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\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":28706,"url":"https:\/\/atmokpo.com\/w\/28706\/","url_meta":{"origin":28668,"position":5},"title":"\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, NN\uc744 \uc870\uc815\ud558\ud55c \uc124\uacc4 \uc635\uc158 \uad50\ucc28 \uac80\uc99d","author":"root","date":"2024\ub144 10\uc6d4 27\uc77c","format":false,"excerpt":"\uc800\uc790: \uc870\uad11\ud615 \ub0a0\uc9dc: [\ub0a0\uc9dc] \uc18c\uac1c \uc624\ub298\ub0a0 \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c\ub294 \ub9ce\uc740 \ud22c\uc790\uc790\ub4e4\uc774 \uba38\uc2e0\ub7ec\ub2dd(ML) \ubc0f \ub525\ub7ec\ub2dd(DL) \uc54c\uace0\ub9ac\uc998\uc744 \ud65c\uc6a9\ud558\uc5ec \uc790\ub3d9\uc73c\ub85c \uac70\ub798\ub97c \uc218\ud589\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uae30\uc220\uc740 \ubc29\ub300\ud55c \uc591\uc758 \uc2dc\uc7a5 \ub370\uc774\ud130\uc5d0\uc11c \ud328\ud134\uc744 \ud559\uc2b5\ud558\uace0 \uc608\uce21\ud558\ub294\ub370 \ub9e4\uc6b0 \uc720\uc6a9\ud569\ub2c8\ub2e4. \ubcf8 \uae00\uc5d0\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud55c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uae30\ucd08\ubd80\ud130 \uc2dc\uc791\ud558\uc5ec, \uc778\uacf5\uc2e0\uacbd\ub9dd(NN)\uc758 \ud558\uc774\ud37c\ud30c\ub77c\ubbf8\ud130 \uc870\uc815 \ubc0f \uad50\ucc28 \uac80\uc99d \uae30\ubc95\uc5d0 \ub300\ud574 \uc790\uc138\ud788 \uc124\uba85\ud558\uaca0\uc2b5\ub2c8\ub2e4.\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":[]}],"_links":{"self":[{"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/posts\/28668","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/comments?post=28668"}],"version-history":[{"count":1,"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/posts\/28668\/revisions"}],"predecessor-version":[{"id":28669,"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/posts\/28668\/revisions\/28669"}],"wp:attachment":[{"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/media?parent=28668"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/categories?post=28668"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/tags?post=28668"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}

\ubcf8 \uac15\uc88c\uc5d0\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud55c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uae30\ubcf8 \uac1c\ub150\uacfc Gensim\uc744 \uc774\uc6a9\ud55c \ube60\ub978 \uc784\ubca0\ub529 \ud6c8\ub828 \ubc29\ubc95\uc5d0 \ub300\ud574 \uc124\uba85\ud569\ub2c8\ub2e4. \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc740 \ub370\uc774\ud130 \ubd84\uc11d\uacfc \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c\uc758 \ud328\ud134 \uc778\uc2dd\uc774 \uacb0\ud569\ub41c \ubd84\uc57c\ub85c, \uba38\uc2e0\ub7ec\ub2dd \uae30\uc220\uc744 \ud1b5\ud574 \ub354 \ud6a8\uacfc\uc801\uc778 \uac70\ub798 \uc804\ub7b5\uc744 \uac1c\ubc1c\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n

1. \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uc774\ud574<\/h2>\n
\uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc740 \ucef4\ud4e8\ud130 \ud504\ub85c\uadf8\ub7a8\uc744 \uc0ac\uc6a9\ud558\uc5ec \uc2dc\uc7a5\uc758 \ub370\uc774\ud130\ub97c \ubd84\uc11d\ud558\uace0, \uc790\ub3d9\uc73c\ub85c \uac70\ub798\ub97c \uc2e4\ud589\ud558\ub294 \ubc29\ubc95\uc785\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \uc778\uac04 \ud2b8\ub808\uc774\ub354\uc758 \uac10\uc815\uc801 \uacb0\uc815\uc5d0\uc11c \ubc1c\uc0dd\ud560 \uc218 \uc788\ub294 \uc624\ub958\ub97c \uc904\uc774\uace0, \uc989\uac01\uc801\uc778 \ubc18\uc751\uc744 \uac00\ub2a5\ud558\uac8c \ud569\ub2c8\ub2e4.<\/p>\n

2. \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc758 \uc5ed\ud560<\/h2>\n
\uba38\uc2e0\ub7ec\ub2dd\uc740 \ucef4\ud4e8\ud130\uac00 \ub370\uc774\ud130\ub97c \ud1b5\ud574 \ud559\uc2b5\ud558\uace0 \uc608\uce21\ud558\ub294 \ubc29\ubc95\uc785\ub2c8\ub2e4. \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc5d0\uc11c\ub294 \uacfc\uac70\uc758 \uac00\uaca9 \ub370\uc774\ud130\ub97c \ubd84\uc11d\ud558\uc5ec \ubbf8\ub798\uc758 \uac00\uaca9 \ubcc0\ub3d9\uc131\uc744 \uc608\uce21\ud558\ub294 \ub370 \uc0ac\uc6a9\ub429\ub2c8\ub2e4. \ub525\ub7ec\ub2dd\uc740 \uba38\uc2e0\ub7ec\ub2dd\uc758 \ud558\uc704 \ubd84\uc57c\ub85c, \uc778\uacf5 \uc2e0\uacbd\ub9dd\uc744 \uc774\uc6a9\ud558\uc5ec \ub370\uc774\ud130\ub97c \ub354 \uae4a\uc774 \ud559\uc2b5\ud560 \uc218 \uc788\ub3c4\ub85d \ud569\ub2c8\ub2e4.<\/p>\n

3. Gensim \uc18c\uac1c<\/h2>\n
Gensim\uc740 \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc5d0\uc11c \uc8fc\ub85c \uc0ac\uc6a9\ud558\ub294 Python \ub77c\uc774\ube0c\ub7ec\ub9ac\ub85c, \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130\ub97c \ud6a8\uacfc\uc801\uc73c\ub85c \ubd84\uc11d\ud558\uace0 \ubaa8\ub378\ub9c1\ud558\ub294 \ub370 \uc720\uc6a9\ud569\ub2c8\ub2e4. Gensim\uc758 Word2Vec \ubaa8\ub378\uc740 \ub2e8\uc5b4\ub97c \ubca1\ud130\ub85c \ud45c\ud604\ud558\uc5ec \uc720\uc0ac\uc131\uc744 \uce21\uc815\ud558\ub294 \ub370 \uac15\ub825\ud55c \ub3c4\uad6c\ub85c \uc0ac\uc6a9\ub429\ub2c8\ub2e4.<\/p>\n

4. \uc784\ubca0\ub529 \ud6c8\ub828\uc758 \uac1c\uc694<\/h2>\n
\uc784\ubca0\ub529\uc740 \uace0\ucc28\uc6d0\uc758 \ub370\uc774\ud130\ub97c \uc800\ucc28\uc6d0\uc73c\ub85c \ubcc0\ud658\ud558\ub294 \uacfc\uc815\uc785\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \ub370\uc774\ud130\uc758 \uc8fc\uc694 \ud2b9\uc9d5\uc744 \ud3ec\ucc29\ud560 \uc218 \uc788\uc73c\uba70, \uae08\uc735 \ub370\uc774\ud130\uc5d0\uc11c\ub3c4 \uc911\uc694\ud55c \uc5ed\ud560\uc744 \ud569\ub2c8\ub2e4. Gensim\uc744 \uc0ac\uc6a9\ud558\uc5ec \ube60\ub974\uac8c \uc784\ubca0\ub529 \ubaa8\ub378\uc744 \ud6c8\ub828\ud560 \uc218 \uc788\ub294\ub370, \uc774\ub294 \ud2b8\ub808\uc774\ub529 \uc2e0\ud638\ub97c \ub354\uc6b1 \uc2e0\uc18d\ud558\uac8c \ud30c\uc545\ud560 \uc218 \uc788\ub3c4\ub85d \ub3c4\uc640\uc90d\ub2c8\ub2e4.<\/p>\n

5. Gensim\uc73c\ub85c \uc784\ubca0\ub529 \ud6c8\ub828\ud558\uae30<\/h2>\n

5.1 \ub370\uc774\ud130 \uc218\uc9d1<\/h3>\n
\uba3c\uc800, \uc8fc\uc2dd \uc2dc\uc7a5 \ub370\uc774\ud130 \ubc0f \uae30\ud0c0 \uad00\ub828 \ub370\uc774\ud130\ub97c \uc218\uc9d1\ud569\ub2c8\ub2e4. \ub370\uc774\ud130\uc758 \ud488\uc9c8\uc774 \uc784\ubca0\ub529 \uacb0\uacfc\uc5d0 \uc9c1\uc811\uc801\uc778 \uc601\ud5a5\uc744 \ubbf8\uce58\ubbc0\ub85c, \uc2e0\ub8b0\ud560 \uc218 \uc788\ub294 \uc18c\uc2a4\uc5d0\uc11c \ub370\uc774\ud130\ub97c \uc218\uc9d1\ud558\ub294 \uac83\uc774 \uc911\uc694\ud569\ub2c8\ub2e4.<\/p>\n

5.2 \ub370\uc774\ud130 \uc804\ucc98\ub9ac<\/h3>\n
\uc218\uc9d1\ud55c \ub370\uc774\ud130\ub294 \uc804\ucc98\ub9ac \uacfc\uc815\uc744 \ud1b5\ud574 \uc815\ub9ac\ub418\uc5b4\uc57c \ud569\ub2c8\ub2e4. \uacb0\uce21\uac12 \ucc98\ub9ac, \uc815\uaddc\ud654, \uadf8\ub9ac\uace0 \ud574\ub2f9 \ub370\uc774\ud130\uc758 \ud2b9\uc131\uc5d0 \ub9de\ub294 \ubcc0\ud658 \uc791\uc5c5\uc774 \ud544\uc694\ud569\ub2c8\ub2e4. \uc774 \uacfc\uc815\uc740 \ubaa8\ub378\uc758 \uc131\ub2a5\uc5d0 \ud070 \uc601\ud5a5\uc744 \ubbf8\uce69\ub2c8\ub2e4.<\/p>\n

5.3 Gensim\uc744 \uc0ac\uc6a9\ud55c \uc784\ubca0\ub529 \ubaa8\ub378 \uad6c\ucd95<\/h3>\n

Gensim\uc5d0\uc11c\ub294 Word2Vec \ubaa8\ub378\uc744 \uc0ac\uc6a9\ud558\uc5ec \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130\ub97c \ubca1\ud130 \ud615\ud0dc\ub85c \ubcc0\ud658\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc544\ub798\ub294 Gensim\uc744 \ud65c\uc6a9\ud55c \uac04\ub2e8\ud55c \ucf54\ub4dc \uc608\uc2dc\uc785\ub2c8\ub2e4:<\/p>\n

\nimport gensim\nfrom gensim.models import Word2Vec\n\n# \ub370\uc774\ud130\uac00 \uc900\ube44\ub41c \ud14d\uc2a4\ud2b8 \ub9ac\uc2a4\ud2b8\ntext_data = [[\"\uc8fc\uc2dd\", \"\uac00\uaca9\", \"\ubcc0\ub3d9\"], [\"\uacbd\uc81c\", \"\uc9c0\ud45c\", \"\ubd84\uc11d\"]]\n\n# Word2Vec \ubaa8\ub378 \ud6c8\ub828\nmodel = Word2Vec(sentences=text_data, vector_size=100, window=5, min_count=1, workers=4)\n        <\/code><\/pre>\n5.4 \ubaa8\ub378 \ud3c9\uac00<\/h3>\n\ud6c8\ub828\ud55c \ubaa8\ub378\uc744 \ud3c9\uac00\ud558\uc5ec \uc784\ubca0\ub529\uc758 \ud488\uc9c8\uc744 \ud655\uc778\ud569\ub2c8\ub2e4. Gensim\uc5d0\uc11c\ub294 \uc720\uc0ac\ud55c \ub2e8\uc5b4\ub97c \ucc3e\uac70\ub098 \ubca1\ud130 \uac04\uc758 \uac70\ub9ac\ub97c \uce21\uc815\ud558\ub294 \uae30\ub2a5\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \ubaa8\ub378\uc758 \uc218\uce58\uc801 \uc131\ub2a5\uc744 \ud3c9\uac00\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
6. Gensim\uc758 \ucd5c\uc801\ud654 \ubc0f \uc131\ub2a5 \ud5a5\uc0c1<\/h2>\n
6.1 \ud558\uc774\ud37c\ud30c\ub77c\ubbf8\ud130 \ud29c\ub2dd<\/h3>\n\uc784\ubca0\ub529 \ubaa8\ub378\uc758 \uc131\ub2a5\uc744 \uadf9\ub300\ud654\ud558\uae30 \uc704\ud574 \ub2e4\uc591\ud55c \ud558\uc774\ud37c\ud30c\ub77c\ubbf8\ud130\ub97c \uc870\uc815\ud574\uc57c \ud569\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \ubca1\ud130\uc758 \ucc28\uc6d0, \uc708\ub3c4\uc6b0 \ud06c\uae30, \ucd5c\uc18c \ub2e8\uc5b4 \ube48\ub3c4\uc218 \ub4f1\uc744 \uc870\uc815\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
6.2 \ubcd1\ub82c \ucc98\ub9ac \uc0ac\uc6a9<\/h3>\nGensim\uc740 \ubcd1\ub82c \ucc98\ub9ac\ub97c \uc9c0\uc6d0\ud558\uc5ec \ud6c8\ub828 \uc18d\ub3c4\ub97c \uac1c\uc120\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc801\uc808\ud55c \uc218\uc758 \uc6cc\ucee4 \uc2a4\ub808\ub4dc\ub97c \uc124\uc815\ud558\uc5ec \ud6c8\ub828 \uc2dc\uac04\uc744 \ub2e8\ucd95\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
6.3 GPU \uac00\uc18d \ud65c\uc6a9<\/h3>\n\ub525\ub7ec\ub2dd \ud504\ub808\uc784\uc6cc\ud06c\uc640 \ud568\uaed8 \uc0ac\uc6a9\ud558\uc5ec Gensim\uc758 \ubaa8\ub378 \ud6c8\ub828\uc744 GPU\uc5d0\uc11c \uc218\ud589\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \ub300\uaddc\ubaa8 \ub370\uc774\ud130 \uc138\ud2b8\uc5d0\uc11c\ub3c4 \ud6c8\ub828 \uc18d\ub3c4\ub97c \ud06c\uac8c \ud5a5\uc0c1\uc2dc\ud0ac \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
7. \ud000\ud2b8 \ub9e4\ub9e4 \uc804\ub7b5 \uac1c\ubc1c<\/h2>\n\uc644\uc131\ub41c \uc784\ubca0\ub529 \ubaa8\ub378\uc740 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529 \uc804\ub7b5\uc5d0 \ud65c\uc6a9\ub429\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \uae30\uc220\uc9c0\ud45c\uc640 \uacb0\ud569\ud558\uc5ec \ub9e4\uc218\uc640 \ub9e4\ub3c4\uc758 \uc2e0\ud638\ub97c \uc0dd\uc131\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
8. \uc0ac\ub840 \uc5f0\uad6c<\/h2>\n\ud55c \uae08\uc735 \uae30\uad00\uc5d0\uc11c Gensim\uc744 \uc774\uc6a9\ud558\uc5ec \uc8fc\uc2dd \uc784\ubca0\ub529 \ubaa8\ub378\uc744 \uad6c\ucd95\ud558\uace0, \uc774\ub97c \ud1b5\ud574 \uc804\ud1b5\uc801\uc778 \ub9e4\ub9e4 \ubc29\ubc95\uc5d0 \ube44\ud574 \uc131\uacfc\ub97c \ub192\uc778 \uc0ac\ub840\ub97c \uc18c\uac1c\ud569\ub2c8\ub2e4.<\/p>\n
9. \uacb0\ub860<\/h2>\nGensim\uc744 \ud65c\uc6a9\ud55c \uc784\ubca0\ub529 \ubaa8\ub378 \ud6c8\ub828\uc740 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \ud6a8\uc728\uc131\uc744 \uadf9\ub300\ud654\ud558\ub294 \ub370 \uc911\uc694\ud55c \uc5ed\ud560\uc744 \ud569\ub2c8\ub2e4. \ud5a5\ud6c4 \uc774 \uae30\uc220\uc744 \ud655\uc7a5\ud558\uc5ec \ub2e4\uc591\ud55c \uc790\uc0b0 \ud074\ub798\uc2a4\uc5d0 \uc801\uc6a9\ud560 \uc218 \uc788\ub294 \uac00\ub2a5\uc131\uc744 \ud0d0\uc0c9\ud574\uc57c \ud569\ub2c8\ub2e4.<\/p>\n
10. \ucc38\uace0 \uc790\ub8cc<\/h2>\n\nGensim \uacf5\uc2dd \ubb38\uc11c<\/a><\/li>\n
Gensim Word2Vec \uc124\uba85<\/a><\/li>\n
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