{"id":25195,"date":"2024-10-26T09:52:57","date_gmt":"2024-10-26T09:52:57","guid":{"rendered":"http:\/\/atmokpo.com\/w\/?p=25195"},"modified":"2024-11-26T08:02:34","modified_gmt":"2024-11-26T08:02:34","slug":"03-01-%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%96%b8%ec%96%b4-%eb%aa%a8%eb%8d%b8language-model%ec%9d%b4%eb%9e%80","status":"publish","type":"post","link":"https:\/\/atmokpo.com\/w\/25195\/","title":{"rendered":"03-01 \ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac, \uc5b8\uc5b4 \ubaa8\ub378(Language Model)\uc774\ub780?"},"content":{"rendered":"<p>\ub525 \ub7ec\ub2dd\uc740 \ud604\uc7ac \ub2e4\uc591\ud55c \ubd84\uc57c\uc5d0\uc11c \ud601\uc2e0\uc801\uc778 \ubc1c\uc804\uc744 \uc774\ub04c\uc5b4\ub0b4\uace0 \uc788\uc73c\uba70, \uadf8 \uc911 \uc790\uc5f0\uc5b4 \ucc98\ub9ac(NLP, Natural Language Processing)\ub294 \ud2b9\ud788 \ub450\ub4dc\ub7ec\uc9c4 \uc131\uacfc\ub97c \ubcf4\uc5ec\uc8fc\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc790\uc5f0\uc5b4 \ucc98\ub9ac\ub294 \ucef4\ud4e8\ud130\uac00 \uc778\uac04\uc758 \uc5b8\uc5b4\ub97c \uc774\ud574\ud558\uace0 \ud65c\uc6a9\ud560 \uc218 \uc788\ub3c4\ub85d \ud558\ub294 \uae30\uc220\ub85c, \uc5b8\uc5b4 \ubaa8\ub378\uc740 \uc774\ub7ec\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc758 \ud575\uc2ec \uad6c\uc131 \uc694\uc18c \uc911 \ud558\ub098\uc785\ub2c8\ub2e4. \uc774\ubc88 \uae00\uc5d0\uc11c\ub294 \uc5b8\uc5b4 \ubaa8\ub378\uc774 \ubb34\uc5c7\uc778\uc9c0, \uadf8\ub9ac\uace0 \ub525 \ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc5d0\uc11c \uc5b8\uc5b4 \ubaa8\ub378\uc774 \uc5b4\ub5a4 \uc5ed\ud560\uc744 \ud558\ub294\uc9c0\uc5d0 \ub300\ud574 \uc790\uc138\ud788 \uc124\uba85\ud558\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n<h2>1. \uc790\uc5f0\uc5b4 \ucc98\ub9ac(NLP)\uc758 \uac1c\uc694<\/h2>\n<p>\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 \uc601\uc5ed\uc785\ub2c8\ub2e4. \uc790\uc5f0\uc5b4 \ucc98\ub9ac \uae30\uc220\uc740 \ub2e4\uc74c\uacfc \uac19\uc740 \ub2e4\uc591\ud55c \uc791\uc5c5\uc744 \ud3ec\ud568\ud569\ub2c8\ub2e4:<\/p>\n<ul>\n<li>\ubb38\uc790\uc5f4 \ubd84\uc11d<\/li>\n<li>\ubb38\uc11c \uc694\uc57d<\/li>\n<li>\uae30\uacc4 \ubc88\uc5ed<\/li>\n<li>\uac10\uc815 \ubd84\uc11d<\/li>\n<li>\uc9c8\ubb38 \ub2f5\ubcc0 \uc2dc\uc2a4\ud15c<\/li>\n<li>\ub300\ud654\ud615 \uc5d0\uc774\uc804\ud2b8<\/li>\n<\/ul>\n<p>\uc774\ub7ec\ud55c \uc791\uc5c5\uc744 \uc218\ud589\ud558\uae30 \uc704\ud574 \uc790\uc5f0\uc5b4 \ucc98\ub9ac \ubaa8\ub378\uc740 \uc778\uac04\uc758 \uc5b8\uc5b4\ub97c \uc218\ud559\uc801 \uad6c\uc870\ub85c \ubcc0\ud658\ud574\uc57c \ud558\uba70, \uc774\ub97c \uc704\ud574 \uc5b8\uc5b4 \ubaa8\ub378\uc774 \ud544\uc694\ud569\ub2c8\ub2e4.<\/p>\n<h2>2. \uc5b8\uc5b4 \ubaa8\ub378(Language Model)\uc758 \uc815\uc758<\/h2>\n<p>\uc5b8\uc5b4 \ubaa8\ub378\uc740 \uc8fc\uc5b4\uc9c4 \ub2e8\uc5b4 \uc2dc\ud000\uc2a4\uc5d0 \ub300\ud574 \ub2e4\uc74c \ub2e8\uc5b4\uac00 \uc5bc\ub9c8\ub098 \uc798 \ub098\uc62c \uc218 \uc788\ub294\uc9c0\ub97c \uc608\uce21\ud558\ub294 \ubaa8\ub378\uc785\ub2c8\ub2e4. \uad6c\uccb4\uc801\uc73c\ub85c\ub294, \ud2b9\uc815 \ub2e8\uc5b4 \uc2dc\ud000\uc2a4 X\uc5d0\uc11c \ub2e4\uc74c \ub2e8\uc5b4 Y\uc758 \uc870\uac74\ubd80 \ud655\ub960 P(Y|X)\ub97c \uacc4\uc0b0\ud558\ub294 \ub370 \ucd08\uc810\uc744 \ub9de\ucda5\ub2c8\ub2e4. \uc5b8\uc5b4 \ubaa8\ub378\uc740 \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc758 \uc5ec\ub7ec \uc791\uc5c5\uc5d0\uc11c \uc911\uc694\ud55c \uc5ed\ud560\uc744 \ud558\uba70, \ud14d\uc2a4\ud2b8 \uc0dd\uc131, \uae30\uacc4 \ubc88\uc5ed, \uac10\uc815 \ubd84\uc11d \ub4f1\uc5d0\uc11c \uad11\ubc94\uc704\ud558\uac8c \uc0ac\uc6a9\ub429\ub2c8\ub2e4.<\/p>\n<h2>3. \uc5b8\uc5b4 \ubaa8\ub378\uc758 \uc5ed\uc0ac<\/h2>\n<p>\uc5b8\uc5b4 \ubaa8\ub378\uc740 \uba87\uc2ed \ub144 \uc804\ubd80\ud130 \uc5f0\uad6c\ub418\uc5b4 \uc628 \uc8fc\uc81c\uc785\ub2c8\ub2e4. \ucd08\uae30\uc5d0\ub294 \ud1b5\uacc4 \uae30\ubc18 \uc811\uadfc\ubc29\uc2dd\uc774 \uc0ac\uc6a9\ub418\uc5c8\uc2b5\ub2c8\ub2e4. \ub2e4\uc74c\uc740 \uc5b8\uc5b4 \ubaa8\ub378\uc758 \ubc1c\uc804 \uacfc\uc815\uc744 \uac04\ub2e8\ud788 \uc815\ub9ac\ud55c \uac83\uc785\ub2c8\ub2e4:<\/p>\n<ul>\n<li><strong>n-\uadf8\ub7a8 \ubaa8\ub378:<\/strong> \uc2dc\ud000\uc2a4\uc758 n\uac1c \ub2e8\uc5b4\ub97c \uace0\ub824\ud558\uc5ec \ub2e4\uc74c \ub2e8\uc5b4\ub97c \uc608\uce21\ud558\ub294 \ubaa8\ub378\uc785\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, bi-\uadf8\ub7a8 \ubaa8\ub378\uc740 \ub450 \uac1c\uc758 \ub2e8\uc5b4\ub97c \uae30\ubc18\uc73c\ub85c \ub2e4\uc74c \ub2e8\uc5b4\uc758 \ud655\ub960\uc744 \uacc4\uc0b0\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\uc2e0\uacbd\ub9dd \uc5b8\uc5b4 \ubaa8\ub378:<\/strong> Deep Learning\uc758 \ubc1c\uc804\uacfc \ud568\uaed8 \uc2e0\uacbd\ub9dd\uc744 \uc774\uc6a9\ud55c \uc5b8\uc5b4 \ubaa8\ub378\uc774 \ub4f1\uc7a5\ud588\uc2b5\ub2c8\ub2e4. \uc774\ub294 n-\uadf8\ub7a8 \ubaa8\ub378\uc5d0 \ube44\ud574 \ub354 \ubcf5\uc7a1\ud55c \ud328\ud134\uc744 \ud559\uc2b5\ud560 \uc218 \uc788\ub294 \uc7a5\uc810\uc774 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<li><strong>Transformer \ubaa8\ub378:<\/strong> 2017\ub144 Google\uc5d0\uc11c \ubc1c\ud45c\ud55c Transformer \ubaa8\ub378\uc740 \uc8fc\ubaa9 \uae30\uacc4(multi-head attention) \uba54\ucee4\ub2c8\uc998\uc744 \uc0ac\uc6a9\ud558\uc5ec \ub354 \ud6a8\uacfc\uc801\uc778 \uc5b8\uc5b4 \ubaa8\ub378\ub9c1\uc744 \uac00\ub2a5\ud558\uac8c \ud588\uc2b5\ub2c8\ub2e4. \uc774\ub294 BERT, GPT\uc640 \uac19\uc740 \uc5ec\ub7ec \ubaa8\ub378\uc758 \uae30\ucd08\uac00 \ub418\uc5c8\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h2>4. \ub525 \ub7ec\ub2dd \uae30\ubc18 \uc5b8\uc5b4 \ubaa8\ub378\uc758 \uc791\ub3d9 \uc6d0\ub9ac<\/h2>\n<p>\ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc5b8\uc5b4 \ubaa8\ub378\uc740 \ub300\uac1c \ub2e4\uc74c\uacfc \uac19\uc740 \uad6c\uc870\ub97c \ub530\ub985\ub2c8\ub2e4:<\/p>\n<ul>\n<li><strong>\uc785\ub825\uce35:<\/strong> \ub2e8\uc5b4\ub97c \ubca1\ud130\ub85c \ubcc0\ud658\ud558\uae30 \uc704\ud55c \uc784\ubca0\ub529 \ub808\uc774\uc5b4\uac00 \uc0ac\uc6a9\ub429\ub2c8\ub2e4. \uc774 \ub2e8\uacc4\uc5d0\uc11c \uac01 \ub2e8\uc5b4\ub294 \uace0\ucc28\uc6d0\uc758 \uc5f0\uc18d \uacf5\uac04\uc5d0\uc11c \ud45c\ud604\ub429\ub2c8\ub2e4.<\/li>\n<li><strong>\uc740\ub2c9\uce35:<\/strong> \uc5ec\ub7ec \uac1c\uc758 \uc2e0\uacbd\ub9dd \uce35\uc774 stacked \ub418\uc5b4 \uc785\ub825\uac12\uc744 \ucc98\ub9ac\ud569\ub2c8\ub2e4. \uc774 \ub2e8\uacc4\uc5d0\uc11c \uc785\ub825\ub41c \uc2dc\ud000\uc2a4\uc758 \ub9e5\ub77d\uc744 \ubc18\uc601\ud55c \ud2b9\uc9d5 \uc815\ubcf4\uac00 \ucd94\ucd9c\ub429\ub2c8\ub2e4.<\/li>\n<li><strong>\ucd9c\ub825\uce35:<\/strong> \ucd5c\uc885\uc801\uc73c\ub85c \uac01 \ub2e8\uc5b4\uc5d0 \ub300\ud55c \uc120\ud0dd \ud655\ub960\uc744 \ub098\ud0c0\ub0b4\ub294 \uc18c\ud504\ud2b8\ub9e5\uc2a4 \ud568\uc218\uac00 \uc801\uc6a9\ub418\uc5b4 \ub2e4\uc74c \ub2e8\uc5b4\ub97c \uc608\uce21\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h3>4.1. \ub2e8\uc5b4 \uc784\ubca0\ub529(Word Embedding)<\/h3>\n<p>\ub2e8\uc5b4 \uc784\ubca0\ub529\uc740 \ub2e8\uc5b4\ub97c \uc2e4\uc218 \ubca1\ud130\ub85c \ubcc0\ud658\ud558\ub294 \uacfc\uc815\uc785\ub2c8\ub2e4. \uc774\ub294 \ub2e8\uc5b4 \uac04\uc758 \uc758\ubbf8\uc801 \uc720\uc0ac\uc131\uc744 \ubc18\uc601\ud558\uba70, \ub300\ud45c\uc801\uc778 \ubc29\ubc95\uc73c\ub85c\ub294 Word2Vec, GloVe \ub4f1\uc774 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc784\ubca0\ub529 \uae30\uc220\uc740 \ub2e8\uc5b4\ub97c \uace0\ucc28\uc6d0 \uacf5\uac04\uc5d0\uc11c \ud6a8\uacfc\uc801\uc73c\ub85c \ud45c\ud604\ud558\uc5ec \uc5b8\uc5b4 \ubaa8\ub378\uc758 \uc131\ub2a5\uc744 \ud06c\uac8c \ud5a5\uc0c1\uc2dc\ud0b5\ub2c8\ub2e4.<\/p>\n<h3>4.2. \uc8fc\uc758 \uba54\ucee4\ub2c8\uc998(Attention Mechanism)<\/h3>\n<p>\uc8fc\uc758 \uba54\ucee4\ub2c8\uc998\uc740 \uc785\ub825 \uc2dc\ud000\uc2a4 \ub0b4\uc5d0\uc11c \ud2b9\uc815 \ub2e8\uc5b4\uc5d0 \uc8fc\ubaa9\ud560 \uc218 \uc788\uac8c \ud574 \uc8fc\ub294 \uae30\ubc95\uc785\ub2c8\ub2e4. \uc774 \uba54\ucee4\ub2c8\uc998\uc740 \uc911\uc694\ud55c \uc815\ubcf4\ub97c \uac15\uc870\ud558\uace0 \ubd88\ud544\uc694\ud55c \uc815\ubcf4\ub97c \ubb34\uc2dc\ud558\ub294\ub370 \ub3c4\uc6c0\uc744 \uc90d\ub2c8\ub2e4. \ub610\ud55c, Transformer \uad6c\uc870\uc5d0\uc11c\ub294 self-attention\uc774\ub77c\ub294 \uac1c\ub150\uc744 \ud1b5\ud574 \uc785\ub825\uc758 \ubaa8\ub4e0 \ub2e8\uc5b4\uac00 \uc11c\ub85c\uc5d0\uac8c \uc5b4\ub5bb\uac8c \uc8fc\uc758\ub97c \uae30\uc6b8\uc774\ub294\uc9c0\ub97c \uacc4\uc0b0\ud569\ub2c8\ub2e4.<\/p>\n<h2>5. \uc8fc\uc694 \ub525 \ub7ec\ub2dd \uae30\ubc18 \uc5b8\uc5b4 \ubaa8\ub378<\/h2>\n<p>\ud604\uc7ac \ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \ub2e4\uc591\ud55c \uc5b8\uc5b4 \ubaa8\ub378\uc774 \uc874\uc7ac\ud569\ub2c8\ub2e4. \uc5ec\uae30\uc11c\ub294 \ub300\ud45c\uc801\uc778 \ubaa8\ub378\ub4e4\uc5d0 \ub300\ud574 \uc124\uba85\ud558\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n<h3>5.1. RNN (Recurrent Neural Network)<\/h3>\n<p>RNN\uc740 \uc2dc\ud000\uc2a4 \ub370\uc774\ud130\uc5d0 \uc801\ud569\ud55c \uc2e0\uacbd\ub9dd \uad6c\uc870\ub85c, \uc774\uc804\uc758 \uc0c1\ud0dc\ub97c \uae30\uc5b5\ud558\uc5ec \ud604\uc7ac\uc758 \uc785\ub825\uacfc \uacb0\ud569\ud560 \uc218 \uc788\ub3c4\ub85d \uc124\uacc4\ub418\uc5c8\uc2b5\ub2c8\ub2e4. \uadf8\ub7ec\ub098 \uae34 \uc2dc\ud000\uc2a4\ub97c \ucc98\ub9ac\ud558\ub294 \ub370 \uc5b4\ub824\uc6c0\uc774 \uc788\uc73c\uba70, \uc774\ub97c \uc2dc\uc815\ud558\uae30 \uc704\ud574 LSTM\uc774\ub098 GRU\uc640 \uac19\uc740 \ubcc0\ud615\uc774 \uc81c\uc548\ub418\uc5c8\uc2b5\ub2c8\ub2e4.<\/p>\n<h3>5.2. LSTM (Long Short-Term Memory)<\/h3>\n<p>LSTM\uc740 RNN\uc758 \ud55c \uc885\ub958\ub85c, \uae34 \uc2dc\ud000\uc2a4\ub97c \ucc98\ub9ac\ud558\uae30 \uc704\ud55c \uad6c\uc870\uc801 \uac1c\uc120\uc774 \uc774\ub8e8\uc5b4\uc84c\uc2b5\ub2c8\ub2e4. \uac8c\uc774\ud2b8 \uba54\ucee4\ub2c8\uc998\uc744 \ud1b5\ud574 \uc815\ubcf4\uc758 \ud750\ub984\uc744 \uc870\uc808\ud558\uc5ec \ud544\uc694\ud55c \uc815\ubcf4\ub97c \uae30\uc5b5\ud558\uace0 \ubd88\ud544\uc694\ud55c \uc815\ubcf4\ub294 \uc78a\uac8c \ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h3>5.3. GRU (Gated Recurrent Unit)<\/h3>\n<p>GRU\ub294 LSTM\uc758 \ubcc0\ud615\uc73c\ub85c, \uac8c\uc774\ud2b8\uc758 \uc218\ub97c \uc904\uc5ec \ubaa8\ub378\uc758 \ubcf5\uc7a1\ub3c4\ub97c \ub0ae\ucd94\uba74\uc11c\ub3c4 \uc131\ub2a5\uc744 \uc720\uc9c0\ud569\ub2c8\ub2e4. GRU\ub294 LSTM\uc5d0 \ube44\ud574 \ud559\uc2b5 \uc18d\ub3c4\uac00 \ube60\ub974\uace0 \uba54\ubaa8\ub9ac \uc0ac\uc6a9\uc774 \uc801\uc2b5\ub2c8\ub2e4.<\/p>\n<h3>5.4. Transformer<\/h3>\n<p>Transformer\ub294 attention \uba54\ucee4\ub2c8\uc998\uc744 \uae30\ubc18\uc73c\ub85c \ud558\uc5ec \uc2dc\ud000\uc2a4 \ub0b4\uc758 \uad00\uacc4\ub97c \ud6a8\uacfc\uc801\uc73c\ub85c \ubaa8\ub378\ub9c1\ud569\ub2c8\ub2e4. \ud2b9\ud788, self-attention \uba54\ucee4\ub2c8\uc998\uc744 \ud1b5\ud574 \uae34 \uc758\uc874\uc131\uc744 \ucc98\ub9ac\ud558\ub294 \ub370 \ub9e4\uc6b0 \ud6a8\uacfc\uc801\uc785\ub2c8\ub2e4. BERT, GPT \uc2dc\ub9ac\uc988 \ub4f1 \ub2e4\uc591\ud55c \ud30c\uc0dd \ubaa8\ub378\ub4e4\uc774 \uc774 \uad6c\uc870\ub97c \uae30\ubc18\uc73c\ub85c \ub9cc\ub4e4\uc5b4\uc84c\uc2b5\ub2c8\ub2e4.<\/p>\n<h2>6. \uc5b8\uc5b4 \ubaa8\ub378\uc758 \ud65c\uc6a9<\/h2>\n<p>\uc5b8\uc5b4 \ubaa8\ub378\uc740 \ub2e4\uc591\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac \uacfc\uc81c\uc5d0\uc11c \ud65c\uc6a9\ub418\uba70, \ub2e4\uc74c\uacfc \uac19\uc740 \uc8fc\uc694 \uc751\uc6a9 \ubd84\uc57c\uac00 \uc788\uc2b5\ub2c8\ub2e4:<\/p>\n<ul>\n<li><strong>\uae30\uacc4 \ubc88\uc5ed:<\/strong> \uc11c\ub85c \ub2e4\ub978 \uc5b8\uc5b4 \uac04\uc758 \ud14d\uc2a4\ud2b8 \ubc88\uc5ed\uc744 \uc704\ud55c \ubaa8\ub378\ub85c, \uc5b8\uc5b4\uc758 \ubb38\ub9e5\uc744 \uc774\ud574\ud558\ub294 \ub370 \uae30\ubc18\uc744 \ub461\ub2c8\ub2e4.<\/li>\n<li><strong>\uac10\uc815 \ubd84\uc11d:<\/strong> \uc8fc\uc5b4\uc9c4 \ubb38\uc7a5\uc758 \uac10\uc815\uc801\uc778 \ub258\uc559\uc2a4\ub97c \uc774\ud574\ud558\uace0 \ubd84\uc11d\ud558\uc5ec \uae0d\uc815, \ubd80\uc815, \uc911\ub9bd \ub4f1\uc758 \uac10\uc815\uc744 \ubd84\ub958\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\ud14d\uc2a4\ud2b8 \uc0dd\uc131:<\/strong> \uc8fc\uc5b4\uc9c4 \ud14d\uc2a4\ud2b8\ub97c \uae30\ubc18\uc73c\ub85c \uc0c8\ub85c\uc6b4 \ubb38\uc7a5\uc744 \uc0dd\uc131\ud558\ub294 \ubaa8\ub378\uc785\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \uc790\ub3d9 \uc644\uc131\uacfc \uac19\uc740 \uae30\ub2a5\uc744 \uc218\ud589\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<li><strong>\uc9c8\ubb38 \ub2f5\ubcc0 \uc2dc\uc2a4\ud15c:<\/strong> \ud2b9\uc815 \uc9c8\ubb38\uc5d0 \ub300\ud55c \ub2f5\ubcc0\uc744 \uc0dd\uc131\ud558\ub294 \ubaa8\ub378\ub85c, \ub300\ud654\ud615 \uc778\uacf5\uc9c0\ub2a5\uc5d0\uc11c \ud544\uc218\uc801\uc778 \uc694\uc18c\uc785\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h2>7. \uacb0\ub860<\/h2>\n<p>\ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc5b8\uc5b4 \ubaa8\ub378\uc740 \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc758 \ud575\uc2ec \uae30\uc220\ub85c \ub204\uad6c\ub4e0\uc9c0 \uc27d\uac8c \uc790\uc5f0\uc5b4\ub97c \uc774\ud574\ud558\uace0 \uc0dd\uc131\ud560 \uc218 \uc788\ub294 \uae30\ubc18\uc744 \ub193\uc544\uc8fc\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ubaa8\ub378\uc740 \uacc4\uc18d \ubc1c\uc804\ud558\uace0 \uc788\uc73c\uba70, \uc55e\uc73c\ub85c\uc758 \uac00\ub2a5\uc131\ub3c4 \ubb34\uad81\ubb34\uc9c4\ud569\ub2c8\ub2e4. \uc778\uacf5\uc9c0\ub2a5\uc774 \uc778\uac04\uc758 \uc5b8\uc5b4\ub97c \uc774\ud574\ud558\uace0 \ud65c\uc6a9\ud558\ub294 \ub2a5\ub825\uc774 \ud5a5\uc0c1\ub428\uc5d0 \ub530\ub77c, \uc6b0\ub9ac\ub294 \ub354 \ub098\uc740 \ucee4\ubba4\ub2c8\ucf00\uc774\uc158\uacfc \uc815\ubcf4 \uc811\uadfc\uc131\uc744 \uae30\ub300\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ud5a5\ud6c4\uc5d0\ub3c4 \uc774\ub7ec\ud55c \uae30\uc220\uc740 \uc9c0\uc18d\uc801\uc73c\ub85c \ud601\uc2e0\ub420 \uac83\uc774\uba70, \ub2e4\uc591\ud55c \ubd84\uc57c\uc5d0\uc11c \uadf8 \uac00\ub2a5\uc131\uc744 \ubcf4\uc5ec\uc904 \uac83\uc785\ub2c8\ub2e4.<\/p>\n<h2>\ucc38\uace0\ubb38\ud5cc<\/h2>\n<ul>\n<li>Young, T., et al. (2018). &#8220;Recent Trends in Deep Learning Based Natural Language Processing&#8221;. <em>IEEE Transactions on Neural Networks and Learning Systems<\/em>.<\/li>\n<li>Vaswani, A., et al. (2017). &#8220;Attention is All You Need&#8221;. <em>Advances in Neural Information Processing Systems<\/em>.<\/li>\n<li>Devlin, J., et al. (2018). &#8220;BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding&#8221;. <em>arXiv preprint arXiv:1810.04805<\/em>.<\/li>\n<li>Radford, A., et al. (2019). &#8220;Language Models are Unsupervised Multitask Learners&#8221;. <em>OpenAI Blog<\/em>.<\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>\ub525 \ub7ec\ub2dd\uc740 \ud604\uc7ac \ub2e4\uc591\ud55c \ubd84\uc57c\uc5d0\uc11c \ud601\uc2e0\uc801\uc778 \ubc1c\uc804\uc744 \uc774\ub04c\uc5b4\ub0b4\uace0 \uc788\uc73c\uba70, \uadf8 \uc911 \uc790\uc5f0\uc5b4 \ucc98\ub9ac(NLP, Natural Language Processing)\ub294 \ud2b9\ud788 \ub450\ub4dc\ub7ec\uc9c4 \uc131\uacfc\ub97c \ubcf4\uc5ec\uc8fc\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc790\uc5f0\uc5b4 \ucc98\ub9ac\ub294 \ucef4\ud4e8\ud130\uac00 \uc778\uac04\uc758 \uc5b8\uc5b4\ub97c \uc774\ud574\ud558\uace0 \ud65c\uc6a9\ud560 \uc218 \uc788\ub3c4\ub85d \ud558\ub294 \uae30\uc220\ub85c, \uc5b8\uc5b4 \ubaa8\ub378\uc740 \uc774\ub7ec\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc758 \ud575\uc2ec \uad6c\uc131 \uc694\uc18c \uc911 \ud558\ub098\uc785\ub2c8\ub2e4. \uc774\ubc88 \uae00\uc5d0\uc11c\ub294 \uc5b8\uc5b4 \ubaa8\ub378\uc774 \ubb34\uc5c7\uc778\uc9c0, \uadf8\ub9ac\uace0 \ub525 \ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc5d0\uc11c \uc5b8\uc5b4 \ubaa8\ub378\uc774 &hellip; <a href=\"https:\/\/atmokpo.com\/w\/25195\/\" class=\"more-link\">\ub354 \ubcf4\uae30<span class=\"screen-reader-text\"> &#8220;03-01 \ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac, \uc5b8\uc5b4 \ubaa8\ub378(Language Model)\uc774\ub780?&#8221;<\/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-25195","post","type-post","status-publish","format-standard","hentry","category-16"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.2 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>03-01 \ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac, \uc5b8\uc5b4 \ubaa8\ub378(Language Model)\uc774\ub780? 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