{"id":25209,"date":"2024-10-26T09:53:02","date_gmt":"2024-10-26T09:53:02","guid":{"rendered":"http:\/\/atmokpo.com\/w\/?p=25209"},"modified":"2024-11-26T08:02:31","modified_gmt":"2024-11-26T08:02:31","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-%eb%8b%a4%ec%96%91%ed%95%9c-%eb%8b%a8%ec%96%b4%ec%9d%98-%ed%91%9c%ed%98%84-%eb%b0%a9","status":"publish","type":"post","link":"https:\/\/atmokpo.com\/w\/25209\/","title":{"rendered":"\ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac, \ub2e4\uc591\ud55c \ub2e8\uc5b4\uc758 \ud45c\ud604 \ubc29\ubc95"},"content":{"rendered":"<p>\uc790\uc5f0\uc5b4 \ucc98\ub9ac(Natural Language Processing, NLP)\ub294 \uc778\uacf5\uc9c0\ub2a5\uc758 \ud55c \ubd84\uc57c\ub85c, \ucef4\ud4e8\ud130\uac00 \uc778\uac04\uc758 \uc5b8\uc5b4\ub97c \uc774\ud574\ud558\uace0 \ud574\uc11d\ud558\ub294 \uac83\uc744 \ubaa9\ud45c\ub85c \ud569\ub2c8\ub2e4. \ucd5c\uadfc \uba87 \ub144 \uac04 \ub525 \ub7ec\ub2dd \uae30\uc220\uc758 \ubc1c\uc804 \ub355\ubd84\uc5d0 \uc790\uc5f0\uc5b4 \ucc98\ub9ac \ubd84\uc57c\ub294 \ube44\uc57d\uc801\uc778 \ubc1c\uc804\uc744 \uc774\ub8e9\ud588\uc2b5\ub2c8\ub2e4. \uc774\ubc88 \uac15\uc88c\uc5d0\uc11c\ub294 \ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc758 \uae30\ucd08\uc640 \ub2e4\uc591\ud55c \ub2e8\uc5b4\uc758 \ud45c\ud604 \ubc29\ubc95\uc5d0 \ub300\ud574 \uc54c\uc544\ubcf4\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n<h2>1. \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc758 \uae30\ucd08<\/h2>\n<p>\uc790\uc5f0\uc5b4 \ucc98\ub9ac\ub294 \uc5b8\uc5b4\uc758 \uad6c\uc870\uc640 \uc758\ubbf8\ub97c \uc774\ud574\ud558\uace0, \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130\ub97c \ubd84\uc11d\ud558\ub294 \uae30\uc220\uc785\ub2c8\ub2e4. \uae30\ubcf8\uc801\uc73c\ub85c \uc790\uc5f0\uc5b4 \ucc98\ub9ac\ub294 \ub2e4\uc74c\uacfc \uac19\uc740 \ub2e8\uacc4\ub85c \uc9c4\ud589\ub429\ub2c8\ub2e4.<\/p>\n<ul>\n<li><strong>\ud1a0\ud070\ud654(Tokenization):<\/strong> \ud14d\uc2a4\ud2b8\ub97c \ub2e8\uc5b4, \ubb38\uc7a5 \ub4f1\uc758 \ub2e8\uc704\ub85c \ub098\ub204\ub294 \uacfc\uc815\uc785\ub2c8\ub2e4.<\/li>\n<li><strong>\ud488\uc0ac \ud0dc\uae45(Part-of-Speech Tagging):<\/strong> \uac01 \ub2e8\uc5b4\uc758 \ud488\uc0ac\ub97c \uc2dd\ubcc4\ud558\ub294 \uacfc\uc815\uc785\ub2c8\ub2e4.<\/li>\n<li><strong>\uad6c\ubb38 \ubd84\uc11d(Syntax Parsing):<\/strong> \ubb38\uc7a5\uc758 \uad6c\uc870\ub97c \ubd84\uc11d\ud558\uc5ec \uc758\ubbf8\ub97c \uc774\ud574\ud558\ub294 \uacfc\uc815\uc785\ub2c8\ub2e4.<\/li>\n<li><strong>\uc758\ubbf8 \ubd84\uc11d(Semantic Analysis):<\/strong> \ubb38\uc7a5\uc758 \uc758\ubbf8\ub97c \ud574\uc11d\ud558\ub294 \uacfc\uc815\uc785\ub2c8\ub2e4.<\/li>\n<li><strong>\ub2f4\ud654 \ubd84\uc11d(Discourse Analysis):<\/strong> \uc11c\ub85c \uad00\ub828\ub41c \uc5ec\ub7ec \ubb38\uc7a5 \uac04\uc758 \uad00\uacc4\ub97c \uc774\ud574\ud558\ub294 \uacfc\uc815\uc785\ub2c8\ub2e4.<\/li>\n<\/ul>\n<p>\uac01 \ub2e8\uacc4\uc5d0\uc11c \ub525 \ub7ec\ub2dd \uae30\ubc95\uc744 \ud65c\uc6a9\ud558\uba74 \ub354 \ub192\uc740 \uc815\ud655\ub3c4\ub85c \uc5b8\uc5b4\ub97c \ucc98\ub9ac\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h2>2. \ub525 \ub7ec\ub2dd\uc758 \uae30\ubcf8 \uac1c\ub150<\/h2>\n<p>\ub525 \ub7ec\ub2dd\uc740 \uc778\uacf5 \uc2e0\uacbd\ub9dd\uc744 \uae30\ubc18\uc73c\ub85c \ud55c \uae30\uacc4 \ud559\uc2b5 \uae30\ubc95\uc785\ub2c8\ub2e4. \ud2b9\ud788 \ub2e4\uce35 \ud37c\uc149\ud2b8\ub860(Multi-layer Perceptron)\uc744 \ud1b5\ud574 \ub370\uc774\ud130\uc758 \ubcf5\uc7a1\ud55c \ud328\ud134\uc744 \ud559\uc2b5\ud558\ub294 \uac83\uc774 \ud2b9\uc9d5\uc785\ub2c8\ub2e4. \ub525 \ub7ec\ub2dd\uc758 \uae30\ubcf8 \uc694\uc18c\ub294 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4.<\/p>\n<ul>\n<li><strong>\uc2e0\uacbd\ub9dd(Neural Network):<\/strong> \uc785\ub825\uce35, \uc740\ub2c9\uce35, \ucd9c\ub825\uce35\uc73c\ub85c \uad6c\uc131\ub41c \uad6c\uc870\ub85c, \uac01 \uce35\uc740 \ub178\ub4dc(\uc720\ub2db)\ub85c \uc774\ub8e8\uc5b4\uc838 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<li><strong>\ud65c\uc131\ud654 \ud568\uc218(Activation Function):<\/strong> \uc2e0\uacbd\ub9dd\uc758 \ucd9c\ub825\uac12\uc744 \uacb0\uc815\ud558\ub294 \ub370 \uc0ac\uc6a9\ub418\ub294 \ud568\uc218\uc785\ub2c8\ub2e4. \ud754\ud788 \uc0ac\uc6a9\ub418\ub294 \ud65c\uc131\ud654 \ud568\uc218\uc5d0\ub294 ReLU, Sigmoid, Tanh\uac00 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<li><strong>\uc190\uc2e4 \ud568\uc218(Loss Function):<\/strong> \ubaa8\ub378\uc758 \uc608\uce21\uac12\uacfc \uc2e4\uc81c \uac12 \uac04\uc758 \ucc28\uc774\ub97c \uce21\uc815\ud558\ub294 \ud568\uc218\uc785\ub2c8\ub2e4. \uc190\uc2e4 \ud568\uc218\uc758 \uac12\uc744 \ucd5c\uc18c\ud654\ud558\uae30 \uc704\ud55c \ucd5c\uc801\ud654 \uacfc\uc815\uc744 \ud1b5\ud574 \ubaa8\ub378\uc774 \ud559\uc2b5\ub429\ub2c8\ub2e4.<\/li>\n<li><strong>\uacbd\uc0ac \ud558\uac15\ubc95(Gradient Descent):<\/strong> \uc190\uc2e4 \ud568\uc218\ub97c \ucd5c\uc18c\ud654\ud558\uae30 \uc704\ud574 \ud30c\ub77c\ubbf8\ud130\ub97c \uc870\uc815\ud558\ub294 \uc54c\uace0\ub9ac\uc998\uc785\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h2>3. \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc5d0\uc11c \ub525 \ub7ec\ub2dd\uc758 \uc751\uc6a9<\/h2>\n<p>\ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac\ub294 \ud14d\uc2a4\ud2b8 \ubd84\ub958, \uac10\uc815 \ubd84\uc11d, \uae30\uacc4 \ubc88\uc5ed \ub4f1 \ub2e4\uc591\ud55c \ubd84\uc57c\uc5d0 \ud65c\uc6a9\ub429\ub2c8\ub2e4. \ud2b9\ud788 \ub525 \ub7ec\ub2dd\uc740 \ub2e4\uc74c\uacfc \uac19\uc740 \ubc29\ubc95\uc73c\ub85c \uc790\uc5f0\uc5b4 \ucc98\ub9ac\ub97c \uc9c0\uc6d0\ud569\ub2c8\ub2e4.<\/p>\n<ul>\n<li><strong>\ub2e8\uc5b4 \uc784\ubca0\ub529(Word Embedding):<\/strong> \ub2e8\uc5b4\ub97c \uace0\ucc28\uc6d0 \uacf5\uac04\uc758 \ubca1\ud130\ub85c \ubcc0\ud658\ud558\uc5ec \uc758\ubbf8\uc801\uc778 \uc720\uc0ac\uc131\uc744 \ud45c\ud604\ud569\ub2c8\ub2e4. Word2Vec, GloVe, FastText \ub4f1\uc774 \ub300\ud45c\uc801\uc778 \ub2e8\uc5b4 \uc784\ubca0\ub529 \uae30\ubc95\uc785\ub2c8\ub2e4.<\/li>\n<li><strong>\uc21c\ud658 \uc2e0\uacbd\ub9dd(Recurrent Neural Network, RNN):<\/strong> \uc2dc\ud000\uc2a4 \ub370\uc774\ud130\ub97c \ucc98\ub9ac\ud558\ub294 \ub370 \uc720\ub9ac\ud55c \uad6c\uc870\ub85c, \uc774\uc804 \uc0c1\ud0dc \uc815\ubcf4\ub97c \ub2e4\uc74c \uc0c1\ud0dc\ub85c \uc804\ub2ec\ud558\uc5ec \ubb38\ub9e5\uc744 \uace0\ub824\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\uc7a5\uae30 \ub2e8\uae30 \uba54\ubaa8\ub9ac(Long Short-Term Memory, LSTM):<\/strong> RNN\uc758 \ubcc0\ud615\uc73c\ub85c, \uae34 \uc2dc\ud000\uc2a4 \ub370\uc774\ud130\uc758 \uc758\uc874\uc131\uc744 \ud6a8\uacfc\uc801\uc73c\ub85c \ucc98\ub9ac\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\ubcc0\ud658\uae30(Transformer):<\/strong> \uc8fc\uc758 \uba54\ucee4\ub2c8\uc998\uc744 \uae30\ubc18\uc73c\ub85c \ud55c \uc544\ud0a4\ud14d\ucc98\ub85c, \ubcd1\ub82c\ud654\uac00 \uac00\ub2a5\ud558\uc5ec \ub300\uaddc\ubaa8 \ub370\uc774\ud130 \ucc98\ub9ac\uc5d0 \ud6a8\uc728\uc801\uc785\ub2c8\ub2e4. BERT, GPT\uc640 \uac19\uc740 \ucd5c\uc2e0 \ubaa8\ub378\uc774 \uc774\uc5d0 \ud574\ub2f9\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h2>4. \ub2e4\uc591\ud55c \ub2e8\uc5b4 \ud45c\ud604 \ubc29\ubc95<\/h2>\n<p>\uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc5d0\uc11c \ub2e8\uc5b4\ub97c \ud45c\ud604\ud558\ub294 \ubc29\ubc95\uc740 \ub2e4\uc591\ud569\ub2c8\ub2e4. \uadf8 \uc911 \uba87 \uac00\uc9c0 \uc8fc\uc694 \ubc29\ubc95\uc744 \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n<h3>4.1. \uc6d0 \ud56b \uc778\ucf54\ub529(One-Hot Encoding)<\/h3>\n<p>\uc6d0 \ud56b \uc778\ucf54\ub529\uc740 \uac01 \ub2e8\uc5b4\ub97c \ubca1\ud130 \ud615\ud0dc\ub85c \ud45c\ud604\ud558\ub294 \ubc29\ubc95\uc785\ub2c8\ub2e4. \uac01 \ub2e8\uc5b4\ub294 \ud2b9\uc815 \uc778\ub371\uc2a4\uc5d0\ub9cc 1\uc758 \uac12\uc744 \uac00\uc9c0\uba70, \ub098\uba38\uc9c0 \uc778\ub371\uc2a4\ub294 0\uc785\ub2c8\ub2e4. \uc774 \ubc29\ubc95\uc740 \uc9c1\uad00\uc801\uc774\uc9c0\ub9cc, \ub2e8\uc5b4\uc758 \uc758\ubbf8\uc801 \uc720\uc0ac\uc131\uc744 \ud45c\ud604\ud558\uae30 \uc5b4\ub835\ub2e4\ub294 \ub2e8\uc810\uc774 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h3>4.2. \ub2e8\uc5b4 \uc784\ubca0\ub529(Word Embedding)<\/h3>\n<p>\ub2e8\uc5b4 \uc784\ubca0\ub529\uc740 \ub2e8\uc5b4\ub97c \uace0\ucc28\uc6d0 \ubca1\ud130\ub85c \ud45c\ud604\ud558\uc5ec \uc758\ubbf8\uc801 \uc720\uc0ac\uc131\uc744 \ubc18\uc601\ud569\ub2c8\ub2e4. \uc774 \ubc29\ubc95\uc758 \ub300\ud45c\uc801\uc778 \ubaa8\ub378\ub85c\ub294 \ub2e4\uc74c\uacfc \uac19\uc740 \uac83\ub4e4\uc774 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<ul>\n<li><strong>Word2Vec:<\/strong> \ub2e8\uc5b4 \uac04\uc758 \uc720\uc0ac\uc131\uc744 \ud559\uc2b5\ud558\ub294 \ub370 \ucd08\uc810\uc744 \ub9de\ucd98 \ubaa8\ub378\ub85c, CBOW(Continuous Bag of Words)\uc640 Skip-gram \ub450 \uac00\uc9c0 \ubc29\uc2dd\uc774 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<li><strong>GloVe:<\/strong> \uc804\uc5ed \ud1b5\uacc4 \uc815\ubcf4\ub97c \uae30\ubc18\uc73c\ub85c \ub2e8\uc5b4 \uac04\uc758 \uad00\uacc4\ub97c \ubaa8\ub378\ub9c1\ud558\uc5ec \ubca1\ud130\ub97c \uc0dd\uc131\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>FastText:<\/strong> \uac01\uac01\uc758 \ub2e8\uc5b4\ub97c n\uadf8\ub7a8\uc73c\ub85c \ub098\ub204\uc5b4, \ubd80\ubd84 \ub2e8\uc5b4\uc758 \uc815\ubcf4\ub3c4 \ud65c\uc6a9\ud558\ub294 \ubc29\ubc95\uc785\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h3>4.3. \ubb38\uc7a5 \uc784\ubca0\ub529(Sentence Embedding)<\/h3>\n<p>\ubb38\uc7a5 \uc784\ubca0\ub529\uc740 \uc804\uccb4 \ubb38\uc7a5\uc744 \ubca1\ud130 \ud615\ud0dc\ub85c \ud45c\ud604\ud558\ub294 \ubc29\ubc95\uc785\ub2c8\ub2e4. \uc774\ub294 \ubb38\uc7a5 \uac04\uc758 \uc758\ubbf8\uc801 \uc720\uc0ac\uc131\uc744 \ube44\uad50\ud558\ub294 \ub370 \uc720\uc6a9\ud569\ub2c8\ub2e4. \ub300\ud45c\uc801\uc778 \uae30\ubc95\uc73c\ub85c\ub294 \ub2e4\uc74c\uacfc \uac19\uc740 \uac83\ub4e4\uc774 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<ul>\n<li><strong>Universal Sentence Encoder:<\/strong> \ub2e4\uc591\ud55c \ubb38\uc7a5 \uac04\uc758 \uc720\uc0ac\ub3c4\ub97c \ube44\uad50\ud560 \uc218 \uc788\ub294 \ubca1\ud130\ub97c \uc0dd\uc131\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>BERT:<\/strong> Bidirectional Encoder Representations from Transformers\uc758 \uc57d\uc790\ub85c, \ubb38\uc7a5 \uc218\uc900\uc758 \ub2e4\uc591\ud55c NLP \ud0dc\uc2a4\ud06c\uc5d0 \ud65c\uc6a9\ub429\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h3>4.4. \ucee8\ud14d\uc2a4\ud2b8 \uae30\ubc18 \uc784\ubca0\ub529(Contextualized Embeddings)<\/h3>\n<p>\ucee8\ud14d\uc2a4\ud2b8 \uae30\ubc18 \uc784\ubca0\ub529\uc740 \ub2e8\uc5b4\uc758 \uc758\ubbf8\uac00 \ubb38\ub9e5\uc5d0 \ub530\ub77c \ub2ec\ub77c\uc9c8 \uc218 \uc788\ub2e4\ub294 \uc810\uc744 \ubc18\uc601\ud558\uc5ec, \uadf8\ub7ec\ud55c \uc815\ubcf4\uac00 \ud3ec\ud568\ub41c \ubca1\ud130\ub85c \ud45c\ud604\ub429\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, BERT\uc640 GPT \ubaa8\ub378\uc740 \ud574\ub2f9\ud558\ub294 \ubb38\ub9e5 \uc18d\uc5d0\uc11c \ub2e8\uc5b4\uc758 \uc758\ubbf8\ub97c \uc798 \ud3ec\ucc29\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h2>5. \uacb0\ub860<\/h2>\n<p>\ub525 \ub7ec\ub2dd\uc740 \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc758 \ud601\uc2e0\uc801\uc778 \ubc1c\uc804\uc744 \uac00\uc838\uc654\uc73c\uba70, \ub2e4\uc591\ud55c \ub2e8\uc5b4 \ud45c\ud604 \ubc29\ubc95\uc744 \ud1b5\ud574 \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130\ub97c \ub354\uc6b1 \uae4a\uc774 \uc774\ud574\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc6d0 \ud56b \uc778\ucf54\ub529\uc5d0\uc11c\ubd80\ud130, \ub2e8\uc5b4 \uc784\ubca0\ub529, \ubb38\uc7a5 \uc784\ubca0\ub529, \ucee8\ud14d\uc2a4\ud2b8 \uae30\ubc18 \uc784\ubca0\ub529\uae4c\uc9c0 \uac01 \ubc29\uc2dd\uc740 \uace0\uc720\ud55c \uc7a5\uc810\uacfc \ub2e8\uc810\uc744 \uac00\uc9c0\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc55e\uc73c\ub85c\ub3c4 \ub525 \ub7ec\ub2dd \uae30\uc220\uc744 \ud65c\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc758 \ubc1c\uc804\uc774 \uae30\ub300\ub429\ub2c8\ub2e4.<\/p>\n<p>\ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac \uae30\uc220\uc740 \ud604\uc7ac \uc0b0\uc5c5 \uc804\ubc18\uc5d0 \uac78\uccd0 \ud65c\uc6a9\ub418\uace0 \uc788\uc73c\uba70, \uc55e\uc73c\ub85c\ub3c4 \ub354\uc6b1 \ub9ce\uc740 \uc751\uc6a9\uc774 \uc774\ub8e8\uc5b4\uc9c8 \uac83\uc785\ub2c8\ub2e4. \uc774 \uac15\uc88c\ub97c \ud1b5\ud574 \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc758 \uae30\ucd08\uc640 \ub525 \ub7ec\ub2dd\uc758 \ub2e4\uc591\ud55c \ub2e8\uc5b4 \ud45c\ud604 \ubc29\ubc95\uc5d0 \ub300\ud574 \uc774\ud574\ud558\ub294 \ub370 \ub3c4\uc6c0\uc774 \ub418\uc5c8\uae30\ub97c \ubc14\ub78d\ub2c8\ub2e4.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\uc790\uc5f0\uc5b4 \ucc98\ub9ac(Natural Language Processing, NLP)\ub294 \uc778\uacf5\uc9c0\ub2a5\uc758 \ud55c \ubd84\uc57c\ub85c, \ucef4\ud4e8\ud130\uac00 \uc778\uac04\uc758 \uc5b8\uc5b4\ub97c \uc774\ud574\ud558\uace0 \ud574\uc11d\ud558\ub294 \uac83\uc744 \ubaa9\ud45c\ub85c \ud569\ub2c8\ub2e4. \ucd5c\uadfc \uba87 \ub144 \uac04 \ub525 \ub7ec\ub2dd \uae30\uc220\uc758 \ubc1c\uc804 \ub355\ubd84\uc5d0 \uc790\uc5f0\uc5b4 \ucc98\ub9ac \ubd84\uc57c\ub294 \ube44\uc57d\uc801\uc778 \ubc1c\uc804\uc744 \uc774\ub8e9\ud588\uc2b5\ub2c8\ub2e4. \uc774\ubc88 \uac15\uc88c\uc5d0\uc11c\ub294 \ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc758 \uae30\ucd08\uc640 \ub2e4\uc591\ud55c \ub2e8\uc5b4\uc758 \ud45c\ud604 \ubc29\ubc95\uc5d0 \ub300\ud574 \uc54c\uc544\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. 1. \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc758 \uae30\ucd08 \uc790\uc5f0\uc5b4 \ucc98\ub9ac\ub294 \uc5b8\uc5b4\uc758 \uad6c\uc870\uc640 \uc758\ubbf8\ub97c \uc774\ud574\ud558\uace0, &hellip; <a href=\"https:\/\/atmokpo.com\/w\/25209\/\" class=\"more-link\">\ub354 \ubcf4\uae30<span class=\"screen-reader-text\"> &#8220;\ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac, \ub2e4\uc591\ud55c \ub2e8\uc5b4\uc758 \ud45c\ud604 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