{"id":29658,"date":"2024-10-28T01:55:57","date_gmt":"2024-10-28T01:55:57","guid":{"rendered":"http:\/\/atmokpo.com\/w\/?p=29658"},"modified":"2024-11-26T06:51:49","modified_gmt":"2024-11-26T06:51:49","slug":"%ed%97%88%ea%b9%85%ed%8e%98%ec%9d%b4%ec%8a%a4-%ed%8a%b8%eb%a0%8c%ec%8a%a4%ed%8f%ac%eb%a8%b8-%ed%99%9c%ec%9a%a9%ea%b0%95%ec%a2%8c-%eb%a0%88%ec%9d%b4%eb%b8%94-%ec%9d%b8%ec%bd%94%eb%94%a9","status":"publish","type":"post","link":"https:\/\/atmokpo.com\/w\/29658\/","title":{"rendered":"\ud5c8\uae45\ud398\uc774\uc2a4 \ud2b8\ub80c\uc2a4\ud3ec\uba38 \ud65c\uc6a9\uac15\uc88c, \ub808\uc774\ube14 \uc778\ucf54\ub529"},"content":{"rendered":"

<\/p>\n

\n \ubcf8 \uac15\uc88c\uc5d0\uc11c\ub294 \ub525\ub7ec\ub2dd \ubaa8\ub378\uc744 \uad6c\ucd95\ud558\ub294 \ub370 \uc788\uc5b4 \uc911\uc694\ud55c \uc804\ucc98\ub9ac \uacfc\uc815\uc778 \ub808\uc774\ube14 \uc778\ucf54\ub529<\/strong>\uc5d0 \ub300\ud574 \uc790\uc138\ud788 \uc124\uba85\ud558\uaca0\uc2b5\ub2c8\ub2e4.
\n \ub808\uc774\ube14 \uc778\ucf54\ub529\uc740 \uc8fc\ub85c \ubd84\ub958 \ubb38\uc81c\uc5d0\uc11c \uc0ac\uc6a9\ub418\ub294 \uae30\ubc95\uc73c\ub85c, \ubc94\uc8fc\ud615 \ub370\uc774\ud130\ub97c \uc22b\uc790\ub85c \ubcc0\ud658\ud558\ub294 \uacfc\uc815\uc785\ub2c8\ub2e4.
\n \uc774 \uacfc\uc815\uc740 \uba38\uc2e0\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998\uc774 \uc785\ub825 \ub370\uc774\ud130\ub97c \uc774\ud574\ud560 \uc218 \uc788\ub3c4\ub85d \ub3c4\uc640\uc90d\ub2c8\ub2e4.\n <\/p>\n

\ub808\uc774\ube14 \uc778\ucf54\ub529\uc758 \ud544\uc694\uc131<\/h2>\n

\n \ub300\ubd80\ubd84\uc758 \uba38\uc2e0\ub7ec\ub2dd \ubaa8\ub378\uc740 \uc22b\uc790 \ub370\uc774\ud130\ub97c \uc785\ub825\uc73c\ub85c \ubc1b\uc2b5\ub2c8\ub2e4. \uadf8\ub7ec\ub098 \uc6b0\ub9ac\uc758 \ub370\uc774\ud130\ub294 \uc885\uc885 \ud14d\uc2a4\ud2b8 \ud615\ud0dc\uc758 \ubc94\uc8fc\ud615 \ub370\uc774\ud130\ub85c \uc81c\uacf5\ub429\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \uace0\uc591\uc774\uc640 \uac1c\ub77c\ub294 \ub450 \uac00\uc9c0 \ub808\uc774\ube14\uc774 \uc788\uc744 \ub54c,
\n \uc774\ub97c \uc9c1\uc811\uc801\uc73c\ub85c \ubaa8\ub378\uc5d0 \uc785\ub825\ud560 \uc218\ub294 \uc5c6\uc2b5\ub2c8\ub2e4. \ub530\ub77c\uc11c \ub808\uc774\ube14 \uc778\ucf54\ub529\uc744 \ud1b5\ud574 \uace0\uc591\uc774<\/code>\ub294 0<\/code>, \uac1c<\/code>\ub294 1<\/code>\uc774\ub77c\ub294 \uc22b\uc790 \uac12\uc73c\ub85c \ubcc0\ud658\ud574\uc57c \ud569\ub2c8\ub2e4.\n <\/p>\n

\ud5c8\uae45\ud398\uc774\uc2a4 \ud2b8\ub79c\uc2a4\ud3ec\uba38 \ub77c\uc774\ube0c\ub7ec\ub9ac \uc18c\uac1c<\/h2>\n

\n\ud5c8\uae45\ud398\uc774\uc2a4(Hugging Face)<\/strong>\ub294 \uc790\uc5f0\uc5b4 \ucc98\ub9ac(NLP) \ubaa8\ub378 \ubc0f \ub370\uc774\ud130\uc14b\uc744 \uc190\uc27d\uac8c \ud65c\uc6a9\ud560 \uc218 \uc788\ub294 \ub77c\uc774\ube0c\ub7ec\ub9ac\uc785\ub2c8\ub2e4.
\n \uadf8\uc911 \ud2b8\ub79c\uc2a4\ud3ec\uba38(Transformers)<\/strong> \ub77c\uc774\ube0c\ub7ec\ub9ac\ub294 \ub2e4\uc591\ud55c \uc0ac\uc804 \ud559\uc2b5(pre-trained)\ub41c \ubaa8\ub378\uc744 \uc81c\uacf5\ud558\uc5ec, \uac1c\ubc1c\uc790\uac00 \uc190\uc27d\uac8c NLP \ubaa8\ub378\uc744 \uad6c\ucd95\ud558\uace0 fine-tuning \ud560 \uc218 \uc788\ub3c4\ub85d \ud569\ub2c8\ub2e4.\n <\/p>\n

\ub808\uc774\ube14 \uc778\ucf54\ub529\uc744 \uc704\ud55c \ud30c\uc774\uc36c \ucf54\ub4dc \uc608\uc81c<\/h2>\n

\n \ubcf8 \uc608\uc81c\uc5d0\uc11c\ub294 sklearn<\/strong> \ub77c\uc774\ube0c\ub7ec\ub9ac\uc758 LabelEncoder<\/code> \ud074\ub798\uc2a4\ub97c \ud65c\uc6a9\ud558\uc5ec \ub808\uc774\ube14 \uc778\ucf54\ub529\uc744 \uc218\ud589\ud558\uaca0\uc2b5\ub2c8\ub2e4.\n <\/p>\n

python\nimport pandas as pd\nfrom sklearn.preprocessing import LabelEncoder\n\n# \uc608\uc81c \ub370\uc774\ud130 \uc0dd\uc131\ndata = {'\ub3d9\ubb3c': ['\uace0\uc591\uc774', '\uac1c', '\uac1c', '\uace0\uc591\uc774', '\ud1a0\ub07c']}\ndf = pd.DataFrame(data)\n\nprint(\"\uc6d0\ubcf8 \ub370\uc774\ud130:\")\nprint(df)\n\n# \ub808\uc774\ube14 \uc778\ucf54\ub354 \ucd08\uae30\ud654\nlabel_encoder = LabelEncoder()\n\n# \ub808\uc774\ube14 \uc778\ucf54\ub529 \uc218\ud589\ndf['\ub3d9\ubb3c_\uc778\ucf54\ub529'] = label_encoder.fit_transform(df['\ub3d9\ubb3c'])\n\nprint(\"\\n\ub808\uc774\ube14 \uc778\ucf54\ub529 \ud6c4 \ub370\uc774\ud130:\")\nprint(df)\n    <\/code><\/pre>\n
\ucf54\ub4dc \uc124\uba85<\/h3>\n
\n        1. \uba3c\uc800, pandas<\/code> \ub77c\uc774\ube0c\ub7ec\ub9ac\ub97c \ud65c\uc6a9\ud558\uc5ec \uac04\ub2e8\ud55c \ub370\uc774\ud130\ud504\ub808\uc784\uc744 \uc0dd\uc131\ud569\ub2c8\ub2e4.
\n        2. \uc774\ud6c4 LabelEncoder<\/code> \ud074\ub798\uc2a4\ub97c \ucd08\uae30\ud654\ud558\uace0, fit_transform<\/code> \uba54\uc11c\ub4dc\ub97c \uc0ac\uc6a9\ud558\uc5ec
\n        \ub3d9\ubb3c<\/code> \uc5f4\uc758 \ubc94\uc8fc\ud615 \ub370\uc774\ud130\ub97c \uc22b\uc790\ub85c \ubcc0\ud658\ud569\ub2c8\ub2e4.
\n        3. \ub9c8\uc9c0\ub9c9\uc73c\ub85c \uc778\ucf54\ub529\ub41c \ub370\uc774\ud130\ub97c \uc0c8\ub85c\uc6b4 \uc5f4\ub85c \ucd94\uac00\ud558\uc5ec \ucd9c\ub825\ud569\ub2c8\ub2e4.\n    <\/p>\n
\ud6c8\ub828 \ub370\uc774\ud130\uc640 \ud14c\uc2a4\ud2b8 \ub370\uc774\ud130\uc5d0\uc11c \ub808\uc774\ube14 \uc778\ucf54\ub529<\/h2>\n
\n        \uba38\uc2e0\ub7ec\ub2dd \ubaa8\ub378\uc744 \uad6c\ucd95\ud560 \ub54c \ud6c8\ub828 \ub370\uc774\ud130\uc640 \ud14c\uc2a4\ud2b8 \ub370\uc774\ud130 \ubaa8\ub450\uc5d0 \ub300\ud574 \ub808\uc774\ube14 \uc778\ucf54\ub529\uc744 \uc218\ud589\ud574\uc57c \ud569\ub2c8\ub2e4.
\n        \uc774\ub54c \uc911\uc694\ud55c \uc810\uc740 \ud6c8\ub828 \ub370\uc774\ud130\uc5d0 \ub300\ud574 fit<\/code> \uba54\uc11c\ub4dc\ub97c \ud638\ucd9c\ud558\uace0, \uc774\ud6c4 \ud14c\uc2a4\ud2b8 \ub370\uc774\ud130\uc5d0 \ub300\ud574\uc11c\ub294 transform<\/code> \uba54\uc11c\ub4dc\ub97c \ud638\ucd9c\ud558\uc5ec
\n        \uac19\uc740 \ubc29\uc2dd\uc758 \uc778\ucf54\ub529\uc744 \uc801\uc6a9\ud574\uc57c \ud568\uc744 \uc798 \uae30\uc5b5\ud574\uc57c \ud569\ub2c8\ub2e4.\n    <\/p>\n
python\n# \ud6c8\ub828 \ub370\uc774\ud130\uc640 \ud14c\uc2a4\ud2b8 \ub370\uc774\ud130 \uc0dd\uc131\ntrain_data = {'\ub3d9\ubb3c': ['\uace0\uc591\uc774', '\uac1c', '\uac1c', '\uace0\uc591\uc774']}\ntest_data = {'\ub3d9\ubb3c': ['\uace0\uc591\uc774', '\ud1a0\ub07c']}\n\ntrain_df = pd.DataFrame(train_data)\ntest_df = pd.DataFrame(test_data)\n\n# \ud6c8\ub828 \ub370\uc774\ud130\uc5d0 \ub300\ud574 fit\nlabel_encoder = LabelEncoder()\nlabel_encoder.fit(train_df['\ub3d9\ubb3c'])\n\n# \ud6c8\ub828 \ub370\uc774\ud130 \uc778\ucf54\ub529\ntrain_df['\ub3d9\ubb3c_\uc778\ucf54\ub529'] = label_encoder.transform(train_df['\ub3d9\ubb3c'])\n\n# \ud14c\uc2a4\ud2b8 \ub370\uc774\ud130 \uc778\ucf54\ub529\ntest_df['\ub3d9\ubb3c_\uc778\ucf54\ub529'] = label_encoder.transform(test_df['\ub3d9\ubb3c'])\n\nprint(\"\ud6c8\ub828 \ub370\uc774\ud130 \uc778\ucf54\ub529 \uacb0\uacfc:\")\nprint(train_df)\n\nprint(\"\\n\ud14c\uc2a4\ud2b8 \ub370\uc774\ud130 \uc778\ucf54\ub529 \uacb0\uacfc:\")\nprint(test_df)\n    <\/code><\/pre>\n
\uc774\ud574\ub97c \ub3d5\uae30 \uc704\ud55c \uc124\uba85<\/h3>\n
\n        \uc704\uc758 \ucf54\ub4dc\ub294 \ud6c8\ub828 \ub370\uc774\ud130\uc640 \ud14c\uc2a4\ud2b8 \ub370\uc774\ud130\ub97c \uac01\uac01 \ubcc4\ub3c4\uc758 \ub370\uc774\ud130\ud504\ub808\uc784\uc73c\ub85c \uc0dd\uc131\ud558\uace0, \ud6c8\ub828 \ub370\uc774\ud130\uc5d0\uc11c LabelEncoder<\/code>\ub97c
\n        \uc801\ud569(fit)\uc2dc\ud0b5\ub2c8\ub2e4. \uc774 \ud6c4, \ud559\uc2b5\ub41c \uc778\ucf54\ub354\ub97c \ud1b5\ud574 \ud6c8\ub828 \ub370\uc774\ud130\uc640 \ud14c\uc2a4\ud2b8 \ub370\uc774\ud130 \ubaa8\ub450\uc5d0 \uc77c\uad00\ub418\uac8c \ub808\uc774\ube14 \uc778\ucf54\ub529\uc744 \uc218\ud589\ud558\uc600\uc2b5\ub2c8\ub2e4.\n    <\/p>\n
\ud55c\uacc4\uc810 \ubc0f \uc8fc\uc758\uc0ac\ud56d<\/h2>\n
\n        \ub808\uc774\ube14 \uc778\ucf54\ub529\uc740 \ub2e8\uc21c\ud558\uba74\uc11c\ub3c4 \uc720\uc6a9\ud558\uc9c0\ub9cc, \uc77c\ubd80 \uacbd\uc6b0\uc5d0\ub294 \ub370\uc774\ud130\uc758 \ubcf8\uc9c8\uc801\uc778 \uc21c\uc11c\uac00 \uc190\uc2e4\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc608\ub97c \ub4e4\uc5b4, \uc791\ub2e4, \ubcf4\ud1b5, \ud06c\ub2e4<\/code>\ub77c\ub294 \ud45c\ud604\uc774 \uc788\uc744 \ub54c
\n        \ub808\uc774\ube14 \uc778\ucf54\ub529<\/code>\uc744 \ud1b5\ud574 0, 1, 2<\/code>\ub85c \ubcc0\ud658\ud55c\ub2e4\uace0 \ud574\uc11c \ud06c\uace0 \uc791\uc740 \uad00\uacc4\uac00 \ubcf4\uc7a5\ub418\uc9c0 \uc54a\uc744 \uc218 \uc788\ub2e4\ub294 \uc810\uc785\ub2c8\ub2e4. \uc774\ub7f0 \uacbd\uc6b0\uc5d0\ub294 One-Hot Encoding<\/code>\uc744 \uace0\ub824\ud574\uc57c \ud569\ub2c8\ub2e4.\n    <\/p>\n
\uacb0\ub860<\/h2>\n
\n        \uc774\ubc88 \uac15\uc88c\uc5d0\uc11c\ub294 \ud5c8\uae45\ud398\uc774\uc2a4 \ud2b8\ub79c\uc2a4\ud3ec\uba38 \ub77c\uc774\ube0c\ub7ec\ub9ac\ub97c \uc0ac\uc6a9\ud558\uc9c0 \uc54a\uace0\ub3c4 \ub808\uc774\ube14 \uc778\ucf54\ub529<\/strong>\uc758 \uc911\uc694\uc131\uacfc \uadf8 \ubc29\ubc95\uc5d0 \ub300\ud574 \ud559\uc2b5\ud558\uc600\uc2b5\ub2c8\ub2e4.
\n        \uc774\uc640 \uac19\uc740 \ub370\uc774\ud130 \uc804\ucc98\ub9ac \uacfc\uc815\uc740 \ub525\ub7ec\ub2dd \ubc0f \uba38\uc2e0\ub7ec\ub2dd \ubaa8\ub378\uc758 \uc131\ub2a5\uc5d0 \ud070 \uc601\ud5a5\uc744 \ubbf8\uce58\ubbc0\ub85c, \ucda9\ubd84\ud788 \uc774\ud574\ud558\uace0 \uc801\uc6a9\ud560 \ud544\uc694\uac00 \uc788\uc2b5\ub2c8\ub2e4.\n    <\/p>\n
\ucd94\uac00 \uc790\ub8cc<\/h2>\n
\n        \ub354 \ub9ce\uc740 \uc815\ubcf4\ub294 \ud5c8\uae45\ud398\uc774\uc2a4\uc758 \uacf5\uc2dd \ubb38\uc11c\ub97c \ucc38\uace0\ud558\uc2dc\uae30 \ubc14\ub78d\ub2c8\ub2e4: Hugging Face Documentation<\/a>.\n    <\/p>\n
<\/body><\/p>\n","protected":false},"excerpt":{"rendered":"
\ubcf8 \uac15\uc88c\uc5d0\uc11c\ub294 \ub525\ub7ec\ub2dd \ubaa8\ub378\uc744 \uad6c\ucd95\ud558\ub294 \ub370 \uc788\uc5b4 \uc911\uc694\ud55c \uc804\ucc98\ub9ac \uacfc\uc815\uc778 \ub808\uc774\ube14 \uc778\ucf54\ub529\uc5d0 \ub300\ud574 \uc790\uc138\ud788 \uc124\uba85\ud558\uaca0\uc2b5\ub2c8\ub2e4. \ub808\uc774\ube14 \uc778\ucf54\ub529\uc740 \uc8fc\ub85c \ubd84\ub958 \ubb38\uc81c\uc5d0\uc11c \uc0ac\uc6a9\ub418\ub294 \uae30\ubc95\uc73c\ub85c, \ubc94\uc8fc\ud615 \ub370\uc774\ud130\ub97c \uc22b\uc790\ub85c \ubcc0\ud658\ud558\ub294 \uacfc\uc815\uc785\ub2c8\ub2e4. \uc774 \uacfc\uc815\uc740 \uba38\uc2e0\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998\uc774 \uc785\ub825 \ub370\uc774\ud130\ub97c \uc774\ud574\ud560 \uc218 \uc788\ub3c4\ub85d \ub3c4\uc640\uc90d\ub2c8\ub2e4. \ub808\uc774\ube14 \uc778\ucf54\ub529\uc758 \ud544\uc694\uc131 \ub300\ubd80\ubd84\uc758 \uba38\uc2e0\ub7ec\ub2dd \ubaa8\ub378\uc740 \uc22b\uc790 \ub370\uc774\ud130\ub97c \uc785\ub825\uc73c\ub85c \ubc1b\uc2b5\ub2c8\ub2e4. \uadf8\ub7ec\ub098 \uc6b0\ub9ac\uc758 \ub370\uc774\ud130\ub294 \uc885\uc885 \ud14d\uc2a4\ud2b8 \ud615\ud0dc\uc758 \ubc94\uc8fc\ud615 \ub370\uc774\ud130\ub85c … \ub354 \ubcf4\uae30 “\ud5c8\uae45\ud398\uc774\uc2a4 \ud2b8\ub80c\uc2a4\ud3ec\uba38 \ud65c\uc6a9\uac15\uc88c, \ub808\uc774\ube14 \uc778\ucf54\ub529”<\/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":[30],"tags":[],"class_list":["post-29658","post","type-post","status-publish","format-standard","hentry","category-30"],"yoast_head":"\n\ud5c8\uae45\ud398\uc774\uc2a4 \ud2b8\ub80c\uc2a4\ud3ec\uba38 \ud65c\uc6a9\uac15\uc88c, \ub808\uc774\ube14 \uc778\ucf54\ub529 - \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\/29658\/\" \/>\n<meta property=\"og:locale\" content=\"ko_KR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\ud5c8\uae45\ud398\uc774\uc2a4 \ud2b8\ub80c\uc2a4\ud3ec\uba38 \ud65c\uc6a9\uac15\uc88c, \ub808\uc774\ube14 \uc778\ucf54\ub529 - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" \/>\n<meta property=\"og:description\" content=\"\ubcf8 \uac15\uc88c\uc5d0\uc11c\ub294 \ub525\ub7ec\ub2dd \ubaa8\ub378\uc744 \uad6c\ucd95\ud558\ub294 \ub370 \uc788\uc5b4 \uc911\uc694\ud55c \uc804\ucc98\ub9ac \uacfc\uc815\uc778 \ub808\uc774\ube14 \uc778\ucf54\ub529\uc5d0 \ub300\ud574 \uc790\uc138\ud788 \uc124\uba85\ud558\uaca0\uc2b5\ub2c8\ub2e4. \ub808\uc774\ube14 \uc778\ucf54\ub529\uc740 \uc8fc\ub85c \ubd84\ub958 \ubb38\uc81c\uc5d0\uc11c \uc0ac\uc6a9\ub418\ub294 \uae30\ubc95\uc73c\ub85c, \ubc94\uc8fc\ud615 \ub370\uc774\ud130\ub97c \uc22b\uc790\ub85c \ubcc0\ud658\ud558\ub294 \uacfc\uc815\uc785\ub2c8\ub2e4. \uc774 \uacfc\uc815\uc740 \uba38\uc2e0\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998\uc774 \uc785\ub825 \ub370\uc774\ud130\ub97c \uc774\ud574\ud560 \uc218 \uc788\ub3c4\ub85d \ub3c4\uc640\uc90d\ub2c8\ub2e4. \ub808\uc774\ube14 \uc778\ucf54\ub529\uc758 \ud544\uc694\uc131 \ub300\ubd80\ubd84\uc758 \uba38\uc2e0\ub7ec\ub2dd \ubaa8\ub378\uc740 \uc22b\uc790 \ub370\uc774\ud130\ub97c \uc785\ub825\uc73c\ub85c \ubc1b\uc2b5\ub2c8\ub2e4. \uadf8\ub7ec\ub098 \uc6b0\ub9ac\uc758 \ub370\uc774\ud130\ub294 \uc885\uc885 \ud14d\uc2a4\ud2b8 \ud615\ud0dc\uc758 \ubc94\uc8fc\ud615 \ub370\uc774\ud130\ub85c … \ub354 \ubcf4\uae30 "\ud5c8\uae45\ud398\uc774\uc2a4 \ud2b8\ub80c\uc2a4\ud3ec\uba38 \ud65c\uc6a9\uac15\uc88c, \ub808\uc774\ube14 \uc778\ucf54\ub529"\" \/>\n<meta property=\"og:url\" content=\"https:\/\/atmokpo.com\/w\/29658\/\" \/>\n<meta property=\"og:site_name\" content=\"\ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\" \/>\n<meta property=\"article:published_time\" content=\"2024-10-28T01:55:57+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2024-11-26T06:51:49+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\/29658\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/atmokpo.com\/w\/29658\/\"},\"author\":{\"name\":\"root\",\"@id\":\"https:\/\/atmokpo.com\/w\/#\/schema\/person\/91b6b3b138fbba0efb4ae64b1abd81d7\"},\"headline\":\"\ud5c8\uae45\ud398\uc774\uc2a4 \ud2b8\ub80c\uc2a4\ud3ec\uba38 \ud65c\uc6a9\uac15\uc88c, \ub808\uc774\ube14 \uc778\ucf54\ub529\",\"datePublished\":\"2024-10-28T01:55:57+00:00\",\"dateModified\":\"2024-11-26T06:51:49+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/atmokpo.com\/w\/29658\/\"},\"wordCount\":12,\"publisher\":{\"@id\":\"https:\/\/atmokpo.com\/w\/#organization\"},\"articleSection\":[\"\ud5c8\uae45\ud398\uc774\uc2a4 \ud65c\uc6a9\"],\"inLanguage\":\"ko-KR\"},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/atmokpo.com\/w\/29658\/\",\"url\":\"https:\/\/atmokpo.com\/w\/29658\/\",\"name\":\"\ud5c8\uae45\ud398\uc774\uc2a4 \ud2b8\ub80c\uc2a4\ud3ec\uba38 \ud65c\uc6a9\uac15\uc88c, \ub808\uc774\ube14 \uc778\ucf54\ub529 - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8\",\"isPartOf\":{\"@id\":\"https:\/\/atmokpo.com\/w\/#website\"},\"datePublished\":\"2024-10-28T01:55:57+00:00\",\"dateModified\":\"2024-11-26T06:51:49+00:00\",\"breadcrumb\":{\"@id\":\"https:\/\/atmokpo.com\/w\/29658\/#breadcrumb\"},\"inLanguage\":\"ko-KR\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/atmokpo.com\/w\/29658\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/atmokpo.com\/w\/29658\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"\ud648\",\"item\":\"https:\/\/atmokpo.com\/w\/en\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"\ud5c8\uae45\ud398\uc774\uc2a4 \ud2b8\ub80c\uc2a4\ud3ec\uba38 \ud65c\uc6a9\uac15\uc88c, \ub808\uc774\ube14 \uc778\ucf54\ub529\"}]},{\"@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":"\ud5c8\uae45\ud398\uc774\uc2a4 \ud2b8\ub80c\uc2a4\ud3ec\uba38 \ud65c\uc6a9\uac15\uc88c, \ub808\uc774\ube14 \uc778\ucf54\ub529 - \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\/29658\/","og_locale":"ko_KR","og_type":"article","og_title":"\ud5c8\uae45\ud398\uc774\uc2a4 \ud2b8\ub80c\uc2a4\ud3ec\uba38 \ud65c\uc6a9\uac15\uc88c, \ub808\uc774\ube14 \uc778\ucf54\ub529 - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8","og_description":"\ubcf8 \uac15\uc88c\uc5d0\uc11c\ub294 \ub525\ub7ec\ub2dd \ubaa8\ub378\uc744 \uad6c\ucd95\ud558\ub294 \ub370 \uc788\uc5b4 \uc911\uc694\ud55c \uc804\ucc98\ub9ac \uacfc\uc815\uc778 \ub808\uc774\ube14 \uc778\ucf54\ub529\uc5d0 \ub300\ud574 \uc790\uc138\ud788 \uc124\uba85\ud558\uaca0\uc2b5\ub2c8\ub2e4. \ub808\uc774\ube14 \uc778\ucf54\ub529\uc740 \uc8fc\ub85c \ubd84\ub958 \ubb38\uc81c\uc5d0\uc11c \uc0ac\uc6a9\ub418\ub294 \uae30\ubc95\uc73c\ub85c, \ubc94\uc8fc\ud615 \ub370\uc774\ud130\ub97c \uc22b\uc790\ub85c \ubcc0\ud658\ud558\ub294 \uacfc\uc815\uc785\ub2c8\ub2e4. \uc774 \uacfc\uc815\uc740 \uba38\uc2e0\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998\uc774 \uc785\ub825 \ub370\uc774\ud130\ub97c \uc774\ud574\ud560 \uc218 \uc788\ub3c4\ub85d \ub3c4\uc640\uc90d\ub2c8\ub2e4. \ub808\uc774\ube14 \uc778\ucf54\ub529\uc758 \ud544\uc694\uc131 \ub300\ubd80\ubd84\uc758 \uba38\uc2e0\ub7ec\ub2dd \ubaa8\ub378\uc740 \uc22b\uc790 \ub370\uc774\ud130\ub97c \uc785\ub825\uc73c\ub85c \ubc1b\uc2b5\ub2c8\ub2e4. \uadf8\ub7ec\ub098 \uc6b0\ub9ac\uc758 \ub370\uc774\ud130\ub294 \uc885\uc885 \ud14d\uc2a4\ud2b8 \ud615\ud0dc\uc758 \ubc94\uc8fc\ud615 \ub370\uc774\ud130\ub85c … \ub354 \ubcf4\uae30 \"\ud5c8\uae45\ud398\uc774\uc2a4 \ud2b8\ub80c\uc2a4\ud3ec\uba38 \ud65c\uc6a9\uac15\uc88c, \ub808\uc774\ube14 \uc778\ucf54\ub529\"","og_url":"https:\/\/atmokpo.com\/w\/29658\/","og_site_name":"\ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8","article_published_time":"2024-10-28T01:55:57+00:00","article_modified_time":"2024-11-26T06:51:49+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\/29658\/#article","isPartOf":{"@id":"https:\/\/atmokpo.com\/w\/29658\/"},"author":{"name":"root","@id":"https:\/\/atmokpo.com\/w\/#\/schema\/person\/91b6b3b138fbba0efb4ae64b1abd81d7"},"headline":"\ud5c8\uae45\ud398\uc774\uc2a4 \ud2b8\ub80c\uc2a4\ud3ec\uba38 \ud65c\uc6a9\uac15\uc88c, \ub808\uc774\ube14 \uc778\ucf54\ub529","datePublished":"2024-10-28T01:55:57+00:00","dateModified":"2024-11-26T06:51:49+00:00","mainEntityOfPage":{"@id":"https:\/\/atmokpo.com\/w\/29658\/"},"wordCount":12,"publisher":{"@id":"https:\/\/atmokpo.com\/w\/#organization"},"articleSection":["\ud5c8\uae45\ud398\uc774\uc2a4 \ud65c\uc6a9"],"inLanguage":"ko-KR"},{"@type":"WebPage","@id":"https:\/\/atmokpo.com\/w\/29658\/","url":"https:\/\/atmokpo.com\/w\/29658\/","name":"\ud5c8\uae45\ud398\uc774\uc2a4 \ud2b8\ub80c\uc2a4\ud3ec\uba38 \ud65c\uc6a9\uac15\uc88c, \ub808\uc774\ube14 \uc778\ucf54\ub529 - \ub77c\uc774\ube0c\uc2a4\ub9c8\ud2b8","isPartOf":{"@id":"https:\/\/atmokpo.com\/w\/#website"},"datePublished":"2024-10-28T01:55:57+00:00","dateModified":"2024-11-26T06:51:49+00:00","breadcrumb":{"@id":"https:\/\/atmokpo.com\/w\/29658\/#breadcrumb"},"inLanguage":"ko-KR","potentialAction":[{"@type":"ReadAction","target":["https:\/\/atmokpo.com\/w\/29658\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/atmokpo.com\/w\/29658\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"\ud648","item":"https:\/\/atmokpo.com\/w\/en\/"},{"@type":"ListItem","position":2,"name":"\ud5c8\uae45\ud398\uc774\uc2a4 \ud2b8\ub80c\uc2a4\ud3ec\uba38 \ud65c\uc6a9\uac15\uc88c, \ub808\uc774\ube14 \uc778\ucf54\ub529"}]},{"@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\/29658","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=29658"}],"version-history":[{"count":1,"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/posts\/29658\/revisions"}],"predecessor-version":[{"id":29659,"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/posts\/29658\/revisions\/29659"}],"wp:attachment":[{"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/media?parent=29658"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/categories?post=29658"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/atmokpo.com\/w\/wp-json\/wp\/v2\/tags?post=29658"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}