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\uae00\uc5d0\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd\u2026","rel":"","context":""\ub525\ub7ec\ub2dd \uba38\uc2e0\ub7ec\ub2dd \uc790\ub3d9 \ud2b8\ub808\uc774\ub529"\uc5d0\uc11c","block_context":{"text":"\ub525\ub7ec\ub2dd \uba38\uc2e0\ub7ec\ub2dd \uc790\ub3d9 \ud2b8\ub808\uc774\ub529","link":"https:\/\/atmokpo.com\/w\/category\/%eb%94%a5%eb%9f%ac%eb%8b%9d-%eb%a8%b8%ec%8b%a0%eb%9f%ac%eb%8b%9d-%ec%9e%90%eb%8f%99-%ed%8a%b8%eb%a0%88%ec%9d%b4%eb%94%a9\/"},"img":{"alt_text":"","src":"","width":0,"height":0},"classes":[]},{"id":29359,"url":"https:\/\/atmokpo.com\/w\/29359\/","url_meta":{"origin":29209,"position":2},"title":"\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130\ub97c \uc704\ud55c RNN","author":"root","date":"2024\ub144 10\uc6d4 27\uc77c","format":false,"excerpt":"\uc800\uc790: \uc870\uad11\ud615 \ub0a0\uc9dc: [\ub0a0\uc9dc] \ubaa9\ucc28 1. \uc11c\ub860 2. \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uac1c\uc694 3. RNN(\uc21c\ud658 \uc2e0\uacbd\ub9dd) \uc18c\uac1c 4. \ub370\uc774\ud130 \uc804\ucc98\ub9ac 5. \ubaa8\ub378 \ud6c8\ub828 6. \ubc31\ud14c\uc2a4\ud305 7. \uc790\ub3d9\ub9e4\ub9e4 \uc804\ub7b5 \ubc30\ud3ec 8. \uacb0\ub860 1. \uc11c\ub860 \ud604\ub300 \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c\ub294 \ub370\uc774\ud130\uc758 \uc591\uc774 \ud3ed\ubc1c\uc801\uc73c\ub85c \uc99d\uac00\ud558\uba74\uc11c \uc804\ud1b5\uc801\uc778 \ud2b8\ub808\uc774\ub529 \ubc29\ubc95\uc744 \ub118\uc5b4\uc11c\ub294 \uace0\uae09 \uc54c\uace0\ub9ac\uc998\uc774 \ud544\uc694\ud574\uc84c\uc2b5\ub2c8\ub2e4. \ud2b9\ud788 \ub274\uc2a4 \uae30\uc0ac, \uc18c\uc15c\u2026","rel":"","context":""\ub525\ub7ec\ub2dd \uba38\uc2e0\ub7ec\ub2dd \uc790\ub3d9 \ud2b8\ub808\uc774\ub529"\uc5d0\uc11c","block_context":{"text":"\ub525\ub7ec\ub2dd \uba38\uc2e0\ub7ec\ub2dd \uc790\ub3d9 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\uc5b4\ub5bb\uac8c \ub3c4\uc785\ub418\uc5c8\ub294\uc9c0, \uadf8\ub9ac\uace0 \uc774 \uae30\uc220\ub4e4\uc774 \uc5b4\ub5bb\uac8c \ubc1c\uc804\ud574\uc654\ub294\uc9c0\ub97c \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. \ub610\ud55c, \uc774 \uae00\uc5d0\uc11c\ub294 \uc8fc\uc2dd, \uc678\ud658, \uc554\ud638\ud654\ud3d0 \ub4f1 \ub2e4\uc591\ud55c \uc2dc\uc7a5\uc5d0\uc11c\uc758 \uc751\uc6a9 \uc0ac\ub840\ub3c4 \ub2e4\ub8f0 \uac83\uc785\ub2c8\ub2e4. 1. \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uae30\ucd08 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc740 \uc0ac\uc804 \uc815\uc758\ub41c \uaddc\uce59\uc744 \uae30\ubc18\uc73c\ub85c \uc790\uc0b0\uc744\u2026","rel":"","context":""\ub525\ub7ec\ub2dd \uba38\uc2e0\ub7ec\ub2dd \uc790\ub3d9 \ud2b8\ub808\uc774\ub529"\uc5d0\uc11c","block_context":{"text":"\ub525\ub7ec\ub2dd \uba38\uc2e0\ub7ec\ub2dd \uc790\ub3d9 \ud2b8\ub808\uc774\ub529","link":"https:\/\/atmokpo.com\/w\/category\/%eb%94%a5%eb%9f%ac%eb%8b%9d-%eb%a8%b8%ec%8b%a0%eb%9f%ac%eb%8b%9d-%ec%9e%90%eb%8f%99-%ed%8a%b8%eb%a0%88%ec%9d%b4%eb%94%a9\/"},"img":{"alt_text":"","src":"","width":0,"height":0},"classes":[]},{"id":25197,"url":"https:\/\/atmokpo.com\/w\/25197\/","url_meta":{"origin":29209,"position":4},"title":"03-02 \ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac, \ud1b5\uacc4\uc801 \uc5b8\uc5b4 \ubaa8\ub378(Statistical Language Model, SLM)","author":"root","date":"2024\ub144 10\uc6d4 26\uc77c","format":false,"excerpt":"\uc791\uc131\uc77c: 2023\ub144 10\uc6d4 05\uc77c \uc791\uc131\uc790: \uc870\uad11\ud615 1. \uc11c\ub860 \uc790\uc5f0\uc5b4 \ucc98\ub9ac(Natural Language Processing, NLP)\ub294 \ucef4\ud4e8\ud130\uac00 \uc778\uac04\uc758 \uc5b8\uc5b4\ub97c \uc774\ud574\ud558\uace0 \ud574\uc11d\ud558\ub294 \uae30\uc220 \ubd84\uc57c\ub85c, \ucd5c\uadfc \uba87 \ub144\uac04 \uc778\uacf5\uc9c0\ub2a5(AI)\uacfc \ub525 \ub7ec\ub2dd\uc758 \ubc1c\uc804\uc5d0 \ud798\uc785\uc5b4 \ud06c\uac8c \ubc1c\uc804\ud558\uc600\ub2e4. \ud2b9\ud788, \ud1b5\uacc4\uc801 \uc5b8\uc5b4 \ubaa8\ub378(Statistical Language Model, SLM)\uc740 \uc774\ub7ec\ud55c \ubc1c\uc804\uc758 \ud575\uc2ec\uc801\uc778 \uc694\uc18c\ub85c \uc790\ub9ac \uc7a1\uace0 \uc788\ub2e4. \ubcf8 \uae00\uc5d0\uc11c\ub294 \ub525 \ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud55c \uc790\uc5f0\uc5b4\u2026","rel":"","context":""\ub525\ub7ec\ub2dd \uc790\uc5f0\uc5b4\ucc98\ub9ac"\uc5d0\uc11c","block_context":{"text":"\ub525\ub7ec\ub2dd \uc790\uc5f0\uc5b4\ucc98\ub9ac","link":"https:\/\/atmokpo.com\/w\/category\/%eb%94%a5%eb%9f%ac%eb%8b%9d-%ec%9e%90%ec%97%b0%ec%96%b4%ec%b2%98%eb%a6%ac\/"},"img":{"alt_text":"","src":"","width":0,"height":0},"classes":[]},{"id":29369,"url":"https:\/\/atmokpo.com\/w\/29369\/","url_meta":{"origin":29209,"position":5},"title":"\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \ud150\uc11c\ubcf4\ub4dc\ub97c \uc0ac\uc6a9\ud574 \uc784\ubca0\ub529 \uc2dc\uac01\ud654","author":"root","date":"2024\ub144 10\uc6d4 27\uc77c","format":false,"excerpt":"2023\ub144 X\uc6d4 X\uc77c | \uc791\uc131\uc790: \uc870\uad11\ud615 \uc11c\ub860 \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c\uc758 \uc790\ub3d9\ud654\ub41c \ud2b8\ub808\uc774\ub529\uc740 \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uae30\uc220\uc758 \ubc1c\uc804\uacfc \ud568\uaed8 \uadf8 \uc758\ubbf8\uac00 \ub354\uc6b1 \uac15\uc870\ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ub370\uc774\ud130\uc758 \uc591\uacfc \ubcf5\uc7a1\uc131\uc774 \uc99d\uac00\ud558\uba74\uc11c \uc804\ud1b5\uc801\uc778 \ubc29\ubc95\uc73c\ub85c\ub294 \uc5bb\uae30 \ud798\ub4e0 \uc778\uc0ac\uc774\ud2b8\ub97c \uc81c\uacf5\ud560 \uc218 \uc788\ub294 \uae30\uacc4\ud559\uc2b5 \uae30\ubc18\uc758 \ud2b8\ub808\uc774\ub529 \uc54c\uace0\ub9ac\uc998\uc774 \ub300\ub450\ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ubcf8 \uac15\uc88c\uc5d0\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998\uc744 \uc0ac\uc6a9\ud55c \ud2b8\ub808\uc774\ub529 \uc804\ub7b5\uc5d0 \ub300\ud574 \uc54c\uc544\ubcf4\uace0,\u2026","rel":"","context":""\ub525\ub7ec\ub2dd \uba38\uc2e0\ub7ec\ub2dd \uc790\ub3d9 \ud2b8\ub808\uc774\ub529"\uc5d0\uc11c","block_context":{"text":"\ub525\ub7ec\ub2dd \uba38\uc2e0\ub7ec\ub2dd \uc790\ub3d9 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{"id":29209,"date":"2024-10-27T16:17:18","date_gmt":"2024-10-27T16:17:18","guid":{"rendered":"http:\/\/atmokpo.com\/w\/?p=29209"},"modified":"2024-11-26T06:53:37","modified_gmt":"2024-11-26T06:53:37","slug":"%eb%a8%b8%ec%8b%a0%eb%9f%ac%eb%8b%9d-%eb%b0%8f-%eb%94%a5%eb%9f%ac%eb%8b%9d-%ec%95%8c%ea%b3%a0%eb%a6%ac%ec%a6%98-%ed%8a%b8%eb%a0%88%ec%9d%b4%eb%94%a9-%ec%98%90%ed%94%84-%ea%b0%90%ec%84%b1-%eb%8d%b0","status":"publish","type":"post","link":"https:\/\/atmokpo.com\/w\/29209\/","title":{"rendered":"\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \uc610\ud504 \uac10\uc131 \ub370\uc774\ud130\uc5d0\uc11c doc2vec \uc785\ub825 \uc0dd\uc131"},"content":{"rendered":"

<\/p>\n

\uc624\ub298\ub0a0 \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc774 \uc911\uc694\ud55c \uc5ed\ud560\uc744 \ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \uae00\uc5d0\uc11c\ub294 \uac10\uc131 \ubd84\uc11d\uc5d0\uc11c \uc911\uc694\ud55c \uc5ed\ud560\uc744 \ud558\ub294 doc2vec\uc744 \ud65c\uc6a9\ud558\uc5ec \uc610\ud504(Yelp) \ub9ac\ubdf0 \ub370\uc774\ud130\ub97c \ucc98\ub9ac\ud558\uace0, \uc774\ub97c \ud2b8\ub808\uc774\ub529 \uc54c\uace0\ub9ac\uc998\uc5d0 \uc801\uc6a9\ud558\ub294 \ubc29\ubc95\uc744 \ub2e4\ub8e8\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n

1. \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc758 \uc911\uc694\uc131<\/h2>\n
\uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd \uae30\uc220\uc740 \ub300\ub7c9\uc758 \ub370\uc774\ud130\ub97c \ubd84\uc11d\ud558\uace0 \uc608\uce21\ud558\ub294 \ub370 \uc788\uc5b4 \ub6f0\uc5b4\ub09c \uc131\ub2a5\uc744 \ubcf4\uc5ec\uc90d\ub2c8\ub2e4. \ud2b9\ud788, \uae08\uc735 \ud2b8\ub808\uc774\ub529\uc5d0\uc11c\ub294 \uc2dc\uc7a5 \ub370\uc774\ud130 \uc678\uc5d0\ub3c4 \uc18c\uc15c \ubbf8\ub514\uc5b4, \ub274\uc2a4, \ub9ac\ubdf0 \ub4f1\uc758 \ube44\uc815\ud615 \ub370\uc774\ud130\uac00 \uac00\uaca9 \ubcc0\ub3d9\uc5d0 \ubbf8\uce58\ub294 \uc601\ud5a5\uc744 \ubd84\uc11d\ud558\ub294 \uac83\uc774 \uc911\uc694\ud569\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ub370\uc774\ud130\ub97c \ud1b5\ud574 \uc758\uc0ac\uacb0\uc815\uc744 \uc9c0\uc6d0\ud560 \uc218 \uc788\ub294 \ubaa8\ub378\uc744 \uad6c\ucd95\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n

2. \uc610\ud504 \uac10\uc131 \ub370\uc774\ud130 \uc18c\uac1c<\/h2>\n
\uc610\ud504\ub294 \uc0ac\uc6a9\uc790\uac00 \uc2dd\ub2f9\uacfc \uac00\uac8c\uc5d0 \ub300\ud55c \ub9ac\ubdf0\ub97c \ub0a8\uae30\ub294 \ud50c\ub7ab\ud3fc\uc73c\ub85c, \ub370\uc774\ud130\uc5d0\ub294 \ud14d\uc2a4\ud2b8 \ub9ac\ubdf0, \ud3c9\uc810, \uc0ac\uc6a9\uc790 \uc815\ubcf4 \ub4f1\uc774 \ud3ec\ud568\ub429\ub2c8\ub2e4. \uc610\ud504 \ub370\uc774\ud130\uc5d0\uc11c \uac10\uc131 \ubd84\uc11d\uc744 \ud1b5\ud574 \uae0d\uc815\uc801 \ub610\ub294 \ubd80\uc815\uc801\uc778 \ub9ac\ubdf0\uc758 \ud328\ud134\uc744 \ud30c\uc545\ud558\uace0, \uc774\ub97c \uc8fc\uc2dd \uac00\uaca9\uc5d0 \ub300\ud55c \uc608\uce21 \uc9c0\ud45c\ub85c \ud65c\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n

3. doc2vec \uc18c\uac1c \ubc0f \ud544\uc694\uc131<\/h2>\n
doc2vec\uc740 \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130\uc758 \ubb38\ub9e5\uc744 \uc774\ud574\ud558\uace0 \ubb38\uc11c\uc758 \uc758\ubbf8\ub97c \ubca1\ud130 \ud615\ud0dc\ub85c \ud45c\ud604\ud558\ub294 \uae30\uc220\uc785\ub2c8\ub2e4. \uc774\ub294 \ub2e8\uc5b4 \uc784\ubca0\ub529(word embedding) \uae30\uc220\uc758 \ubc1c\uc804\uc744 \uae30\ubc18\uc73c\ub85c \ud558\uba70, \uac01 \ubb38\uc11c\uc5d0 \ub300\ud55c \uace0\uc720\ud55c \ubca1\ud130\ub97c \uc0dd\uc131\ud569\ub2c8\ub2e4. \uc774\uc640 \uac19\uc740 \ubca1\ud130\ud654\ub294 \ud6c4\uc18d \uba38\uc2e0\ub7ec\ub2dd \ubaa8\ub378\uc758 \uc131\ub2a5\uc744 \ub192\uc774\ub294 \ub370 \ud06c\uac8c \uae30\uc5ec\ud569\ub2c8\ub2e4.<\/p>\n

3.1 doc2vec \ubaa8\ub378 \uad6c\uc870<\/h3>\n
doc2vec\uc740 \ub450 \uac00\uc9c0 \uc8fc\uc694 \uc54c\uace0\ub9ac\uc998\uc778 Distributed Bag of Words (DBOW)\uc640 Distributed Memory (DM)\ub97c \uae30\ubc18\uc73c\ub85c \ud569\ub2c8\ub2e4. DBOW\ub294 \ubb38\uc11c\uc758 \ub77c\ubca8\uc744 \uc0ac\uc6a9\ud574 \ub2e8\uc5b4\uc758 \ucee8\ud14d\uc2a4\ud2b8\ub97c \ubb34\uc2dc\ud558\uace0 \ubb38\uc11c\uc758 \uc758\ubbf8\ub97c \ud3ec\ucc29\ud569\ub2c8\ub2e4. DM\uc740 \uacfc\uac70\uc758 \ub2e8\uc5b4\ub97c \uae30\ubc18\uc73c\ub85c \uc774\ud6c4\uc758 \ub2e8\uc5b4\ub97c \uc608\uce21\ud558\ub294 \ubc29\uc2dd\uc73c\ub85c \uc791\ub3d9\ud569\ub2c8\ub2e4.<\/p>\n

4. \ub370\uc774\ud130 \uc218\uc9d1<\/h2>\n

\uc610\ud504\uc758 \uac10\uc131 \ub370\uc774\ud130\ub97c \uc218\uc9d1\ud558\uae30 \uc704\ud574, \ucd5c\uc2e0\uc758 API\ub098 \uc6f9 \uc2a4\ud06c\ub798\ud551 \uae30\uc220\uc744 \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc5ec\uae30\uc11c\ub294 \uc608\uc2dc\ub85c Python\uc758 requests<\/code> \ub77c\uc774\ube0c\ub7ec\ub9ac\uc640 BeautifulSoup<\/code>\ub97c \uc0ac\uc6a9\ud558\uc5ec \ub370\uc774\ud130\ub97c \uc218\uc9d1\ud558\ub294 \uacfc\uc815\uc744 \uc124\uba85\ud569\ub2c8\ub2e4.<\/p>\n

import requests\nfrom bs4 import BeautifulSoup\n\ndef fetch_yelp_reviews(business_id):\n    url = f'https:\/\/www.yelp.com\/biz\/{business_id}'\n    response = requests.get(url)\n    soup = BeautifulSoup(response.text, 'html.parser')\n    reviews = soup.find_all('p', class_='comment')\n    return [review.text for review in reviews]\n\nbusiness_id = \"example-business-id\"\nreviews = fetch_yelp_reviews(business_id)\nprint(reviews)<\/code><\/pre>\n5. \ub370\uc774\ud130 \uc804\ucc98\ub9ac<\/h2>\n\uc218\uc9d1\ud55c \ub9ac\ubdf0 \ub370\uc774\ud130\ub97c doc2vec \ubaa8\ub378\uc5d0 \uc785\ub825\ud558\uae30 \uc704\ud574\uc120 \uc804\ucc98\ub9ac \uc791\uc5c5\uc774 \ud544\uc694\ud569\ub2c8\ub2e4. \uc5ec\uae30\uc5d0\uc11c\ub294 \ud14d\uc2a4\ud2b8 \uc815\uc81c, \ud1a0\ud070\ud654, \ubd88\uc6a9\uc5b4 \uc81c\uac70, \uc5b4\uac04 \ucd94\ucd9c \ub4f1\uc758 \uacfc\uc815\uc774 \ud3ec\ud568\ub429\ub2c8\ub2e4.<\/p>\n
import nltk\nfrom nltk.corpus import stopwords\nfrom nltk.stem import PorterStemmer\n\nnltk.download('stopwords')\nstop_words = set(stopwords.words('english'))\nstemmer = PorterStemmer()\n\ndef preprocess_reviews(reviews):\n    processed_reviews = []\n    for review in reviews:\n        tokens = nltk.word_tokenize(review.lower())\n        filtered_tokens = [stemmer.stem(word) for word in tokens if word.isalnum() and word not in stop_words]\n        processed_reviews.append(filtered_tokens)\n    return processed_reviews\n\ncleaned_reviews = preprocess_reviews(reviews)\nprint(cleaned_reviews)<\/code><\/pre>\n6. doc2vec \ubaa8\ub378 \ud6c8\ub828<\/h2>\n\uc804\ucc98\ub9ac\ub41c \ub9ac\ubdf0 \ub370\uc774\ud130\ub97c \uc0ac\uc6a9\ud574 doc2vec \ubaa8\ub378\uc744 \ud559\uc2b5\uc2dc\ud0a4\ub294 \ub2e8\uacc4\uc785\ub2c8\ub2e4. Gensim\uc758 Doc2Vec \ub77c\uc774\ube0c\ub7ec\ub9ac\ub97c \ud65c\uc6a9\ud558\uc5ec \ubaa8\ub378\uc744 \uc0dd\uc131\ud558\uace0 \ud6c8\ub828\ud569\ub2c8\ub2e4.<\/p>\n
from gensim.models import Doc2Vec, TaggedDocument\n\ndocuments = [TaggedDocument(words=review, tags=[str(i)]) for i, review in enumerate(cleaned_reviews)]\n\nmodel = Doc2Vec(vector_size=50, min_count=2, epochs=40)\nmodel.build_vocab(documents)\nmodel.train(documents, total_examples=model.corpus_count, epochs=model.epochs)\n\n# \ubb38\uc11c \ubca1\ud130 \ud655\uc778\nvector = model.infer_vector(['great', 'food'])\nprint(vector)<\/code><\/pre>\n7. \ud2b8\ub808\uc774\ub529 \uc804\ub7b5 \uc124\uacc4<\/h2>\n\ud6c8\ub828\ub41c doc2vec \ubaa8\ub378\uc5d0\uc11c \uc5bb\uc740 \ubb38\uc11c \ubca1\ud130\ub97c \uc0ac\uc6a9\ud558\uc5ec \ud2b8\ub808\uc774\ub529 \uc804\ub7b5\uc744 \uc124\uacc4\ud569\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \uac10\uc131 \uc9c0\uc218\ub97c \uae30\ubc18\uc73c\ub85c \ud55c \ub4f1\ub77d\ub960 \uc608\uce21 \ubaa8\ub378\uc744 \uac1c\ubc1c\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
7.1 \uc608\uce21 \ubaa8\ub378 \uad6c\uc870<\/h3>\n\ud2b8\ub808\uc774\ub529 \ubaa8\ub378\uc740 \uc77c\ubc18\uc801\uc73c\ub85c \ub2e4\uc74c\uacfc \uac19\uc740 \uad6c\uc870\ub97c \uac00\uc9d1\ub2c8\ub2e4:<\/p>\n
\n\ub370\uc774\ud130 \uc218\uc9d1 \ubc0f \uc804\ucc98\ub9ac<\/li>\n
feature \ubca1\ud130 \uc0dd\uc131 (\ubb38\uc11c \ubca1\ud130 \ud3ec\ud568)<\/li>\n
\ubaa8\ub378 \ud6c8\ub828 (\ud68c\uadc0 \ub610\ub294 \ubd84\ub958 \ubaa8\ub378)<\/li>\n
\ubaa8\ub378 \ud3c9\uac00 \ubc0f \ucd5c\uc801\ud654<\/li>\n
\uc2e4\uc2dc\uac04 \uac70\ub798 \uc2e4\ud589<\/li>\n<\/ul>\n8. \ubaa8\ub378 \ud3c9\uac00<\/h2>\n\ud6c8\ub828\ub41c \ubaa8\ub378\uc740 \ud14c\uc2a4\ud2b8 \ub370\uc774\ud130\uc14b\uc744 \uc0ac\uc6a9\ud558\uc5ec \uc131\ub2a5\uc744 \ud3c9\uac00\ud574\uc57c \ud569\ub2c8\ub2e4. \uc77c\ubc18\uc801\uc73c\ub85c RMSE, \uc815\ud655\ub3c4, MAPE \ub4f1\uc758 \uc9c0\ud45c\ub97c \uc0ac\uc6a9\ud569\ub2c8\ub2e4.<\/p>\n
from sklearn.metrics import mean_squared_error\nfrom math import sqrt\n\n# \uc608\uce21\uac12\uacfc \uc2e4\uc81c\uac12 \ube44\uad50\ny_true = [2.5, 3.0, 4.5] # \uc2e4\uc81c \uac12\ny_pred = [2.0, 3.5, 4.0] # \uc608\uce21 \uac12\n\nrmse = sqrt(mean_squared_error(y_true, y_pred))\nprint(f'RMSE: {rmse}<\/code><\/pre>\n9. \uacb0\ub860<\/h2>\n\ubcf8 \uac15\uc88c\uc5d0\uc11c\ub294 \uc610\ud504 \uac10\uc131 \ub370\uc774\ud130\ub97c \ud65c\uc6a9\ud558\uc5ec \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd \ubaa8\ub378\uc5d0 \uc785\ub825\ud560 doc2vec \ubca1\ud130\ub97c \uc0dd\uc131\ud558\ub294 \uacfc\uc815\uc744 \uc124\uba85\ud588\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ub370\uc774\ud130\ub294 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc5d0 \uc720\uc6a9\ud55c \uc2e0\ud638\ub97c \uc81c\uacf5\ud560 \uc218 \uc788\uc73c\uba70, \uc2e4\uc2dc\uac04 \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c\ub3c4 \ud65c\uc6a9\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc2e4\uc81c\ub85c \uc774\ub7ec\ud55c \ubc29\uc2dd\uc744 \ud1b5\ud574 \uc790\uc2e0\ub9cc\uc758 \ud2b8\ub808\uc774\ub529 \uc54c\uace0\ub9ac\uc998\uc744 \uad6c\ucd95\ud558\uace0 \uc131\ub2a5\uc744 \uadf9\ub300\ud654\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
10. \ucc38\uace0\ubb38\ud5cc<\/h2>\n\nLe, Q. & Mikolov, T. (2014). Distributed Representations of Sentences and Documents. ICML<\/i>.<\/li>\n
Gensim Documentation. (n.d.). Gensim<\/a>.<\/li>\n
NLTK Documentation. (n.d.). NLTK<\/a>.<\/li>\n<\/ul>\n11. \ucd94\uac00 \uc5f0\uc2b5<\/h2>\n\ub3c5\uc790\ub97c \uc704\ud574 \ucd94\uac00\uc801\uc778 \uc5f0\uc2b5 \ubb38\uc81c\ub97c \uc81c\uacf5\ud569\ub2c8\ub2e4. \uc9c1\uc811 \uc610\ud504 \ub370\uc774\ud130\ub97c \uc218\uc9d1\ud558\uace0, doc2vec\uc744 \ud1b5\ud574 \ubca1\ud130\ub97c \uc0dd\uc131\ud55c \ud6c4, \ub2e4\uc591\ud55c \ud2b8\ub808\uc774\ub529 \uc54c\uace0\ub9ac\uc998\uc744 \uc124\uacc4\ud574 \ubcf4\uc138\uc694.<\/p>\n\n\ub2e4\ub978 \ube44\uc988\ub2c8\uc2a4 \uce74\ud14c\uace0\ub9ac\uc758 \ub370\uc774\ud130\ub97c \uc218\uc9d1\ud558\uace0 \ube44\uad50 \ubd84\uc11d\ud558\uae30<\/li>\n
\uc608\uce21 \ubaa8\ub378\uc744 \uac1c\uc120\ud558\uae30 \uc704\ud55c \ud558\uc774\ud37c\ud30c\ub77c\ubbf8\ud130 \ud29c\ub2dd<\/li>\n\uc2e4\uc2dc\uac04 \ub370\uc774\ud130\ub97c \ud3ec\ud568\ud55c \ubaa8\ub378 \ud14c\uc2a4\ud2b8 \ubc0f \ucd5c\uc801\ud654<\/li>\n<\/ul>\n\uac10\uc0ac\ud569\ub2c8\ub2e4!<\/p>\n
<\/body><\/p>\n","protected":false},"excerpt":{"rendered":"\uc624\ub298\ub0a0 \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc774 \uc911\uc694\ud55c \uc5ed\ud560\uc744 \ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \uae00\uc5d0\uc11c\ub294 \uac10\uc131 \ubd84\uc11d\uc5d0\uc11c \uc911\uc694\ud55c \uc5ed\ud560\uc744 \ud558\ub294 doc2vec\uc744 \ud65c\uc6a9\ud558\uc5ec \uc610\ud504(Yelp) \ub9ac\ubdf0 \ub370\uc774\ud130\ub97c \ucc98\ub9ac\ud558\uace0, \uc774\ub97c \ud2b8\ub808\uc774\ub529 \uc54c\uace0\ub9ac\uc998\uc5d0 \uc801\uc6a9\ud558\ub294 \ubc29\ubc95\uc744 \ub2e4\ub8e8\uaca0\uc2b5\ub2c8\ub2e4. 1. \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc758 \uc911\uc694\uc131 \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd \uae30\uc220\uc740 \ub300\ub7c9\uc758 \ub370\uc774\ud130\ub97c \ubd84\uc11d\ud558\uace0 \uc608\uce21\ud558\ub294 \ub370 \uc788\uc5b4 \ub6f0\uc5b4\ub09c \uc131\ub2a5\uc744 \ubcf4\uc5ec\uc90d\ub2c8\ub2e4. \ud2b9\ud788, \uae08\uc735 \ud2b8\ub808\uc774\ub529\uc5d0\uc11c\ub294 \uc2dc\uc7a5 \ub370\uc774\ud130 \uc678\uc5d0\ub3c4 \uc18c\uc15c \ubbf8\ub514\uc5b4, \ub274\uc2a4, \ub9ac\ubdf0 \ub4f1\uc758 … \ub354 \ubcf4\uae30 “\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \uc610\ud504 \uac10\uc131 \ub370\uc774\ud130\uc5d0\uc11c doc2vec \uc785\ub825 \uc0dd\uc131”<\/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-29209","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, \uc610\ud504 \uac10\uc131 \ub370\uc774\ud130\uc5d0\uc11c doc2vec \uc785\ub825 \uc0dd\uc131 - \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\/29209\/\" \/>\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, \uc610\ud504 \uac10\uc131 \ub370\uc774\ud130\uc5d0\uc11c doc2vec \uc785\ub825 \uc0dd\uc131 - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" \/>\n<meta property=\"og:description\" content=\"\uc624\ub298\ub0a0 \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc774 \uc911\uc694\ud55c \uc5ed\ud560\uc744 \ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \uae00\uc5d0\uc11c\ub294 \uac10\uc131 \ubd84\uc11d\uc5d0\uc11c \uc911\uc694\ud55c \uc5ed\ud560\uc744 \ud558\ub294 doc2vec\uc744 \ud65c\uc6a9\ud558\uc5ec \uc610\ud504(Yelp) \ub9ac\ubdf0 \ub370\uc774\ud130\ub97c \ucc98\ub9ac\ud558\uace0, \uc774\ub97c \ud2b8\ub808\uc774\ub529 \uc54c\uace0\ub9ac\uc998\uc5d0 \uc801\uc6a9\ud558\ub294 \ubc29\ubc95\uc744 \ub2e4\ub8e8\uaca0\uc2b5\ub2c8\ub2e4. 1. \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc758 \uc911\uc694\uc131 \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd \uae30\uc220\uc740 \ub300\ub7c9\uc758 \ub370\uc774\ud130\ub97c \ubd84\uc11d\ud558\uace0 \uc608\uce21\ud558\ub294 \ub370 \uc788\uc5b4 \ub6f0\uc5b4\ub09c \uc131\ub2a5\uc744 \ubcf4\uc5ec\uc90d\ub2c8\ub2e4. \ud2b9\ud788, \uae08\uc735 \ud2b8\ub808\uc774\ub529\uc5d0\uc11c\ub294 \uc2dc\uc7a5 \ub370\uc774\ud130 \uc678\uc5d0\ub3c4 \uc18c\uc15c \ubbf8\ub514\uc5b4, \ub274\uc2a4, \ub9ac\ubdf0 \ub4f1\uc758 … \ub354 \ubcf4\uae30 "\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, \uc610\ud504 \uac10\uc131 \ub370\uc774\ud130\uc5d0\uc11c doc2vec \uc785\ub825 \uc0dd\uc131"\" \/>\n<meta property=\"og:url\" content=\"https:\/\/atmokpo.com\/w\/29209\/\" \/>\n<meta property=\"og:site_name\" content=\"\ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" \/>\n<meta property=\"article:published_time\" content=\"2024-10-27T16:17:18+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2024-11-26T06:53:37+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\" 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