{"id":25181,"date":"2024-10-26T09:52:49","date_gmt":"2024-10-26T09:52:49","guid":{"rendered":"http:\/\/atmokpo.com\/w\/?p=25181"},"modified":"2024-11-26T08:02:37","modified_gmt":"2024-11-26T08:02:37","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%a0%95%ea%b7%9c-%ed%91%9c%ed%98%84%ec%8b%9d","status":"publish","type":"post","link":"https:\/\/atmokpo.com\/w\/25181\/","title":{"rendered":"\ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc640 \uc815\uaddc \ud45c\ud604\uc2dd"},"content":{"rendered":"<p>\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 \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc5d0\uc11c\ub3c4 \ud3ed\ub113\uac8c \uc0ac\uc6a9\ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ub610\ud55c, \uc815\uaddc \ud45c\ud604\uc2dd\uc740 \ubb38\uc790\uc5f4\uc744 \uac80\uc0c9\ud558\uace0 \ucc98\ub9ac\ud558\ub294 \ub370 \uc720\uc6a9\ud55c \ub3c4\uad6c\ub85c, \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc640 \uacb0\ud569\ub418\uc5b4 \ub9ce\uc740 \uc751\uc6a9 \ud504\ub85c\uadf8\ub7a8\uc5d0\uc11c \uc0ac\uc6a9\ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h2>1. \uc790\uc5f0\uc5b4 \ucc98\ub9ac(NLP)\uc758 \uc815\uc758\uc640 \uc911\uc694\uc131<\/h2>\n<p>\uc790\uc5f0\uc5b4 \ucc98\ub9ac\ub294 \uc778\uac04\uc758 \uc5b8\uc5b4\ub97c \uae30\uacc4\uac00 \uc774\ud574\ud558\uace0 \ud574\uc11d\ud560 \uc218 \uc788\ub3c4\ub85d \ud558\ub294 \uae30\uc220\uc785\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \ub300\ud654\ud615 \uc778\uacf5\uc9c0\ub2a5 \ube44\uc11c, \uc790\ub3d9 \ubc88\uc5ed \uc2dc\uc2a4\ud15c, \uac10\uc815 \ubd84\uc11d \ub4f1 \ub2e4\uc591\ud55c \ubd84\uc57c\uc5d0\uc11c \ud65c\uc6a9\ub429\ub2c8\ub2e4. NLP\ub294 \ucef4\ud4e8\ud130 \uacfc\ud559, \uc778\uacf5\uc9c0\ub2a5, \uc5b8\uc5b4\ud559 \ub4f1\uc758 \ubd84\uc57c\uac00 \uc735\ud569\ub418\uc5b4 \ud615\uc131\ub41c \ud559\ubb38\uc73c\ub85c, \uc778\uac04\uc758 \uc5b8\uc5b4\ub97c \ucef4\ud4e8\ud130\uac00 \ubd84\uc11d\ud558\uace0 \uc774\ud574\ud558\uae30 \uc704\ud55c \uae30\uc220\uc801 \uc811\uadfc \ubc29\uc2dd\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/p>\n<h3>1.1 \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc758 \uc8fc\uc694 \uc791\uc5c5<\/h3>\n<ul>\n<li><strong>\ud14d\uc2a4\ud2b8 \ubd84\ub958:<\/strong> \uc8fc\uc5b4\uc9c4 \ud14d\uc2a4\ud2b8\ub97c \ud2b9\uc815 \uce74\ud14c\uace0\ub9ac\ub85c \ubd84\ub958\ud558\ub294 \uc791\uc5c5\uc785\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \ub274\uc2a4 \uae30\uc0ac\ub97c \uc815\uce58, \uacbd\uc81c, \uc0ac\ud68c \ub4f1\uc758 \ubc94\uc8fc\ub85c \ubd84\ub958\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<li><strong>\uac10\uc815 \ubd84\uc11d:<\/strong> \ud14d\uc2a4\ud2b8\uc5d0\uc11c \uac10\uc815\uc801\uc778 \ub0b4\uc6a9\uc744 \ucd94\ucd9c\ud558\ub294 \uc791\uc5c5\uc785\ub2c8\ub2e4. \uc18c\uc15c \ubbf8\ub514\uc5b4\uc758 \ub313\uae00\uc774\ub098, \ub9ac\ubdf0\uc5d0\uc11c \uae0d\uc815\uc801, \ubd80\uc815\uc801 \uac10\uc815\uc744 \ubd84\uc11d\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<li><strong>\uc8fc\uc694 \uc815\ubcf4 \ucd94\ucd9c:<\/strong> \ud14d\uc2a4\ud2b8\uc5d0\uc11c \uc911\uc694\ud55c \uc815\ubcf4\ub098 \ub370\uc774\ud130\ub97c \uc790\ub3d9\uc73c\ub85c \ucd94\ucd9c\ud558\ub294 \uae30\uc220\uc785\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \ubb38\uc11c\uc5d0\uc11c \uc778\ubb3c, \uc7a5\uc18c, \ub0a0\uc9dc \ub4f1\uc758 \uc5d4\ud2f0\ud2f0\ub97c \ucd94\ucd9c\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<li><strong>\uae30\uacc4 \ubc88\uc5ed:<\/strong> \ud55c \uc5b8\uc5b4\ub85c \uc791\uc131\ub41c \ud14d\uc2a4\ud2b8\ub97c \ub2e4\ub978 \uc5b8\uc5b4\ub85c \ubc88\uc5ed\ud558\ub294 \uae30\uc220\uc785\ub2c8\ub2e4. Google \ubc88\uc5ed\uacfc \uac19\uc740 \uc11c\ube44\uc2a4\uc5d0\uc11c \uc0ac\uc6a9\ub429\ub2c8\ub2e4.<\/li>\n<li><strong>\uc9c8\ubb38-\uc751\ub2f5 \uc2dc\uc2a4\ud15c:<\/strong> \uc0ac\uc6a9\uc790\uac00 \uc9c8\ubb38\uc744 \uc785\ub825\ud558\uba74 \uad00\ub828 \uc815\ubcf4\ub97c \ucc3e\uc544 \ub2f5\ubcc0\uc744 \uc81c\uacf5\ud558\ub294 \uc2dc\uc2a4\ud15c\uc785\ub2c8\ub2e4. AI \uae30\ubc18\uc758 \ucc57\ubd07\uc5d0\uc11c \ud754\ud788 \ubcfc \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h2>2. \ub525 \ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac<\/h2>\n<p>\ub525 \ub7ec\ub2dd\uc740 \ub2e4\uce35 \uc2e0\uacbd\ub9dd\uc744 \ud1b5\ud574 \ub300\ub7c9\uc758 \ub370\uc774\ud130\ub97c \ud6a8\uacfc\uc801\uc73c\ub85c \ucc98\ub9ac\ud558\uba70, \uc790\uc5f0\uc5b4 \ucc98\ub9ac(NLP)\uc5d0\uc11c\ub3c4 \ub9e4\uc6b0 \ud070 \uc601\ud5a5\uc744 \ubbf8\uce58\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc804\ud1b5\uc801\uc778 NLP \ubc29\ubc95\ub860\uc740 \uaddc\uce59 \uae30\ubc18 \uc811\uadfc\ubc29\uc2dd\uc774\ub098 \ud1b5\uacc4 \uae30\ubc18 \uae30\ubc95\uc5d0 \uc758\uc874\ud588\ub358 \ubc18\uba74, \ub525 \ub7ec\ub2dd\uc740 \ub300\ub7c9\uc758 \ud559\uc2b5 \ub370\uc774\ud130\ub97c \ud1b5\ud574 \uc790\ub3d9\uc73c\ub85c \ud2b9\uc131\uc744 \ud559\uc2b5\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h3>2.1 \ub525 \ub7ec\ub2dd \ubaa8\ub378\uc758 \ubc1c\uc804<\/h3>\n<p>\ub525 \ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud55c NLP\uc758 \ubc1c\uc804\uc740 \ud06c\uac8c \ub450 \uac00\uc9c0 \ubc29\ud5a5\uc73c\ub85c \ub098\ud0c0\ub0ac\uc2b5\ub2c8\ub2e4. \uccab \ubc88\uc9f8\ub294 <strong>\uc21c\ud658 \uc2e0\uacbd\ub9dd(RNN, Recurrent Neural Network)<\/strong>\uc758 \ubc1c\uc804\uc73c\ub85c, RNN\uc740 \ud14d\uc2a4\ud2b8\uc640 \uac19\uc740 \uc21c\ucc28\uc801 \ub370\uc774\ud130\ub97c \ucc98\ub9ac\ud558\ub294 \ub370 \uac15\ub825\ud55c \uc131\ub2a5\uc744 \ubc1c\ud718\ud569\ub2c8\ub2e4. RNN\uc758 \ub2e8\uc810\uc740 \uae34 \ubb38\ub9e5\uc744 \ubc18\uc601\ud558\ub294\ub370 \uc5b4\ub824\uc6c0\uc774 \uc788\uc5b4, \uc774\ub97c \ubcf4\uc644\ud558\uae30 \uc704\ud574 <strong>LSTM(Long Short-Term Memory)<\/strong>\uc640 <strong>GRU(Gated Recurrent Unit)<\/strong>\uc640 \uac19\uc740 \uad6c\uc870\uac00 \uac1c\ubc1c\ub418\uc5c8\uc2b5\ub2c8\ub2e4.<\/p>\n<p>\ub450 \ubc88\uc9f8\ub294 <strong>\ud2b8\ub79c\uc2a4\ud3ec\uba38(Transformer)<\/strong>\ub77c\ub294 \uc0c8\ub85c\uc6b4 \uc544\ud0a4\ud14d\ucc98\uc758 \ub4f1\uc7a5\uc785\ub2c8\ub2e4. \ud2b8\ub79c\uc2a4\ud3ec\uba38\ub294 \ubcd1\ub82c \ucc98\ub9ac\uac00 \uac00\ub2a5\ud558\uc5ec \ub300\ub7c9\uc758 \ub370\uc774\ud130\ub97c \ube60\ub974\uac8c \ucc98\ub9ac\ud560 \uc218 \uc788\uc73c\uba70, \ud2b9\ud788 <strong>\uc5b4\ud150\uc158 \uba54\ucee4\ub2c8\uc998(Attention Mechanism)<\/strong>\uc744 \ud1b5\ud574 \uc785\ub825 \uc2dc\ud000\uc2a4\uc758 \uc911\uc694\ud55c \ubd80\ubd84\uc5d0 \uc9d1\uc911\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub85c \uc778\ud574 \ud2b8\ub79c\uc2a4\ud3ec\uba38 \uae30\ubc18 \ubaa8\ub378\uc774 \ub4f1\uc7a5\ud558\uba74\uc11c \uc790\uc5f0\uc5b4 \ucc98\ub9ac \ubd84\uc57c\uc5d0\uc11c \uc0c8\ub85c\uc6b4 \uc804\ud658\uc810\uc744 \ub9de\uc774\ud558\uac8c \ub429\ub2c8\ub2e4.<\/p>\n<h3>2.2 \uc720\uba85\ud55c \ub525 \ub7ec\ub2dd \ubaa8\ub378<\/h3>\n<p>\uc790\uc5f0\uc5b4 \ucc98\ub9ac(NLP) \ubd84\uc57c\uc5d0\uc11c \ub9ce\uc774 \uc0ac\uc6a9\ub418\ub294 \ub525 \ub7ec\ub2dd \ubaa8\ub378\uc5d0\ub294 \ub2e4\uc74c\uacfc \uac19\uc740 \uac83\ub4e4\uc774 \uc788\uc2b5\ub2c8\ub2e4:<\/p>\n<ul>\n<li><strong>BERT(Bidirectional Encoder Representations from Transformers):<\/strong> \uad6c\uae00\uc5d0 \uc758\ud574 \uac1c\ubc1c\ub41c BERT\ub294 \ubb38\ub9e5\uc744 \uc591 \ubc29\ud5a5\uc5d0\uc11c \uc774\ud574\ud560 \uc218 \uc788\ub294 \ubaa8\ub378\ub85c \ud14d\uc2a4\ud2b8 \ubd84\ub958, \uac10\uc815 \ubd84\uc11d \ub4f1 \ub2e4\uc591\ud55c \uc791\uc5c5\uc5d0\uc11c \uc6b0\uc218\ud55c \uc131\ub2a5\uc744 \ubc1c\ud718\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>GPT(Generative Pre-trained Transformer):<\/strong> OpenAI\uc5d0 \uc758\ud574 \uac1c\ubc1c\ub41c GPT\ub294 \ub300\uaddc\ubaa8 \ub370\uc774\ud130\uc5d0\uc11c \uc0ac\uc804 \ud6c8\ub828\ub41c \ud6c4, \ub2e4\uc591\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac \uc791\uc5c5\uc5d0 \ud65c\uc6a9\ub420 \uc218 \uc788\ub294 \uc0dd\uc131 \ubaa8\ub378\uc785\ub2c8\ub2e4. GPT-3\ub294 \ub6f0\uc5b4\ub09c \uc790\uc5f0\uc5b4 \uc0dd\uc131 \ub2a5\ub825\uc73c\ub85c \uc8fc\ubaa9\ubc1b\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<li><strong>Transformer-XL:<\/strong> \uae34 \ubb38\uc7a5\uc758 \ubb38\ub9e5\uc744 \ucc98\ub9ac\ud560 \uc218 \uc788\ub3c4\ub85d \uac1c\uc120\ub41c \ud2b8\ub79c\uc2a4\ud3ec\uba38 \ubaa8\ub378\ub85c, RNN\uc758 \ubb38\uc81c\ub97c \ud574\uacb0\ud558\uace0 \uae34 \ubb38\uc7a5\uc5d0\uc11c\ub3c4 \uc77c\uad00\ub41c \uc758\ubbf8\ub97c \uc720\uc9c0\ud560 \uc218 \uc788\ub3c4\ub85d \uace0\uc548\ub418\uc5c8\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h2>3. \uc815\uaddc \ud45c\ud604\uc2dd(Regular Expression)\uc774\ub780?<\/h2>\n<p>\uc815\uaddc \ud45c\ud604\uc2dd(Regular Expression, RegEx)\uc740 \ubb38\uc790\uc5f4\uc5d0\uc11c \ud2b9\uc815 \ud328\ud134\uc744 \uac80\uc0c9\ud558\uace0 \uc870\uc791\ud558\ub294 \uac04\ub2e8\ud558\uba74\uc11c\ub3c4 \uac15\ub825\ud55c \ub3c4\uad6c\uc785\ub2c8\ub2e4. \uc815\uaddc \ud45c\ud604\uc2dd\uc744 \uc0ac\uc6a9\ud558\uba74 \ud14d\uc2a4\ud2b8\uc5d0\uc11c \ub370\uc774\ud130\ub97c \ucd94\ucd9c\ud558\uac70\ub098 \ub300\uccb4\ud558\ub294 \uc791\uc5c5\uc774 \ub9e4\uc6b0 \ud6a8\uc728\uc801\uc73c\ub85c \uc218\ud589\ub429\ub2c8\ub2e4.<\/p>\n<h3>3.1 \uc815\uaddc \ud45c\ud604\uc2dd\uc758 \uae30\ubcf8 \uaddc\uce59<\/h3>\n<p>\uc815\uaddc \ud45c\ud604\uc2dd\uc740 \ud2b9\uc218\ud55c \ubb38\ubc95\uc744 \uc0ac\uc6a9\ud558\uc5ec \uc815\uc758\ub429\ub2c8\ub2e4. \ub2e4\uc74c\uc740 \uc815\uaddc \ud45c\ud604\uc2dd\uc758 \uae30\ubcf8\uc801\uc778 \uad6c\uc131 \uc694\uc18c\uc785\ub2c8\ub2e4:<\/p>\n<ul>\n<li><strong>\ubb38\uc790:<\/strong> \uc77c\ubc18\uc801\uc778 \ubb38\uc790\ub97c \uadf8\ub300\ub85c \uc0ac\uc6a9\ud569\ub2c8\ub2e4. \uc608: a, b, 1, 2 \ub4f1.<\/li>\n<li><strong>\uba54\ud0c0 \ubb38\uc790:<\/strong> \ud2b9\uc218\ud55c \uc758\ubbf8\ub97c \uac00\uc9c0\ub294 \ubb38\uc790\uc785\ub2c8\ub2e4. \uc608: ., ^, $, *, +, ?, {n}, [], (), | \ub4f1.<\/li>\n<li><strong>\uc218\ub7c9\uc790:<\/strong> \ud2b9\uc815 \ud328\ud134\uc774 \uc5bc\ub9c8\ub098 \ubc18\ubcf5\ub418\ub294\uc9c0\ub97c \uc815\uc758\ud569\ub2c8\ub2e4. \uc608: *, +, ?\ub294 \uac01\uac01 0\ud68c \uc774\uc0c1, 1\ud68c \uc774\uc0c1, 0\ud68c \ub610\ub294 1\ud68c \ubc18\ubcf5\uc744 \uc758\ubbf8\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\uadf8\ub8f9\ud654:<\/strong> \uad04\ud638\ub97c \uc0ac\uc6a9\ud558\uc5ec \ud2b9\uc815 \ud328\ud134\uc744 \uadf8\ub8f9\ud654 \ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc608: (abc)+\ub294 &#8220;abc&#8221;\uac00 1\ud68c \uc774\uc0c1 \ubc18\ubcf5\ub428\uc744 \uc758\ubbf8\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h3>3.2 \uc815\uaddc \ud45c\ud604\uc2dd \uc0ac\uc6a9 \uc608<\/h3>\n<p>\uc815\uaddc \ud45c\ud604\uc2dd\uc740 \ub2e4\uc591\ud55c \ubd84\uc57c\uc5d0\uc11c \uc0ac\uc6a9\ub429\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc5d0\uc11c\ub294 \ub2e4\uc74c\uacfc \uac19\uc740 \ubc29\ubc95\uc73c\ub85c \ud65c\uc6a9\ub429\ub2c8\ub2e4:<\/p>\n<ul>\n<li><strong>\ubb38\uc790\uc5f4 \uac80\uc0c9:<\/strong> \ud2b9\uc815 \ub2e8\uc5b4, \uad6c\ubb38 \ub4f1\uc744 \ud14d\uc2a4\ud2b8\uc5d0\uc11c \ucc3e\uc744 \ub54c \uc0ac\uc6a9\ub429\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, &#8220;\uc548\ub155\ud558\uc138\uc694&#8221;\ub77c\ub294 \ub2e8\uc5b4\ub97c \ud3ec\ud568\ud55c \ubaa8\ub4e0 \ubb38\uc7a5\uc744 \ucc3e\uc544\ub0bc \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<li><strong>\ub370\uc774\ud130 \ucd94\ucd9c:<\/strong> \uc774\uba54\uc77c \uc8fc\uc18c, \uc804\ud654\ubc88\ud638 \ub4f1 \ud2b9\uc815 \ud615\uc2dd\uc744 \uac00\uc9c4 \ub370\uc774\ud130\ub97c \uc790\ub3d9\uc73c\ub85c \ucd94\ucd9c\ud558\ub294 \ub370 \uc720\uc6a9\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\ud14d\uc2a4\ud2b8 \ud074\ub9ac\ub2dd:<\/strong> \ubd88\ud544\uc694\ud55c \ud2b9\uc218\ubb38\uc790\ub098 \uacf5\ubc31\uc744 \uc81c\uac70\ud558\uc5ec \ub370\uc774\ud130\ub97c \uc815\uc81c\ud558\ub294 \ub370 \ud65c\uc6a9\ub429\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h2>4. \ub525 \ub7ec\ub2dd\uacfc \uc815\uaddc \ud45c\ud604\uc2dd\uc758 \uacb0\ud569<\/h2>\n<p>\ub525 \ub7ec\ub2dd\uacfc \uc815\uaddc \ud45c\ud604\uc2dd\uc740 \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc5d0\uc11c \uc11c\ub85c \ubcf4\uc644\uc801\uc778 \uc5ed\ud560\uc744 \ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc815\uaddc \ud45c\ud604\uc2dd\uc740 \ub370\uc774\ud130 \uc804\ucc98\ub9ac \uacfc\uc815\uc5d0\uc11c \uc720\uc6a9\ud558\uac8c \uc0ac\uc6a9\ub420 \uc218 \uc788\uc73c\uba70, \uc774\ub85c \uc778\ud574 \ub525 \ub7ec\ub2dd \ubaa8\ub378\uc758 \uc131\ub2a5\uc744 \ud5a5\uc0c1\uc2dc\ud0ac \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h3>4.1 \uc804\ucc98\ub9ac \ub2e8\uacc4\uc5d0\uc11c\uc758 \ud65c\uc6a9<\/h3>\n<p>\ub525 \ub7ec\ub2dd \ubaa8\ub378\uc5d0 \uc785\ub825\ud560 \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130\ub97c \uc900\ube44\ud558\uae30 \uc704\ud574 \uc815\uaddc \ud45c\ud604\uc2dd\uc740 \uc720\uc6a9\ud55c \ub3c4\uad6c\uc785\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \ub2e4\uc74c\uacfc \uac19\uc740 \uc791\uc5c5\uc744 \uc218\ud589\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4:<\/p>\n<ul>\n<li><strong>\ud2b9\uc218\ubb38\uc790 \uc81c\uac70:<\/strong> \ud14d\uc2a4\ud2b8\uc5d0\uc11c \ubd88\ud544\uc694\ud55c \ud2b9\uc218 \ubb38\uc790\ub97c \uc81c\uac70\ud558\uc5ec \ub178\uc774\uc988\ub97c \uc904\uc785\ub2c8\ub2e4.<\/li>\n<li><strong>\uc18c\ubb38\uc790 \ubcc0\ud658:<\/strong> \ubaa8\ub4e0 \ubb38\uc790\ub97c \uc18c\ubb38\uc790\ub85c \ubcc0\ud658\ud558\uc5ec \uac19\uc740 \ub2e8\uc5b4\ub77c\ub3c4 \ub300\uc18c\ubb38\uc790 \ucc28\uc774\uc5d0 \uc758\ud55c \uc624\ub958\ub97c \uc904\uc785\ub2c8\ub2e4.<\/li>\n<li><strong>\uc8fc\uc694 \ub2e8\uc5b4 \ucd94\ucd9c:<\/strong> \ud14d\uc2a4\ud2b8\uc5d0\uc11c \ud2b9\uc815 \ud0a4\uc6cc\ub4dc\ub098 \ud328\ud134\uc744 \ucc3e\uc544\ub0b4\uc5b4, \ubaa8\ud615 \ud559\uc2b5\uc744 \uc704\ud55c \uc911\uc694\ud55c \ub370\uc774\ud130\ub85c \ud65c\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h3>4.2 \ud6c4\ucc98\ub9ac \ub2e8\uacc4\uc5d0\uc11c\uc758 \ud65c\uc6a9<\/h3>\n<p>\ub525 \ub7ec\ub2dd \ubaa8\ub378\uc758 \ucd9c\ub825 \uacb0\uacfc\ubb3c\uc5d0 \ub300\ud574 \uc815\uaddc \ud45c\ud604\uc2dd\uc744 \ud65c\uc6a9\ud558\uc5ec \ud6c4\ucc98\ub9ac \ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \ubaa8\ub378\uc774 \uc0dd\uae34 \ub370\uc774\ud130\ub97c \ub2e4\uc2dc \uc815\ub9ac\ud558\uace0, \ud2b9\uc815 \ud615\uc2dd\uc5d0 \ub9de\ucd94\uae30 \uc704\ud574 \uc815\uaddc \ud45c\ud604\uc2dd\uc774 \uc0ac\uc6a9\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ubc29\uc2dd\uc740 \ud2b9\ud788 \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130\uc758 \uc77c\uad00\uc131\uacfc \uc2e0\ub8b0\uc131\uc744 \ub192\uc774\ub294 \ub370 \uae30\uc5ec\ud569\ub2c8\ub2e4.<\/p>\n<h2>5. \ub525 \ub7ec\ub2dd\uacfc \uc815\uaddc \ud45c\ud604\uc2dd\uc758 \uc0ac\ub840 \uc5f0\uad6c<\/h2>\n<p>\uc774\ubc88 \uc139\uc158\uc5d0\uc11c\ub294 \ub525 \ub7ec\ub2dd\uc744 \uae30\ubc18\uc73c\ub85c \ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uacfc \uc815\uaddc \ud45c\ud604\uc2dd\uc774 \uc5b4\ub5bb\uac8c \uacb0\ud569\ub418\uc5b4 \uc0ac\uc6a9\ub418\ub294\uc9c0\ub97c \ub2e4\ub8f0 \uac83\uc785\ub2c8\ub2e4.<\/p>\n<h3>5.1 \ucc57\ubd07 \uac1c\ubc1c<\/h3>\n<p>\ucc57\ubd07\uc740 \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc758 \ub300\ud45c\uc801\uc778 \uc751\uc6a9 \ubd84\uc57c \uc911 \ud558\ub098\uc785\ub2c8\ub2e4. \uc0ac\uc6a9\uc790\uc758 \uc9c8\ubb38\uc744 \uc774\ud574\ud558\uace0 \uc801\uc808\ud55c \ub2f5\ubcc0\uc744 \uc0dd\uc131\ud558\uae30 \uc704\ud574 \ub525 \ub7ec\ub2dd \ubaa8\ub378\uc774 \uc790\uc5f0\uc5b4 \uc774\ud574(NLU)\uc640 \uc790\uc5f0\uc5b4 \uc0dd\uc131(NLG) \uacfc\uc815\uc5d0\uc11c \ub3d9\uc791\ud569\ub2c8\ub2e4. \uc815\uaddc \ud45c\ud604\uc2dd\uc740 \uc0ac\uc6a9\uc790\uac00 \uc785\ub825\ud55c \uba54\uc2dc\uc9c0\uc5d0\uc11c \uc911\uc694\ud55c \ud0a4\uc6cc\ub4dc\ub97c \ucd94\ucd9c\ud558\uac70\ub098, \ud2b9\uc815 \ud3ec\ub9f7\uc758 \uc9c8\ubb38\uc744 \uc778\uc2dd\ud558\ub294 \ub370 \ud65c\uc6a9\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h3>5.2 \ub274\uc2a4 \uae30\uc0ac \uc790\ub3d9 \uc694\uc57d<\/h3>\n<p>\ub274\uc2a4 \uae30\uc0ac\ub97c \uc694\uc57d\ud558\ub294 \uc791\uc5c5\uc5d0\uc11c\ub3c4 \ub525 \ub7ec\ub2dd \ubaa8\ub378\uacfc \uc815\uaddc \ud45c\ud604\uc2dd\uc774 \ud611\ub825\ud558\uc5ec \uc0ac\uc6a9\ub429\ub2c8\ub2e4. \ub525 \ub7ec\ub2dd \ubaa8\ub378\uc740 \uae30\uc0ac\uc758 \uc8fc\uc694 \ub0b4\uc6a9\uc744 \ubd84\uc11d\ud558\uc5ec \uc694\uc57d\uc744 \uc0dd\uc131\ud560 \uc218 \uc788\uc73c\uba70, \uc815\uaddc \ud45c\ud604\uc2dd\uc740 \uae30\uc0ac \uc81c\ubaa9, \ub0a0\uc9dc \ub4f1 \uba54\ud0c0 \uc815\ubcf4\ub97c \ucd94\ucd9c\ud558\ub294 \ub370 \uc0ac\uc6a9\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h3>5.3 \uc2a4\ud338 \ud544\ud130\ub9c1<\/h3>\n<p>\uc2a4\ud338 \uc774\uba54\uc77c\uc744 \ubd84\ub958\ud558\ub294 \uc2dc\uc2a4\ud15c\uc740 \ub525 \ub7ec\ub2dd\uacfc \uc815\uaddc \ud45c\ud604\uc2dd\uc744 \uacb0\ud569\ud558\uc5ec \uc124\uacc4\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ubaa8\ub378\uc740 \uc774\uba54\uc77c \ub0b4\uc6a9\uc744 \ubd84\uc11d\ud558\uc5ec \uc2a4\ud338 \uc5ec\ubd80\ub97c \ud310\ub2e8\ud558\uace0, \uc815\uaddc \ud45c\ud604\uc2dd\uc740 \ubc1c\uc2e0\uc790 \uc774\uba54\uc77c \ud615\uc2dd, URL \ud328\ud134 \ub4f1\uc744 \uac80\uc0ac\ud558\uc5ec \ucd94\uac00\uc801\uc778 \ubd84\ub958 \uae30\uc900\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/p>\n<h2>6. \uacb0\ub860<\/h2>\n<p>\ub525 \ub7ec\ub2dd\uacfc \uc815\uaddc \ud45c\ud604\uc2dd\uc740 \uc790\uc5f0\uc5b4 \ucc98\ub9ac \ubd84\uc57c\uc5d0\uc11c \uc0c1\ud638 \ubcf4\uc644\uc801\uc778 \uc5ed\ud560\uc744 \ud558\uba70, \ud568\uaed8 \uc0ac\uc6a9\ub420 \ub54c \ub354 \ub9ce\uc740 \uac00\ub2a5\uc131\uc744 \uc5f4\uc5b4\uc90d\ub2c8\ub2e4. \ub525 \ub7ec\ub2dd\uc740 \ud48d\ubd80\ud55c \ucee8\ud14d\uc2a4\ud2b8 \uc815\ubcf4\ub97c \ud559\uc2b5\ud558\uc5ec \ud14d\uc2a4\ud2b8\uc758 \uc758\ubbf8\ub97c \uc798 \uc774\ud574\ud558\uac8c \ud558\uace0, \uc815\uaddc \ud45c\ud604\uc2dd\uc740 \ubb38\uc790\uc5f4 \ucc98\ub9ac\uc5d0 \uc788\uc5b4 \uac15\ub825\ud55c \ub3c4\uad6c\ub85c \uc791\uc6a9\ud558\uc5ec \ub370\uc774\ud130\uc758 \ud488\uc9c8\uc744 \ub192\uc785\ub2c8\ub2e4. \ud5a5\ud6c4 \uc778\uacf5\uc9c0\ub2a5 \uae30\uc220\uc758 \ubc1c\uc804\uc5d0 \ub530\ub77c \ub354\uc6b1 \ubc1c\uc804\ub41c \ud615\ud0dc\ub85c \uc774 \ub450 \uac00\uc9c0 \uae30\uc220\uc774 \uacb0\ud569\ub418\uc5b4 \ub2e4\uc591\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc5d0\uc11c \ubcf8\uaca9\uc801\uc73c\ub85c \uc0ac\uc6a9\ub420 \uac83\uc73c\ub85c \uae30\ub300\ub429\ub2c8\ub2e4.<\/p>\n<footer>\n<p>\uc791\uc131\uc790: \uc870\uad11\ud615<\/p>\n<p>\ub0a0\uc9dc: [\uc791\uc131\uc77c\uc790]<\/p>\n<\/footer>\n","protected":false},"excerpt":{"rendered":"<p>\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 \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc5d0\uc11c\ub3c4 \ud3ed\ub113\uac8c \uc0ac\uc6a9\ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ub610\ud55c, &hellip; <a href=\"https:\/\/atmokpo.com\/w\/25181\/\" class=\"more-link\">\ub354 \ubcf4\uae30<span class=\"screen-reader-text\"> &#8220;\ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc640 \uc815\uaddc \ud45c\ud604\uc2dd&#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-25181","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>\ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc640 \uc815\uaddc \ud45c\ud604\uc2dd - \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\/25181\/\" \/>\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\uc640 \uc815\uaddc \ud45c\ud604\uc2dd - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" \/>\n<meta property=\"og:description\" content=\"\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 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