\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, NN \uad6c\uc870 \ud504\ub808\uc784\uc6cc\ud06c \uc815\uc758 - \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\/28704\/\" \/>\n<meta property=\"og:locale\" content=\"ko_KR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, NN \uad6c\uc870 \ud504\ub808\uc784\uc6cc\ud06c \uc815\uc758 - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" \/>\n<meta property=\"og:description\" content=\"\ucd5c\uadfc \uba87 \ub144 \uac04 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uc778\uae30\uc640 \ud568\uaed8 \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uae30\uc220\uc774 \uae08\uc735 \uc2dc\uc7a5\uc5d0\ub3c4 \uae4a\uc219\ud558\uac8c \uce68\ud22c\ud558\uac8c \ub418\uc5c8\uc2b5\ub2c8\ub2e4. \uc774\ub294 \ub370\uc774\ud130 \uae30\ubc18\uc758 \uc758\uc0ac\uacb0\uc815\uc744 \uac00\ub2a5\ud558\uac8c \ud558\uace0, \ub354\uc6b1 \uc815\uad50\ud55c \uac70\ub798 \uc804\ub7b5\uc744 \uc124\uacc4\ud560 \uc218 \uc788\uac8c \ud574\uc8fc\uc5c8\uc2b5\ub2c8\ub2e4. \uc774\ubc88 \uac15\uc88c\uc5d0\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998\uc774 \ud2b8\ub808\uc774\ub529\uc5d0 \uc5b4\ub5bb\uac8c \ud65c\uc6a9\ub418\ub294\uc9c0\uc5d0 \ub300\ud55c \uc2ec\uce35\uc801\uc778 \ub17c\uc758\uc640 \ud568\uaed8, \uc2e0\uacbd\ub9dd(NN) \uad6c\uc870\uc640 \ud504\ub808\uc784\uc6cc\ud06c\uc5d0 \ub300\ud574\uc11c\ub3c4 \uc790\uc138\ud788 \uc54c\uc544\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. 1. \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uac1c\ub150 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc740 … \ub354 \ubcf4\uae30 "\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, NN \uad6c\uc870 \ud504\ub808\uc784\uc6cc\ud06c \uc815\uc758"\" \/>\n<meta property=\"og:url\" content=\"https:\/\/atmokpo.com\/w\/28704\/\" \/>\n<meta property=\"og:site_name\" content=\"\ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" \/>\n<meta property=\"article:published_time\" content=\"2024-10-27T16:14:39+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2024-11-26T06:58:56+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<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/atmokpo.com\/w\/28704\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/atmokpo.com\/w\/28704\/\"},\"author\":{\"name\":\"root\",\"@id\":\"https:\/\/atmokpo.com\/w\/#\/schema\/person\/91b6b3b138fbba0efb4ae64b1abd81d7\"},\"headline\":\"\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, NN \uad6c\uc870 \ud504\ub808\uc784\uc6cc\ud06c \uc815\uc758\",\"datePublished\":\"2024-10-27T16:14:39+00:00\",\"dateModified\":\"2024-11-26T06:58:56+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/atmokpo.com\/w\/28704\/\"},\"wordCount\":52,\"publisher\":{\"@id\":\"https:\/\/atmokpo.com\/w\/#organization\"},\"articleSection\":[\"\ub525\ub7ec\ub2dd \uba38\uc2e0\ub7ec\ub2dd \uc790\ub3d9 \ud2b8\ub808\uc774\ub529\"],\"inLanguage\":\"ko-KR\"},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/atmokpo.com\/w\/28704\/\",\"url\":\"https:\/\/atmokpo.com\/w\/28704\/\",\"name\":\"\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, NN \uad6c\uc870 \ud504\ub808\uc784\uc6cc\ud06c \uc815\uc758 - 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{"id":28704,"date":"2024-10-27T16:14:39","date_gmt":"2024-10-27T16:14:39","guid":{"rendered":"http:\/\/atmokpo.com\/w\/?p=28704"},"modified":"2024-11-26T06:58:56","modified_gmt":"2024-11-26T06:58:56","slug":"%eb%a8%b8%ec%8b%a0%eb%9f%ac%eb%8b%9d-%eb%b0%8f-%eb%94%a5%eb%9f%ac%eb%8b%9d-%ec%95%8c%ea%b3%a0%eb%a6%ac%ec%a6%98-%ed%8a%b8%eb%a0%88%ec%9d%b4%eb%94%a9-nn-%ea%b5%ac%ec%a1%b0-%ed%94%84%eb%a0%88%ec%9e%84","status":"publish","type":"post","link":"https:\/\/atmokpo.com\/w\/28704\/","title":{"rendered":"\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, NN \uad6c\uc870 \ud504\ub808\uc784\uc6cc\ud06c \uc815\uc758"},"content":{"rendered":"

<\/p>\n

\ucd5c\uadfc \uba87 \ub144 \uac04 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uc778\uae30\uc640 \ud568\uaed8 \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uae30\uc220\uc774 \uae08\uc735 \uc2dc\uc7a5\uc5d0\ub3c4 \uae4a\uc219\ud558\uac8c \uce68\ud22c\ud558\uac8c \ub418\uc5c8\uc2b5\ub2c8\ub2e4. \uc774\ub294 \ub370\uc774\ud130 \uae30\ubc18\uc758 \uc758\uc0ac\uacb0\uc815\uc744 \uac00\ub2a5\ud558\uac8c \ud558\uace0, \ub354\uc6b1 \uc815\uad50\ud55c \uac70\ub798 \uc804\ub7b5\uc744 \uc124\uacc4\ud560 \uc218 \uc788\uac8c \ud574\uc8fc\uc5c8\uc2b5\ub2c8\ub2e4. \uc774\ubc88 \uac15\uc88c\uc5d0\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998\uc774 \ud2b8\ub808\uc774\ub529\uc5d0 \uc5b4\ub5bb\uac8c \ud65c\uc6a9\ub418\ub294\uc9c0\uc5d0 \ub300\ud55c \uc2ec\uce35\uc801\uc778 \ub17c\uc758\uc640 \ud568\uaed8, \uc2e0\uacbd\ub9dd(NN) \uad6c\uc870\uc640 \ud504\ub808\uc784\uc6cc\ud06c\uc5d0 \ub300\ud574\uc11c\ub3c4 \uc790\uc138\ud788 \uc54c\uc544\ubcf4\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n

1. \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uac1c\ub150<\/h2>\n
\uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc740 \uc218\ud559\uc801\uc778 \ubaa8\ub378\uacfc \ucef4\ud4e8\ud130 \ud504\ub85c\uadf8\ub7a8\uc744 \ud1b5\ud574 \uc790\ub3d9\uc73c\ub85c \uac70\ub798\ub97c \uc218\ud589\ud558\ub294 \ubc29\uc2dd\uc785\ub2c8\ub2e4. \uc774\ub294 \uace0\ube48\ub3c4 \uac70\ub798(HFT)\uc5d0\uc11c\ubd80\ud130 \uc0c1\ub300\uc801\uc73c\ub85c \uae34 \uae30\uac04\uc758 \ud22c\uc790 \uc804\ub7b5\uc5d0 \uc774\ub974\uae30\uae4c\uc9c0 \ub2e4\uc591\ud55c \ud615\ud0dc\ub85c \ub098\ud0c0\ub0a0 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uc8fc\uc694 \uc774\uc810\uc740 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4:<\/p>\n
\n
\uac10\uc815\uc801\uc778 \uac1c\uc785\uc744 \ucd5c\uc18c\ud654\ud558\uace0 \uc77c\uad00\ub41c \uac70\ub798 \uc804\ub7b5\uc744 \uc720\uc9c0\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n
24\uc2dc\uac04 \uc2dc\uc7a5\uc744 \ubaa8\ub2c8\ud130\ub9c1\ud558\uba70 \uc989\uac01\uc801\uc778 \uacb0\uc815\uc744 \ub0b4\ub9b4 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n
\ub300\ub7c9\uc758 \ub370\uc774\ud130\ub97c \ucc98\ub9ac\ud558\uace0 \ubd84\uc11d\ud558\uc5ec \uae30\ud68c\ub97c \ubc1c\uad74\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<\/ul>\n
2. \uba38\uc2e0\ub7ec\ub2dd\uc758 \uae30\ubcf8 \uac1c\ub150<\/h2>\n
\uba38\uc2e0\ub7ec\ub2dd(Machine Learning)\uc740 \ub370\uc774\ud130\uc5d0\uc11c \ud328\ud134\uc744 \ud559\uc2b5\ud558\uace0 \ubbf8\ub798\uc758 \ub370\uc774\ud130\ub97c \uc608\uce21\ud558\ub294 \uc54c\uace0\ub9ac\uc998\uc785\ub2c8\ub2e4. \uba38\uc2e0\ub7ec\ub2dd\uc740 \uc8fc\uc5b4\uc9c4 \ub370\uc774\ud130\ub85c\ubd80\ud130 \uacbd\ud5d8\uc744 \ud1b5\ud574 \ud559\uc2b5\ud558\uba70, \ubd84\ub958(Classification), \ud68c\uadc0(Regression), \ud074\ub7ec\uc2a4\ud130\ub9c1(Clustering) \ub4f1\uc758 \ub2e4\uc591\ud55c \uae30\ubc95\uc744 \uc0ac\uc6a9\ud569\ub2c8\ub2e4.<\/p>\n
2.1 \uac10\ub3c5 \ud559\uc2b5(Supervised Learning)<\/h3>\n
\uac10\ub3c5 \ud559\uc2b5\uc5d0\uc11c\ub294 \uc785\ub825 \ub370\uc774\ud130\uc640 \ud574\ub2f9\ud558\ub294 \uc815\ub2f5 \ub77c\ubca8\uc774 \uc8fc\uc5b4\uc9d1\ub2c8\ub2e4. \ubaa8\ub378\uc740 \uc774 \ub370\uc774\ud130\ub97c \ud1b5\ud574 \uc785\ub825\uacfc \ucd9c\ub825 \uac04\uc758 \uad00\uacc4\ub97c \ud559\uc2b5\ud558\uace0, \uc0c8\ub85c\uc6b4 \ub370\uc774\ud130\uc5d0 \ub300\ud55c \uc608\uce21\uc744 \uc218\ud589\ud569\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \uc8fc\uc2dd \uc2dc\uc7a5\uc758 \uacfc\uac70 \uac00\uaca9 \ub370\uc774\ud130\ub97c \uae30\ubc18\uc73c\ub85c \ubbf8\ub798 \uac00\uaca9\uc744 \uc608\uce21\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
2.2 \ube44\uac10\ub3c5 \ud559\uc2b5(Unsupervised Learning)<\/h3>\n
\ube44\uac10\ub3c5 \ud559\uc2b5\uc740 \ub370\uc774\ud130\uc5d0 \ub300\ud55c \uc815\ub2f5 \ub77c\ubca8\uc774 \uc5c6\ub294 \uacbd\uc6b0\uc5d0 \uc0ac\uc6a9\ub418\uba70, \ub370\uc774\ud130\uc758 \uad6c\uc870\ub098 \ud328\ud134\uc744 \ucc3e\uc544\ub0b4\ub294 \ub370 \uc720\uc6a9\ud569\ub2c8\ub2e4. \ud074\ub7ec\uc2a4\ud130\ub9c1 \uae30\ubc95\uc744 \uc0ac\uc6a9\ud558\uc5ec \ube44\uc2b7\ud55c \uc131\uaca9\uc758 \uc8fc\uc2dd \uadf8\ub8f9\uc744 \ub9cc\ub4e4\uac70\ub098 \uc774\uc0c1 \uac70\ub798\ub97c \ud0d0\uc9c0\ud558\ub294 \ub370 \ud65c\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
3. \ub525\ub7ec\ub2dd\uc758 \uae30\ubcf8 \uac1c\ub150<\/h2>\n
\ub525\ub7ec\ub2dd(Deep Learning)\uc740 \uba38\uc2e0\ub7ec\ub2dd\uc758 \ud55c \ubd84\uc57c\ub85c, \uc778\uacf5\uc2e0\uacbd\ub9dd(Artificial Neural Network)\uc744 \uae30\ubc18\uc73c\ub85c \ud55c \uc54c\uace0\ub9ac\uc998\uc785\ub2c8\ub2e4. \ub525\ub7ec\ub2dd\uc740 \ub370\uc774\ud130\uc5d0\uc11c \ubcf5\uc7a1\ud55c \ud328\ud134\uc744 \ucd94\ucd9c\ud558\ub294 \ub370 \uac15\ub825\ud55c \uc131\ub2a5\uc744 \ubcf4\uc774\uba70, \uc774\ubbf8\uc9c0 \uc778\uc2dd, \uc790\uc5f0\uc5b4 \ucc98\ub9ac, \uc74c\uc131 \uc778\uc2dd \ub4f1 \ub2e4\uc591\ud55c \ubd84\uc57c\uc5d0\uc11c \ud65c\uc6a9\ub429\ub2c8\ub2e4.<\/p>\n
3.1 \uc778\uacf5\uc2e0\uacbd\ub9dd\uc758 \uc791\ub3d9 \ubc29\uc2dd<\/h3>\n
\uc778\uacf5\uc2e0\uacbd\ub9dd\uc740 \uc5ec\ub7ec \uac1c\uc758 \ub178\ub4dc(\ub610\ub294 \ub274\ub7f0)\ub85c \uad6c\uc131\ub41c \uacc4\uce35 \uad6c\uc870\ub97c \uac00\uc9c0\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc785\ub825\uce35(Input Layer), \uc740\ub2c9\uce35(Hidden Layer), \ucd9c\ub825\uce35(Output Layer)\uc73c\ub85c \ub098\ub258\uba70, \uac01 \uacc4\uce35\uc758 \ub178\ub4dc\ub294 \uc774\uc804 \uacc4\uce35\uc758 \ub178\ub4dc\uc640 \uc5f0\uacb0\ub418\uc5b4 \uac00\uc911\uce58\ub97c \ud1b5\ud574 \uc2e0\ud638\ub97c \uc804\ub2ec\ud569\ub2c8\ub2e4.<\/p>\n
3.2 \uac00\uc911\uce58 \uc5c5\ub370\uc774\ud2b8<\/h3>\n
\ub525\ub7ec\ub2dd\uc758 \ud559\uc2b5 \uacfc\uc815\uc5d0\uc11c \uac00\uc911\uce58 \uc5c5\ub370\uc774\ud2b8\ub294 \uc8fc\ub85c \uc5ed\uc804\ud30c(Backpropagation) \uc54c\uace0\ub9ac\uc998\uc744 \ud1b5\ud574 \uc774\ub8e8\uc5b4\uc9d1\ub2c8\ub2e4. \uc774 \uacfc\uc815\uc740 \ubaa8\ub378\uc758 \ucd9c\ub825\uacfc \uc2e4\uc81c \uc815\ub2f5 \uac04\uc758 \uc624\ucc28\ub97c \uacc4\uc0b0\ud558\uace0, \uc774\ub97c \ud1b5\ud574 \uac00\uc911\uce58\ub97c \uc870\uc815\ud558\uc5ec \ubaa8\ub378\uc758 \uc131\ub2a5\uc744 \ud5a5\uc0c1\uc2dc\ud0b5\ub2c8\ub2e4.<\/p>\n
4. \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud55c \ud2b8\ub808\uc774\ub529 \uc804\ub7b5<\/h2>\n
\uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud55c \ud2b8\ub808\uc774\ub529 \uc804\ub7b5\uc740 \ud06c\uac8c \uc608\uce21 \uae30\ubc18 \uc804\ub7b5\uacfc \uac15\ud654 \ud559\uc2b5 \uae30\ubc18 \uc804\ub7b5\uc73c\ub85c \ub098\ub20c \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc544\ub798\uc5d0\uc11c \uac01 \uc804\ub7b5\uc5d0 \ub300\ud574 \uc790\uc138\ud788 \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n
4.1 \uc608\uce21 \uae30\ubc18 \uc804\ub7b5<\/h3>\n
\uc608\uce21 \uae30\ubc18 \uc804\ub7b5\uc740 \uacfc\uac70 \ub370\uc774\ud130\uc640 \ub2e4\uc591\ud55c \ubcc0\uc218\ub4e4\uc744 \uc0ac\uc6a9\ud558\uc5ec \ubbf8\ub798\uc758 \uac00\uaca9\uc744 \uc608\uce21\ud558\ub294 \ub370 \ucd08\uc810\uc744 \ub9de\ucda5\ub2c8\ub2e4. \uc544\ub798\ub294 \uc608\uce21 \uae30\ubc18 \uc804\ub7b5\uc758 \uc77c\ubc18\uc801\uc778 \ud750\ub984\uc785\ub2c8\ub2e4:<\/p>\n
\n
\ub370\uc774\ud130 \uc218\uc9d1: \uc8fc\uc2dd \uac00\uaca9, \uac70\ub798\ub7c9, \uacbd\uc81c \uc9c0\ud45c \ub4f1 \ub2e4\uc591\ud55c \ub370\uc774\ud130\ub97c \uc218\uc9d1\ud569\ub2c8\ub2e4.<\/li>\n
\ub370\uc774\ud130 \uc804\ucc98\ub9ac: \uacb0\uce21\uce58 \ucc98\ub9ac, \uc815\uaddc\ud654 \ub4f1\uc758 \uc791\uc5c5\uc744 \ud1b5\ud574 \ub370\uc774\ud130\ub97c \uc900\ube44\ud569\ub2c8\ub2e4.<\/li>\n
\ubaa8\ub378 \uc120\ud0dd: \ud68c\uadc0 \ubd84\uc11d, \uacb0\uc815 \ud2b8\ub9ac, \ub79c\ub364 \ud3ec\ub808\uc2a4\ud2b8, \uc2e0\uacbd\ub9dd \ub4f1\uc758 \ubaa8\ub378\uc744 \uc120\ud0dd\ud569\ub2c8\ub2e4.<\/li>\n
\ubaa8\ub378 \ud559\uc2b5: \ud559\uc2b5 \ub370\uc774\ud130\ub97c \ud1b5\ud574 \ubaa8\ub378\uc744 \ud559\uc2b5\uc2dc\ud0b5\ub2c8\ub2e4.<\/li>\n
\ubaa8\ub378 \ud3c9\uac00: \ud14c\uc2a4\ud2b8 \uc138\ud2b8\ub97c \uc0ac\uc6a9\ud558\uc5ec \ubaa8\ub378\uc758 \uc131\ub2a5\uc744 \ud3c9\uac00\ud569\ub2c8\ub2e4.<\/li>\n<\/ol>\n
4.2 \uac15\ud654 \ud559\uc2b5 \uae30\ubc18 \uc804\ub7b5<\/h3>\n
\uac15\ud654 \ud559\uc2b5(Reinforcement Learning)\uc740 \uc5d0\uc774\uc804\ud2b8\uac00 \ud658\uacbd\uacfc \uc0c1\ud638\uc791\uc6a9\ud558\uba70 \ubcf4\uc0c1\uc744 \ucd5c\ub300\ud654\ud558\ub294 \ubc29\ud5a5\uc73c\ub85c \ud559\uc2b5\ud558\ub294 \ubc29\uc2dd\uc785\ub2c8\ub2e4. \uc774\ub294 \uc5f0\uc18d\uc801\uc778 \uac70\ub798 \ud658\uacbd\uc5d0\uc11c \uac00\uc7a5 \uc798 \ud65c\uc6a9\ub420 \uc218 \uc788\uc73c\uba70, \uc5d0\uc774\uc804\ud2b8\ub294 \ud589\ub3d9\uc744 \ud1b5\ud574 \ubcf4\uc0c1\uc744 \ubc1b\uace0, \uc774\ub97c \ud1b5\ud574 \ubbf8\ub798\uc758 \ud589\ub3d9\uc744 \uac1c\uc120\ud569\ub2c8\ub2e4. \ub2e4\uc74c\uc740 \uac15\ud654 \ud559\uc2b5 \uae30\ubc18 \uc804\ub7b5\uc758 \uc77c\ubc18\uc801\uc778 \uc808\ucc28\uc785\ub2c8\ub2e4:<\/p>\n
\n
\ud658\uacbd \uc815\uc758: \uc8fc\uc2dd \uac70\ub798 \ud658\uacbd\uc744 \uc815\uc758\ud558\uace0 \uc0c1\ud0dc, \ud589\ub3d9, \ubcf4\uc0c1 \uc2dc\uc2a4\ud15c\uc744 \uc124\uacc4\ud569\ub2c8\ub2e4.<\/li>\n
\uc815\ucc45 \ud559\uc2b5: \uc5d0\uc774\uc804\ud2b8\uac00 \ud658\uacbd\uc5d0\uc11c \ucd5c\uc801\uc758 \ud589\ub3d9\uc744 \uc120\ud0dd\ud560 \uc218 \uc788\ub3c4\ub85d \uc815\ucc45\uc744 \ud559\uc2b5\ud569\ub2c8\ub2e4.<\/li>\n
\ubaa8\ub378 \ud3c9\uac00: \uc5d0\uc774\uc804\ud2b8\uc758 \uc131\ub2a5\uc744 \uc2dc\ubbac\ub808\uc774\uc158\uc744 \ud1b5\ud574 \ud3c9\uac00\ud569\ub2c8\ub2e4.<\/li>\n<\/ol>\n
5. \uc2e0\uacbd\ub9dd \uad6c\uc870 \ubc0f \ud504\ub808\uc784\uc6cc\ud06c \uc815\uc758<\/h2>\n
\uc2e0\uacbd\ub9dd\uc758 \uad6c\uc870\ub294 \ub2e4\uc591\ud55c \ud615\ud0dc\ub85c \uc815\uc758\ub420 \uc218 \uc788\uc73c\uba70, \uac01 \uad6c\uc870\ub294 \ud574\uacb0\ud558\ub824\ub294 \ubb38\uc81c\uc5d0 \ub530\ub77c \ub2e4\ub974\uac8c \uc124\uacc4\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc77c\ubc18\uc801\uc73c\ub85c \uc0ac\uc6a9\ub418\ub294 \uc2e0\uacbd\ub9dd \uad6c\uc870\uc640 \ud504\ub808\uc784\uc6cc\ud06c\uc5d0 \ub300\ud574 \uc544\ub798\uc5d0\uc11c \uc124\uba85\ud558\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n
5.1 \uc804\ud1b5\uc801\uc778 \ud53c\ub4dc\ud3ec\uc6cc\ub4dc \uc2e0\uacbd\ub9dd<\/h3>\n
\uac00\uc7a5 \uae30\ubcf8\uc801\uc778 \ud615\ud0dc\uc758 \uc2e0\uacbd\ub9dd\uc778 \ud53c\ub4dc\ud3ec\uc6cc\ub4dc \uc2e0\uacbd\ub9dd(Feedforward Neural Network)\uc740 \uc785\ub825\uce35, \uc740\ub2c9\uce35, \ucd9c\ub825\uce35\uc73c\ub85c \uad6c\uc131\ub429\ub2c8\ub2e4. \uac01 \uce35\uc758 \ub178\ub4dc\ub294 \uc774\uc804 \uce35\uc758 \ub178\ub4dc\uc640 \uc644\uc804 \uc5f0\uacb0\ub418\uc5b4 \uc788\uc5b4 \uc785\ub825 \ub370\uc774\ud130\uac00 \ucd9c\ub825 \ub370\uc774\ud130\ub85c \ubcc0\ud658\ub429\ub2c8\ub2e4. \uc774 \uad6c\uc870\ub294 \ub2e8\uc21c\ud55c \ud68c\uadc0 \ubb38\uc81c\ub098 \ubd84\ub958 \ubb38\uc81c\uc5d0 \uc801\ud569\ud569\ub2c8\ub2e4.<\/p>\n
5.2 \ucee8\ubcfc\ub8e8\uc158 \uc2e0\uacbd\ub9dd (CNN)<\/h3>\n
\ucee8\ubcfc\ub8e8\uc158 \uc2e0\uacbd\ub9dd(Convolutional Neural Network)\uc740 \uc774\ubbf8\uc9c0 \ub370\uc774\ud130\uc640 \uac19\uc740 \uace0\ucc28\uc6d0 \ub370\uc774\ud130\ub97c \ucc98\ub9ac\ud558\ub294 \ub370 \ud6a8\uacfc\uc801\uc785\ub2c8\ub2e4. CNN\uc740 \uc5ec\ub7ec \uac1c\uc758 \ucee8\ubcfc\ub8e8\uc158 \uce35\uc744 \uc0ac\uc6a9\ud558\uc5ec \uc774\ubbf8\uc9c0\uc758 \ud2b9\uc131\uc744 \ucd94\ucd9c\ud558\uace0, \ucd94\ucd9c\ub41c \ud2b9\uc131\uc744 \uae30\ubc18\uc73c\ub85c \ubd84\ub958 \uc791\uc5c5\uc744 \uc218\ud589\ud569\ub2c8\ub2e4. \uc774 \uad6c\uc870\ub294 \ud2b9\ud788 \uc774\ubbf8\uc9c0 \ubd84\ub958 \ubc0f \uac1d\uccb4 \uac80\ucd9c\uc5d0\uc11c \ub192\uc740 \uc131\ub2a5\uc744 \ubc1c\ud718\ud569\ub2c8\ub2e4.<\/p>\n
5.3 \uc21c\ud658 \uc2e0\uacbd\ub9dd (RNN)<\/h3>\n
\uc21c\ud658 \uc2e0\uacbd\ub9dd(Recurrent Neural Network)\uc740 \uc2dc\ud000\uc2a4 \ub370\uc774\ud130, \uc989 \uc2dc\uac04\uc5d0 \ub530\ub978 \ubcc0\ud654\uac00 \uc788\ub294 \ub370\uc774\ud130\ub97c \ucc98\ub9ac\ud558\ub294 \ub370 \uc801\ud569\ud55c \uad6c\uc870\uc785\ub2c8\ub2e4. RNN\uc740 \uc774\uc804\uc758 \ucd9c\ub825\uc744 \ud604\uc7ac\uc758 \uc785\ub825\uc73c\ub85c \uc0ac\uc6a9\ud558\ub294 \uc21c\ud658\uc801 \uad6c\uc870\ub97c \uac00\uc9c0\uace0 \uc788\uc5b4, \uc2dc\uacc4\uc5f4 \ub370\uc774\ud130 \ubc0f \uc790\uc5f0\uc5b4 \ucc98\ub9ac \ubd84\uc57c\uc5d0\uc11c \ub110\ub9ac \ud65c\uc6a9\ub429\ub2c8\ub2e4. \ubcc0\ud615\uc73c\ub85c\ub294 \uc7a5\ub2e8\uae30 \uae30\uc5b5 \ub124\ud2b8\uc6cc\ud06c(Long Short-Term Memory, LSTM)\uc640 \uac8c\uc774\ud2b8 \uc21c\ud658 \uc720\ub2db(Gated Recurrent Unit, GRU)\uac00 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
5.4 \uc2e0\uacbd\ub9dd \ud504\ub808\uc784\uc6cc\ud06c<\/h3>\n
\uc2e0\uacbd\ub9dd\uc744 \uad6c\ucd95\ud558\uace0 \ud6c8\ub828\ud558\ub294 \ub370 \ub3c4\uc6c0\uc744 \uc8fc\ub294 \ub2e4\uc591\ud55c \ud504\ub808\uc784\uc6cc\ud06c\uac00 \uc874\uc7ac\ud569\ub2c8\ub2e4. \uc8fc\uc694 \ud504\ub808\uc784\uc6cc\ud06c\ub294 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4:<\/p>\n
\n
TensorFlow<\/strong>: \uad6c\uae00\uc5d0\uc11c \uac1c\ubc1c\ud55c \uc624\ud508\uc18c\uc2a4 \uba38\uc2e0\ub7ec\ub2dd \ub77c\uc774\ube0c\ub7ec\ub9ac\ub85c, \ub525\ub7ec\ub2dd \ubaa8\ub378\uc744 \uad6c\ucd95\ud558\uace0 \ud6c8\ub828\ud558\ub294 \ub370 \ub110\ub9ac \uc0ac\uc6a9\ub429\ub2c8\ub2e4.<\/li>\n
Keras<\/strong>: TensorFlow\uc758 \uace0\uc218\uc900 API\ub85c, \uac04\ud3b8\ud55c \uc778\ud130\ud398\uc774\uc2a4\ub97c \uc81c\uacf5\ud558\uc5ec \ube60\ub974\uace0 \uc27d\uac8c \ub525\ub7ec\ub2dd \ubaa8\ub378\uc744 \uad6c\ucd95\ud560 \uc218 \uc788\ub3c4\ub85d \ud569\ub2c8\ub2e4.<\/li>\n
PyTorch<\/strong>: \ud398\uc774\uc2a4\ubd81\uc5d0\uc11c \uac1c\ubc1c\ud55c \ub525\ub7ec\ub2dd \ud504\ub808\uc784\uc6cc\ud06c\ub85c, \ud2b9\ud788 \uc5f0\uad6c\uc640 \ud559\ubb38 \ubd84\uc57c\uc5d0\uc11c \uc778\uae30\uac00 \ub192\uc2b5\ub2c8\ub2e4. \ub3d9\uc801 \uc5f0\uc0b0 \uadf8\ub798\ud504\ub97c \uc0ac\uc6a9\ud558\uc5ec \uc720\uc5f0\ud55c \ubaa8\ub378 \uc124\uacc4\ub97c \uc9c0\uc6d0\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n
6. \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc758 \uc2e4\uc81c \uc801\uc6a9 \uc0ac\ub840<\/h2>\n
\ub2e4\uc591\ud55c \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd \uae30\uc220\uc774 \uc2e4\uc81c\ub85c \uc5b4\ub5bb\uac8c \ud65c\uc6a9\ub418\ub294\uc9c0\uc5d0 \ub300\ud55c \uc0ac\ub840\ub97c \uc0b4\ud3b4\ubcf4\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n
6.1 \uc8fc\uac00 \uc608\uce21<\/h3>\n
\uba38\uc2e0\ub7ec\ub2dd \ubaa8\ub378\uc744 \uc0ac\uc6a9\ud558\uc5ec \uae30\uc5c5\uc758 \uc8fc\uac00\ub97c \uc608\uce21\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc5ec\ub7ec\uac00\uc9c0 \ud2b9\uc9d5(\uc7ac\ubb34 \ube44\uc728, \uacbd\uc81c \uc9c0\ud45c \ub4f1)\uc744 \uc785\ub825\uc73c\ub85c \uc0ac\uc6a9\ud558\uc5ec \uc8fc\uac00\uc758 \uc0c1\uc2b9 \ub610\ub294 \ud558\ub77d\uc744 \uc608\uce21\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
6.2 \uc54c\uace0\ub9ac\uc998\uc801 \uc2dc\uc7a5 \uc911\ub9bd \uc804\ub7b5<\/h3>\n
\uc774 \uc804\ub7b5\uc740 \ub450 \uac1c\uc758 \uc0c1\uad00\uad00\uacc4\uac00 \ub192\uc740 \uc790\uc0b0\uc744 \ub3d9\uc2dc\uc5d0 \ub9e4\ub9e4\ud558\uc5ec \uc2dc\uc7a5\uc758 \uc6c0\uc9c1\uc784\uacfc \ubb34\uad00\ud558\uac8c \uc218\uc775\uc744 \ucd94\uad6c\ud558\ub294 \ubc29\uc2dd\uc785\ub2c8\ub2e4. \uba38\uc2e0\ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud558\uc5ec \uc790\uc0b0 \uac04\uc758 \uc0c1\ub300\uc801 \uac00\uaca9 \ubcc0\ub3d9\uc131\uc744 \ubd84\uc11d\ud558\uace0, \ub354 \ub098\uc544\uac00 \uc624\ucc28 \uc218\uc815 \uacfc\uc815\uc5d0\uc11c\uc758 \ubaa8\ub378\uc744 \ud559\uc2b5\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
6.3 \uc774\uc0c1 \uac70\ub798 \ud0d0\uc9c0<\/h3>\n
\uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc740 \uac70\ub798 \ud328\ud134\uc744 \ubd84\uc11d\ud558\uc5ec \ube44\uc815\uc0c1\uc801\uc774\uac70\ub098 \uc758\uc2ec\uc2a4\ub7ec\uc6b4 \uac70\ub798\ub97c \ud0d0\uc9c0\ud558\ub294 \ub370\uc5d0\ub3c4 \ud65c\uc6a9\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \uacfc\uc815\uc744 \ud1b5\ud574 \ud22c\uc790\uc790\ub4e4\uc740 \uc0ac\uae30\ub97c \uc608\ubc29\ud558\uace0 \ub354 \uc548\uc804\ud55c \uac70\ub798 \ud658\uacbd\uc744 \uc870\uc131\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n
\uacb0\ub860<\/h2>\n
\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998\uc744 \ud65c\uc6a9\ud55c \ud2b8\ub808\uc774\ub529\uc740 \ubbf8\ub798\uc758 \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c \ub354\uc6b1 \uc911\uc694\ud574\uc9c8 \uac83\uc785\ub2c8\ub2e4. \uae30\uc220\uc774 \uc9c0\uc18d\uc801\uc73c\ub85c \ubc1c\uc804\ud568\uc5d0 \ub530\ub77c \ub370\uc774\ud130 \uae30\ubc18\uc758 \uc758\uc0ac\uacb0\uc815\uacfc \uc790\ub3d9\ud654\ub41c \uac70\ub798\ub294 \uc810\uc810 \ub354 \ub9ce\uc740 \ud22c\uc790\uc790\ub4e4\uc5d0\uac8c \ud544\uc218\uc801\uc778 \ub3c4\uad6c\uac00 \ub420 \uac83\uc785\ub2c8\ub2e4. \uc774 \uae00\uc744 \ud1a0\ub300\ub85c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc5d0 \ub300\ud55c \uc774\ud574\ub97c \ub192\uc774\uace0, \uc2e4\uc81c\ub85c \uc774\ub97c \uc801\uc6a9\ud558\uc5ec \uc131\uacf5\uc801\uc778 \ud22c\uc790\uc790\uac00 \ub418\uae30\ub97c \ubc14\ub78d\ub2c8\ub2e4.<\/p>\n
\n
\uc774\uc5b4\uc9c0\ub294 \uac15\uc88c\uc5d0\uc11c\ub294 \ub354\uc6b1 \uc2ec\ud654\ub41c \ub0b4\uc6a9\uacfc \uc0ac\ub840\ub97c \ub2e4\ub8f0 \uc608\uc815\uc785\ub2c8\ub2e4. \ub9ce\uc740 \uad00\uc2ec \ubd80\ud0c1\ub4dc\ub9bd\ub2c8\ub2e4!<\/p>\n<\/footer>\n
<\/body><\/p>\n","protected":false},"excerpt":{"rendered":"
\ucd5c\uadfc \uba87 \ub144 \uac04 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uc778\uae30\uc640 \ud568\uaed8 \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uae30\uc220\uc774 \uae08\uc735 \uc2dc\uc7a5\uc5d0\ub3c4 \uae4a\uc219\ud558\uac8c \uce68\ud22c\ud558\uac8c \ub418\uc5c8\uc2b5\ub2c8\ub2e4. \uc774\ub294 \ub370\uc774\ud130 \uae30\ubc18\uc758 \uc758\uc0ac\uacb0\uc815\uc744 \uac00\ub2a5\ud558\uac8c \ud558\uace0, \ub354\uc6b1 \uc815\uad50\ud55c \uac70\ub798 \uc804\ub7b5\uc744 \uc124\uacc4\ud560 \uc218 \uc788\uac8c \ud574\uc8fc\uc5c8\uc2b5\ub2c8\ub2e4. \uc774\ubc88 \uac15\uc88c\uc5d0\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998\uc774 \ud2b8\ub808\uc774\ub529\uc5d0 \uc5b4\ub5bb\uac8c \ud65c\uc6a9\ub418\ub294\uc9c0\uc5d0 \ub300\ud55c \uc2ec\uce35\uc801\uc778 \ub17c\uc758\uc640 \ud568\uaed8, \uc2e0\uacbd\ub9dd(NN) \uad6c\uc870\uc640 \ud504\ub808\uc784\uc6cc\ud06c\uc5d0 \ub300\ud574\uc11c\ub3c4 \uc790\uc138\ud788 \uc54c\uc544\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. 1. \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uac1c\ub150 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc740 … \ub354 \ubcf4\uae30 “\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, NN \uad6c\uc870 \ud504\ub808\uc784\uc6cc\ud06c \uc815\uc758”<\/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":[29],"tags":[],"class_list":["post-28704","post","type-post","status-publish","format-standard","hentry","category-29"],"yoast_head":"\n\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, NN \uad6c\uc870 \ud504\ub808\uc784\uc6cc\ud06c \uc815\uc758 - \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\/28704\/\" \/>\n<meta property=\"og:locale\" content=\"ko_KR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, NN \uad6c\uc870 \ud504\ub808\uc784\uc6cc\ud06c \uc815\uc758 - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" \/>\n<meta property=\"og:description\" content=\"\ucd5c\uadfc \uba87 \ub144 \uac04 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uc778\uae30\uc640 \ud568\uaed8 \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uae30\uc220\uc774 \uae08\uc735 \uc2dc\uc7a5\uc5d0\ub3c4 \uae4a\uc219\ud558\uac8c \uce68\ud22c\ud558\uac8c \ub418\uc5c8\uc2b5\ub2c8\ub2e4. \uc774\ub294 \ub370\uc774\ud130 \uae30\ubc18\uc758 \uc758\uc0ac\uacb0\uc815\uc744 \uac00\ub2a5\ud558\uac8c \ud558\uace0, \ub354\uc6b1 \uc815\uad50\ud55c \uac70\ub798 \uc804\ub7b5\uc744 \uc124\uacc4\ud560 \uc218 \uc788\uac8c \ud574\uc8fc\uc5c8\uc2b5\ub2c8\ub2e4. \uc774\ubc88 \uac15\uc88c\uc5d0\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998\uc774 \ud2b8\ub808\uc774\ub529\uc5d0 \uc5b4\ub5bb\uac8c \ud65c\uc6a9\ub418\ub294\uc9c0\uc5d0 \ub300\ud55c \uc2ec\uce35\uc801\uc778 \ub17c\uc758\uc640 \ud568\uaed8, \uc2e0\uacbd\ub9dd(NN) \uad6c\uc870\uc640 \ud504\ub808\uc784\uc6cc\ud06c\uc5d0 \ub300\ud574\uc11c\ub3c4 \uc790\uc138\ud788 \uc54c\uc544\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. 1. \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uac1c\ub150 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc740 … \ub354 \ubcf4\uae30 "\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, NN \uad6c\uc870 \ud504\ub808\uc784\uc6cc\ud06c \uc815\uc758"\" \/>\n<meta property=\"og:url\" content=\"https:\/\/atmokpo.com\/w\/28704\/\" \/>\n<meta property=\"og:site_name\" content=\"\ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" \/>\n<meta property=\"article:published_time\" content=\"2024-10-27T16:14:39+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2024-11-26T06:58:56+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<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/atmokpo.com\/w\/28704\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/atmokpo.com\/w\/28704\/\"},\"author\":{\"name\":\"root\",\"@id\":\"https:\/\/atmokpo.com\/w\/#\/schema\/person\/91b6b3b138fbba0efb4ae64b1abd81d7\"},\"headline\":\"\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, NN \uad6c\uc870 \ud504\ub808\uc784\uc6cc\ud06c \uc815\uc758\",\"datePublished\":\"2024-10-27T16:14:39+00:00\",\"dateModified\":\"2024-11-26T06:58:56+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/atmokpo.com\/w\/28704\/\"},\"wordCount\":52,\"publisher\":{\"@id\":\"https:\/\/atmokpo.com\/w\/#organization\"},\"articleSection\":[\"\ub525\ub7ec\ub2dd \uba38\uc2e0\ub7ec\ub2dd \uc790\ub3d9 \ud2b8\ub808\uc774\ub529\"],\"inLanguage\":\"ko-KR\"},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/atmokpo.com\/w\/28704\/\",\"url\":\"https:\/\/atmokpo.com\/w\/28704\/\",\"name\":\"\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, NN \uad6c\uc870 \ud504\ub808\uc784\uc6cc\ud06c \uc815\uc758 - 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