\n1. \uc11c\ub860<\/h2>\n
\uc790\uc5f0\uc5b4 \ucc98\ub9ac\ub294 \ucef4\ud4e8\ud130\uac00 \uc778\uac04\uc758 \uc5b8\uc5b4\ub97c \uc774\ud574\ud558\uace0 \ucc98\ub9ac\ud560 \uc218 \uc788\ub3c4\ub85d \ud558\ub294 \uae30\uc220\ub85c, \ucd5c\uadfc \uba87 \ub144 \ub3d9\uc548 \ub525\ub7ec\ub2dd \uae30\uc220\uc758 \ubc1c\uc804\uacfc \ud568\uaed8 \ube44\uc57d\uc801\uc73c\ub85c \ubc1c\uc804\ud558\uc600\uc2b5\ub2c8\ub2e4. \uadf8 \uc911\uc5d0\uc11c\ub3c4 Word2Vec\uc740 \ub2e8\uc5b4\ub97c \ubca1\ud130 \ud615\ud0dc\ub85c \ubcc0\ud658\ud558\uc5ec \uc758\ubbf8 \uc720\uc0ac\uc131\uc744 \ud6a8\uacfc\uc801\uc73c\ub85c \ud45c\ud604\ud560 \uc218 \uc788\ub294 \uc911\uc694\ud55c \uae30\ubc95\uc785\ub2c8\ub2e4. \ubcf8 \uae00\uc5d0\uc11c\ub294 Word2Vec\uc758 \uae30\ubcf8 \uac1c\ub150\uacfc \uc601\uc5b4 \ubc0f \ud55c\uad6d\uc5b4\uc5d0\uc11c\uc758 \uc2e4\uc2b5\uc744 \uc9c4\ud589\ud558\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n<\/section>\n\n2. Word2Vec\uc774\ub780?<\/h2>\n
Word2Vec\uc740 \uad6c\uae00\uc5d0\uc11c \uac1c\ubc1c\ud55c \uc54c\uace0\ub9ac\uc998\uc73c\ub85c, \ud2b9\uc815 \ub2e8\uc5b4\uac00 \ub2e4\ub978 \ub2e8\uc5b4\uc640\uc758 \uad00\uacc4\ub97c \ud559\uc2b5\ud558\uc5ec \uace0\ucc28\uc6d0 \ubca1\ud130 \uacf5\uac04\uc5d0 \ub9e4\ud551\ud558\ub294 \uae30\ubc95\uc785\ub2c8\ub2e4. \ub450 \uac00\uc9c0 \uc8fc\uc694 \ubaa8\ub378, \uc989 Continuous Bag of Words (CBOW)\uc640 Skip-gram \ubaa8\ub378\uc744 \uae30\ubc18\uc73c\ub85c \uc791\ub3d9\ud569\ub2c8\ub2e4. CBOW\ub294 \uc8fc\ubcc0 \ub2e8\uc5b4\ub97c \uac00\uc9c0\uace0 \uc911\uc2ec \ub2e8\uc5b4\ub97c \uc608\uce21\ud558\uba70, Skip-gram\uc740 \uc911\uc2ec \ub2e8\uc5b4\ub85c \uc8fc\ubcc0 \ub2e8\uc5b4\ub97c \uc608\uce21\ud569\ub2c8\ub2e4.<\/p>\n<\/section>\n\n3. Word2Vec\uc758 \ud65c\uc6a9<\/h2>\n
Word2Vec\uc740 \ub2e4\uc591\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac \ubd84\uc57c\uc5d0\uc11c \ud65c\uc6a9\ub429\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \ub2e8\uc5b4\uc758 \uc758\ubbf8\ub97c \ubca1\ud130 \uacf5\uac04\uc5d0\uc11c \uc778\ucf54\ub529\ud568\uc73c\ub85c\uc368 \ube44\uc2b7\ud55c \uc758\ubbf8\ub97c \uac00\uc9c4 \ub2e8\uc5b4\ub07c\ub9ac \ubca1\ud130\uac00 \uac00\uae4c\uc6cc\uc9c0\ub3c4\ub85d \ud569\ub2c8\ub2e4. \uc774\ub85c \uc778\ud574 \ub2e8\uc5b4\uc758 \uad70\uc9d1\ud654, \uc720\uc0ac\ub3c4 \uacc4\uc0b0, \ubb38\uc11c \ubd84\ub958 \ub4f1 \uc5ec\ub7ec \uc791\uc5c5\uc5d0\uc11c \ud6a8\uacfc\ub97c \ubcfc \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<\/section>\n\n4. Word2Vec \uad6c\ud604 \ud658\uacbd \uc124\uc815<\/h2>\n
Word2Vec\uc744 \uad6c\ud604\ud558\uae30 \uc704\ud574\uc11c\ub294 \ub2e4\uc74c\uacfc \uac19\uc740 \ud658\uacbd\uc744 \uc124\uc815\ud574\uc57c \ud569\ub2c8\ub2e4.<\/p>\n
\n- Python 3.x<\/li>\n
- Gensim \ub77c\uc774\ube0c\ub7ec\ub9ac<\/li>\n
- \ud55c\uad6d\uc5b4 \ucc98\ub9ac\ub97c \uc704\ud55c KoNLPy \ub610\ub294 \ub2e4\ub978 \ub77c\uc774\ube0c\ub7ec\ub9ac<\/li>\n
- Jupyter Notebook \ub610\ub294 \ub2e4\ub978 IDE<\/li>\n<\/ul>\n<\/section>\n\n
5. \ub370\uc774\ud130 \uc218\uc9d1 \ubc0f \uc804\ucc98\ub9ac<\/h2>\n
\uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc5d0 \uc801\ud569\ud55c \ub370\uc774\ud130\uc14b\uc744 \uc218\uc9d1\ud574\uc57c \ud569\ub2c8\ub2e4. \uc601\uc5b4 \ub370\uc774\ud130\uc14b\uc740 online\uc5d0\uc11c \uc27d\uac8c \uad6c\ud560 \uc218 \uc788\uc73c\uba70, \ud55c\uad6d\uc5b4 \ub370\uc774\ud130\ub294 \ub274\uc2a4 \uae30\uc0ac, \ube14\ub85c\uadf8 \ud3ec\uc2a4\ud305, \ub610\ub294 SNS \ub370\uc774\ud130\ub97c \ud65c\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc218\uc9d1\ud55c \ub370\uc774\ud130\ub294 \ub2e4\uc74c\uacfc \uac19\uc774 \uc804\ucc98\ub9ac\ud574\uc57c \ud569\ub2c8\ub2e4:<\/p>\n
\n- \ubd88\uc6a9\uc5b4 \uc81c\uac70<\/li>\n
- \ud1a0\ud070\ud654<\/li>\n
- \uc18c\ubb38\uc790 \ubcc0\ud658 (\uc601\uc5b4\uc758 \uacbd\uc6b0)<\/li>\n
- \ud615\ud0dc\uc18c \ubd84\uc11d (\ud55c\uad6d\uc5b4\uc758 \uacbd\uc6b0)<\/li>\n<\/ol>\n<\/section>\n\n
6. \uc601\uc5b4 Word2Vec \uc2e4\uc2b5<\/h2>\n
\uc601\uc5b4 corpus\ub97c \uc0ac\uc6a9\ud558\uc5ec Word2Vec \ubaa8\ub378\uc744 \uc0dd\uc131\ud558\ub294 \ucf54\ub4dc \uc608\uc2dc\ub294 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4:<\/p>\n
\nimport gensim\nfrom gensim.models import Word2Vec\n\n# \ub370\uc774\ud130\uc14b \ub85c\ub4dc\nsentences = [[\"I\", \"love\", \"natural\", \"language\", \"processing\"],\n [\"Word2Vec\", \"is\", \"amazing\"],\n [\"Deep\", \"learning\", \"is\", \"the\", \"future\"],\n ...]\n\n# Word2Vec \ubaa8\ub378 \ud559\uc2b5 (Skip-gram)\nmodel = Word2Vec(sentences, vector_size=100, window=5, min_count=1, sg=1)\n\n# \ub2e8\uc5b4 \ubca1\ud130 \uc5bb\uae30\nvector = model.wv['love']\nprint(vector)\n\n# \uc720\uc0ac \ub2e8\uc5b4 \ucc3e\uae30\nsimilar_words = model.wv.most_similar('love', topn=5)\nprint(similar_words)\n <\/code><\/pre>\n<\/section>\n\n7. \ud55c\uad6d\uc5b4 Word2Vec \uc2e4\uc2b5<\/h2>\n
\ud55c\uad6d\uc5b4 \ub370\uc774\ud130\uc14b\uc744 \uc774\uc6a9\ud558\uc5ec Word2Vec \ubaa8\ub378\uc744 \ud559\uc2b5\ud558\ub294 \uacfc\uc815\uc740 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4. \uba3c\uc800, \ud615\ud0dc\uc18c \ubd84\uc11d\uae30\ub97c \uc0ac\uc6a9\ud558\uc5ec \ub370\uc774\ud130\ub97c \uc804\ucc98\ub9ac \ud574\uc57c \ud569\ub2c8\ub2e4:<\/p>\n
\nfrom konlpy.tag import Mecab\nfrom gensim.models import Word2Vec\n\n# \ub370\uc774\ud130\uc14b \ub85c\ub4dc \ubc0f \ud615\ud0dc\uc18c \ubd84\uc11d\nmecab = Mecab()\ncorpus = [\"\uc790\uc5f0\uc5b4 \ucc98\ub9ac\ub294 \uc778\uacf5\uc9c0\ub2a5\uc758 \ud55c \ubd84\uc57c\uc785\ub2c8\ub2e4.\", \"Word2Vec\uc740 \ub9e4\uc6b0 \uc720\uc6a9\ud55c \ub3c4\uad6c\uc785\ub2c8\ub2e4.\"]\n\n# \ub2e8\uc5b4 \ub9ac\uc2a4\ud2b8 \uc0dd\uc131\nsentences = [mecab.morphs(sentence) for sentence in corpus]\n\n# Word2Vec \ubaa8\ub378 \ud559\uc2b5 (CBOW)\nmodel = Word2Vec(sentences, vector_size=100, window=5, min_count=1, sg=0)\n\n# \ub2e8\uc5b4 \ubca1\ud130 \uc5bb\uae30\nvector = model.wv['\uc790\uc5f0\uc5b4']\nprint(vector)\n\n# \uc720\uc0ac \ub2e8\uc5b4 \ucc3e\uae30\nsimilar_words = model.wv.most_similar('\uc790\uc5f0\uc5b4', topn=5)\nprint(similar_words)\n <\/code><\/pre>\n<\/section>\n\n8. \ubaa8\ub378 \ud3c9\uac00 \ubc0f \ud65c\uc6a9<\/h2>\n
\ubaa8\ub378\uc774 \ud559\uc2b5\ub41c \ud6c4, \uc720\uc0ac \ub2e8\uc5b4 \uac80\uc0c9\uc774\ub098 \ubca1\ud130 \uc5f0\uc0b0 \ub4f1\uc744 \ud1b5\ud574 \ubaa8\ub378\uc758 \uc131\ub2a5\uc744 \ud3c9\uac00\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, ‘\uc5ec\uc655’ – ‘\uc5ec\uc790’ + ‘\ub0a8\uc790’ = ‘\uc655’\uacfc \uac19\uc740 \ubca1\ud130 \uc5f0\uc0b0\uc744 \uc218\ud589\ud558\uc5ec \uc608\uc0c1\ub418\ub294 \ub2e8\uc5b4\ub97c \ud655\uc778\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ubc29\ubc95\uc73c\ub85c \ubaa8\ub378\uc758 \uc131\ub2a5\uc744 \uac04\uc811\uc801\uc73c\ub85c \ud3c9\uac00\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<\/section>\n\n9. \uacb0\ub860<\/h2>\n
Word2Vec\uc740 \uc790\uc5f0\uc5b4 \ucc98\ub9ac\ub97c \uc704\ud55c \uac15\ub825\ud55c \ub3c4\uad6c\ub85c, \ub525 \ub7ec\ub2dd\uc744 \ud1b5\ud574 \ub2e8\uc5b4\uc758 \uc758\ubbf8\ub97c \ubca1\ud130\ub85c \ubcc0\ud658\ud558\uc5ec \uc720\uc0ac\ud55c \uc758\ubbf8\uc758 \ub2e8\uc5b4\ub4e4\uc744 \ud6a8\uacfc\uc801\uc73c\ub85c \uadf8\ub8f9\ud654\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ubcf8 \uae00\uc5d0\uc11c\ub294 \uc601\uc5b4\uc640 \ud55c\uad6d\uc5b4\ub97c \ub300\uc0c1\uc73c\ub85c Word2Vec\uc758 \uad6c\ud604 \ubc29\ubc95\uc744 \uc18c\uac1c\ud558\uc600\uc2b5\ub2c8\ub2e4. \uad00\ub828\ub41c \uc5ec\ub7ec \ubd84\uc57c\ub85c \ud655\uc7a5 \uac00\ub2a5\ud558\ubbc0\ub85c, \uc774\ub97c \uae30\ubc18\uc73c\ub85c \ud55c \uc5f0\uad6c\ub098 \ud504\ub85c\uc81d\ud2b8\uc5d0 \ub300\ud55c \ud53c\ub4dc\ubc31\uc744 \uae30\ub300\ud569\ub2c8\ub2e4.<\/p>\n<\/section>\n<\/article>\n
<\/body><\/p>\n","protected":false},"excerpt":{"rendered":"
1. \uc11c\ub860 \uc790\uc5f0\uc5b4 \ucc98\ub9ac\ub294 \ucef4\ud4e8\ud130\uac00 \uc778\uac04\uc758 \uc5b8\uc5b4\ub97c \uc774\ud574\ud558\uace0 \ucc98\ub9ac\ud560 \uc218 \uc788\ub3c4\ub85d \ud558\ub294 \uae30\uc220\ub85c, \ucd5c\uadfc \uba87 \ub144 \ub3d9\uc548 \ub525\ub7ec\ub2dd \uae30\uc220\uc758 \ubc1c\uc804\uacfc \ud568\uaed8 \ube44\uc57d\uc801\uc73c\ub85c \ubc1c\uc804\ud558\uc600\uc2b5\ub2c8\ub2e4. \uadf8 \uc911\uc5d0\uc11c\ub3c4 Word2Vec\uc740 \ub2e8\uc5b4\ub97c \ubca1\ud130 \ud615\ud0dc\ub85c \ubcc0\ud658\ud558\uc5ec \uc758\ubbf8 \uc720\uc0ac\uc131\uc744 \ud6a8\uacfc\uc801\uc73c\ub85c \ud45c\ud604\ud560 \uc218 \uc788\ub294 \uc911\uc694\ud55c \uae30\ubc95\uc785\ub2c8\ub2e4. \ubcf8 \uae00\uc5d0\uc11c\ub294 Word2Vec\uc758 \uae30\ubcf8 \uac1c\ub150\uacfc \uc601\uc5b4 \ubc0f \ud55c\uad6d\uc5b4\uc5d0\uc11c\uc758 \uc2e4\uc2b5\uc744 \uc9c4\ud589\ud558\uaca0\uc2b5\ub2c8\ub2e4. 2. Word2Vec\uc774\ub780? Word2Vec\uc740 \uad6c\uae00\uc5d0\uc11c \uac1c\ubc1c\ud55c \uc54c\uace0\ub9ac\uc998\uc73c\ub85c, \ud2b9\uc815 … \ub354 \ubcf4\uae30 “\ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac, \uc601\uc5b4\/\ud55c\uad6d\uc5b4 Word2Vec \uc2e4\uc2b5”<\/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-25293","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, \uc601\uc5b4\/\ud55c\uad6d\uc5b4 Word2Vec \uc2e4\uc2b5 - \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\/25293\/\" \/>\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, \uc601\uc5b4\/\ud55c\uad6d\uc5b4 Word2Vec \uc2e4\uc2b5 - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" \/>\n<meta property=\"og:description\" content=\"1. \uc11c\ub860 \uc790\uc5f0\uc5b4 \ucc98\ub9ac\ub294 \ucef4\ud4e8\ud130\uac00 \uc778\uac04\uc758 \uc5b8\uc5b4\ub97c \uc774\ud574\ud558\uace0 \ucc98\ub9ac\ud560 \uc218 \uc788\ub3c4\ub85d \ud558\ub294 \uae30\uc220\ub85c, \ucd5c\uadfc \uba87 \ub144 \ub3d9\uc548 \ub525\ub7ec\ub2dd \uae30\uc220\uc758 \ubc1c\uc804\uacfc \ud568\uaed8 \ube44\uc57d\uc801\uc73c\ub85c \ubc1c\uc804\ud558\uc600\uc2b5\ub2c8\ub2e4. \uadf8 \uc911\uc5d0\uc11c\ub3c4 Word2Vec\uc740 \ub2e8\uc5b4\ub97c \ubca1\ud130 \ud615\ud0dc\ub85c \ubcc0\ud658\ud558\uc5ec \uc758\ubbf8 \uc720\uc0ac\uc131\uc744 \ud6a8\uacfc\uc801\uc73c\ub85c \ud45c\ud604\ud560 \uc218 \uc788\ub294 \uc911\uc694\ud55c \uae30\ubc95\uc785\ub2c8\ub2e4. \ubcf8 \uae00\uc5d0\uc11c\ub294 Word2Vec\uc758 \uae30\ubcf8 \uac1c\ub150\uacfc \uc601\uc5b4 \ubc0f \ud55c\uad6d\uc5b4\uc5d0\uc11c\uc758 \uc2e4\uc2b5\uc744 \uc9c4\ud589\ud558\uaca0\uc2b5\ub2c8\ub2e4. 2. Word2Vec\uc774\ub780? 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