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\ubc1c\uc804\uc744 \uc774\ub8e8\uc5c8\uc73c\uba70, \ud2b9\ud788 BERT, GPT\uc640 \uac19\uc740 \ub300\ud615 \uc5b8\uc5b4 \ubaa8\ub378\uc740 \ub180\ub77c\uc6b4 \uc131\uacfc\ub97c \uac70\ub450\uc5c8\ub2e4. \uadf8\ub7ec\ub098 \uc774\ub7ec\ud55c \ubaa8\ub378\uc740 \ud559\uc2b5 \ub370\uc774\ud130\uc5d0 \ub530\ub77c \uc131\ub2a5\uc774 \ud06c\uac8c \ub2ec\ub77c\uc9c0\uba70, \ub300\uc6a9\ub7c9\uc758\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":25269,"url":"https:\/\/atmokpo.com\/w\/25269\/","url_meta":{"origin":25301,"position":3},"title":"\ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac, \ud53c\ub4dc \ud3ec\uc6cc\ub4dc \uc2e0\uacbd\ub9dd \uc5b8\uc5b4 \ubaa8\ub378 (Neural Network Language Model, NNLM)","author":"root","date":"2024\ub144 10\uc6d4 26\uc77c","format":false,"excerpt":"\uc791\uc131\uc790: \uc870\uad11\ud615 \uc791\uc131\uc77c: 2024\ub144 11\uc6d4 26\uc77c 1. \uc11c\ub860 \ucd5c\uadfc \uba87 \ub144\uac04 \uc778\uacf5\uc9c0\ub2a5 \ubd84\uc57c\uc5d0\uc11c \ub525 \ub7ec\ub2dd(deep learning)\uc758 \ubc1c\uc804\uc740 \ub9e4\uc6b0 \ub208\ubd80\uc2e0 \ubcc0\ud654\uc640 \ud601\uc2e0\uc744 \uac00\uc838\uc654\uc2b5\ub2c8\ub2e4. \ub525 \ub7ec\ub2dd\uc740 \ud2b9\ud788 \uc790\uc5f0\uc5b4 \ucc98\ub9ac(Natural Language Processing, NLP) \ubd84\uc57c\uc5d0\uc11c \uc911\uc694\ud55c \uc5ed\ud560\uc744 \ud558\uace0 \uc788\uc73c\uba70, \uadf8\uc5d0 \ub530\ub77c \ub2e4\uc591\ud55c \ubaa8\ub378\ub4e4\uc774 \uac1c\ubc1c\ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \uae00\uc5d0\uc11c\ub294 \ud53c\ub4dc \ud3ec\uc6cc\ub4dc \uc2e0\uacbd\ub9dd \uc5b8\uc5b4 \ubaa8\ub378(Neural Network Language\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":25181,"url":"https:\/\/atmokpo.com\/w\/25181\/","url_meta":{"origin":25301,"position":4},"title":"\ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc640 \uc815\uaddc \ud45c\ud604\uc2dd","author":"root","date":"2024\ub144 10\uc6d4 26\uc77c","format":false,"excerpt":"\uc790\uc5f0\uc5b4 \ucc98\ub9ac\ub294 \uae30\uacc4\uac00 \uc778\uac04\uc758 \uc5b8\uc5b4\ub97c \uc774\ud574\ud558\uace0 \ubd84\uc11d\ud560 \uc218 \uc788\ub3c4\ub85d \ub3d5\ub294 \ucef4\ud4e8\ud130 \uacfc\ud559\uc758 \ud55c \ubd84\uc57c\uc785\ub2c8\ub2e4. \ub525 \ub7ec\ub2dd(deep learning)\uc740 \uc778\uacf5 \uc2e0\uacbd\ub9dd\uc744 \uae30\ubc18\uc73c\ub85c \ud55c \uba38\uc2e0 \ub7ec\ub2dd\uc758 \ud55c \ud615\ud0dc\ub85c, \ub300\ub7c9\uc758 \ub370\uc774\ud130\ub97c \ubd84\uc11d\ud558\uc5ec \ud328\ud134\uc744 \ud559\uc2b5\ud558\ub294 \ub370 \ub9e4\uc6b0 \ud6a8\uacfc\uc801\uc785\ub2c8\ub2e4. \ucd5c\uadfc \uba87 \ub144 \uac04 \uc790\uc5f0\uc5b4 \ucc98\ub9ac \ubd84\uc57c\uc5d0\uc11c\uc758 \ub525 \ub7ec\ub2dd\uc758 \ubc1c\uc804\uc740 \uc8fc\ubaa9\ud560 \ub9cc\ud55c \uc131\uacfc\ub97c \uc774\ub8e8\uc5c8\uace0, \uc774\ub7ec\ud55c \uae30\uc220\ub4e4\uc774 \uc2e4\uc81c\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":25421,"url":"https:\/\/atmokpo.com\/w\/25421\/","url_meta":{"origin":25301,"position":5},"title":"\ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac, BERT(Bidirectional Encoder Representations from Transformers)","author":"root","date":"2024\ub144 10\uc6d4 26\uc77c","format":false,"excerpt":"\uc791\uc131\uc77c: [\ub0a0\uc9dc] \uc791\uc131\uc790: \uc870\uad11\ud615 1. \uc11c\ub860 \uc790\uc5f0\uc5b4 \ucc98\ub9ac(NLP, Natural Language Processing)\ub294 \ucef4\ud4e8\ud130\uac00 \uc778\uac04 \uc5b8\uc5b4\ub97c \uc774\ud574\ud558\uace0 \ucc98\ub9ac\ud558\ub294 \ubd84\uc57c\ub85c, \ucd5c\uadfc \uba87 \ub144 \uac04 \uae09\uaca9\ud55c \ubc1c\uc804\uc744 \uc774\ub8e8\uc5c8\uc2b5\ub2c8\ub2e4. \uadf8 \uc911\uc2ec\uc5d0\ub294 \ub525 \ub7ec\ub2dd\uc774 \uc788\uc73c\uba70, \uc774\ub294 \ub9ce\uc740 \ubb38\uc81c\ub4e4\uc744 \ud6a8\uacfc\uc801\uc73c\ub85c \ud574\uacb0\ud558\ub294 \ub370 \ub3c4\uc6c0\uc744 \uc90d\ub2c8\ub2e4. \uadf8 \uc911\uc5d0\uc11c\ub3c4 BERT(Bidirectional Encoder Representations from Transformers)\ub294 \ud2b9\ud788 \ud070 \uc8fc\ubaa9\uc744 \ubc1b\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ubcf8\u2026","rel":"","context":""\ub525\ub7ec\ub2dd \uc790\uc5f0\uc5b4\ucc98\ub9ac"\uc5d0\uc11c","block_context":{"text":"\ub525\ub7ec\ub2dd 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{"id":25301,"date":"2024-10-26T09:53:49","date_gmt":"2024-10-26T09:53:49","guid":{"rendered":"http:\/\/atmokpo.com\/w\/?p=25301"},"modified":"2024-11-26T08:02:13","modified_gmt":"2024-11-26T08:02:13","slug":"%eb%94%a5-%eb%9f%ac%eb%8b%9d%ec%9d%84-%ec%9d%b4%ec%9a%a9%ed%95%9c-%ec%9e%90%ec%97%b0%ec%96%b4-%ec%b2%98%eb%a6%ac-%ec%9e%90%eb%aa%a8-%eb%8b%a8%ec%9c%84-%ed%95%9c%ea%b5%ad%ec%96%b4-fasttext-%ed%95%99","status":"publish","type":"post","link":"https:\/\/atmokpo.com\/w\/25301\/","title":{"rendered":"\ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac, \uc790\ubaa8 \ub2e8\uc704 \ud55c\uad6d\uc5b4 FastText \ud559\uc2b5\ud558\uae30"},"content":{"rendered":"

<\/p>\n

\uc790\uc5f0\uc5b4 \ucc98\ub9ac\ub294 \uc778\uac04\uc758 \uc5b8\uc5b4\ub97c \ucef4\ud4e8\ud130\uac00 \uc774\ud574\ud558\uace0 \ucc98\ub9ac\ud560 \uc218 \uc788\ub3c4\ub85d \ud558\ub294 \uae30\uc220\ub85c\uc11c, \ucd5c\uadfc \ub525 \ub7ec\ub2dd \uae30\uc220\uc758 \ubc1c\uc804\uc73c\ub85c \uc778\ud574 \ub9ce\uc740 \uc131\uacfc\ub97c \uc5bb\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ubcf8 \uae00\uc5d0\uc11c\ub294 \ub525 \ub7ec\ub2dd \uae30\ubc18\uc758 \uc790\uc5f0\uc5b4 \ucc98\ub9ac \uae30\ubc95 \uc911 \ud558\ub098\uc778 FastText\ub97c \uc774\uc6a9\ud558\uc5ec, \ud55c\uad6d\uc5b4\ub97c \ub300\uc0c1\uc73c\ub85c \uc790\ubaa8 \ub2e8\uc704\ub85c \ud559\uc2b5\ud558\ub294 \ubc29\ubc95\uc5d0 \ub300\ud574 \uc790\uc138\ud788 \ub2e4\ub8e8\uc5b4 \ubcf4\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n

1. \uc790\uc5f0\uc5b4 \ucc98\ub9ac(NLP)\uc640 \ub525 \ub7ec\ub2dd<\/h2>\n
\uc790\uc5f0\uc5b4 \ucc98\ub9ac\ub294 \uc5b8\uc5b4\ud559, \ucef4\ud4e8\ud130 \uacfc\ud559, \uc778\uacf5\uc9c0\ub2a5 \ub4f1 \uc5ec\ub7ec \ubd84\uc57c\uc758 \uc9c0\uc2dd\uc744 \uacb0\ud569\ud558\uc5ec \uc778\uac04 \uc5b8\uc5b4\ub97c \ucc98\ub9ac\ud558\ub294 \uae30\uc220\uc785\ub2c8\ub2e4. \ub525 \ub7ec\ub2dd\uc740 \uc774\ub7ec\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc5d0 \uac15\ub825\ud55c \ub3c4\uad6c\uac00 \ub418\uace0 \uc788\uc73c\uba70, \ud2b9\ud788 \ub300\ub7c9\uc758 \ub370\uc774\ud130\ub97c \uae30\ubc18\uc73c\ub85c \ud55c \ud559\uc2b5\uc774 \uac00\ub2a5\ud558\ub2e4\ub294 \uc810\uc5d0\uc11c \uc911\uc694\ud569\ub2c8\ub2e4. \uc774\ub294 \uc5b8\uc5b4\uc758 \ubcf5\uc7a1\ud55c \ud328\ud134\uacfc \uc758\ubbf8\ub97c \uc774\ud574\ud558\ub294 \ub370 \uae30\uc5ec\ud569\ub2c8\ub2e4.<\/p>\n

2. FastText\ub780?<\/h2>\n
FastText\ub294 Facebook AI Research\uc5d0\uc11c \uac1c\ubc1c\ud55c \uc624\ud508\uc18c\uc2a4 \ub77c\uc774\ube0c\ub7ec\ub9ac\ub85c, \ub2e8\uc5b4 \ubca1\ud130\ud654\ub97c \ud1b5\ud574 \ub2e8\uc5b4\uc758 \uc758\ubbf8\ub97c \uc218\uce58\uc801\uc73c\ub85c \ud45c\ud604\ud558\ub294 \ubc29\ubc95\uc785\ub2c8\ub2e4. FastText\ub294 \uae30\uc874\uc758 Word2Vec \ubc29\uc2dd\uacfc \uc720\uc0ac\ud558\uc9c0\ub9cc, \ub2e8\uc5b4\ub97c \uac1c\ubcc4\uc801\uc778 n-\uadf8\ub7a8\uc73c\ub85c \ubd84\ud560\ud558\uc5ec \ud559\uc2b5\ud568\uc73c\ub85c\uc368 \ud45c\uae30\ubc95\uc774 \ub2e4\ub978 \ub2e8\uc5b4\uc5d0 \ub300\ud574\uc11c\ub3c4 \ud6a8\uacfc\uc801\uc73c\ub85c \ub300\ucc98\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
\uc608\ub97c \ub4e4\uc5b4, ‘\uc0ac\ub791\ud558\ub294’\uc774\ub77c\ub294 \ub2e8\uc5b4\ub294 ‘\uc0ac’, ‘\ub791’, ‘\ud558’, ‘\ub294’\uc73c\ub85c \ubd84\ud574\ub418\uc5b4 \uac01 \uad6c\uc131 \uc694\uc18c\uc758 \uc758\ubbf8\ub3c4 \ud559\uc2b5\ud560 \uc218 \uc788\ub3c4\ub85d \ud569\ub2c8\ub2e4. \uc774\ub294 \ud55c\uad6d\uc5b4\uc640 \uac19\uc740 \ud615\ud0dc\uc18c\uac00 \ubcf5\uc7a1\ud55c \uc5b8\uc5b4\uc5d0\uc11c \ud2b9\ud788 \uc720\uc6a9\ud569\ub2c8\ub2e4.<\/p>\n

3. \uc790\ubaa8 \ub2e8\uc704 \ud55c\uad6d\uc5b4 \ucc98\ub9ac\ub97c \uc704\ud55c FastText\uc758 \ud544\uc694\uc131<\/h2>\n
\ud55c\uad6d\uc5b4\ub294 \uc790\ubaa8\uac00 \uacb0\ud569\ub418\uc5b4 \ud55c \uae00\uc790\ub97c \ud615\uc131\ud558\ub294 \ub3c5\ud2b9\ud55c \uc5b8\uc5b4\uc785\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ud2b9\uc131 \ub54c\ubb38\uc5d0 \uae30\uc874\uc758 \ub2e8\uc5b4 \uae30\ubc18 \uc811\uadfc\ubc95\uc740 \uc790\ubaa8 \ub2e8\uc704\ub85c \uc790\uc8fc \uc4f0\uc774\ub294 \ud55c\uad6d\uc5b4\uc758 \ub258\uc559\uc2a4\ub97c \ucda9\ubd84\ud788 \ud3ec\ucc29\ud558\uc9c0 \ubabb\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. FastText\ub97c \uc0ac\uc6a9\ud558\uba74 \uc790\ubaa8 \ub2e8\uc704\uc5d0\uc11c\ub3c4 \ud559\uc2b5\uc774 \uac00\ub2a5\ud558\uc5ec, \ud55c\uad6d\uc5b4\uc758 \ub2e4\uc591\ud55c \ud615\ud0dc \ubc0f \uc758\ubbf8\ub97c \ub354 \uc798 \uc774\ud574\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n

4. FastText \uc124\uce58\ud558\uae30<\/h2>\n

FastText\ub294 Python \ub77c\uc774\ube0c\ub7ec\ub9ac\ub85c \uc81c\uacf5\ub429\ub2c8\ub2e4. \uc774\ub97c \uc124\uce58\ud558\uae30 \uc704\ud574\uc11c\ub294 pip\ub97c \uc0ac\uc6a9\ud558\uc5ec \uac04\ud3b8\ud558\uac8c \uc124\uce58\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4:<\/p>\n

pip install fasttext<\/code><\/pre>\n5. \ub370\uc774\ud130 \uc900\ube44\ud558\uae30<\/h2>\n\ubaa8\ub378 \ud559\uc2b5\uc744 \uc704\ud574\uc11c\ub294 \uc6b0\uc120 \uc0ac\uc6a9\ud560 \ub370\uc774\ud130\uc14b\uc744 \uc900\ube44\ud574\uc57c \ud569\ub2c8\ub2e4. \ud55c\uad6d\uc5b4 \ubb38\uc11c \ub370\uc774\ud130\ub97c \uc218\uc9d1\ud558\uace0, \ub370\uc774\ud130 \uc804\ucc98\ub9ac\ub97c \uc218\ud589\ud558\uc5ec \ubd88\ud544\uc694\ud55c \uae30\ud638\ub098 \ud2b9\uc218\ubb38\uc790\ub97c \uc81c\uac70\ud558\uace0 \uacf5\ubc31\uc774\ub098 \uc904\ubc14\uafc8 \ub4f1\uc744 \uc815\ub9ac\ud569\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \ub2e4\uc74c\uacfc \uac19\uc740 \ubc29\uc2dd\uc73c\ub85c \ub370\uc774\ud130\ub97c \uc804\ucc98\ub9ac\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4:<\/p>\n
\nimport pandas as pd\n\n# \ub370\uc774\ud130 \ub85c\ub4dc\ndata = pd.read_csv('korean_text.csv')\n\n# \ud544\uc694 \uc5c6\ub294 \uc5f4 \uc81c\uac70\ndata = data[['text']]\n\n# \ud14d\uc2a4\ud2b8 \uc804\ucc98\ub9ac\ndata['text'] = data['text'].str.replace('[^\uac00-\ud7a3 ]', '')\n<\/code><\/pre>\n6. \uc790\ubaa8 \ub2e8\uc704\ub85c \ubd84\ub9ac\ud558\uae30<\/h2>\n\ud55c\uad6d\uc5b4 \ubb38\uc7a5\uc744 \uc790\ubaa8 \ub2e8\uc704\ub85c \ubd84\ub9ac\ud558\uae30 \uc704\ud574\uc11c\ub294 Hangul\uc758 \uc790\uc74c\uacfc \ubaa8\uc74c\uc5d0 \ub300\ud55c \uc774\ud574\uac00 \ud544\uc694\ud569\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \uc8fc\uc5b4\uc9c4 \ubb38\uc7a5\uc5d0\uc11c \uc790\ubaa8\ub97c \ubd84\ub9ac\ud558\ub294 \ud568\uc218\ub97c \uc791\uc131\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4:<\/p>\n
\nimport re\n\ndef split_into_jamo(text):\n    jamo_pattern = re.compile('[\uac00-\ud7a3]')\n    return [jamo for jamo in text if jamo_pattern.match(jamo)]\n\ndata['jamo'] = data['text'].apply(split_into_jamo)\n<\/code><\/pre>\n7. FastText \ubaa8\ub378 \ud559\uc2b5\ud558\uae30<\/h2>\n\uc774\uc81c \uc790\ubaa8 \ub2e8\uc704\ub85c \uc804\ucc98\ub9ac\ub41c \ub370\uc774\ud130\ub97c \uc0ac\uc6a9\ud558\uc5ec FastText \ubaa8\ub378\uc744 \ud559\uc2b5\uc2dc\ud0ac \uc218 \uc788\uc2b5\ub2c8\ub2e4. FastText\ub294 \ud559\uc2b5\uc744 \uc704\ud55c \ud3ec\ub9f7\uc73c\ub85c \ud14d\uc2a4\ud2b8 \ud30c\uc77c\uc744 \ud544\uc694\ub85c \ud569\ub2c8\ub2e4.<\/p>\n
\ndata['jamo'].to_csv('jamo_data.txt', header=None, index=None, sep=' ')\n<\/code><\/pre>\n\uc774\uc81c FastText \ubaa8\ub378\uc744 \ub2e4\uc74c\uacfc \uac19\uc740 \ubc29\uc2dd\uc73c\ub85c \ud559\uc2b5\uc2dc\ud0ac \uc218 \uc788\uc2b5\ub2c8\ub2e4:<\/p>\n
\nimport fasttext\n\nmodel = fasttext.train_unsupervised('jamo_data.txt', model='skipgram')\n<\/code><\/pre>\n8. \ubaa8\ub378 \ud3c9\uac00\ud558\uae30<\/h2>\n\ubaa8\ub378\uc774 \ud559\uc2b5\ub41c \ud6c4\uc5d0\ub294 \uc131\ub2a5\uc744 \ud3c9\uac00\ud574\uc57c \ud569\ub2c8\ub2e4. FastText\uc5d0\uc11c \uc81c\uacf5\ud558\ub294 \uc720\uc0ac\uc5b4 \uac80\uc0c9 \uae30\ub2a5\uc744 \uc0ac\uc6a9\ud558\uc5ec \uc131\ub2a5\uc744 \ubd84\uc11d\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
\nwords = model.get_nearest_neighbors('\uc0ac')\n<\/code><\/pre>\n\uc704 \ucf54\ub4dc\ub97c \uc0ac\uc6a9\ud558\uc5ec ‘\uc0ac’ \uc790\ubaa8\uc758 \uc720\uc0ac\ud55c \uc790\ubaa8\ub4e4\uc744 \ucc3e\uc744 \uc218 \uc788\uc73c\uba70, \uc774\ub97c \ud1b5\ud574 \ubaa8\ub378\uc758 \uc131\ub2a5\uc744 \ud3c9\uac00\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
9. \ud65c\uc6a9 \ubc29\uc548<\/h2>\n\ud559\uc2b5\ub41c \ubaa8\ub378\uc740 \ub2e4\uc591\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac \uc751\uc6a9 \ud504\ub85c\uadf8\ub7a8\uc5d0 \ud65c\uc6a9\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \ud14d\uc2a4\ud2b8 \ubd84\ub958, \uac10\uc815 \ubd84\uc11d, \uae30\uacc4 \ubc88\uc5ed \ub4f1\uc5d0\uc11c \ud6a8\uacfc\uc801\uc73c\ub85c \ud65c\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub610\ud55c, \uc790\ubaa8 \ub2e8\uc704\ub97c \uc0ac\uc6a9\ud568\uc73c\ub85c\uc368 \ud55c\uad6d\uc5b4\uc5d0\uc11c \ubc1c\uc0dd\ud560 \uc218 \uc788\ub294 \ub2e4\uc591\ud55c \ud615\ud0dc\uc758 \ubb38\uc81c\ub97c \ud574\uacb0\ud558\ub294 \ub370 \uae30\uc5ec\ud560 \uac83\uc785\ub2c8\ub2e4.<\/p>\n
10. \uacb0\ub860<\/h2>\nFastText\ub97c \uc774\uc6a9\ud55c \uc790\ubaa8 \ub2e8\uc704 \ud55c\uad6d\uc5b4 \ucc98\ub9ac \uae30\uc220\uc740 \ub525 \ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud558\uc5ec \ud55c\uad6d\uc5b4\uc758 \ubcf5\uc7a1\ud55c \uad6c\uc870\ub97c \ubaa8\ub378\ub9c1\ud558\ub294 \ub370 \ub9e4\uc6b0 \ud6a8\uacfc\uc801\uc785\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \uc790\uc5f0\uc5b4 \ucc98\ub9ac \ubd84\uc57c\uc5d0\uc11c\uc758 \ud55c\uad6d\uc5b4 \uc5f0\uad6c \ubc0f \uac1c\ubc1c\uc774 \ubcf4\ub2e4 \uc131\uc219\ud574\uc9c8 \uac83\uc73c\ub85c \uae30\ub300\ub429\ub2c8\ub2e4. \uc55e\uc73c\ub85c\ub3c4 \uc774\ub7ec\ud55c \uae30\uc220\ub4e4\uc774 \ubc1c\uc804\ud558\uc5ec \ub354\uc6b1 \ub9ce\uc740 \uc5b8\uc5b4\uc801 \ub258\uc559\uc2a4\ub97c \ud3ec\ucc29\ud558\ub294 \ub370 \uae30\uc5ec\ud560 \uac83\uc785\ub2c8\ub2e4.<\/p>\n
\ucc38\uace0\ubb38\ud5cc<\/h2>\n\nFacebook AI Research. (2016). FastText: Library for efficient text classification and representation.<\/li>\n
Park, H. (2018). Natural Language Processing with Python. O’Reilly Media.<\/li>\n
Kim, Y. (2014). Convolutional Neural Networks for Sentence Classification. EMNLP.<\/li>\n<\/ul>\n<\/body><\/p>\n","protected":false},"excerpt":{"rendered":"
\uc790\uc5f0\uc5b4 \ucc98\ub9ac\ub294 \uc778\uac04\uc758 \uc5b8\uc5b4\ub97c \ucef4\ud4e8\ud130\uac00 \uc774\ud574\ud558\uace0 \ucc98\ub9ac\ud560 \uc218 \uc788\ub3c4\ub85d \ud558\ub294 \uae30\uc220\ub85c\uc11c, \ucd5c\uadfc \ub525 \ub7ec\ub2dd \uae30\uc220\uc758 \ubc1c\uc804\uc73c\ub85c \uc778\ud574 \ub9ce\uc740 \uc131\uacfc\ub97c \uc5bb\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ubcf8 \uae00\uc5d0\uc11c\ub294 \ub525 \ub7ec\ub2dd \uae30\ubc18\uc758 \uc790\uc5f0\uc5b4 \ucc98\ub9ac \uae30\ubc95 \uc911 \ud558\ub098\uc778 FastText\ub97c \uc774\uc6a9\ud558\uc5ec, \ud55c\uad6d\uc5b4\ub97c \ub300\uc0c1\uc73c\ub85c \uc790\ubaa8 \ub2e8\uc704\ub85c \ud559\uc2b5\ud558\ub294 \ubc29\ubc95\uc5d0 \ub300\ud574 \uc790\uc138\ud788 \ub2e4\ub8e8\uc5b4 \ubcf4\uaca0\uc2b5\ub2c8\ub2e4. 1. \uc790\uc5f0\uc5b4 \ucc98\ub9ac(NLP)\uc640 \ub525 \ub7ec\ub2dd \uc790\uc5f0\uc5b4 \ucc98\ub9ac\ub294 \uc5b8\uc5b4\ud559, \ucef4\ud4e8\ud130 \uacfc\ud559, \uc778\uacf5\uc9c0\ub2a5 \ub4f1 … \ub354 \ubcf4\uae30 “\ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac, \uc790\ubaa8 \ub2e8\uc704 \ud55c\uad6d\uc5b4 FastText \ud559\uc2b5\ud558\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":[16],"tags":[],"class_list":["post-25301","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, \uc790\ubaa8 \ub2e8\uc704 \ud55c\uad6d\uc5b4 FastText \ud559\uc2b5\ud558\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\/25301\/\" \/>\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, \uc790\ubaa8 \ub2e8\uc704 \ud55c\uad6d\uc5b4 FastText \ud559\uc2b5\ud558\uae30 - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" \/>\n<meta property=\"og:description\" content=\"\uc790\uc5f0\uc5b4 \ucc98\ub9ac\ub294 \uc778\uac04\uc758 \uc5b8\uc5b4\ub97c \ucef4\ud4e8\ud130\uac00 \uc774\ud574\ud558\uace0 \ucc98\ub9ac\ud560 \uc218 \uc788\ub3c4\ub85d \ud558\ub294 \uae30\uc220\ub85c\uc11c, \ucd5c\uadfc \ub525 \ub7ec\ub2dd \uae30\uc220\uc758 \ubc1c\uc804\uc73c\ub85c \uc778\ud574 \ub9ce\uc740 \uc131\uacfc\ub97c \uc5bb\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ubcf8 \uae00\uc5d0\uc11c\ub294 \ub525 \ub7ec\ub2dd \uae30\ubc18\uc758 \uc790\uc5f0\uc5b4 \ucc98\ub9ac \uae30\ubc95 \uc911 \ud558\ub098\uc778 FastText\ub97c \uc774\uc6a9\ud558\uc5ec, \ud55c\uad6d\uc5b4\ub97c \ub300\uc0c1\uc73c\ub85c \uc790\ubaa8 \ub2e8\uc704\ub85c \ud559\uc2b5\ud558\ub294 \ubc29\ubc95\uc5d0 \ub300\ud574 \uc790\uc138\ud788 \ub2e4\ub8e8\uc5b4 \ubcf4\uaca0\uc2b5\ub2c8\ub2e4. 1. \uc790\uc5f0\uc5b4 \ucc98\ub9ac(NLP)\uc640 \ub525 \ub7ec\ub2dd \uc790\uc5f0\uc5b4 \ucc98\ub9ac\ub294 \uc5b8\uc5b4\ud559, \ucef4\ud4e8\ud130 \uacfc\ud559, \uc778\uacf5\uc9c0\ub2a5 \ub4f1 … \ub354 \ubcf4\uae30 "\ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac, \uc790\ubaa8 \ub2e8\uc704 \ud55c\uad6d\uc5b4 FastText \ud559\uc2b5\ud558\uae30"\" \/>\n<meta property=\"og:url\" content=\"https:\/\/atmokpo.com\/w\/25301\/\" \/>\n<meta property=\"og:site_name\" content=\"\ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" \/>\n<meta property=\"article:published_time\" content=\"2024-10-26T09:53:49+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2024-11-26T08:02:13+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\/25301\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/atmokpo.com\/w\/25301\/\"},\"author\":{\"name\":\"root\",\"@id\":\"https:\/\/atmokpo.com\/w\/#\/schema\/person\/91b6b3b138fbba0efb4ae64b1abd81d7\"},\"headline\":\"\ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac, \uc790\ubaa8 \ub2e8\uc704 \ud55c\uad6d\uc5b4 FastText 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