{"id":566,"date":"2020-11-22T22:49:06","date_gmt":"2020-11-22T13:49:06","guid":{"rendered":"http:\/\/cedartrees.co.kr\/?p=566"},"modified":"2021-01-09T19:19:40","modified_gmt":"2021-01-09T10:19:40","slug":"supervised-learning","status":"publish","type":"post","link":"http:\/\/blog.cedartrees.co.kr\/index.php\/2020\/11\/22\/supervised-learning\/","title":{"rendered":"\uc9c0\ub3c4\ud559\uc2b5(Supervised Learning)"},"content":{"rendered":"\n

\uc815\uc758<\/h2>\n\n\n\n

\uc9c0\ub3c4\ud559\uc2b5\uc740 \uac00\uc7a5 \ub110\ub9ac \uc0ac\uc6a9\ub418\ub294 \uba38\uc2e0\ub7ec\ub2dd \ubc29\ubc95 \uc911\uc5d0 \ud558\ub098\uc785\ub2c8\ub2e4. \uc9c0\ub3c4\ud559\uc2b5\uc758 \ud2b9\uc9d5\uc740 \uc785\ub825(Input)\uacfc \ucd9c\ub825 \ub370\uc774\ud130(Label)\uac00 \uc874\uc7ac\ud55c\ub2e4\ub294 \uac83\uc774\uc8e0. \uae30\uc874\uc5d0 \uc874\uc7ac\ud558\ub294 Input\/Label \ub370\uc774\ud130 \ub4e4\uc744 \ud1b5\ud574\uc11c \uc5b4\ub5a4 \uc54c\uace0\ub9ac\uc998\uc744 \ub9cc\ub4e4\uace0 \uc0c8\ub85c\uc6b4 \ub370\uc774\ud130\uac00 \ub4e4\uc5b4\uc654\uc744 \ub54c\uc5d0 \ub9cc\ub4e4\uc5b4\uc9c4 \uc54c\uace0\ub9ac\uc998\uc5d0 \uae30\ubc18\ud558\uc5ec \ucd9c\ub825\uac12\uc744 \ub0b4\ub294 \uac83\uc744 \uc758\ubbf8\ud569\ub2c8\ub2e4.<\/p>\n\n\n\n

\ub9d0\uc774 \uc880 \ubcf5\uc7a1\ud558\uc9c0\ub9cc \uc27d\uac8c \ub9d0\ud574\uc11c \uc9c0\ub3c4\ud559\uc2b5\uc774\ub780 \uadf8 \ub9d0 \uc790\uccb4\uc5d0\uc11c \ucc98\ub7fc “\ud559\uc2b5\uc790(\uc5ec\uae30\uc11c\ub294 \ucef4\ud4e8\ud130\uc640 \uac19\uc740 Machine)\uc5d0\uac8c \ub370\uc774\ud130\uc758 \ud2b9\uc9d5\uacfc \uc774\uc5d0 \ub300\ud55c \uc815\ud655\ud55c \ub2f5\ubcc0\uc744 \uc8fc\uace0 \uadf8 \ud2b9\uc9d5\uc744 \ud559\uc2b5\uc2dc\ud0a8 \ud6c4\uc5d0 \uc0c8\ub85c\uc6b4 \ub370\uc774\ud130\ub97c \uc8fc\uc5c8\uc744\ub54c \ud559\uc2b5\uc758 \uacb0\uacfc\ub85c \uc5b4\ub5a4 \uacb0\uacfc\uac12\uc744 \uc608\uce21\ud558\ub294 \uac83”\uc774\ub77c\uace0 \ud560 \uc218 \uc788\uaca0\uc2b5\ub2c8\ub2e4.<\/strong><\/span> <\/p>\n\n\n\n

\ubc18\ub300\uc758 \uacbd\uc6b0\ub97c \ube44\uc9c0\ub3c4\ud559\uc2b5(Unsupervised Learning)\uc774\ub77c\uace0 \ud558\ub294\ub370 \uc774\ub7f0 \uacbd\uc6b0\ub294 \ud559\uc2b5\uc790\uc5d0\uac8c \ub370\uc774\ud130 \uc678\uc5d0\ub294 \uc544\ubb34\uac83\ub3c4 \uc54c\ub824\uc8fc\uc9c0 \uc54a\uace0 \uc2a4\uc2a4\ub85c \ud559\uc2b5\ud558\ub294 \uacfc\uc815\uc744 \ud1b5\ud574 \uc0c8\ub85c\uc6b4 \ub370\uc774\ud130\uac00 \uc8fc\uc5b4\uc84c\uc744\ub54c \uacb0\uacfc\uac12\uc744 \uc608\uce21\ud558\ub294 \uac83\uc785\ub2c8\ub2e4.<\/p>\n\n\n\n

\uc9c0\ub3c4\ud559\uc2b5\uc758 \uc885\ub958<\/h2>\n\n\n\n

\uc9c0\ub3c4\ud559\uc2b5\uc758 \uc885\ub958\ub294 \ud06c\uac8c \ubd84\ub958(Classification) \ubb38\uc81c\uc640 \ud68c\uadc0(Regression) \ubb38\uc81c\uac00 \uc788\uc2b5\ub2c8\ub2e4. \uac04\ub2e8\ud788 \ub9d0\ud558\uba74 \ubd84\ub958\ub294 \uc785\ub825 \ub370\uc774\ud130\uac00 \uc788\uc744 \uacbd\uc6b0 \ubbf8\ub9ac \uc815\uc758\ub41c, \uac00\ub2a5\uc131 \uc788\ub294 \uc5ec\ub7ec \ud074\ub798\uc2a4 \ub808\uc774\ube14 \uc911\uc5d0 \uc5b4\ub514\uc5d0 \ub4e4\uc5b4\uac00\ub294\uac00\ub97c \uc608\uce21\ud558\ub294 \ud558\ub294 \uac83\uc785\ub2c8\ub2e4. \ub458 \uc911\uc5d0\uc11c \uc5b4\ub290 \uadf8\ub8f9\uc5d0 \uc18d\ud558\ub294 \uac83\uc778\uac00\ub97c \ub2e4\ub974\ub294 \uac83\uc744 \uc774\uc9c4 \ubd84\ub958(Binary Classification)\uc774\ub77c\uace0 \ud558\uace0 \ub458 \uc774\uc0c1\uc758 \uadf8\ub8f9 \uc911\uc5d0\uc11c \uc5b4\ub514\uc5d0 \ub4e4\uc5b4\uac00\ub294 \uac83\uc778\uac00\ub97c \uc608\uce21\ud558\ub294 \uac83\uc774 \ub2e4\uc911 \ubd84\ub958(Multiclass Classification)\uc774\ub77c\uace0 \ud569\ub2c8\ub2e4.<\/p>\n\n\n\n

\uc2e4\uc81c\ub85c \uc774 \ubd84\ub958\uc758 \ubb38\uc81c\ub294 \uc0c1\ub2f9\ud788 \ub9ce\uc740 \uacf3\uc5d0\uc11c \uc0ac\uc6a9\ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n

\uc774\uc9c4\ubd84\ub958\ub294 “\uc608\/\uc544\ub2c8\uc624”\uc758 \ubb38\uc81c\ub97c \ud478\ub294 \uac83\uc774\ub77c\uace0 \ud560 \uc218 \uc788\uaca0\uc2b5\ub2c8\ub2e4. \uc774 \ubd84\ub958\ub294 \ub9ce\uc740 \ubd80\ubd84\uc5d0\uc11c \uc0ac\uc6a9\ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774\uba54\uc77c\uc5d0\uc11c \uc2a4\ud338\uc744 \ubd84\ub958 \ud55c\ub2e4\uac70\ub098, \uc2e0\uc6a9\uce74\ub4dc \ud68c\uc0ac\uc5d0\uc11c \uc774\uac83\uc774 \uc815\uc0c1\uc801\uc778 \uac70\ub798\uc778\uac00 \ube44\uc815\uc0c1\uc801\uc778 \uac70\ub798\uc778\uac00\ub97c \uc608\uce21\ud558\ub294 \uac83\ub3c4 \uc774\ub7f0 \uc774\uc9c4 \ubd84\ub958\uc758 \ubb38\uc81c\uc785\ub2c8\ub2e4.<\/p>\n\n\n\n

\ubc18\uba74\uc5d0 \ub2e4\uc911 \ubd84\ub958\uc758 \uacbd\uc6b0\ub85c \uac00\uc7a5 \ub9ce\uc774 \uc54c\ub824\uc9c4 \uc608\uc81c\ub294 \ubc14\ub85c \ubd97\uaf43 \ub370\uc774\ud130 \uc608\uc81c\uc785\ub2c8\ub2e4. \uc55e\uc73c\ub85c \ub2e4\ub904\ubcfc \uc608\uc81c\uc774\uae30\ub3c4 \ud569\ub2c8\ub2e4. \ud574\ub2f9 \ub370\uc774\ud130\ub294 \uaf43 \ubc1b\uce68\uacfc \uaf43 \uc78e\uc758 \uae38\uc774\uc640 \ub113\uc774 \uc815\ubcf4\ub85c \ud574\ub2f9 \ubd97\uaf43\uc774 setosa \/ versicolor \/ virginica \uc138\uac1c\uc758 \ud488\uc885 \uc911\uc5d0 \uc5b4\ub514\uc5d0 \uc18d\ud558\ub294\uac00\ub97c \uc608\uce21\ud558\ub294 \ubd84\ub958\uc785\ub2c8\ub2e4.
\uc774 \uc678\uc5d0\ub3c4 \uc640\uc778\uc758 \uc0b0\ub3c4\ub098 \ub2f9\ub3c4\ub97c \ud1b5\ud574\uc11c \uc640\uc778\uc758 \uc885\ub958\ub97c \uc608\uce21\ud558\ub294 \ubb38\uc81c\ub3c4 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \uc678\uc5d0\ub3c4 \ubd84\ub958\uc758 \ubb38\uc81c\ub294 \ub2e4\uc591\ud55c \uacf3\uc5d0 \uc801\uc6a9\ub429\ub2c8\ub2e4. \uc774\ubbf8\uc9c0\ub97c \ud1b5\ud574\uc11c \uac1c\uc640 \uace0\uc591\uc774\ub97c \ubd84\ub958\ud55c\ub2e4\ub358\uac00 \uace0\uac1d\uc774 \ubb3c\uac74\uc744 \uad6c\uc785\ud558\uac70\ub098 \ud558\uc9c0 \uc54a\uac70\ub098\ub97c \uc608\uce21\ud558\uae30\ub3c4 \ud569\ub2c8\ub2e4.<\/p>\n\n\n\n

\ubc18\uba74 \ud68c\uadc0\ub294 \uc5f0\uc18d\uc801\uc778 \uc22b\uc790\ub97c \uc608\uce21\ud558\ub294 \uac83\uc785\ub2c8\ub2e4. \uba87\uac00\uc9c0 \ud2b9\uc9d5\uc744 \ud1b5\ud574\uc11c \uc5b4\ub5a4 \uac12\uc744 \uc608\uce21\ud558\ub294 \uacbd\uc6b0\ub97c \uc608\uce21\ud574\ubcf4\uba74 \uc6b0\ub9ac \uc77c\uc0c1\uc5d0\ub3c4 \ub2e4\uc591\ud55c \ubd84\uc57c\uc5d0 \uc801\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. <\/p>\n\n\n\n

\uc608\ub97c \ub4e4\uc5b4\uc11c \ubc29\uc758 \uac2f\uc218, \uba74\uc801 \ub4f1\uc744 \ud1b5\ud574\uc11c \uc9d1\uac12\uc744 \uc608\uce21\ud55c\ub2e4\uac70\ub098 \uad50\uc721\uc758 \uc218\uc900, \ub098\uc774, \uc8fc\uac70\uc9c0 \ub4f1\uc744 \ud1b5\ud574\uc11c \uc5f0\uac04 \uc18c\ub4dd\uc744 \uc608\uce21\ud55c\ub2e4\uac70\ub098 \ud558\ub294 \uac83\ub3c4 \ud68c\uadc0 \ubd84\uc11d\uc758 \uc608\uc785\ub2c8\ub2e4. \uc774 \ubc16\uc5d0\ub3c4 \ub18d\uc7a5\uc5d0\uc11c \uc804\ub144\ub3c4 \uc218\ud655\ub7c9, \ub0a0\uc528, \uace0\uc6a9 \uc778\uc6d0\uc744 \ud1b5\ud574\uc11c \uc218\ud655\ub7c9\uc744 \uc608\uce21\ud574\ubcf4\ub294 \uac83\ub3c4 \ud68c\uadc0 \ubd84\uc11d\uc758 \uc608\uc785\ub2c8\ub2e4.<\/p>\n\n\n\n

\uc774 \ub450\ubd84\uc11d\uc758 \uac00\uc7a5 \ud070 \ucc28\uc774\ub294 \uc608\uce21\uac12\uc774 \uc815\uc131\uc801 \uc790\ub8cc \ud615\ud0dc \uc989, \ubc94\uc8fc\uc640 \uc21c\uc11c\uc758 \ud615\ud0dc\uc778\uac00 \uc544\ub2c8\uba74 \uc815\ub7c9\uc801 \uc790\ub8cc \ud615\ud0dc \uc989, \uc5b4\ub5a4 \uc5f0\uc18d\uc801\uc778 \uc218\uce58\ud615\ud0dc\ub97c \uac00\uc9c0\ub294\uac00\ub97c \uc0dd\uac01\ud574\ubcf4\uba74 \uc27d\uac8c \uad6c\ubd84\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n

\uc2e4\uc81c\ub85c \uc5b4\ub5a4 \ubb38\uc81c\ub97c \ud574\uacb0\ud560 \ub54c\uc5d0 “\uc774\uac83\uc744 \ubd84\ub958\uc758 \ubb38\uc81c\uc778\uac00 \ud639\uc740 \ud68c\uadc0\uc758 \ubb38\uc81c\uc778\uac00”\uc5d0 \ub300\ud55c \uc815\uc758\ub97c \ud558\uc9c0 \ubabb\ud574\uc11c \uc798\ubabb\ub41c \uc54c\uace0\ub9ac\uc998\uc744 \uc801\uc6a9\ud558\ub294 \uacbd\uc6b0\uac00 \uc885\uc885 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n

\ub9cc\uc57d \ub0b4\uac00 \uc5f0\uc18c\ub4dd, \uc218\ud655\ub7c9 \ub4f1\uc758 \uac12\uc744 \uc608\uce21\ud55c\ub2e4\uba74 \ud68c\uadc0\uc758 \ubb38\uc81c\uc785\ub2c8\ub2e4. \ubc18\uba74 \uc5b4\ub5a4 \uc9c1\uad70, \uc5b4\ub5a4 \uc885\ub958\uc5d0 \uc18d\ud558\ub294\uac00\ub97c \uc608\uce21\ud558\ub294 \uac83\uc740 \ubd84\ub958\uc758 \ubb38\uc81c\uc785\ub2c8\ub2e4.<\/p>\n\n\n\n

\uc77c\ubc18\ud654, \uacfc\ub300\uc801\ud569, \uacfc\uc18c\uc801\ud569<\/h2>\n\n\n\n

\uc9c0\ub3c4\ud559\uc2b5\uc774 \uc798 \uc774\ub904\uc9c4 \uacbd\uc6b0\ub294 \ud6c8\ub828 \ub370\uc774\ud130\ub97c \ud1b5\ud574\uc11c \uadf8 \ub370\uc774\ud130\uc14b\uc758 \ud2b9\uc9d5\uc744 \uc815\ud655\ud788 \ud30c\uc545\ud574\uc11c \ubaa8\ub378\uc744 \ub9cc\ub4e4\uace0 \uc0c8\ub85c\uc6b4 \ub370\uc774\ud130\uac00 \ub4e4\uc5b4\uc654\uc744 \ub54c\uc5d0 \ubaa8\ub378\uc744 \ud1b5\ud574\uc11c \uc815\ud655\ub3c4\uac00 \ub192\uc740 \uc608\uce21\uac12\uc744 \ucd9c\ub825\ud574 \ub0bc \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7f0 \uac83\uc744 \uc77c\ubc18\ud654(Generalization)\uc774\ub77c\uace0 \ud569\ub2c8\ub2e4. <\/p>\n\n\n\n

\"\"<\/figure>\n\n\n\n

\uadf8\ub7ec\ub098 \ud6c8\ub828\uc6a9 \ub370\uc774\ud130 \uc14b\uc774 \ub108\ubb34 \ubcf5\uc7a1\ud558\uac70\ub098 \ub108\ubb34 \ube48\uc57d\ud55c \uacbd\uc6b0\uc5d0 \ubaa8\ub378\uc774 \uc77c\ubc18\ud654 \ub418\uc9c0 \uc54a\uace0 \ub2e8\uc9c0 \ud6c8\ub828\uc6a9 \ub370\uc774\ud130\ub9cc \uc798 \ubc18\uc601\ud558\ub294 \uc77c\uc774 \ubc1c\uc0dd\ud558\uae30\ub3c4 \ud569\ub2c8\ub2e4. \uc774\ub7f0 \uacbd\uc6b0\uc5d0\ub294 \ud6c8\ub828\uc6a9 \ub370\uc774\ud130\ub85c\ub294 \uc815\ud655\ud55c \uc608\uce21\uc744 \ud574\ub0b4\uc9c0\ub9cc \uc0c8\ub85c\uc6b4 \ub370\uc774\ud130\uac00 \ub4e4\uc5b4\uc654\uc744 \uacbd\uc6b0\uc5d0\ub294 \uc815\ud655\ub3c4\uac00 \ub0ae\uc740 \uac12\uc744 \uc608\uce21\ud558\uac8c \ub429\ub2c8\ub2e4. \uc774\ub7f0 \uacbd\uc6b0\ub97c \ubaa8\ub378\uc774 \uacfc\ub300\uc801\ud569(Overfitting)\ub418\uc5b4 \uc788\ub2e4\ub77c\uace0 \uc774\uc57c\uae30\ud569\ub2c8\ub2e4.<\/p>\n\n\n\n

\ubc18\ub300\ub85c \ubaa8\ub378\uc774 \ub108\ubb34 \uac04\ub2e8\ud558\uba74 \uc774\ub7ec\ud55c \ubaa8\ub378\uc744 \ud1b5\ud574\uc11c\ub294 \uc9c0\ub098\uce58\uac8c \ub300\ub7b5\uc801\uc778 \uc815\ubcf4\ub9cc \uc5bb\uc744 \uc218 \ubc16\uc5d0 \uc5c6\uae30 \ub54c\ubb38\uc5d0 \uc774\ub97c \ud1b5\ud55c \uc608\uce21 \uc5ed\uc2dc \uc5b4\ub5a4 \uc758\ubbf8\ub97c \ucc3e\uae30 \uc5b4\ub824\uc6b8 \uc218\ub3c4 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7f0 \uacbd\uc6b0\ub294 \uacfc\uc18c\uc801\ud569(Underfitting)\ub418\uc5b4 \uc788\ub2e4\ub77c\uace0 \ud569\ub2c8\ub2e4.<\/p>\n\n\n\n

\ub2e4\uc2dc \ub9d0\ud558\uba74 \ubaa8\ub378\uc744 \ud6c8\ub828\uc744 \ub9ce\uc774 \ud560 \uc218\ub85d \uc608\uce21\ub3c4\ub294 \ub192\uc544\uc9d1\ub2c8\ub2e4. \uadf8\ub7ec\uba74\uc11c \uc77c\ubc18\ud654\ub294 \ub192\uc544\uc9c0\uac8c \ub429\ub2c8\ub2e4. \uadf8\ub7ec\ub098 \ub108\ubb34 \ud6c8\ub828\uc744 \ub9ce\uc774\ud558\uac8c\ub418\uba74 \ubaa8\ub378\uc774 \ub370\uc774\ud130\uc14b\uc5d0 \uc9c0\ub098\uce58\uac8c \ubbfc\uac10\ud574\uc800 \uacfc\ub300\uc801\ud569\uc774 \uc77c\uc5b4\ub098\uac8c \ub429\ub2c8\ub2e4. \uadf8\ub807\ub2e4\uace0 \ubaa8\ub378\uc744 \ud6c8\ub828\uc744 \uc801\uac8c \ud55c\ub2e4\uba74 \uacfc\uc18c\uc801\ud569\uc774 \uc77c\uc5b4\ub0a9\ub2c8\ub2e4. \uba38\uc2e0\ub7ec\ub2dd\uc744 \ud1b5\ud574\uc11c \ud6c8\ub828\ud558\uac8c \ub418\uba74 \uc774\ub7f0 \uc77c\ubc18\ud654 \uace1\uc120\uc774 \ucd5c\ub300\uac00 \ub418\ub294 \uc810\uc744 \ucc3e\uc544\uc57c \ud569\ub2c8\ub2e4.<\/p>\n","protected":false},"excerpt":{"rendered":"

\uc815\uc758 \uc9c0\ub3c4\ud559\uc2b5\uc740 \uac00\uc7a5 \ub110\ub9ac \uc0ac\uc6a9\ub418\ub294 \uba38\uc2e0\ub7ec\ub2dd \ubc29\ubc95 \uc911\uc5d0 \ud558\ub098\uc785\ub2c8\ub2e4. \uc9c0\ub3c4\ud559\uc2b5\uc758 \ud2b9\uc9d5\uc740 \uc785\ub825(Input)\uacfc \ucd9c\ub825 \ub370\uc774\ud130(Label)\uac00 \uc874\uc7ac\ud55c\ub2e4\ub294 \uac83\uc774\uc8e0. \uae30\uc874\uc5d0 \uc874\uc7ac\ud558\ub294 Input\/Label \ub370\uc774\ud130 \ub4e4\uc744 \ud1b5\ud574\uc11c \uc5b4\ub5a4 \uc54c\uace0\ub9ac\uc998\uc744 \ub9cc\ub4e4\uace0 \uc0c8\ub85c\uc6b4 \ub370\uc774\ud130\uac00 \ub4e4\uc5b4\uc654\uc744 \ub54c\uc5d0 \ub9cc\ub4e4\uc5b4\uc9c4 \uc54c\uace0\ub9ac\uc998\uc5d0 \uae30\ubc18\ud558\uc5ec \ucd9c\ub825\uac12\uc744 \ub0b4\ub294 \uac83\uc744 \uc758\ubbf8\ud569\ub2c8\ub2e4. \ub9d0\uc774 \uc880 \ubcf5\uc7a1\ud558\uc9c0\ub9cc \uc27d\uac8c \ub9d0\ud574\uc11c \uc9c0\ub3c4\ud559\uc2b5\uc774\ub780 \uadf8 \ub9d0 \uc790\uccb4\uc5d0\uc11c \ucc98\ub7fc “\ud559\uc2b5\uc790(\uc5ec\uae30\uc11c\ub294 \ucef4\ud4e8\ud130\uc640 \uac19\uc740 Machine)\uc5d0\uac8c \ub370\uc774\ud130\uc758 \ud2b9\uc9d5\uacfc \uc774\uc5d0 \ub300\ud55c \uc815\ud655\ud55c … <\/p>\n

\ub354 \ubcf4\uae30 “\uc9c0\ub3c4\ud559\uc2b5(Supervised Learning)”<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[17,44],"tags":[54,45,55,59],"_links":{"self":[{"href":"http:\/\/blog.cedartrees.co.kr\/index.php\/wp-json\/wp\/v2\/posts\/566"}],"collection":[{"href":"http:\/\/blog.cedartrees.co.kr\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/blog.cedartrees.co.kr\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/blog.cedartrees.co.kr\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"http:\/\/blog.cedartrees.co.kr\/index.php\/wp-json\/wp\/v2\/comments?post=566"}],"version-history":[{"count":4,"href":"http:\/\/blog.cedartrees.co.kr\/index.php\/wp-json\/wp\/v2\/posts\/566\/revisions"}],"predecessor-version":[{"id":574,"href":"http:\/\/blog.cedartrees.co.kr\/index.php\/wp-json\/wp\/v2\/posts\/566\/revisions\/574"}],"wp:attachment":[{"href":"http:\/\/blog.cedartrees.co.kr\/index.php\/wp-json\/wp\/v2\/media?parent=566"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/blog.cedartrees.co.kr\/index.php\/wp-json\/wp\/v2\/categories?post=566"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/blog.cedartrees.co.kr\/index.php\/wp-json\/wp\/v2\/tags?post=566"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}