{"id":25267,"date":"2024-10-26T09:53:28","date_gmt":"2024-10-26T09:53:28","guid":{"rendered":"http:\/\/atmokpo.com\/w\/?p=25267"},"modified":"2024-11-26T08:02:20","modified_gmt":"2024-11-26T08:02:20","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%b8%b5-%ed%8d%bc%ec%85%89%ed%8a%b8%eb%a1%a0multilayer-perceptron-mlp","status":"publish","type":"post","link":"https:\/\/atmokpo.com\/w\/25267\/","title":{"rendered":"\ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac, \ub2e4\uce35 \ud37c\uc149\ud2b8\ub860(MultiLayer Perceptron, MLP)\uc73c\ub85c \ud14d\uc2a4\ud2b8 \ubd84\ub958\ud558\uae30"},"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 \ucc98\ub9ac\ud560 \uc218 \uc788\ub3c4\ub85d \ud558\ub294 \uae30\uc220\uc785\ub2c8\ub2e4. \ucd5c\uadfc \uba87 \ub144 \ub3d9\uc548 \ub525 \ub7ec\ub2dd\uc740 \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc5d0\uc11c \uc911\uc694\ud55c \uc5ed\ud560\uc744 \ud558\uace0 \uc788\uc73c\uba70, \ub2e4\uce35 \ud37c\uc149\ud2b8\ub860(MultiLayer Perceptron, MLP)\uc740 \ub525 \ub7ec\ub2dd\uc758 \uae30\ubcf8\uc801\uc778 \uc2e0\uacbd\ub9dd \uad6c\uc870 \uc911 \ud558\ub098\ub85c, \ud14d\uc2a4\ud2b8 \ubd84\ub958\uc640 \uac19\uc740 \ub2e4\uc591\ud55c NLP \uc791\uc5c5\uc5d0 \ub110\ub9ac \uc0ac\uc6a9\ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h2>1. \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc758 \uac1c\ub150<\/h2>\n<p>\uc790\uc5f0\uc5b4 \ucc98\ub9ac\ub780, \ucef4\ud4e8\ud130\uac00 \uc778\uac04\uc758 \uc790\uc5f0\uc5b4\ub97c \uc778\uc2dd\ud558\uace0 \uc774\ud574\ud55c \ub4a4, \uc774\ub97c \ucc98\ub9ac\ud558\uc5ec \uc720\uc6a9\ud55c \uc815\ubcf4\ub97c \ub3c4\ucd9c\ud558\ub294 \uae30\uc220\uc785\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \ud14d\uc2a4\ud2b8 \ubd84\ub958, \uac10\uc815 \ubd84\uc11d, \uae30\uacc4 \ubc88\uc5ed \ub4f1\uc774 \uc788\uc2b5\ub2c8\ub2e4. NLP \uae30\uc220\uc740 \uae30\uacc4 \ud559\uc2b5 \ubc0f \ub525 \ub7ec\ub2dd \ubaa8\ub378\uc744 \ud1b5\ud574 \ubc1c\uc804\ud558\uace0 \uc788\uc73c\uba70, \ud2b9\ud788 \ub2e4\uce35 \ud37c\uc149\ud2b8\ub860\uc740 \uc774\ub7ec\ud55c \ubc1c\uc804\uc758 \ud575\uc2ec \uc5ed\ud560\uc744 \ud569\ub2c8\ub2e4.<\/p>\n<h2>2. \ud14d\uc2a4\ud2b8 \ubd84\ub958\ub780?<\/h2>\n<p>\ud14d\uc2a4\ud2b8 \ubd84\ub958(Text Classification)\ub294 \uc8fc\uc5b4\uc9c4 \ud14d\uc2a4\ud2b8\uac00 \uc5b4\ub5a4 \uce74\ud14c\uace0\ub9ac\uc5d0 \uc18d\ud558\ub294\uc9c0\ub97c \uad6c\ubd84\ud558\ub294 \uc791\uc5c5\uc785\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \ub274\uc2a4 \uae30\uc0ac\ub97c &#8216;\uc2a4\ud3ec\uce20&#8217;, &#8216;\uc815\uce58&#8217;, &#8216;\uacbd\uc81c&#8217; \ub4f1\uc758 \uce74\ud14c\uace0\ub9ac\ub85c \ubd84\ub958\ud558\uac70\ub098, \uace0\uac1d \ub9ac\ubdf0\ub97c &#8216;\uae0d\uc815\uc801&#8217;, &#8216;\ubd80\uc815\uc801&#8217;\uc73c\ub85c \ubd84\ub958\ud558\ub294 \ub4f1\uc758 \uc0ac\ub840\uac00 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \uacfc\uc815\uc5d0\uc11c \ud6a8\uacfc\uc801\uc778 \ud2b9\uc131 \ucd94\ucd9c\uacfc \ud559\uc2b5\uc774 \ud544\uc218\uc801\uc785\ub2c8\ub2e4.<\/p>\n<h2>3. \ub2e4\uce35 \ud37c\uc149\ud2b8\ub860(MultiLayer Perceptron, MLP) \uad6c\uc870<\/h2>\n<p>\ub2e4\uce35 \ud37c\uc149\ud2b8\ub860\uc740 \uc785\ub825\uce35, \uc740\ub2c9\uce35, \ucd9c\ub825\uce35\uc73c\ub85c \uad6c\uc131\ub41c \uc2e0\uacbd\ub9dd\uc785\ub2c8\ub2e4. MLP\uc758 \uc911\uc694\ud55c \ud2b9\uc9d5\uc740 \ub2e4\uce35\uc758 \uad6c\uc870\ub97c \ud1b5\ud574 \ube44\uc120\ud615\uc131\uc744 \ud559\uc2b5\ud560 \uc218 \uc788\ub2e4\ub294 \uc810\uc785\ub2c8\ub2e4. \uac01 \uce35\uc740 \uc5ec\ub7ec \uac1c\uc758 \ub274\ub7f0\uc73c\ub85c \uad6c\uc131\ub418\uba70, \uac01 \ub274\ub7f0\uc740 \ud65c\uc131\ud654 \ud568\uc218\uc5d0 \ub530\ub77c \ucd9c\ub825\uc744 \uc0dd\uc131\ud558\uace0, \uc774\ub294 \ub2e4\uc74c \uce35\uc73c\ub85c \uc804\ub2ec\ub429\ub2c8\ub2e4.<\/p>\n<h3>3.1 MLP\uc758 \uad6c\uc131 \uc694\uc18c<\/h3>\n<ul>\n<li><strong>\uc785\ub825\uce35(Input Layer):<\/strong> \uc785\ub825 \ub370\uc774\ud130\uac00 \ub4e4\uc5b4\uc624\ub294 \uce35\uc785\ub2c8\ub2e4. \uac01 \ub274\ub7f0\uc740 \uc785\ub825 \ud2b9\uc131\uc758 \ud558\ub098\ub97c \ub098\ud0c0\ub0c5\ub2c8\ub2e4.<\/li>\n<li><strong>\uc740\ub2c9\uce35(Hidden Layer):<\/strong> \uc785\ub825\uce35\uacfc \ucd9c\ub825\uce35 \uc0ac\uc774\uc5d0 \uc704\uce58\ud55c \uce35\uc73c\ub85c, \uc5ec\ub7ec \uac1c\uc758 \uc740\ub2c9\uce35\uc744 \uac00\uc9c8 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc740\ub2c9\uce35\uc758 \ub274\ub7f0\ub4e4\uc740 \uc785\ub825\uc5d0 \ub300\ud55c \uac00\uc911\uce58\ub97c \ud559\uc2b5\ud558\uc5ec, \ube44\uc120\ud615 \ud2b9\uc131\uc744 \ucd94\ucd9c\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\ucd9c\ub825\uce35(Output Layer):<\/strong> \ucd5c\uc885 \uacb0\uacfc\uac00 \ucd9c\ub825\ub418\ub294 \uce35\uc73c\ub85c, \ud2b9\uc815 \ud074\ub798\uc2a4\uc5d0 \ub300\ud55c \ud655\ub960 \ubd84\ud3ec\ub97c \uc0dd\uc131\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h3>3.2 \ud65c\uc131\ud654 \ud568\uc218<\/h3>\n<p>\ud65c\uc131\ud654 \ud568\uc218\ub294 \uc2e0\uacbd\ub9dd\uc5d0\uc11c \uc911\uc694\ud55c \uc5ed\ud560\uc744 \ud558\uba70, \uac01 \ub274\ub7f0\uc758 \ucd9c\ub825\uac12\uc744 \uacb0\uc815\ud558\ub294 \ud568\uc218\uc785\ub2c8\ub2e4. \ub300\ud45c\uc801\uc778 \ud65c\uc131\ud654 \ud568\uc218\ub85c\ub294 \ub2e4\uc74c\uacfc \uac19\uc740 \uac83\ub4e4\uc774 \uc788\uc2b5\ub2c8\ub2e4:<\/p>\n<ul>\n<li><strong>\uc2dc\uadf8\ubaa8\uc774\ub4dc(Sigmoid):<\/strong> 0\uacfc 1 \uc0ac\uc774\uc758 \uac12\uc744 \ucd9c\ub825\ud558\ub294 \ud568\uc218\ub85c, \uc774\uc9c4 \ubd84\ub958 \ubb38\uc81c\uc5d0 \uc798 \uc0ac\uc6a9\ub429\ub2c8\ub2e4.<\/li>\n<li><strong>ReLU(Rectified Linear Unit):<\/strong> 0 \uc774\uc0c1\uc758 \uac12\uc740 \uadf8\ub300\ub85c \ucd9c\ub825\ud558\uace0, 0 \uc774\ud558\uc758 \uac12\uc740 0\uc73c\ub85c \ucd9c\ub825\ud558\ub294 \ud568\uc218\ub85c, \ud604\uc7ac \ub9ce\uc740 \ub525 \ub7ec\ub2dd \ubaa8\ub378\uc5d0\uc11c \ud45c\uc900\uc73c\ub85c \uc0ac\uc6a9\ub429\ub2c8\ub2e4.<\/li>\n<li><strong>\uc18c\ud504\ud2b8\ub9e5\uc2a4(Softmax):<\/strong> \ub2e4\uc911 \ud074\ub798\uc2a4 \ubd84\ub958 \ubb38\uc81c\uc5d0\uc11c \uac01 \ud074\ub798\uc2a4\uc758 \ud655\ub960 \ubd84\ud3ec\ub97c \ucd9c\ub825\ud558\ub294 \ud568\uc218\uc785\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h2>4. MLP\ub97c \uc774\uc6a9\ud55c \ud14d\uc2a4\ud2b8 \ubd84\ub958<\/h2>\n<p>\uc790 \uc774\uc81c MLP\ub97c \uc774\uc6a9\ud558\uc5ec \ud14d\uc2a4\ud2b8 \ubd84\ub958\ub97c \uc218\ud589\ud558\ub294 \ubc29\ubc95\uc744 \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. \uc774 \uacfc\uc815\uc740 \ub370\uc774\ud130 \uc218\uc9d1, \uc804\ucc98\ub9ac, \ubaa8\ub378 \uc124\uacc4, \ud6c8\ub828, \ud3c9\uac00\ub85c \ub098\ub20c \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h3>4.1 \ub370\uc774\ud130 \uc218\uc9d1<\/h3>\n<p>\ud14d\uc2a4\ud2b8 \ubd84\ub958\ub97c \uc704\ud55c \ub370\uc774\ud130\ub294 \ud574\ub2f9 \uc0bd\uc785\ud560 \ubaa9\uc801\uacfc \uad00\ub828\ub41c \ub370\uc774\ud130\ub97c \uc218\uc9d1\ud558\ub294 \uac83\uc5d0\uc11c \uc2dc\uc791\ub429\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, SNS \ub370\uc774\ud130\ub97c \uc0ac\uc6a9\ud558\uc5ec \uac10\uc815 \ubd84\uc11d\uc744 \ud558\uace0\uc790 \ud560 \ub54c, \uae0d\uc815\uc801\uc778 \uac8c\uc2dc\ubb3c\uacfc \ubd80\uc815\uc801\uc778 \uac8c\uc2dc\ubb3c\uc744 \uc218\uc9d1\ud574\uc57c \ud569\ub2c8\ub2e4. \uc774 \ub370\uc774\ud130\ub294 \uacf5\uac1c\ub41c \ub370\uc774\ud130\uc14b(\uc608: IMDB \uc601\ud654 \ub9ac\ubdf0, \ub274\uc2a4 \ub370\uc774\ud130\uc14b \ub4f1)\uc744 \uc0ac\uc6a9\ud560 \uc218\ub3c4 \uc788\uace0, \ud06c\ub864\ub9c1\uc744 \ud1b5\ud574 \uc218\uc9d1\ud560 \uc218\ub3c4 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h3>4.2 \ub370\uc774\ud130 \uc804\ucc98\ub9ac<\/h3>\n<p>\ub370\uc774\ud130 \uc218\uc9d1 \ud6c4\uc5d0\ub294 \uc804\ucc98\ub9ac\uac00 \ud544\uc694\ud569\ub2c8\ub2e4. \uc804\ucc98\ub9ac \uacfc\uc815\uc5d0\uc11c\ub294 \ub2e4\uc74c\uacfc \uac19\uc740 \ub2e8\uacc4\ub97c \uac70\uce69\ub2c8\ub2e4:<\/p>\n<ul>\n<li><strong>\ud1a0\ud070\ud654(Tokenization):<\/strong> \ubb38\uc7a5\uc744 \ub2e8\uc5b4 \ub2e8\uc704\ub85c \ub098\ub204\ub294 \uacfc\uc815\uc785\ub2c8\ub2e4.<\/li>\n<li><strong>\ubd88\uc6a9\uc5b4 \uc81c\uac70(Stopword Removal):<\/strong> \uc758\ubbf8\uac00 \uc5c6\ub294 \uc790\uc8fc \ub098\ud0c0\ub098\ub294 \ub2e8\uc5b4\ub4e4\uc744 \uc81c\uac70\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\uc5b4\uac04 \ucd94\ucd9c(Stemming) \ubc0f \ud45c\uc81c\uc5b4 \ucd94\ucd9c(Lemmatization):<\/strong> \ub2e8\uc5b4\ub97c \uadf8 \uae30\ubcf8 \ud615\ud0dc\ub85c \ubcc0\ud658\ud558\uc5ec \ucc28\uc6d0\uc744 \uc904\uc785\ub2c8\ub2e4.<\/li>\n<li><strong>\uc784\ubca0\ub529(Embedding):<\/strong> \ub2e8\uc5b4\ub97c \ubca1\ud130\ub85c \ubcc0\ud658\ud558\uc5ec \uc2e0\uacbd\ub9dd\uc5d0\uc11c \uc0ac\uc6a9\ud560 \uc218 \uc788\ub3c4\ub85d \ud569\ub2c8\ub2e4. \uc5ec\uae30\uc11c\ub294 Word2Vec, GloVe \ub610\ub294 Transformer \uae30\ubc18\uc758 BERT \uac19\uc740 \ubc29\ubc95\uc744 \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h3>4.3 MLP \ubaa8\ub378 \uc124\uacc4<\/h3>\n<p>\uc804\ucc98\ub9ac\uac00 \uc644\ub8cc\ub41c \ub370\uc774\ud130\ub97c \ubc14\ud0d5\uc73c\ub85c MLP \ubaa8\ub378\uc744 \uc124\uacc4\ud569\ub2c8\ub2e4. \uc77c\ubc18\uc801\uc73c\ub85c \ub2e4\uc74c\uacfc \uac19\uc774 \uc124\uc815\ud569\ub2c8\ub2e4:<\/p>\n<ul>\n<li><strong>\uc785\ub825\uce35:<\/strong> \uc785\ub825 \ud2b9\uc131\uc758 \uc218\uc640 \ub3d9\uc77c\ud55c \ub274\ub7f0 \uc218\ub97c \uc124\uc815\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\uc740\ub2c9\uce35:<\/strong> \ubcf4\ud1b5 1\uac1c \uc774\uc0c1\uc758 \uc740\ub2c9\uce35\uc744 \uc124\uc815\ud558\uba70, \uac01 \uce35\uc758 \ub274\ub7f0 \uc218\ub294 \uc2e4\ud5d8\uc801\uc73c\ub85c \uacb0\uc815\ud569\ub2c8\ub2e4. \uc77c\ubc18\uc801\uc73c\ub85c \uc740\ub2c9\uce35\uc758 \uc218\uac00 \ub9ce\uc744\uc218\ub85d \ubaa8\ub378\uc758 \ud559\uc2b5 \ub2a5\ub825\uc774 \uc99d\uac00\ud558\uc9c0\ub9cc, \uacfc\uc801\ud569(overfitting)\uc744 \ud53c\ud558\uae30 \uc704\ud574 \uc801\uc808\ud55c \uc870\uc808\uc774 \ud544\uc694\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\ucd9c\ub825\uce35:<\/strong> \ud074\ub798\uc2a4\uc758 \uc218\uc5d0 \ud574\ub2f9\ud558\ub294 \ub274\ub7f0\uc744 \uc124\uc815\ud558\uace0, \uc18c\ud504\ud2b8\ub9e5\uc2a4 \ud65c\uc131\ud654 \ud568\uc218\ub97c \uc0ac\uc6a9\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h3>4.4 \ubaa8\ub378 \ud6c8\ub828<\/h3>\n<p>\ubaa8\ub378 \ud6c8\ub828\uc740 \uc8fc\uc5b4\uc9c4 \ub370\uc774\ud130\uc14b\uc744 \ud1b5\ud574 \uac00\uc911\uce58\ub97c \ud559\uc2b5\uc2dc\ud0a4\ub294 \uacfc\uc815\uc785\ub2c8\ub2e4. \uc774 \uacfc\uc815\uc5d0\uc11c\ub294 \uc190\uc2e4 \ud568\uc218(loss function)\ub97c \uc815\uc758\ud558\uace0, \uacbd\ub7c9\ud654 \uc54c\uace0\ub9ac\uc998(optimizer)\uc73c\ub85c \uac00\uc911\uce58\ub97c \uac31\uc2e0\ud569\ub2c8\ub2e4. \ub300\ud45c\uc801\uc778 \uc190\uc2e4 \ud568\uc218\ub85c\ub294 \ubc94\uc8fc\ud615 \ud06c\ub85c\uc2a4 \uc5d4\ud2b8\ub85c\ud53c(categorical crossentropy)\uac00 \uc788\uc73c\uba70, Adam \ub610\ub294 SGD\uc640 \uac19\uc740 \uc635\ud2f0\ub9c8\uc774\uc800\ub97c \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h3>4.5 \ubaa8\ub378 \ud3c9\uac00<\/h3>\n<p>\ud6c8\ub828\uc774 \uc644\ub8cc\ub41c \ubaa8\ub378\uc740 \uac80\uc99d \ub370\uc774\ud130\uc14b\uc744 \uc0ac\uc6a9\ud558\uc5ec \ud3c9\uac00\ud569\ub2c8\ub2e4. \ud3c9\uac00 \uc9c0\ud45c\ub85c\ub294 \uc815\ud655\ub3c4(accuracy), \uc815\ubc00\ub3c4(precision), \uc7ac\ud604\uc728(recall), F1 \uc810\uc218 \ub4f1\uc744 \uc0ac\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ubaa8\ub378\uc758 \uc131\ub2a5\uc774 \ub9cc\uc871\uc2a4\ub7ec\uc6b8 \uacbd\uc6b0, \ud14c\uc2a4\ud2b8 \ub370\uc774\ud130\uc14b\uc5d0 \ub300\ud574 \ucd5c\uc885 \ud3c9\uac00\ub97c \uc9c4\ud589\ud569\ub2c8\ub2e4.<\/p>\n<h2>5. MLP\uc758 \uc7a5\ub2e8\uc810<\/h2>\n<p>MLP\ub294 \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc5d0\uc11c \uc720\uc6a9\ud558\uc9c0\ub9cc, \uba87 \uac00\uc9c0 \uc7a5\ub2e8\uc810\uc774 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n<h3>5.1 \uc7a5\uc810<\/h3>\n<ul>\n<li><strong>\ub2e8\uc21c\ud55c \uad6c\uc870:<\/strong> MLP\ub294 \uad6c\uc870\uac00 \uac04\ub2e8\ud558\uc5ec \uc774\ud574\ud558\uace0 \uad6c\ud604\ud558\uae30\uac00 \uc6a9\uc774\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\ube44\uc120\ud615\uc131 \ud559\uc2b5:<\/strong> MLP\uc758 \uc5ec\ub7ec \uc740\ub2c9\uce35\uc744 \ud1b5\ud574 \ube44\uc120\ud615 \uad00\uacc4\ub97c \ud6a8\uacfc\uc801\uc73c\ub85c \ud559\uc2b5\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<li><strong>\ud65c\ubc1c\ud55c \uc5f0\uad6c:<\/strong> MLP\ub294 \ub9ce\uc740 \uc5f0\uad6c\uc640 \uc2e4\ud5d8\uc5d0 \uc758\ud574 \ud6a8\uacfc\uc131\uc774 \uc785\uc99d\ub418\uc5b4 \uc788\uc73c\uba70, \ub2e4\uc591\ud55c \ubcc0\ud615 \ubaa8\ub378\ub4e4\uc774 \uac1c\ubc1c\ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h3>5.2 \ub2e8\uc810<\/h3>\n<ul>\n<li><strong>\uacfc\uc801\ud569 \uc6b0\ub824:<\/strong> \ubcf5\uc7a1\ud55c \uad6c\uc870\ub85c \uc778\ud574 \uacfc\uc801\ud569\uc774 \ubc1c\uc0dd\ud560 \uc218 \uc788\uc73c\uba70, \uc774\ub97c \ubc29\uc9c0\ud558\uae30 \uc704\ud55c \uc815\uaddc\ud654 \uae30\ubc95\uc774 \ud544\uc694\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\ud070 \ub370\uc774\ud130\uc14b \ud544\uc694:<\/strong> MLP\ub294 \ub9ce\uc740 \ub370\uc774\ud130\uc640 \uacc4\uc0b0 \uc790\uc6d0\uc744 \uc694\uad6c\ud558\uba70, \uc791\uc740 \ub370\uc774\ud130\uc14b\uc5d0\uc11c\ub294 \uc131\ub2a5\uc774 \ub5a8\uc5b4\uc9c8 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<li><strong>\uc804\uc774 \ud559\uc2b5 \ud55c\uacc4:<\/strong> \ub300\uaddc\ubaa8 \uc5b8\uc5b4 \ubaa8\ub378\uc5d0 \ube44\ud574 \uc804\uc774 \ud559\uc2b5\uc744 \ud1b5\ud55c \uc131\ub2a5 \ud5a5\uc0c1\uc774 \uc81c\uc57d\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n<h2>6. \ub9c8\uce58\uba70<\/h2>\n<p>\ub2e4\uce35 \ud37c\uc149\ud2b8\ub860(MultiLayer Perceptron, MLP)\uc744 \uc774\uc6a9\ud55c \ud14d\uc2a4\ud2b8 \ubd84\ub958\ub294 \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc5d0\uc11c \uae30\ucd08\uc801\uc774\uba74\uc11c\ub3c4 \uac15\ub825\ud55c \ubc29\ubc95\uc785\ub2c8\ub2e4. \ub610\ud55c, \ub525 \ub7ec\ub2dd\uc758 \ubc1c\uc804\uacfc \ud568\uaed8 \ub2e4\uc591\ud55c \uae30\uc220\uacfc \uc54c\uace0\ub9ac\uc998\uc774 \ubc1c\uc804\ud558\uace0 \uc788\uc73c\ubbc0\ub85c, MLP \uc678\uc5d0\ub3c4 \ub2e4\uc591\ud55c \uc811\uadfc \ubc29\ubc95\uc744 \uace0\ub824\ud558\ub294 \uac83\uc774 \uc911\uc694\ud569\ub2c8\ub2e4. \uc55e\uc73c\ub85c\uc758 \uc5f0\uad6c\uc640 \uac1c\ubc1c \uc5ed\uc2dc \uc774\ub7ec\ud55c \uae30\uc220\ub4e4\uc744 \uae30\ubc18\uc73c\ub85c \ub354\uc6b1 \ubc1c\uc804\ud560 \uac83\uc73c\ub85c \uae30\ub300\ub429\ub2c8\ub2e4.<\/p>\n<p>\ub530\ub77c\uc11c MLP\ub97c \ud65c\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac \uae30\uc220\uc744 \uc798 \uc774\ud574\ud558\uace0 \ud65c\uc6a9\ud55c\ub2e4\uba74, \ub2e4\uc591\ud55c \ud14d\uc2a4\ud2b8 \ub370\uc774\ud130\ub97c \ud6a8\uacfc\uc801\uc73c\ub85c \ubd84\uc11d\ud558\uace0 \ucc98\ub9ac\ud558\ub294 \ub370 \ud070 \ub3c4\uc6c0\uc774 \ub420 \uac83\uc785\ub2c8\ub2e4.<\/p>\n<h2>\ucc38\uace0 \ubb38\ud5cc<\/h2>\n<ul>\n<li>Goodfellow, I., Bengio, Y., &amp; Courville, A. (2016). Deep Learning. MIT Press.<\/li>\n<li>Russell, S., &amp; Norvig, P. (2010). Artificial Intelligence: A Modern Approach. Prentice Hall.<\/li>\n<li>Manning, C. D., &amp; Sch\u00fctze, H. (1999). Foundations of Statistical Natural Language Processing. MIT Press.<\/li>\n<\/ul>\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 \ucc98\ub9ac\ud560 \uc218 \uc788\ub3c4\ub85d \ud558\ub294 \uae30\uc220\uc785\ub2c8\ub2e4. \ucd5c\uadfc \uba87 \ub144 \ub3d9\uc548 \ub525 \ub7ec\ub2dd\uc740 \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc5d0\uc11c \uc911\uc694\ud55c \uc5ed\ud560\uc744 \ud558\uace0 \uc788\uc73c\uba70, \ub2e4\uce35 \ud37c\uc149\ud2b8\ub860(MultiLayer Perceptron, MLP)\uc740 \ub525 \ub7ec\ub2dd\uc758 \uae30\ubcf8\uc801\uc778 \uc2e0\uacbd\ub9dd \uad6c\uc870 \uc911 \ud558\ub098\ub85c, \ud14d\uc2a4\ud2b8 \ubd84\ub958\uc640 \uac19\uc740 \ub2e4\uc591\ud55c NLP \uc791\uc5c5\uc5d0 \ub110\ub9ac \uc0ac\uc6a9\ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4. 1. \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc758 \uac1c\ub150 \uc790\uc5f0\uc5b4 \ucc98\ub9ac\ub780, &hellip; <a href=\"https:\/\/atmokpo.com\/w\/25267\/\" 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\uce35 \ud37c\uc149\ud2b8\ub860(MultiLayer Perceptron, MLP)\uc73c\ub85c \ud14d\uc2a4\ud2b8 \ubd84\ub958\ud558\uae30&#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-25267","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, \ub2e4\uce35 \ud37c\uc149\ud2b8\ub860(MultiLayer Perceptron, MLP)\uc73c\ub85c \ud14d\uc2a4\ud2b8 \ubd84\ub958\ud558\uae30 - \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\/25267\/\" \/>\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, \ub2e4\uce35 \ud37c\uc149\ud2b8\ub860(MultiLayer Perceptron, MLP)\uc73c\ub85c \ud14d\uc2a4\ud2b8 \ubd84\ub958\ud558\uae30 - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" \/>\n<meta property=\"og:description\" content=\"\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 \ucc98\ub9ac\ud560 \uc218 \uc788\ub3c4\ub85d \ud558\ub294 \uae30\uc220\uc785\ub2c8\ub2e4. \ucd5c\uadfc \uba87 \ub144 \ub3d9\uc548 \ub525 \ub7ec\ub2dd\uc740 \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc5d0\uc11c \uc911\uc694\ud55c \uc5ed\ud560\uc744 \ud558\uace0 \uc788\uc73c\uba70, \ub2e4\uce35 \ud37c\uc149\ud2b8\ub860(MultiLayer Perceptron, MLP)\uc740 \ub525 \ub7ec\ub2dd\uc758 \uae30\ubcf8\uc801\uc778 \uc2e0\uacbd\ub9dd \uad6c\uc870 \uc911 \ud558\ub098\ub85c, \ud14d\uc2a4\ud2b8 \ubd84\ub958\uc640 \uac19\uc740 \ub2e4\uc591\ud55c NLP \uc791\uc5c5\uc5d0 \ub110\ub9ac \uc0ac\uc6a9\ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4. 1. \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc758 \uac1c\ub150 \uc790\uc5f0\uc5b4 \ucc98\ub9ac\ub780, &hellip; \ub354 \ubcf4\uae30 &quot;\ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac, \ub2e4\uce35 \ud37c\uc149\ud2b8\ub860(MultiLayer Perceptron, MLP)\uc73c\ub85c \ud14d\uc2a4\ud2b8 \ubd84\ub958\ud558\uae30&quot;\" \/>\n<meta property=\"og:url\" content=\"https:\/\/atmokpo.com\/w\/25267\/\" \/>\n<meta property=\"og:site_name\" content=\"\ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" \/>\n<meta property=\"article:published_time\" content=\"2024-10-26T09:53:28+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2024-11-26T08:02:20+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\/25267\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/atmokpo.com\/w\/25267\/\"},\"author\":{\"name\":\"root\",\"@id\":\"https:\/\/atmokpo.com\/w\/#\/schema\/person\/91b6b3b138fbba0efb4ae64b1abd81d7\"},\"headline\":\"\ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac, \ub2e4\uce35 \ud37c\uc149\ud2b8\ub860(MultiLayer Perceptron, MLP)\uc73c\ub85c \ud14d\uc2a4\ud2b8 \ubd84\ub958\ud558\uae30\",\"datePublished\":\"2024-10-26T09:53:28+00:00\",\"dateModified\":\"2024-11-26T08:02:20+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/atmokpo.com\/w\/25267\/\"},\"wordCount\":109,\"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\/25267\/\",\"url\":\"https:\/\/atmokpo.com\/w\/25267\/\",\"name\":\"\ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac, \ub2e4\uce35 \ud37c\uc149\ud2b8\ub860(MultiLayer Perceptron, MLP)\uc73c\ub85c \ud14d\uc2a4\ud2b8 \ubd84\ub958\ud558\uae30 - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\",\"isPartOf\":{\"@id\":\"https:\/\/atmokpo.com\/w\/#website\"},\"datePublished\":\"2024-10-26T09:53:28+00:00\",\"dateModified\":\"2024-11-26T08:02:20+00:00\",\"breadcrumb\":{\"@id\":\"https:\/\/atmokpo.com\/w\/25267\/#breadcrumb\"},\"inLanguage\":\"ko-KR\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/atmokpo.com\/w\/25267\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/atmokpo.com\/w\/25267\/#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, \ub2e4\uce35 \ud37c\uc149\ud2b8\ub860(MultiLayer Perceptron, MLP)\uc73c\ub85c \ud14d\uc2a4\ud2b8 \ubd84\ub958\ud558\uae30\"}]},{\"@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, \ub2e4\uce35 \ud37c\uc149\ud2b8\ub860(MultiLayer Perceptron, MLP)\uc73c\ub85c \ud14d\uc2a4\ud2b8 \ubd84\ub958\ud558\uae30 - \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\/25267\/","og_locale":"ko_KR","og_type":"article","og_title":"\ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac, \ub2e4\uce35 \ud37c\uc149\ud2b8\ub860(MultiLayer Perceptron, MLP)\uc73c\ub85c \ud14d\uc2a4\ud2b8 \ubd84\ub958\ud558\uae30 - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8","og_description":"\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 \ucc98\ub9ac\ud560 \uc218 \uc788\ub3c4\ub85d \ud558\ub294 \uae30\uc220\uc785\ub2c8\ub2e4. \ucd5c\uadfc \uba87 \ub144 \ub3d9\uc548 \ub525 \ub7ec\ub2dd\uc740 \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc5d0\uc11c \uc911\uc694\ud55c \uc5ed\ud560\uc744 \ud558\uace0 \uc788\uc73c\uba70, \ub2e4\uce35 \ud37c\uc149\ud2b8\ub860(MultiLayer Perceptron, MLP)\uc740 \ub525 \ub7ec\ub2dd\uc758 \uae30\ubcf8\uc801\uc778 \uc2e0\uacbd\ub9dd \uad6c\uc870 \uc911 \ud558\ub098\ub85c, \ud14d\uc2a4\ud2b8 \ubd84\ub958\uc640 \uac19\uc740 \ub2e4\uc591\ud55c NLP \uc791\uc5c5\uc5d0 \ub110\ub9ac \uc0ac\uc6a9\ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4. 1. \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc758 \uac1c\ub150 \uc790\uc5f0\uc5b4 \ucc98\ub9ac\ub780, &hellip; \ub354 \ubcf4\uae30 \"\ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac, \ub2e4\uce35 \ud37c\uc149\ud2b8\ub860(MultiLayer Perceptron, MLP)\uc73c\ub85c \ud14d\uc2a4\ud2b8 \ubd84\ub958\ud558\uae30\"","og_url":"https:\/\/atmokpo.com\/w\/25267\/","og_site_name":"\ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8","article_published_time":"2024-10-26T09:53:28+00:00","article_modified_time":"2024-11-26T08:02:20+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\/25267\/#article","isPartOf":{"@id":"https:\/\/atmokpo.com\/w\/25267\/"},"author":{"name":"root","@id":"https:\/\/atmokpo.com\/w\/#\/schema\/person\/91b6b3b138fbba0efb4ae64b1abd81d7"},"headline":"\ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac, \ub2e4\uce35 \ud37c\uc149\ud2b8\ub860(MultiLayer Perceptron, MLP)\uc73c\ub85c \ud14d\uc2a4\ud2b8 \ubd84\ub958\ud558\uae30","datePublished":"2024-10-26T09:53:28+00:00","dateModified":"2024-11-26T08:02:20+00:00","mainEntityOfPage":{"@id":"https:\/\/atmokpo.com\/w\/25267\/"},"wordCount":109,"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\/25267\/","url":"https:\/\/atmokpo.com\/w\/25267\/","name":"\ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac, \ub2e4\uce35 \ud37c\uc149\ud2b8\ub860(MultiLayer Perceptron, MLP)\uc73c\ub85c \ud14d\uc2a4\ud2b8 \ubd84\ub958\ud558\uae30 - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8","isPartOf":{"@id":"https:\/\/atmokpo.com\/w\/#website"},"datePublished":"2024-10-26T09:53:28+00:00","dateModified":"2024-11-26T08:02:20+00:00","breadcrumb":{"@id":"https:\/\/atmokpo.com\/w\/25267\/#breadcrumb"},"inLanguage":"ko-KR","potentialAction":[{"@type":"ReadAction","target":["https:\/\/atmokpo.com\/w\/25267\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/atmokpo.com\/w\/25267\/#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, \ub2e4\uce35 \ud37c\uc149\ud2b8\ub860(MultiLayer Perceptron, MLP)\uc73c\ub85c \ud14d\uc2a4\ud2b8 \ubd84\ub958\ud558\uae30"}]},{"@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":[{"id":25181,"url":"https:\/\/atmokpo.com\/w\/25181\/","url_meta":{"origin":25267,"position":0},"title":"\ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac\uc640 \uc815\uaddc \ud45c\ud604\uc2dd","author":"root","date":"2024\ub144 10\uc6d4 26\uc77c","format":false,"excerpt":"\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\u2026","rel":"","context":"&quot;\ub525\ub7ec\ub2dd \uc790\uc5f0\uc5b4\ucc98\ub9ac&quot;\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":25341,"url":"https:\/\/atmokpo.com\/w\/25341\/","url_meta":{"origin":25267,"position":1},"title":"\ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac: 1D CNN\uc73c\ub85c \uc2a4\ud338 \uba54\uc77c \ubd84\ub958\ud558\uae30","author":"root","date":"2024\ub144 10\uc6d4 26\uc77c","format":false,"excerpt":"\uc791\uc131\uc790: \uc870\uad11\ud615 | \ub0a0\uc9dc: [\ub0a0\uc9dc] \uc11c\ub860 \ucd5c\uadfc \uba87 \ub144\uac04 \ub525 \ub7ec\ub2dd \uae30\uc220\uc774 \ube44\uc57d\uc801\uc73c\ub85c \ubc1c\uc804\ud558\uba74\uc11c \ub2e4\uc591\ud55c \ubd84\uc57c\uc5d0 \ud65c\uc6a9\ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uadf8 \uc911\uc5d0\uc11c\ub3c4 \uc790\uc5f0\uc5b4 \ucc98\ub9ac(Natural Language Processing, NLP)\ub294 \ucef4\ud4e8\ud130\uac00 \uc778\uac04\uc758 \uc5b8\uc5b4\ub97c \uc774\ud574\ud558\uace0 \uc0dd\uc131\ud558\ub294 \uae30\uc220\ub85c, \uc774\uba54\uc77c \ubd84\ub958, \uac10\uc815 \ubd84\uc11d, \uae30\uacc4 \ubc88\uc5ed \ub4f1 \ub2e4\ubc29\uba74\uc5d0\uc11c \ud65c\uc6a9\ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4. \ubcf8 \uae00\uc5d0\uc11c\ub294 1\ucc28\uc6d0 \ud569\uc131\uacf1 \uc2e0\uacbd\ub9dd(1D CNN)\uc744 \uc0ac\uc6a9\ud558\uc5ec \uc2a4\ud338 \uba54\uc77c\uc744\u2026","rel":"","context":"&quot;\ub525\ub7ec\ub2dd \uc790\uc5f0\uc5b4\ucc98\ub9ac&quot;\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":25267,"position":2},"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":"&quot;\ub525\ub7ec\ub2dd \uc790\uc5f0\uc5b4\ucc98\ub9ac&quot;\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":25493,"url":"https:\/\/atmokpo.com\/w\/25493\/","url_meta":{"origin":25267,"position":3},"title":"\ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac, \uc9c8\uc758 \uc751\ub2f5(Question Answering, QA)","author":"root","date":"2024\ub144 10\uc6d4 26\uc77c","format":false,"excerpt":"\uc791\uc131\uc790: \uc870\uad11\ud615 | \ub0a0\uc9dc: 2024\ub144 11\uc6d4 26\uc77c 1. \uc11c\ub860 \uc790\uc5f0\uc5b4 \ucc98\ub9ac(Natural Language Processing, NLP)\ub294 \uc778\uacf5\uc9c0\ub2a5(AI)\uacfc \ucef4\ud4e8\ud130 \uacfc\ud559\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\uc744 \ud3ec\ud568\ud569\ub2c8\ub2e4. \ud2b9\ud788, \uc9c8\uc758 \uc751\ub2f5 \uc2dc\uc2a4\ud15c\uc740 \uc0ac\uc6a9\uc790\ub85c\ubd80\ud130 \uc790\uc5f0\uc5b4\ub85c \uc785\ub825\ub41c \uc9c8\ubb38\uc744 \uc774\ud574\ud558\uace0, \uadf8\uc5d0 \ub300\ud55c \uc801\uc808\ud55c \ub2f5\ubcc0\uc744 \uc81c\uacf5\ud558\ub294 \uc2dc\uc2a4\ud15c\uc785\ub2c8\ub2e4. \ucd5c\uadfc \uba87 \ub144\uac04 \ub525 \ub7ec\ub2dd\uc758 \ubc1c\uc804\uc740\u2026","rel":"","context":"&quot;\ub525\ub7ec\ub2dd \uc790\uc5f0\uc5b4\ucc98\ub9ac&quot;\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":25287,"url":"https:\/\/atmokpo.com\/w\/25287\/","url_meta":{"origin":25267,"position":4},"title":"\ub525 \ub7ec\ub2dd\uc744 \uc774\uc6a9\ud55c \uc790\uc5f0\uc5b4 \ucc98\ub9ac: \uc21c\ud658 \uc2e0\uacbd\ub9dd(Recurrent Neural Network)","author":"root","date":"2024\ub144 10\uc6d4 26\uc77c","format":false,"excerpt":"\uc791\uc131\uc790: \uc870\uad11\ud615 | \ub0a0\uc9dc: [\ub0a0\uc9dc] 1. \uc11c\ub860 \uc790\uc5f0\uc5b4 \ucc98\ub9ac(Natural Language Processing, NLP)\ub294 \ucef4\ud4e8\ud130\uac00 \uc778\uac04\uc758 \uc5b8\uc5b4\ub97c \uc774\ud574\ud558\uace0 \ubd84\uc11d\ud558\ub294 \uae30\uc220\uc744 \uc758\ubbf8\ud569\ub2c8\ub2e4. \ub525 \ub7ec\ub2dd\uc758 \ubc1c\uc804\uc73c\ub85c \uc790\uc5f0\uc5b4 \ucc98\ub9ac \ubd84\uc57c\ub294 \ube44\uc57d\uc801\uc778 \ubc1c\uc804\uc744 \uc774\ub8e8\uc5c8\uc73c\uba70, \uadf8 \uc911\uc5d0\uc11c\ub3c4 \uc21c\ud658 \uc2e0\uacbd\ub9dd(Recurrent Neural Network, RNN)\uc740 \uc5b8\uc5b4 \ub370\uc774\ud130\ub97c \ucc98\ub9ac\ud558\ub294 \ub370 \ub9e4\uc6b0 \ud6a8\uacfc\uc801\uc778 \ubaa8\ub378\ub85c \uc8fc\ubaa9\ubc1b\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ubc88 \uae00\uc5d0\uc11c\ub294 RNN\uc758 \uc6d0\ub9ac, \uad6c\uc870, \uadf8\ub9ac\uace0\u2026","rel":"","context":"&quot;\ub525\ub7ec\ub2dd \uc790\uc5f0\uc5b4\ucc98\ub9ac&quot;\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":25267,"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":"&quot;\ub525\ub7ec\ub2dd \uc790\uc5f0\uc5b4\ucc98\ub9ac&quot;\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\/25267","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=25267"}],"version-history":[{"count":1,"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/posts\/25267\/revisions"}],"predecessor-version":[{"id":25268,"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/posts\/25267\/revisions\/25268"}],"wp:attachment":[{"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/media?parent=25267"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/categories?post=25267"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/tags?post=25267"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}