc774\ub294 \ud14d\uc2a4\ud2b8 \uc0dd\uc131, \uc694\uc57d, \ub300\ud654 \uc2dc\uc2a4\ud15c \ub4f1 \ub2e4\uc591\ud55c \uc6a9\ub3c4\ub85c \uc0ac\uc6a9\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<\/div>\n\n
4. \ub370\uc774\ud130 \uc218\uc9d1<\/h2>\n
\ubcf8 \uacfc\uc81c\uc5d0\uc11c\ub294 \ub124\uc774\ubc84 \uc601\ud654 \ub9ac\ubdf0 \ub370\uc774\ud130\ub97c \uc218\uc9d1\ud558\uc5ec \uc0ac\uc6a9\ud560 \uac83\uc785\ub2c8\ub2e4. \ub370\uc774\ud130\ub294 \uc6f9 \uc2a4\ud06c\ub798\ud551 \uae30\ubc95\uc744 \uc0ac\uc6a9\ud558\uc5ec \uc218\uc9d1\ud560 \uc218 \uc788\uc73c\uba70, Python\uc758 BeautifulSoup<\/code> \ub77c\uc774\ube0c\ub7ec\ub9ac\ub97c \ud65c\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \ub9ac\ubdf0 \ub370\uc774\ud130\ub294 \ub2e4\uc74c\uacfc \uac19\uc774 \uc218\uc9d1\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4:<\/p>\n\n import requests\n from bs4 import BeautifulSoup\n\n url = 'https:\/\/movie.naver.com\/movie\/point\/af\/neutral_review.naver'\n response = requests.get(url)\n soup = BeautifulSoup(response.text, 'html.parser')\n reviews = soup.find_all('div', class_='star_score')\n <\/pre>\n<\/div>\n\n
5. \ub370\uc774\ud130 \uc804\ucc98\ub9ac<\/h2>\n
\uc218\uc9d1\ud55c \ub370\uc774\ud130\ub294 \uc804\ucc98\ub9ac\ub97c \ud1b5\ud574 \ubaa8\ub378\uc774 \uc774\ud574\ud558\uae30 \uc26c\uc6b4 \ud615\ud0dc\ub85c \ubcc0\ud658\ud574\uc57c \ud569\ub2c8\ub2e4. \uc77c\ubc18\uc801\uc778 \uc804\ucc98\ub9ac \uacfc\uc815\uc740 \ud14d\uc2a4\ud2b8 \uc815\uc81c, \ud1a0\ud070\ud654(tokenization), \ubd88\uc6a9\uc5b4 \uc81c\uac70, \uadf8\ub9ac\uace0 \ud544\uc694 \uc2dc \uad74\uc808 \ubc0f \uc5b4\uadfc(stemming) \ub4f1\uc758 \uacfc\uc815\uc744 \ud3ec\ud568\ud569\ub2c8\ub2e4.<\/p>\n<\/div>\n
\n
6. \ubaa8\ub378 \uad6c\ucd95<\/h2>\n
GPT-2 \ubaa8\ub378\uc744 \uc0ac\uc6a9\ud558\uc5ec \ub9ac\ubdf0\ub97c \ubd84\ub958\ud558\uae30 \uc704\ud574\uc11c\ub294 TensorFlow \ub610\ub294 PyTorch\uc640 \uac19\uc740 \ub525 \ub7ec\ub2dd \ud504\ub808\uc784\uc6cc\ud06c\ub97c \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub2e4\uc74c\uc740 \uae30\ubcf8\uc801\uc778 GPT-2 \ubaa8\ub378\uc744 \uc0ac\uc6a9\ud558\ub294 \uc608\uc81c \ucf54\ub4dc\uc785\ub2c8\ub2e4:<\/p>\n
\n from transformers import GPT2Tokenizer, GPT2Model\n\n # \ubaa8\ub378\uacfc \ud1a0\ud06c\ub098\uc774\uc800 \ub85c\ub4dc\n tokenizer = GPT2Tokenizer.from_pretrained('gpt2')\n model = GPT2Model.from_pretrained('gpt2')\n\n # \uc785\ub825 \ud14d\uc2a4\ud2b8\n input_text = \"\uc774 \uc601\ud654\ub294 \uc815\ub9d0 \uc7ac\ubbf8\uc788\ub2e4.\"\n input_ids = tokenizer.encode(input_text, return_tensors='pt')\n \n # \ubaa8\ub378 \uc608\uce21\n outputs = model(input_ids)\n <\/pre>\n<\/div>\n\n
7. \ubaa8\ub378 \ud6c8\ub828<\/h2>\n
\ubaa8\ub378\uc744 \ud6c8\ub828\ud558\uae30 \uc704\ud574\uc11c\ub294 \ubbf8\ub9ac \uc900\ube44\ub41c \ub370\uc774\ud130\uc14b\uc744 \uc0ac\uc6a9\ud558\uc5ec \ud559\uc2b5\uc2dc\ucf1c\uc57c \ud569\ub2c8\ub2e4. \uc190\uc2e4 \ud568\uc218(loss function)\uc640 \ucd5c\uc801\ud654 \uc54c\uace0\ub9ac\uc998(optimizer)\uc744 \uc124\uc815\ud55c \ud6c4, \ubaa8\ub378\uc744 \ubc18\ubcf5\uc801\uc73c\ub85c \ud6c8\ub828\uc2dc\ud0a4\uba70 \uc131\ub2a5\uc744 \ud5a5\uc0c1\uc2dc\ud0ac \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<\/div>\n
\n
8. \uc131\ub2a5 \ud3c9\uac00<\/h2>\n
\ud6c8\ub828\uc774 \uc644\ub8cc\ub41c \ubaa8\ub378\uc5d0 \ub300\ud574 \ud14c\uc2a4\ud2b8 \ub370\uc774\ud130\uc14b\uc744 \uc0ac\uc6a9\ud558\uc5ec \uc131\ub2a5\uc744 \ud3c9\uac00\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc77c\ubc18\uc801\uc778 \ud3c9\uac00 \uc9c0\ud45c\ub85c\ub294 \uc815\ud655\ub3c4(accuracy), \uc815\ubc00\ub3c4(precision), \uc7ac\ud604\uc728(recall), F1-score \ub4f1\uc774 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<\/div>\n
\n
9. \uacb0\ub860<\/h2>\n
\uc774\ubc88 \uae00\uc5d0\uc11c\ub294 \ub525 \ub7ec\ub2dd \uae30\ubc18\uc758 GPT-2\ub97c \uc0ac\uc6a9\ud558\uc5ec \ub124\uc774\ubc84 \uc601\ud654 \ub9ac\ubdf0\ub97c \ubd84\ub958\ud558\ub294 \ubc29\ubc95\uc5d0 \ub300\ud574 \ub2e4\ub8e8\uc5c8\uc2b5\ub2c8\ub2e4. \uc790\uc5f0\uc5b4 \ucc98\ub9ac \uae30\uc220\uc774 \ubc1c\uc804\ud568\uc5d0 \ub530\ub77c, \uc774\ub7ec\ud55c \uc811\uadfc \ubc29\uc2dd\uc740 \ub2e4\uc591\ud55c \ubd84\uc57c\uc5d0\uc11c \uc751\uc6a9\ub420 \uc218 \uc788\uc744 \uac83\uc73c\ub85c \uae30\ub300\ub429\ub2c8\ub2e4.<\/p>\n<\/div>\n
<\/body><\/p>\n","protected":false},"excerpt":{"rendered":"
1. \uc11c\ub860 \ucd5c\uadfc \uba87 \ub144 \ub3d9\uc548, \uc778\uacf5\uc9c0\ub2a5(AI) \ubc0f \uba38\uc2e0\ub7ec\ub2dd \uae30\uc220\uc774 \uae09\uc18d\ub3c4\ub85c \ubc1c\uc804\ud558\uba74\uc11c \uc790\uc5f0\uc5b4 \ucc98\ub9ac(Natural Language Processing, NLP) \ubd84\uc57c\uc5d0\uc11c\ub3c4 \ub9ce\uc740 \ud601\uc2e0\uc774 \uc788\uc5c8\uc2b5\ub2c8\ub2e4. \ud2b9\ud788 \ub525 \ub7ec\ub2dd(deep learning)\uc744 \ud65c\uc6a9\ud55c \uc811\uadfc \ubc29\uc2dd\uc740 \uc790\uc5f0\uc5b4 \ucc98\ub9ac \uc791\uc5c5\uc5d0\uc11c \ub180\ub77c\uc6b4 \uc131\uacfc\ub97c \ubcf4\uc774\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ubc88 \uae00\uc5d0\uc11c\ub294 \ub525 \ub7ec\ub2dd \uae30\ubc18\uc758 \ubaa8\ub378 \uc911 \ud558\ub098\uc778 GPT-2(Generative Pre-trained Transformer 2)\ub97c \uc0ac\uc6a9\ud558\uc5ec \ud55c\uad6d\uc758 \ub124\uc774\ubc84 \uc601\ud654 \ub9ac\ubdf0\ub97c \ubd84\ub958\ud558\ub294 \ubc29\ubc95\uc5d0 \ub300\ud574 … \ub354 \ubcf4\uae30 “\ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac: GPT-2\ub97c \uc774\uc6a9\ud55c \ub124\uc774\ubc84 \uc601\ud654 \ub9ac\ubdf0 \ubd84\ub958”<\/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":[16],"tags":[],"class_list":["post-25451","post","type-post","status-publish","format-standard","hentry","category-16"],"yoast_head":"\n\ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac: GPT-2\ub97c \uc774\uc6a9\ud55c \ub124\uc774\ubc84 \uc601\ud654 \ub9ac\ubdf0 \ubd84\ub958 - \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\/25451\/\" \/>\n<meta property=\"og:locale\" content=\"ko_KR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac: GPT-2\ub97c \uc774\uc6a9\ud55c \ub124\uc774\ubc84 \uc601\ud654 \ub9ac\ubdf0 \ubd84\ub958 - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" \/>\n<meta property=\"og:description\" content=\"1. \uc11c\ub860 \ucd5c\uadfc \uba87 \ub144 \ub3d9\uc548, \uc778\uacf5\uc9c0\ub2a5(AI) \ubc0f \uba38\uc2e0\ub7ec\ub2dd \uae30\uc220\uc774 \uae09\uc18d\ub3c4\ub85c \ubc1c\uc804\ud558\uba74\uc11c \uc790\uc5f0\uc5b4 \ucc98\ub9ac(Natural Language Processing, NLP) \ubd84\uc57c\uc5d0\uc11c\ub3c4 \ub9ce\uc740 \ud601\uc2e0\uc774 \uc788\uc5c8\uc2b5\ub2c8\ub2e4. \ud2b9\ud788 \ub525 \ub7ec\ub2dd(deep learning)\uc744 \ud65c\uc6a9\ud55c \uc811\uadfc \ubc29\uc2dd\uc740 \uc790\uc5f0\uc5b4 \ucc98\ub9ac \uc791\uc5c5\uc5d0\uc11c \ub180\ub77c\uc6b4 \uc131\uacfc\ub97c \ubcf4\uc774\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ubc88 \uae00\uc5d0\uc11c\ub294 \ub525 \ub7ec\ub2dd \uae30\ubc18\uc758 \ubaa8\ub378 \uc911 \ud558\ub098\uc778 GPT-2(Generative Pre-trained Transformer 2)\ub97c \uc0ac\uc6a9\ud558\uc5ec \ud55c\uad6d\uc758 \ub124\uc774\ubc84 \uc601\ud654 \ub9ac\ubdf0\ub97c \ubd84\ub958\ud558\ub294 \ubc29\ubc95\uc5d0 \ub300\ud574 … \ub354 \ubcf4\uae30 "\ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac: GPT-2\ub97c \uc774\uc6a9\ud55c \ub124\uc774\ubc84 \uc601\ud654 \ub9ac\ubdf0 \ubd84\ub958"\" \/>\n<meta property=\"og:url\" content=\"https:\/\/atmokpo.com\/w\/25451\/\" \/>\n<meta property=\"og:site_name\" content=\"\ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" \/>\n<meta property=\"article:published_time\" content=\"2024-10-26T09:55:15+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2024-11-26T08:01:42+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\/25451\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/atmokpo.com\/w\/25451\/\"},\"author\":{\"name\":\"root\",\"@id\":\"https:\/\/atmokpo.com\/w\/#\/schema\/person\/91b6b3b138fbba0efb4ae64b1abd81d7\"},\"headline\":\"\ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac: GPT-2\ub97c \uc774\uc6a9\ud55c \ub124\uc774\ubc84 \uc601\ud654 \ub9ac\ubdf0 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