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\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":25423,"url":"https:\/\/atmokpo.com\/w\/25423\/","url_meta":{"origin":25469,"position":3},"title":"\ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac, \ucf54\ub7a9(Colab)\uc5d0\uc11c TPU \uc0ac\uc6a9\ud558\uae30","author":"root","date":"2024\ub144 10\uc6d4 26\uc77c","format":false,"excerpt":"\uc790\uc5f0\uc5b4 \ucc98\ub9ac\ub294 \uc778\uacf5\uc9c0\ub2a5\uc758 \ud55c \ubd84\uc57c\ub85c, \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\uc785\ub2c8\ub2e4. \ucd5c\uadfc \uba87 \ub144 \ub3d9\uc548 \u27e8\ub525 \ub7ec\ub2dd\u27e9 \uae30\ubc95\uc758 \ubc1c\uc804\uc73c\ub85c \uc790\uc5f0\uc5b4 \ucc98\ub9ac \ubd84\uc57c\ub294 \uad04\ubaa9\ud560 \ub9cc\ud55c \uc131\uacfc\ub97c \uc774\ub8e8\uc5b4 \uc654\uc2b5\ub2c8\ub2e4. \uc774\ubc88 \uae00\uc5d0\uc11c\ub294 \ub525 \ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac \ubaa8\ub378\uc744 Google Colab\uc5d0\uc11c TPU\ub97c \uc774\uc6a9\ud558\uc5ec \ud559\uc2b5\uc2dc\ud0a4\ub294 \ubc29\ubc95\uc5d0 \ub300\ud574 \uc790\uc138\ud788 \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. 1. \uc790\uc5f0\uc5b4 \ucc98\ub9ac(NLP)\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":25469,"position":4},"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 \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":25283,"url":"https:\/\/atmokpo.com\/w\/25283\/","url_meta":{"origin":25469,"position":5},"title":"\ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac: RNN\uc744 \uc774\uc6a9\ud55c \ud14d\uc2a4\ud2b8 \uc0dd\uc131","author":"root","date":"2024\ub144 10\uc6d4 26\uc77c","format":false,"excerpt":"\uc791\uc131\uc77c: 2023\ub144 9\uc6d4 15\uc77c \uc791\uc131\uc790: \uc870\uad11\ud615 1. \uc11c\ub860 \uc778\uacf5\uc9c0\ub2a5\uc758 \ubc1c\uc804\uc740 \ub2e4\uc591\ud55c \ubd84\uc57c\uc5d0\uc11c \ud601\uc2e0\uc801\uc778 \ubcc0\ud654\ub97c \uac00\uc838\uc624\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uadf8 \uc911\uc5d0\uc11c\ub3c4 \uc790\uc5f0\uc5b4 \ucc98\ub9ac(NLP)\ub294 \uae30\uacc4\uac00 \uc778\uac04\uc758 \uc5b8\uc5b4\ub97c \uc774\ud574\ud558\uace0 \uc0dd\uc131\ud560 \uc218 \uc788\ub3c4\ub85d \ud558\ub294 \uae30\uc220\ub85c, \ucd5c\uadfc \uba87 \ub144\uac04 \ub9ce\uc740 \uad00\uc2ec\uc744 \ubc1b\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ud2b9\ud788, \ub525 \ub7ec\ub2dd \uae30\uc220\uc744 \ud65c\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc758 \ubc1c\uc804\uc740 \ub9ce\uc740 \uc5f0\uad6c\uc790\uc640 \uac1c\ubc1c\uc790\ub4e4\uc5d0\uac8c \uc0c8\ub85c\uc6b4 \uac00\ub2a5\uc131\uc744 \uc5f4\uc5b4\uc8fc\uc5c8\uc2b5\ub2c8\ub2e4.\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":[]}],"_links":{"self":[{"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/posts\/25469","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=25469"}],"version-history":[{"count":1,"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/posts\/25469\/revisions"}],"predecessor-version":[{"id":25470,"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/posts\/25469\/revisions\/25470"}],"wp:attachment":[{"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/media?parent=25469"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/categories?post=25469"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/tags?post=25469"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}

{"id":25469,"date":"2024-10-26T09:55:20","date_gmt":"2024-10-26T09:55:20","guid":{"rendered":"http:\/\/atmokpo.com\/w\/?p=25469"},"modified":"2024-11-26T08:01:40","modified_gmt":"2024-11-26T08:01:40","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%99%80-%ec%9e%a0%ec%9e%ac-%eb%94%94%eb%a6%ac%ed%81%b4%eb%a0%88-%ed%95%a0%eb%8b%b9lda","status":"publish","type":"post","link":"https:\/\/atmokpo.com\/w\/25469\/","title":{"rendered":"\ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc640 \uc7a0\uc7ac \ub514\ub9ac\ud074\ub808 \ud560\ub2f9(LDA)"},"content":{"rendered":"

<\/p>\n

\uc790\uc5f0\uc5b4 \ucc98\ub9ac(NLP, Natural Language Processing)\ub294 \uc778\uac04 \uc5b8\uc5b4\ub97c \uae30\uacc4\uac00 \uc774\ud574\ud558\uace0 \ud574\uc11d\ud560 \uc218 \uc788\ub3c4\ub85d \ud558\ub294 \uae30\uc220\uc785\ub2c8\ub2e4. \ub525 \ub7ec\ub2dd\uc740 \uc774\ub7ec\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc758 \uc131\ub2a5\uc744 \ud06c\uac8c \ud5a5\uc0c1\uc2dc\ud0a4\ub294 \ub370 \uae30\uc5ec\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ubcf8 \uae00\uc5d0\uc11c\ub294 \ub525 \ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc640 \ud568\uaed8 \uc7a0\uc7ac \ub514\ub9ac\ud074\ub808 \ud560\ub2f9(LDA, Latent Dirichlet Allocation)\ub77c\ub294 \uc8fc\uc81c\ub97c \ub2e4\ub904\ubcfc \uac83\uc785\ub2c8\ub2e4. LDA\ub294 \uc8fc\uc81c \ubaa8\ub378\ub9c1\uc758 \ud55c \ubc29\ubc95\uc73c\ub85c\uc11c \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130\uc5d0\uc11c \uc8fc\uc81c\ub97c \ucd94\ucd9c\ud558\ub294 \ub370 \uc0ac\uc6a9\ub429\ub2c8\ub2e4.<\/p>\n

1. \uc790\uc5f0\uc5b4 \ucc98\ub9ac\ub780 \ubb34\uc5c7\uc778\uac00?<\/h2>\n
\uc790\uc5f0\uc5b4 \ucc98\ub9ac(NLP)\ub294 \ucef4\ud4e8\ud130\uc640 \uc778\uac04\uc758 \uc5b8\uc5b4 \uac04\uc758 \uc0c1\ud638\uc791\uc6a9\uc744 \ub2e4\ub8e8\ub294 \uc778\uacf5\uc9c0\ub2a5(AI) \ubd84\uc57c\uc758 \ud55c \ubd84\uc57c\ub85c, \ub2e4\uc591\ud55c \uc751\uc6a9 \ud504\ub85c\uadf8\ub7a8\uc5d0 \uc801\uc6a9\ub429\ub2c8\ub2e4. \uc5ec\uae30\uc5d0\ub294 \ud14d\uc2a4\ud2b8 \ubd84\uc11d, \uae30\uacc4 \ubc88\uc5ed, \uac10\uc815 \ubd84\uc11d, \ucc57\ubd07 \uac1c\ubc1c \ub4f1\uc774 \ud3ec\ud568\ub429\ub2c8\ub2e4. \uc790\uc5f0\uc5b4 \ucc98\ub9ac\ub97c \ud1b5\ud574 \ucef4\ud4e8\ud130\ub294 \uc5b8\uc5b4\uc758 \uad6c\uc870\ub97c \uc774\ud574\ud558\uace0, \ubcf5\uc7a1\ud55c \ud328\ud134\uc744 \ubd84\uc11d\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n

1.1 \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc758 \uc8fc\uc694 \uad6c\uc131 \uc694\uc18c<\/h3>\n
\n
\ud615\ud0dc\uc18c \ubd84\uc11d:<\/strong> \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130\ub97c \ub2e8\uc5b4 \ubc0f \ud615\ud0dc\uc18c\ub85c \ubd84\ud560\ud558\uc5ec \uae30\ucd08\uc801\uc778 \uc5b8\uc5b4 \ub2e8\uc704\ub85c \ubd84\uc11d\ud569\ub2c8\ub2e4.<\/li>\n
\uad6c\ubb38 \ubd84\uc11d:<\/strong> \uc8fc\uc5b4\uc9c4 \ubb38\uc7a5\uc758 \ubb38\ubc95\uc801 \uad6c\uc870\ub97c \uc774\ud574\ud558\uace0 \ud30c\uc545\ud558\ub294 \ub2e8\uacc4\uc785\ub2c8\ub2e4.<\/li>\n
\uc758\ubbf8 \ubd84\uc11d:<\/strong> \ub2e8\uc5b4\uc640 \ubb38\uc7a5\uc758 \uc758\ubbf8\ub97c \uc774\ud574\ud558\uc5ec \uc62c\ubc14\ub978 \ud574\uc11d\uc744 \ud569\ub2c8\ub2e4.<\/li>\n
\ub2f4\ud654 \ubd84\uc11d:<\/strong> \ub300\ud654\ub098 \ud14d\uc2a4\ud2b8\uc758 \ub9e5\ub77d\uc744 \uc774\ud574\ud558\uace0 \uc77c\uad00\uc131\uc744 \ud30c\uc545\ud569\ub2c8\ub2e4.<\/li>\n
\uac10\uc815 \ubd84\uc11d:<\/strong> \uc8fc\uc5b4\uc9c4 \ud14d\uc2a4\ud2b8\uc758 \uac10\uc815\uc801 \uc131\uaca9\uc744 \ubd84\uc11d\ud558\uc5ec \uae0d\uc815\uc801, \ubd80\uc815\uc801, \uc911\ub9bd\uc801 \ud310\ub2e8\uc744 \ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n
2. \ub525 \ub7ec\ub2dd\uacfc \uc790\uc5f0\uc5b4 \ucc98\ub9ac<\/h2>\n
\ub525 \ub7ec\ub2dd\uc740 \uc778\uacf5 \uc2e0\uacbd\ub9dd\uc744 \uae30\ubc18\uc73c\ub85c \ud55c \uae30\uacc4 \ud559\uc2b5 \uae30\ubc95\uc785\ub2c8\ub2e4. \ub300\ub7c9\uc758 \ub370\uc774\ud130\ub85c\ubd80\ud130 \ud328\ud134\uc744 \ud559\uc2b5\ud558\uace0, \uc774 \ud328\ud134\uc744 \uc774\uc6a9\ud558\uc5ec \uc608\uce21(model prediction)\uc744 \uc218\ud589\ud569\ub2c8\ub2e4. \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc5d0\uc11c \ub525 \ub7ec\ub2dd\uc758 \ud65c\uc6a9\uc740 \ub2e4\uc74c\uacfc \uac19\uc740 \uc601\uc5ed\uc5d0 \uc9d1\uc911\ub429\ub2c8\ub2e4.<\/p>\n
2.1 RNN \ubc0f LSTM<\/h3>\n
\uc21c\ud658\uc2e0\uacbd\ub9dd(RNN, Recurrent Neural Network)\uacfc \uc7a5\ub2e8\uae30 \uae30\uc5b5\ub9dd(LSTM, Long Short-Term Memory)\uc740 \uc2dc\ud000\uc2a4 \ub370\uc774\ud130\ub97c \ucc98\ub9ac\ud558\ub294 \ub370 \uc801\ud569\ud55c \ub525 \ub7ec\ub2dd \ubaa8\ub378\uc785\ub2c8\ub2e4. \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc5d0\uc11c\ub294 \ubb38\uc7a5\uc774\ub098 \ub2e8\uc5b4 \uc21c\uc11c\ub97c \uace0\ub824\ud574\uc57c \ud558\ubbc0\ub85c RNN \uacc4\uc5f4 \ubaa8\ub378\uc774 \ub110\ub9ac \uc0ac\uc6a9\ub429\ub2c8\ub2e4.<\/p>\n
2.2 Transformer\uc640 BERT<\/h3>\n
Transformer \ubaa8\ub378\uc740 \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc5d0\uc11c \ud601\uc2e0\uc801\uc778 \ubcc0\ud654\ub97c \uac00\uc838\uc628 \ubaa8\ub378\ub85c, BERT(Bidirectional Encoder Representations from Transformers)\ub294 \uadf8 \uc911 \ud558\ub098\uc785\ub2c8\ub2e4. BERT\ub294 \ubb38\ub9e5\uc744 \uc591\ubc29\ud5a5\uc73c\ub85c \uc774\ud574\ud568\uc73c\ub85c\uc368 \ub354\uc6b1 \uc815\ud655\ud55c \uc758\ubbf8 \ubd84\uc11d\uc744 \uac00\ub2a5\ud558\uac8c \ud569\ub2c8\ub2e4. \uc774\ub294 \ub2e4\uc591\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac \uc791\uc5c5\uc5d0\uc11c \ub6f0\uc5b4\ub09c \uc131\ub2a5\uc744 \ubcf4\uc5ec\uc8fc\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
3. \uc7a0\uc7ac \ub514\ub9ac\ud074\ub808 \ud560\ub2f9 (Latent Dirichlet Allocation, LDA)<\/h2>\n
LDA\ub294 \uc8fc\uc81c \ubaa8\ub378\ub9c1(topic modeling) \uae30\ubc95 \uc911 \ud558\ub098\ub85c, \ubb38\uc11c \uc9d1\ud569\uc5d0\uc11c \uc8fc\uc81c\ub97c \ubc1c\uacac\ud558\ub294 \ub370 \uc0ac\uc6a9\ub429\ub2c8\ub2e4. LDA\ub294 ‘\uc7a0\uc7ac’\uc640 ‘\ub514\ub9ac\ud074\ub808’\ub77c\ub294 \ub450 \uac00\uc9c0 \uac1c\ub150\uc5d0 \uae30\ubc18\ud569\ub2c8\ub2e4. ‘\uc7a0\uc7ac’\ub294 \uba85\uc2dc\uc801\uc774\uc9c0 \uc54a\uc740 \uc8fc\uc81c\ub97c \uc758\ubbf8\ud558\uba70, ‘\ub514\ub9ac\ud074\ub808’\ub294 \ud655\ub960 \ubd84\ud3ec\ub97c \ud45c\ud604\ud558\ub294 \uc218\ud559\uc801 \uac1c\ub150\uc785\ub2c8\ub2e4.<\/p>\n
3.1 LDA\uc758 \uae30\ubcf8 \uc6d0\ub9ac<\/h3>\n
LDA\ub294 \uac01 \ubb38\uc11c\uac00 \uc5ec\ub7ec \uc8fc\uc81c\uc758 \ud63c\ud569\uc73c\ub85c \uad6c\uc131\ub418\uc5b4 \uc788\ub2e4\uace0 \uac00\uc815\ud569\ub2c8\ub2e4. \uc8fc\uc81c\ub294 \ub2e8\uc5b4\uc758 \ubd84\ud3ec\ub85c \uc815\uc758\ub418\uba70, \uac01 \ub2e8\uc5b4\ub294 \ud2b9\uc815 \uc8fc\uc81c\uc5d0 \ub530\ub77c \uc120\ud0dd\ub429\ub2c8\ub2e4. \uc774\ub807\ub4ef \uc0dd\uc131\uc801\uc778 \uad00\uc810\uc5d0\uc11c \ubb38\uc11c\uac00 \uc8fc\uc81c\uc640 \ub2e8\uc5b4\uc5d0 \uc758\ud574 \uc0dd\uc131\ub418\uc5c8\ub2e4\uace0 \uac00\uc815\ud569\ub2c8\ub2e4. LDA\ub294 \uc774 \uc0dd\uc131 \uacfc\uc815\uc744 \uc5ed\uc73c\ub85c \ucd94\uc815\ud558\uc5ec \uac01 \ubb38\uc11c\uc758 \uc8fc\uc81c \ubd84\ud3ec\uc640 \uc8fc\uc81c\uc758 \ub2e8\uc5b4 \ubd84\ud3ec\ub97c \ud559\uc2b5\ud558\uac8c \ub429\ub2c8\ub2e4.<\/p>\n
3.2 LDA\uc758 \uc218\ud559\uc801 \ubc30\uacbd<\/h3>\n
LDA\ub294 \ubca0\uc774\uc9c0\uc548 \ubaa8\ub378\ub85c, \uac01 \ubb38\uc11c\uc758 \uc8fc\uc81c\uc640 \ub2e8\uc5b4\ub97c \uc7a0\uc7ac \ubcc0\uc218(latent variables)\ub85c \ubaa8\ub378\ub9c1\ud569\ub2c8\ub2e4. LDA\uc758 \uae30\ubcf8 \uacfc\uc815\uc740 \ub2e4\uc74c\uacfc \uac19\uc740 \ub2e8\uacc4\ub85c \uc774\ub8e8\uc5b4\uc9d1\ub2c8\ub2e4.<\/p>\n
\n
\uac01 \ubb38\uc11c\uc5d0 \ub300\ud55c \uc8fc\uc81c \ubd84\ud3ec\ub97c \ucd08\uae30\ud654\ud569\ub2c8\ub2e4.<\/li>\n
\uac01 \ub2e8\uc5b4\uc5d0 \ub300\ud574 \uc8fc\uc81c\ub97c \uc0d8\ud50c\ub9c1\ud569\ub2c8\ub2e4.<\/li>\n
\uc8fc\uc81c \uc0d8\ud50c\ub9c1\uc744 \ud1b5\ud574 \ub2e8\uc5b4 \ubd84\ud3ec\ub97c \uc5c5\ub370\uc774\ud2b8\ud569\ub2c8\ub2e4.<\/li>\n
\uc774 \uacfc\uc815\uc744 \ubc18\ubcf5\ud558\uc5ec \uc218\ub834\ud560 \ub54c\uae4c\uc9c0 \uc218\ud589\ud569\ub2c8\ub2e4.<\/li>\n<\/ol>\n
3.3 LDA\uc758 \ud65c\uc6a9 \uc608\uc2dc<\/h3>\n
LDA\ub294 \ub2e4\uc74c\uacfc \uac19\uc740 \ub2e4\uc591\ud55c \ubd84\uc57c\uc5d0\uc11c \ud65c\uc6a9\ub429\ub2c8\ub2e4.<\/p>\n
\n
\ubb38\uc11c \ud074\ub7ec\uc2a4\ud130\ub9c1:<\/strong> \ube44\uc2b7\ud55c \uc8fc\uc81c\ub97c \uac00\uc9c4 \ubb38\uc11c\ub97c \uadf8\ub8f9\ud654\ud558\uc5ec \uc720\uc0ac\ud55c \ucf58\ud150\uce20\ub97c \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/li>\n
\ucd94\ucc9c \uc2dc\uc2a4\ud15c:<\/strong> \uc0ac\uc6a9\uc790\uc5d0\uac8c \uad00\ub828\ub41c \ucf58\ud150\uce20\ub97c \ucd94\ucc9c\ud560 \ub54c \uc8fc\uc81c\ub97c \uae30\ubc18\uc73c\ub85c \ud544\ud130\ub9c1\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n
\uc18c\uc15c \ubbf8\ub514\uc5b4 \ubd84\uc11d:<\/strong> \ub300\ub7c9\uc758 \uc18c\uc15c \ubbf8\ub514\uc5b4 \ub370\uc774\ud130\ub97c \ubd84\uc11d\ud558\uc5ec \ub300\uc911\uc758 \uad00\uc2ec\uc744 \ud30c\uc545\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n
4. \ub525 \ub7ec\ub2dd\uacfc LDA\uc758 \ud1b5\ud569<\/h2>\n
\ub525 \ub7ec\ub2dd\uacfc LDA\ub97c \uacb0\ud569\ud568\uc73c\ub85c\uc368 \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc758 \uc131\ub2a5\uc744 \ub354\uc6b1 \ud5a5\uc0c1\uc2dc\ud0ac \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \ub525 \ub7ec\ub2dd \ubaa8\ub378\uc744 \uc0ac\uc6a9\ud558\uc5ec \ubb38\uc11c\uc758 \ud45c\ud604\uc744 \ud559\uc2b5\ud55c \ud6c4, \uc774 \ud45c\ud604\uc744 \uae30\ubc18\uc73c\ub85c LDA\ub97c \uc801\uc6a9\ud558\uc5ec \uc8fc\uc81c\ub97c \ucd94\ucd9c\ud558\ub294 \ubc29\ubc95\uc774 \uc788\uc2b5\ub2c8\ub2e4. \ubb38\uc11c\uc758 \uc758\ubbf8\ub97c \ub354\uc6b1 \uae4a\uc774 \uc788\uac8c \ubd84\uc11d\ud560 \uc218 \uc788\uac8c \ub429\ub2c8\ub2e4.<\/p>\n
4.1 \ub525 \ub7ec\ub2dd \uae30\ubc18 LDA \ubaa8\ub378<\/h3>\n
\ucd5c\uadfc \uc5f0\uad6c\uc5d0\uc11c\ub294 LDA\uc758 \uae30\uc874 \uad6c\uc870\ub97c \ub525 \ub7ec\ub2dd\uc73c\ub85c \ud655\uc7a5\ud558\uc5ec \ub354 \ub192\uc740 \uc131\ub2a5\uc744 \ubcf4\uc5ec\uc8fc\ub294 \ubaa8\ub378\ub4e4\uc774 \uc81c\uc548\ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, Variational Autoencoder\ub97c \uc0ac\uc6a9\ud55c LDA \ubaa8\ub378\ub9c1 \uae30\ubc95\uc740 LDA\uc758 \ud55c\uacc4\ub97c \uadf9\ubcf5\ud558\uace0 \ub354\uc6b1 \ubcf5\uc7a1\ud55c \ub370\uc774\ud130\uc14b\uc744 \ucc98\ub9ac\ud560 \uc218 \uc788\ub294 \uc5ed\ub7c9\uc744 \uac16\ucd94\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
4.2 \uc0ac\ub840 \uc5f0\uad6c<\/h3>\n
\ub525 \ub7ec\ub2dd\uacfc LDA\uc758 \ud1b5\ud569\uc740 \uc2e4\uc81c \uc0ac\ub840\uc5d0\uc11c \ub2e4\uc74c\uacfc \uac19\uc740 \uc131\uacfc\ub97c \ub0b4\uace0 \uc788\uc2b5\ub2c8\ub2e4:<\/p>\n
\n
\ud1a0\ud53d \ud0d0\uc0c9:<\/strong> \ub274\uc2a4 \uae30\uc0ac\uc758 \uc8fc\uc81c\ub97c \uc790\ub3d9\uc73c\ub85c \ud0d0\uc0c9\ud558\uc5ec \ub3c5\uc790\uac00 \uad00\uc2ec\uc744 \uac00\uc9c8 \ub9cc\ud55c \uae30\uc0ac \ucd94\ucc9c.<\/li>\n
\ubb38\uc11c \ubd84\ub958:<\/strong> \uc774\uba54\uc77c, \ub9ac\ubdf0 \ub4f1 \ub2e4\uc591\ud55c \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130\ub97c \uc8fc\uc81c\uc5d0 \ub530\ub77c \ubd84\ub958.<\/li>\n
\ud2b8\ub80c\ub4dc \ubd84\uc11d:<\/strong> \uc2dc\uac04\uc774 \uc9c0\ub0a8\uc5d0 \ub530\ub77c \ubcc0\ud654\ud558\ub294 \uc8fc\uc81c\ub97c \ucd94\uc801\ud558\uc5ec \uc2dc\uc7a5\uc758 \ub3d9\ud5a5\uc744 \ubd84\uc11d.<\/li>\n<\/ul>\n
5. \uacb0\ub860<\/h2>\n
\ub525 \ub7ec\ub2dd\uacfc LDA\ub294 \uc790\uc5f0\uc5b4 \ucc98\ub9ac \ubd84\uc57c\uc5d0\uc11c \uac01\uac01 \uc911\uc694\ud55c \uc5ed\ud560\uc744 \ud558\uace0 \uc788\uc73c\uba70, \uc774 \ub458\uc744 \uacb0\ud569\ud568\uc73c\ub85c\uc368 \ub354\uc6b1 \ud5a5\uc0c1\ub41c \uc131\ub2a5\uc744 \uc5bb\uc744 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc790\uc5f0\uc5b4 \ub370\uc774\ud130\uc758 \uc591\uc774 \uc99d\uac00\ud568\uc5d0 \ub530\ub77c \uc774\ub7ec\ud55c \uae30\uc220\uc758 \uc911\uc694\uc131\uc740 \ub354\uc6b1 \ucee4\uc9c8 \uac83\uc785\ub2c8\ub2e4. \uc55e\uc73c\ub85c\ub3c4 \uacc4\uc18d \ubc1c\uc804\ud560 \uc774 \ubd84\uc57c\ub294 \ub2e4\uc591\ud55c \uc0b0\uc5c5\uc5d0\uc11c \ud601\uc2e0\uc801\uc778 \ubcc0\ud654\ub97c \uac00\uc838\uc62c \uac83\uc73c\ub85c \uae30\ub300\ub429\ub2c8\ub2e4. \ud3ec\uc2a4\ud2b8\uc758 \ub0b4\uc6a9\uc774 \ud5a5\ud6c4 \uc5f0\uad6c\ub098 \uc2e4\uc81c \ud504\ub85c\uc81d\ud2b8\uc5d0 \ub3c4\uc6c0\uc774 \ub418\uae30\ub97c \ubc14\ub78d\ub2c8\ub2e4.<\/p>\n
6. \ucc38\uace0\ubb38\ud5cc<\/h2>\n
\ubcf8 \uae00\uc5d0\uc11c \ub2e4\ub8ec \ub0b4\uc6a9\uc758 \ucc38\uace0\ubb38\ud5cc \ubc0f \ub354 \uae4a\uc774 \uc788\ub294 \ud559\uc2b5\uc744 \uc704\ud55c \uc790\ub8cc\ub294 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4:<\/p>\n
\n
David M. Blei, Andrew Y. Ng, and Michael I. Jordan. “Latent Dirichlet Allocation.” Journal of Machine Learning Research, 2003.<\/li>\n
Jacob Devlin, Ming-Wei Chang, Kenton Lee, and Kristina Toutanova. “BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding.” arXiv preprint arXiv:1810.04805, 2018.<\/li>\n
Yoon Kim. “Convolutional Neural Networks for Sentence Classification.” arXiv preprint arXiv:1408.5882, 2014.<\/li>\n<\/ul>\n
<\/body><\/p>\n","protected":false},"excerpt":{"rendered":"
\uc790\uc5f0\uc5b4 \ucc98\ub9ac(NLP, Natural Language Processing)\ub294 \uc778\uac04 \uc5b8\uc5b4\ub97c \uae30\uacc4\uac00 \uc774\ud574\ud558\uace0 \ud574\uc11d\ud560 \uc218 \uc788\ub3c4\ub85d \ud558\ub294 \uae30\uc220\uc785\ub2c8\ub2e4. \ub525 \ub7ec\ub2dd\uc740 \uc774\ub7ec\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc758 \uc131\ub2a5\uc744 \ud06c\uac8c \ud5a5\uc0c1\uc2dc\ud0a4\ub294 \ub370 \uae30\uc5ec\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ubcf8 \uae00\uc5d0\uc11c\ub294 \ub525 \ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc640 \ud568\uaed8 \uc7a0\uc7ac \ub514\ub9ac\ud074\ub808 \ud560\ub2f9(LDA, Latent Dirichlet Allocation)\ub77c\ub294 \uc8fc\uc81c\ub97c \ub2e4\ub904\ubcfc \uac83\uc785\ub2c8\ub2e4. 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