{"id":25221,"date":"2024-10-26T09:53:06","date_gmt":"2024-10-26T09:53:06","guid":{"rendered":"http:\/\/atmokpo.com\/w\/?p=25221"},"modified":"2024-11-26T08:02:29","modified_gmt":"2024-11-26T08:02:29","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%97%ac%eb%9f%ac%ea%b0%80%ec%a7%80-%ec%9c%a0%ec%82%ac%eb%8f%84-%ea%b8%b0%eb%b2%95","status":"publish","type":"post","link":"https:\/\/atmokpo.com\/w\/25221\/","title":{"rendered":"\ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac: \uc5ec\ub7ec\uac00\uc9c0 \uc720\uc0ac\ub3c4 \uae30\ubc95"},"content":{"rendered":"<p><body><\/p>\n<p>\n        \uc790\uc5f0\uc5b4 \ucc98\ub9ac(Natural Language Processing, NLP)\ub294 \ucef4\ud4e8\ud130\uac00 \uc0ac\ub78c\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 \uac04 \ub525 \ub7ec\ub2dd \uae30\uc220\uc758 \ubc1c\uc804\uc73c\ub85c \uc778\ud574 \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc758 \uc131\ub2a5\uc774 \ube44\uc57d\uc801\uc73c\ub85c \ud5a5\uc0c1\ub418\uc5c8\uc2b5\ub2c8\ub2e4. \ubcf8 \uae00\uc5d0\uc11c\ub294 \ub525 \ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc758 \uae30\ucd08\uc640 \uadf8 \uacfc\uc815\uc5d0\uc11c \ud65c\uc6a9\ub418\ub294 \ub2e4\uc591\ud55c \uc720\uc0ac\ub3c4 \uae30\ubc95\uc5d0 \ub300\ud574 \uc2ec\uce35\uc801\uc73c\ub85c \ub2e4\ub8e8\uace0\uc790 \ud569\ub2c8\ub2e4.\n    <\/p>\n<h2>1. \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc758 \uae30\ucd08<\/h2>\n<p>\n        \uc790\uc5f0\uc5b4 \ucc98\ub9ac\ub294 \ud06c\uac8c \ub450 \uac00\uc9c0 \uacfc\uc815\uc73c\ub85c \ub098\ub20c \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uccab\uc9f8\ub294 \ud14d\uc2a4\ud2b8 \uc804\ucc98\ub9ac(Preprocessing)\uc774\uba70, \ub458\uc9f8\ub294 \ud14d\uc2a4\ud2b8 \ubd84\uc11d(Text Analysis)\uc785\ub2c8\ub2e4. \ud14d\uc2a4\ud2b8 \uc804\ucc98\ub9ac \uacfc\uc815\uc5d0\uc11c\ub294 \ubd88\ud544\uc694\ud55c \ub370\uc774\ud130\ub97c \uc81c\uac70\ud558\uace0, \ub370\uc774\ud130\uc758 \ud615\uc2dd\uc744 \uc77c\uad00\ub418\uac8c \ub9de\ucd94\ub294 \uc791\uc5c5\uc774 \uc9c4\ud589\ub429\ub2c8\ub2e4. \uc774\ub97c \ud1b5\ud574 \ubaa8\ub378\uc740 \ub354 \uc720\uc758\ubbf8\ud55c \ub370\uc774\ud130\uc5d0 \uc9d1\uc911\ud560 \uc218 \uc788\uac8c \ub429\ub2c8\ub2e4.\n    <\/p>\n<p>\n        \uc804\ucc98\ub9ac\uac00 \ub05d\ub09c \ud6c4\uc5d0\ub294 \ud14d\uc2a4\ud2b8 \ubd84\uc11d\uc744 \ud1b5\ud574 \ub2e4\uc591\ud55c \uc791\uc5c5\uc744 \uc218\ud589\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \ubb38\uc11c \ubd84\ub958, \uac10\uc815 \ubd84\uc11d, \uae30\uacc4 \ubc88\uc5ed, \uc9c8\ubb38-\ub2f5\ubcc0 \uc2dc\uc2a4\ud15c \ub4f1\uc774 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc791\uc5c5\uc5d0\uc11c \uc0ac\uc6a9\ub418\ub294 \ub525 \ub7ec\ub2dd \ubaa8\ub378\uc740 \uc8fc\ub85c \uc21c\ud658 \uc2e0\uacbd\ub9dd(RNN), \uc7a5\uae30 \ub2e8\uae30 \uba54\ubaa8\ub9ac \ub124\ud2b8\uc6cc\ud06c(LSTM), \ubcc0\ud658\uae30(Transformer) \ub4f1\uc785\ub2c8\ub2e4.\n    <\/p>\n<h2>2. \ub525 \ub7ec\ub2dd \ubaa8\ub378\uc758 \uae30\ubcf8 \uac1c\ub150<\/h2>\n<p>\n        \ub525 \ub7ec\ub2dd\uc740 \uc778\uacf5 \uc2e0\uacbd\ub9dd\uc744 \uae30\ubc18\uc73c\ub85c \ud558\uba70, \ub2e4\uce35 \uad6c\uc870\ub97c \ud1b5\ud574 \uace0\ucc28\uc6d0 \ub370\uc774\ud130\ub97c \ucc98\ub9ac\ud569\ub2c8\ub2e4. \uc785\ub825\uce35, \uc740\ub2c9\uce35, \ucd9c\ub825\uce35\uc73c\ub85c \uad6c\uc131\ub418\uc5b4 \uc788\uc73c\uba70, \uac01\uac01\uc758 \ub178\ub4dc\ub294 \ub2e4\ub978 \ub178\ub4dc\uc640 \uc5f0\uacb0\ub418\uc5b4 \uc2e0\ud638\ub97c \uc804\ub2ec\ud569\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uad6c\uc870\ub294 \ub9e4\uc6b0 \ubcf5\uc7a1\ud55c \ub370\uc774\ud130\uc5d0\uc11c \ud328\ud134\uc744 \uc778\uc2dd\ud558\uace0 \uae30\ub2a5\uc744 \uc790\ub3d9\uc73c\ub85c \ud559\uc2b5\ud560 \uc218 \uc788\ub3c4\ub85d \ub3d5\uc2b5\ub2c8\ub2e4.\n    <\/p>\n<h3>2.1. \uc2e0\uacbd\ub9dd\uc758 \uad6c\uc131<\/h3>\n<p>\n        \uc2e0\uacbd\ub9dd\uc740 \ub2e4\uc74c\uacfc \uac19\uc740 \uc8fc\uc694 \uc694\uc18c\ub4e4\ub85c \uad6c\uc131\ub429\ub2c8\ub2e4.<\/p>\n<ul>\n<li><strong>\ub178\ub4dc(Node)<\/strong>: \uc2e0\uacbd\ub9dd\uc758 \uae30\ucd08 \ub2e8\uc704\ub85c \uc785\ub825\uc744 \ubc1b\uc544 \uac00\uc911\uce58\ub97c \uacf1\ud558\uace0, \ud65c\uc131\ud654 \ud568\uc218\ub97c \ud1b5\ud574 \ucd9c\ub825\uc744 \uc0dd\uc131\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\uac00\uc911\uce58(Weight)<\/strong>: \ub178\ub4dc \uac04\uc758 \uc5f0\uacb0 \uac15\ub3c4\ub97c \ub098\ud0c0\ub0b4\uba70, \ud559\uc2b5\uc5d0 \uc758\ud574 \uc5c5\ub370\uc774\ud2b8\ub429\ub2c8\ub2e4.<\/li>\n<li><strong>\ud65c\uc131\ud654 \ud568\uc218(Activation Function)<\/strong>: \ub178\ub4dc\uc758 \ucd9c\ub825\uc744 \uacb0\uc815\ud558\ub294 \ud568\uc218\ub85c, \uc77c\ubc18\uc801\uc73c\ub85c ReLU, Sigmoid, Tanh \ud568\uc218 \ub4f1\uc774 \uc0ac\uc6a9\ub429\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h3>2.2. \uc190\uc2e4 \ud568\uc218(Loss Function)<\/h3>\n<p>\n        \ud559\uc2b5 \uacfc\uc815\uc5d0\uc11c \ubaa8\ub378\uc758 \uc131\ub2a5\uc744 \ud3c9\uac00\ud558\uae30 \uc704\ud574 \uc190\uc2e4 \ud568\uc218\ub97c \uc0ac\uc6a9\ud569\ub2c8\ub2e4. \uc190\uc2e4 \ud568\uc218\ub294 \uc608\uce21 \uac12\uacfc \uc2e4\uc81c \uac12 \uac04\uc758 \ucc28\uc774\ub97c \uce21\uc815\ud558\uc5ec, \ubaa8\ub378\uc758 \uac00\uc911\uce58\ub97c \uc870\uc815\ud558\ub294 \ub370 \uc0ac\uc6a9\ub429\ub2c8\ub2e4. \uc77c\ubc18\uc801\uc73c\ub85c \ud3c9\uade0 \uc81c\uacf1 \uc624\ucc28(MSE), \uc774\uc9c4 \uad50\ucc28 \uc5d4\ud2b8\ub85c\ud53c(Binary Cross-Entropy) \ub4f1\uc774 \ud65c\uc6a9\ub429\ub2c8\ub2e4.\n    <\/p>\n<h2>3. \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc5d0\uc11c\uc758 \uc720\uc0ac\ub3c4 \uae30\ubc95<\/h2>\n<p>\n        \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc5d0\uc11c \uc720\uc0ac\ub3c4 \uae30\ubc95\uc740 \ubb38\uc11c \uac04\uc758 \uc720\uc0ac\uc131\uc744 \ube44\uad50\ud558\ub294 \ub370 \ud544\uc218\uc801\uc785\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uae30\ubc95\uc740 \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130\uc758 \ud2b9\uc9d5\uc744 \ucd94\ucd9c\ud558\uace0, \uc774\ub97c \ubc14\ud0d5\uc73c\ub85c \ud14d\uc2a4\ud2b8 \uac04\uc758 \uad00\uacc4\ub97c \uc774\ud574\ud558\ub294 \ub370 \ub3c4\uc6c0\uc744 \uc90d\ub2c8\ub2e4. \uc720\uc0ac\ub3c4 \uae30\ubc95\uc740 \ud06c\uac8c \ub450 \uac00\uc9c0\ub85c \ub098\ub20c \uc218 \uc788\uc2b5\ub2c8\ub2e4: \uc804\ud1b5\uc801\uc778 \uc720\uc0ac\ub3c4 \uae30\ubc95\uacfc \ub525 \ub7ec\ub2dd \uae30\ubc18 \uc720\uc0ac\ub3c4 \uae30\ubc95\uc785\ub2c8\ub2e4.\n    <\/p>\n<h3>3.1. \uc804\ud1b5\uc801\uc778 \uc720\uc0ac\ub3c4 \uae30\ubc95<\/h3>\n<p>\n        \uc804\ud1b5\uc801\uc778 \uc720\uc0ac\ub3c4 \uae30\ubc95\uc73c\ub85c\ub294 \ub2e4\uc74c\uacfc \uac19\uc740 \ubc29\ubc95\ub4e4\uc774 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<ul>\n<li><strong>\ucf54\uc0ac\uc778 \uc720\uc0ac\ub3c4(Cosine Similarity)<\/strong>: \ub450 \ubca1\ud130 \uac04\uc758 \ubc29\ud5a5\uc758 \uc720\uc0ac\ub3c4\ub97c \uce21\uc815\ud558\ub294 \ubc29\ubc95\uc73c\ub85c, \ub450 \ubca1\ud130\uc758 \ub0b4\uc801\uc744 \ud1b5\ud574 \uacc4\uc0b0\ub429\ub2c8\ub2e4. \uc774 \uac12\uc774 1\uc5d0 \uac00\uae4c\uc6b8\uc218\ub85d \uc720\uc0ac\uc131\uc774 \ub192\ub2e4\uace0 \ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<li><strong>\uc790\uce74\ub4dc \uc720\uc0ac\ub3c4(Jaccard Similarity)<\/strong>: \ub450 \uc9d1\ud569 \uac04\uc758 \uc720\uc0ac\uc131\uc744 \uce21\uc815\ud558\ub294 \ubc29\ubc95\uc73c\ub85c, \ub450 \uc9d1\ud569\uc758 \uad50\uc9d1\ud569 \ud06c\uae30\ub97c \ub450 \uc9d1\ud569\uc758 \ud569\uc9d1\ud569 \ud06c\uae30\ub85c \ub098\ub204\uc5b4 \uacc4\uc0b0\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\uc720\ud074\ub9ac\ub4dc \uac70\ub9ac(Euclidean Distance)<\/strong>: \ub450 \uc810 \uc0ac\uc774\uc758 \uc9c1\uc120 \uac70\ub9ac\ub97c \uce21\uc815\ud558\ub294 \ubc29\ubc95\uc73c\ub85c, \uc8fc\ub85c \ud53c\ucc98 \ubca1\ud130 \uac04\uc758 \uac70\ub9ac\ub97c \uce21\uc815\ud558\ub294 \ub370 \uc0ac\uc6a9\ub429\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h3>3.2. \ub525 \ub7ec\ub2dd \uae30\ubc18 \uc720\uc0ac\ub3c4 \uae30\ubc95<\/h3>\n<p>\n        \ub525 \ub7ec\ub2dd \uae30\ubc18\uc758 \uc720\uc0ac\ub3c4 \uae30\ubc95\uc740 \uc804\ud1b5\uc801\uc778 \uae30\ubc95\uc5d0 \ube44\ud574 \ub354 \ub098\uc740 \uc131\ub2a5\uc744 \ubcf4\uc7a5\ud569\ub2c8\ub2e4. \uc774 \uae30\ubc95\uc740 \uc8fc\ub85c \uc784\ubca0\ub529(Embedding) \uae30\ubc95\uc744 \uc0ac\uc6a9\ud558\uc5ec \ub2e8\uc5b4 \ub610\ub294 \ubb38\uc7a5\uc744 \uace0\ucc28\uc6d0 \uacf5\uac04\uc5d0 \ub9e4\ud551\ud569\ub2c8\ub2e4. \uc774\ub7ec\ud55c \ub9e4\ud551 \uacfc\uc815\uc5d0\uc11c \uc8fc\ub85c \uc0ac\uc6a9\ub418\ub294 \ubaa8\ub378\uc740 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4.<\/p>\n<ul>\n<li><strong>Word2Vec<\/strong>: \ub2e8\uc5b4\ub97c \uace0\ucc28\uc6d0 \ubca1\ud130\ub85c \ubcc0\ud658\ud558\ub294 \ubc29\ubc95\uc73c\ub85c, \uc8fc\ubcc0 \ub2e8\uc5b4\ub97c \uae30\ubc18\uc73c\ub85c \ub2e8\uc5b4\uc758 \uc758\ubbf8\ub97c \ud559\uc2b5\ud569\ub2c8\ub2e4. Skip-gram \ubaa8\ub378\uacfc CBOW \ubaa8\ub378 \ub450 \uac00\uc9c0 \ubc29\uc2dd\uc774 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<li><strong>GloVe (Global Vectors for Word Representation)<\/strong>: \uc804\uccb4 \ud14d\uc2a4\ud2b8\uc5d0\uc11c \ub2e8\uc5b4 \uac04\uc758 \ud655\ub960\uc801 \uc0c1\uad00\uad00\uacc4\ub97c \uc774\uc6a9\ud558\uc5ec \ub2e8\uc5b4\ub97c \ubca1\ud130\ub85c \ubcc0\ud658\ud558\ub294 \ubc29\ubc95\uc785\ub2c8\ub2e4.<\/li>\n<li><strong>BERT (Bidirectional Encoder Representations from Transformers)<\/strong>: Transformers \uad6c\uc870\ub97c \uae30\ubc18\uc73c\ub85c \ud55c \ubaa8\ub378\ub85c, \ub2e8\uc5b4\uc758 \ub9e5\ub77d\uc744 \uc774\ud574\ud558\uae30 \uc704\ud574 \uc591\ubc29\ud5a5\uc73c\ub85c \uc815\ubcf4\ub97c \ucc98\ub9ac\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h2>4. \uc720\uc0ac\ub3c4 \uae30\ubc95\uc744 \ud65c\uc6a9\ud55c \uc0ac\ub840<\/h2>\n<p>\n        \uc720\uc0ac\ub3c4 \uae30\ubc95\uc740 \ub2e4\uc591\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac \uc560\ud50c\ub9ac\ucf00\uc774\uc158\uc5d0\uc11c \ud65c\uc6a9\ub429\ub2c8\ub2e4. \ub2e4\uc74c\uc740 \uadf8 \uba87 \uac00\uc9c0 \uc608\uc2dc\uc785\ub2c8\ub2e4:<\/p>\n<ul>\n<li><strong>\ubb38\uc11c \ucd94\ucc9c \uc2dc\uc2a4\ud15c<\/strong>: \uc720\uc0ac\ub3c4\ub97c \uae30\ubc18\uc73c\ub85c \uc0ac\uc6a9\uc790\uac00 \uad00\uc2ec\uc744 \uac00\uc9c8 \ub9cc\ud55c \ubb38\uc11c\ub97c \ucd94\ucc9c\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\uc9c8\ubb38-\ub2f5\ubcc0 \uc2dc\uc2a4\ud15c<\/strong>: \uc0ac\uc6a9\uc790 \uc9c8\ubb38\uacfc \uc720\uc0ac\ud55c \uae30\uc874 \uc9c8\ubb38\uc744 \ucc3e\uc544 \uadf8\uc5d0 \ub300\ud55c \ub2f5\ubcc0\uc744 \uc81c\uacf5\ud558\ub294 \uc2dc\uc2a4\ud15c\uc785\ub2c8\ub2e4.<\/li>\n<li><strong>\uac10\uc815 \ubd84\uc11d<\/strong>: \ud14d\uc2a4\ud2b8\uc758 \uac10\uc815\uc744 \ubd84\uc11d\ud558\ub294 \ub370 \uae30\uc874\uc758 \uc720\uc0ac\ud55c \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130\uc640\uc758 \ube44\uad50\ub97c \ud1b5\ud574 \uacb0\uacfc\ub97c \ub3c4\ucd9c\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h2>5. \uacb0\ub860<\/h2>\n<p>\n        \ub525 \ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac\ub294 \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130\ub97c \ucc98\ub9ac\ud558\uace0 \ubd84\uc11d\ud558\ub294 \ub370 \ub9e4\uc6b0 \uc720\uc6a9\ud55c \ud234\uc785\ub2c8\ub2e4. \ub2e4\uc591\ud55c \uc720\uc0ac\ub3c4 \uae30\ubc95\uc744 \ud1b5\ud574 \ubb38\uc11c \uac04\uc758 \uad00\uacc4\ub97c \uc774\ud574\ud558\uace0, \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130\uc5d0\uc11c \uc758\ubbf8 \uc788\ub294 \ud328\ud134\uc744 \ucd94\ucd9c\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc55e\uc73c\ub85c\ub3c4 \uc774\ub7ec\ud55c \uae30\uc220\uc740 \ubc1c\uc804\uc744 \uac70\ub4ed\ud560 \uac83\uc774\uba70, \ub354\uc6b1 \ud5a5\uc0c1\ub41c \uc790\uc5f0\uc5b4 \ucc98\ub9ac \uc194\ub8e8\uc158\ub4e4\uc774 \ub4f1\uc7a5\ud560 \uac83\uc785\ub2c8\ub2e4. \ud604\uc7ac\uc640 \ubbf8\ub798\uc758 \ub2e4\uc591\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac \uc751\uc6a9 \ud504\ub85c\uadf8\ub7a8\uc774 \uc774\ub7ec\ud55c \uc720\uc0ac\ub3c4 \uae30\ubc95\uc744 \ud1b5\ud574 \ub354 \ub098\uc740 \uc131\ub2a5\uc744 \ubcf4\uc77c \uac83\uc73c\ub85c \uae30\ub300\ud569\ub2c8\ub2e4.\n    <\/p>\n<div class=\"note\">\n<strong>\ucc38\uace0\ubb38\ud5cc<\/strong>: <span class=\"reference\">1) Goldberg, Y. &amp; Levy, O. (2014). Word2Vec Explained: Deriving Mikolov et al.&#8217;s Negative-Sampling Word-Embedding Method. arXiv preprint arXiv:1402.3722.<\/span> <br \/>\n<span class=\"reference\">2) Pennington, J., Socher, R., &amp; Manning, C. D. (2014). Glove: Global Vectors for Word Representation. Empirical Methods in Natural Language Processing (EMNLP).<\/span> <br \/>\n<span class=\"reference\">3) Devlin, J., Chang, M. W., Lee, K., &amp; Toutanova, K. (2018). BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding. arXiv preprint arXiv:1810.04805.<\/span>\n<\/div>\n<p><\/body><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\uc790\uc5f0\uc5b4 \ucc98\ub9ac(Natural Language Processing, NLP)\ub294 \ucef4\ud4e8\ud130\uac00 \uc0ac\ub78c\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 \uac04 \ub525 \ub7ec\ub2dd \uae30\uc220\uc758 \ubc1c\uc804\uc73c\ub85c \uc778\ud574 \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc758 \uc131\ub2a5\uc774 \ube44\uc57d\uc801\uc73c\ub85c \ud5a5\uc0c1\ub418\uc5c8\uc2b5\ub2c8\ub2e4. \ubcf8 \uae00\uc5d0\uc11c\ub294 \ub525 \ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc758 \uae30\ucd08\uc640 \uadf8 \uacfc\uc815\uc5d0\uc11c \ud65c\uc6a9\ub418\ub294 \ub2e4\uc591\ud55c \uc720\uc0ac\ub3c4 \uae30\ubc95\uc5d0 \ub300\ud574 \uc2ec\uce35\uc801\uc73c\ub85c \ub2e4\ub8e8\uace0\uc790 \ud569\ub2c8\ub2e4. 1. \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc758 \uae30\ucd08 \uc790\uc5f0\uc5b4 \ucc98\ub9ac\ub294 \ud06c\uac8c \ub450 \uac00\uc9c0 &hellip; <a href=\"https:\/\/atmokpo.com\/w\/25221\/\" class=\"more-link\">\ub354 \ubcf4\uae30<span class=\"screen-reader-text\"> &#8220;\ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac: \uc5ec\ub7ec\uac00\uc9c0 \uc720\uc0ac\ub3c4 \uae30\ubc95&#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-25221","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: \uc5ec\ub7ec\uac00\uc9c0 \uc720\uc0ac\ub3c4 \uae30\ubc95 - \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\/25221\/\" \/>\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: \uc5ec\ub7ec\uac00\uc9c0 \uc720\uc0ac\ub3c4 \uae30\ubc95 - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" \/>\n<meta property=\"og:description\" content=\"\uc790\uc5f0\uc5b4 \ucc98\ub9ac(Natural Language Processing, NLP)\ub294 \ucef4\ud4e8\ud130\uac00 \uc0ac\ub78c\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 \uac04 \ub525 \ub7ec\ub2dd \uae30\uc220\uc758 \ubc1c\uc804\uc73c\ub85c \uc778\ud574 \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc758 \uc131\ub2a5\uc774 \ube44\uc57d\uc801\uc73c\ub85c \ud5a5\uc0c1\ub418\uc5c8\uc2b5\ub2c8\ub2e4. \ubcf8 \uae00\uc5d0\uc11c\ub294 \ub525 \ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc758 \uae30\ucd08\uc640 \uadf8 \uacfc\uc815\uc5d0\uc11c \ud65c\uc6a9\ub418\ub294 \ub2e4\uc591\ud55c \uc720\uc0ac\ub3c4 \uae30\ubc95\uc5d0 \ub300\ud574 \uc2ec\uce35\uc801\uc73c\ub85c \ub2e4\ub8e8\uace0\uc790 \ud569\ub2c8\ub2e4. 1. \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc758 \uae30\ucd08 \uc790\uc5f0\uc5b4 \ucc98\ub9ac\ub294 \ud06c\uac8c \ub450 \uac00\uc9c0 &hellip; \ub354 \ubcf4\uae30 &quot;\ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac: \uc5ec\ub7ec\uac00\uc9c0 \uc720\uc0ac\ub3c4 \uae30\ubc95&quot;\" \/>\n<meta property=\"og:url\" content=\"https:\/\/atmokpo.com\/w\/25221\/\" \/>\n<meta property=\"og:site_name\" content=\"\ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" \/>\n<meta property=\"article:published_time\" content=\"2024-10-26T09:53:06+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2024-11-26T08:02:29+00:00\" \/>\n<meta name=\"author\" content=\"root\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@bebubo4\" \/>\n<meta name=\"twitter:site\" content=\"@bebubo4\" \/>\n<meta name=\"twitter:label1\" content=\"\uae00\uc4f4\uc774\" \/>\n\t<meta name=\"twitter:data1\" content=\"root\" \/>\n\t<meta name=\"twitter:label2\" content=\"\uc608\uc0c1 \ub418\ub294 \ud310\ub3c5 \uc2dc\uac04\" \/>\n\t<meta name=\"twitter:data2\" content=\"1\ubd84\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/atmokpo.com\/w\/25221\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/atmokpo.com\/w\/25221\/\"},\"author\":{\"name\":\"root\",\"@id\":\"https:\/\/atmokpo.com\/w\/#\/schema\/person\/91b6b3b138fbba0efb4ae64b1abd81d7\"},\"headline\":\"\ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac: \uc5ec\ub7ec\uac00\uc9c0 \uc720\uc0ac\ub3c4 \uae30\ubc95\",\"datePublished\":\"2024-10-26T09:53:06+00:00\",\"dateModified\":\"2024-11-26T08:02:29+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/atmokpo.com\/w\/25221\/\"},\"wordCount\":110,\"publisher\":{\"@id\":\"https:\/\/atmokpo.com\/w\/#organization\"},\"articleSection\":[\"\ub525\ub7ec\ub2dd \uc790\uc5f0\uc5b4\ucc98\ub9ac\"],\"inLanguage\":\"ko-KR\"},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/atmokpo.com\/w\/25221\/\",\"url\":\"https:\/\/atmokpo.com\/w\/25221\/\",\"name\":\"\ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac: \uc5ec\ub7ec\uac00\uc9c0 \uc720\uc0ac\ub3c4 \uae30\ubc95 - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\",\"isPartOf\":{\"@id\":\"https:\/\/atmokpo.com\/w\/#website\"},\"datePublished\":\"2024-10-26T09:53:06+00:00\",\"dateModified\":\"2024-11-26T08:02:29+00:00\",\"breadcrumb\":{\"@id\":\"https:\/\/atmokpo.com\/w\/25221\/#breadcrumb\"},\"inLanguage\":\"ko-KR\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/atmokpo.com\/w\/25221\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/atmokpo.com\/w\/25221\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"\ud648\",\"item\":\"https:\/\/atmokpo.com\/w\/en\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"\ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac: \uc5ec\ub7ec\uac00\uc9c0 \uc720\uc0ac\ub3c4 \uae30\ubc95\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/atmokpo.com\/w\/#website\",\"url\":\"https:\/\/atmokpo.com\/w\/\",\"name\":\"\ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\",\"description\":\"\",\"publisher\":{\"@id\":\"https:\/\/atmokpo.com\/w\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/atmokpo.com\/w\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"ko-KR\"},{\"@type\":\"Organization\",\"@id\":\"https:\/\/atmokpo.com\/w\/#organization\",\"name\":\"\ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\",\"url\":\"https:\/\/atmokpo.com\/w\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"ko-KR\",\"@id\":\"https:\/\/atmokpo.com\/w\/#\/schema\/logo\/image\/\",\"url\":\"https:\/\/atmokpo.com\/w\/wp-content\/uploads\/2024\/11\/logo.png\",\"contentUrl\":\"https:\/\/atmokpo.com\/w\/wp-content\/uploads\/2024\/11\/logo.png\",\"width\":400,\"height\":400,\"caption\":\"\ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\"},\"image\":{\"@id\":\"https:\/\/atmokpo.com\/w\/#\/schema\/logo\/image\/\"},\"sameAs\":[\"https:\/\/x.com\/bebubo4\"]},{\"@type\":\"Person\",\"@id\":\"https:\/\/atmokpo.com\/w\/#\/schema\/person\/91b6b3b138fbba0efb4ae64b1abd81d7\",\"name\":\"root\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"ko-KR\",\"@id\":\"https:\/\/atmokpo.com\/w\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/secure.gravatar.com\/avatar\/708197b41fc6435a7ce22d951b25d4a47e9e904270cb1f04682d4f025066f80c?s=96&d=mm&r=g\",\"contentUrl\":\"https:\/\/secure.gravatar.com\/avatar\/708197b41fc6435a7ce22d951b25d4a47e9e904270cb1f04682d4f025066f80c?s=96&d=mm&r=g\",\"caption\":\"root\"},\"sameAs\":[\"http:\/\/atmokpo.com\/w\"],\"url\":\"https:\/\/atmokpo.com\/w\/author\/root\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"\ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac: \uc5ec\ub7ec\uac00\uc9c0 \uc720\uc0ac\ub3c4 \uae30\ubc95 - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/atmokpo.com\/w\/25221\/","og_locale":"ko_KR","og_type":"article","og_title":"\ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac: \uc5ec\ub7ec\uac00\uc9c0 \uc720\uc0ac\ub3c4 \uae30\ubc95 - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8","og_description":"\uc790\uc5f0\uc5b4 \ucc98\ub9ac(Natural Language Processing, NLP)\ub294 \ucef4\ud4e8\ud130\uac00 \uc0ac\ub78c\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 \uac04 \ub525 \ub7ec\ub2dd \uae30\uc220\uc758 \ubc1c\uc804\uc73c\ub85c \uc778\ud574 \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc758 \uc131\ub2a5\uc774 \ube44\uc57d\uc801\uc73c\ub85c \ud5a5\uc0c1\ub418\uc5c8\uc2b5\ub2c8\ub2e4. \ubcf8 \uae00\uc5d0\uc11c\ub294 \ub525 \ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc758 \uae30\ucd08\uc640 \uadf8 \uacfc\uc815\uc5d0\uc11c \ud65c\uc6a9\ub418\ub294 \ub2e4\uc591\ud55c \uc720\uc0ac\ub3c4 \uae30\ubc95\uc5d0 \ub300\ud574 \uc2ec\uce35\uc801\uc73c\ub85c \ub2e4\ub8e8\uace0\uc790 \ud569\ub2c8\ub2e4. 1. \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc758 \uae30\ucd08 \uc790\uc5f0\uc5b4 \ucc98\ub9ac\ub294 \ud06c\uac8c \ub450 \uac00\uc9c0 &hellip; \ub354 \ubcf4\uae30 \"\ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac: \uc5ec\ub7ec\uac00\uc9c0 \uc720\uc0ac\ub3c4 \uae30\ubc95\"","og_url":"https:\/\/atmokpo.com\/w\/25221\/","og_site_name":"\ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8","article_published_time":"2024-10-26T09:53:06+00:00","article_modified_time":"2024-11-26T08:02:29+00:00","author":"root","twitter_card":"summary_large_image","twitter_creator":"@bebubo4","twitter_site":"@bebubo4","twitter_misc":{"\uae00\uc4f4\uc774":"root","\uc608\uc0c1 \ub418\ub294 \ud310\ub3c5 \uc2dc\uac04":"1\ubd84"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/atmokpo.com\/w\/25221\/#article","isPartOf":{"@id":"https:\/\/atmokpo.com\/w\/25221\/"},"author":{"name":"root","@id":"https:\/\/atmokpo.com\/w\/#\/schema\/person\/91b6b3b138fbba0efb4ae64b1abd81d7"},"headline":"\ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac: \uc5ec\ub7ec\uac00\uc9c0 \uc720\uc0ac\ub3c4 \uae30\ubc95","datePublished":"2024-10-26T09:53:06+00:00","dateModified":"2024-11-26T08:02:29+00:00","mainEntityOfPage":{"@id":"https:\/\/atmokpo.com\/w\/25221\/"},"wordCount":110,"publisher":{"@id":"https:\/\/atmokpo.com\/w\/#organization"},"articleSection":["\ub525\ub7ec\ub2dd \uc790\uc5f0\uc5b4\ucc98\ub9ac"],"inLanguage":"ko-KR"},{"@type":"WebPage","@id":"https:\/\/atmokpo.com\/w\/25221\/","url":"https:\/\/atmokpo.com\/w\/25221\/","name":"\ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac: \uc5ec\ub7ec\uac00\uc9c0 \uc720\uc0ac\ub3c4 \uae30\ubc95 - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8","isPartOf":{"@id":"https:\/\/atmokpo.com\/w\/#website"},"datePublished":"2024-10-26T09:53:06+00:00","dateModified":"2024-11-26T08:02:29+00:00","breadcrumb":{"@id":"https:\/\/atmokpo.com\/w\/25221\/#breadcrumb"},"inLanguage":"ko-KR","potentialAction":[{"@type":"ReadAction","target":["https:\/\/atmokpo.com\/w\/25221\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/atmokpo.com\/w\/25221\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"\ud648","item":"https:\/\/atmokpo.com\/w\/en\/"},{"@type":"ListItem","position":2,"name":"\ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac: \uc5ec\ub7ec\uac00\uc9c0 \uc720\uc0ac\ub3c4 \uae30\ubc95"}]},{"@type":"WebSite","@id":"https:\/\/atmokpo.com\/w\/#website","url":"https:\/\/atmokpo.com\/w\/","name":"\ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8","description":"","publisher":{"@id":"https:\/\/atmokpo.com\/w\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/atmokpo.com\/w\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"ko-KR"},{"@type":"Organization","@id":"https:\/\/atmokpo.com\/w\/#organization","name":"\ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8","url":"https:\/\/atmokpo.com\/w\/","logo":{"@type":"ImageObject","inLanguage":"ko-KR","@id":"https:\/\/atmokpo.com\/w\/#\/schema\/logo\/image\/","url":"https:\/\/atmokpo.com\/w\/wp-content\/uploads\/2024\/11\/logo.png","contentUrl":"https:\/\/atmokpo.com\/w\/wp-content\/uploads\/2024\/11\/logo.png","width":400,"height":400,"caption":"\ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8"},"image":{"@id":"https:\/\/atmokpo.com\/w\/#\/schema\/logo\/image\/"},"sameAs":["https:\/\/x.com\/bebubo4"]},{"@type":"Person","@id":"https:\/\/atmokpo.com\/w\/#\/schema\/person\/91b6b3b138fbba0efb4ae64b1abd81d7","name":"root","image":{"@type":"ImageObject","inLanguage":"ko-KR","@id":"https:\/\/atmokpo.com\/w\/#\/schema\/person\/image\/","url":"https:\/\/secure.gravatar.com\/avatar\/708197b41fc6435a7ce22d951b25d4a47e9e904270cb1f04682d4f025066f80c?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/708197b41fc6435a7ce22d951b25d4a47e9e904270cb1f04682d4f025066f80c?s=96&d=mm&r=g","caption":"root"},"sameAs":["http:\/\/atmokpo.com\/w"],"url":"https:\/\/atmokpo.com\/w\/author\/root\/"}]}},"jetpack_featured_media_url":"","jetpack_sharing_enabled":true,"jetpack-related-posts":[],"_links":{"self":[{"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/posts\/25221","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=25221"}],"version-history":[{"count":1,"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/posts\/25221\/revisions"}],"predecessor-version":[{"id":25222,"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/posts\/25221\/revisions\/25222"}],"wp:attachment":[{"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/media?parent=25221"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/categories?post=25221"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/tags?post=25221"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}