{"id":28706,"date":"2024-10-27T16:14:40","date_gmt":"2024-10-27T16:14:40","guid":{"rendered":"http:\/\/atmokpo.com\/w\/?p=28706"},"modified":"2024-11-26T06:58:47","modified_gmt":"2024-11-26T06:58:47","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%ec%9d%84-%ec%a1%b0%ec%a0%95%ed%95%98%ed%95%9c","status":"publish","type":"post","link":"https:\/\/atmokpo.com\/w\/28706\/","title":{"rendered":"\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, NN\uc744 \uc870\uc815\ud558\ud55c \uc124\uacc4 \uc635\uc158 \uad50\ucc28 \uac80\uc99d"},"content":{"rendered":"<article>\n<header>\n<p>\uc800\uc790: \uc870\uad11\ud615<\/p>\n<p>\ub0a0\uc9dc: [\ub0a0\uc9dc]<\/p>\n<\/header>\n<section>\n<h2>\uc18c\uac1c<\/h2>\n<p>\n            \uc624\ub298\ub0a0 \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c\ub294 \ub9ce\uc740 \ud22c\uc790\uc790\ub4e4\uc774 \uba38\uc2e0\ub7ec\ub2dd(ML) \ubc0f \ub525\ub7ec\ub2dd(DL) \uc54c\uace0\ub9ac\uc998\uc744 \ud65c\uc6a9\ud558\uc5ec \uc790\ub3d9\uc73c\ub85c \uac70\ub798\ub97c \uc218\ud589\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uae30\uc220\uc740 \ubc29\ub300\ud55c \uc591\uc758 \uc2dc\uc7a5 \ub370\uc774\ud130\uc5d0\uc11c \ud328\ud134\uc744 \ud559\uc2b5\ud558\uace0 \uc608\uce21\ud558\ub294\ub370 \ub9e4\uc6b0 \uc720\uc6a9\ud569\ub2c8\ub2e4. \ubcf8 \uae00\uc5d0\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud55c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uae30\ucd08\ubd80\ud130 \uc2dc\uc791\ud558\uc5ec, \uc778\uacf5\uc2e0\uacbd\ub9dd(NN)\uc758 \ud558\uc774\ud37c\ud30c\ub77c\ubbf8\ud130 \uc870\uc815 \ubc0f \uad50\ucc28 \uac80\uc99d \uae30\ubc95\uc5d0 \ub300\ud574 \uc790\uc138\ud788 \uc124\uba85\ud558\uaca0\uc2b5\ub2c8\ub2e4.\n        <\/p>\n<\/section>\n<section>\n<h2>1. \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc774\ub780?<\/h2>\n<p>\n            \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc740 \ucef4\ud4e8\ud130 \ud504\ub85c\uadf8\ub7a8\uc744 \uc0ac\uc6a9\ud558\uc5ec \ubbf8\ub9ac \uc124\uc815\ub41c \uac70\ub798 \uc804\ub7b5\uc5d0 \ub530\ub77c \uc790\ub3d9\uc73c\ub85c \uac70\ub798\ub97c \uc218\ud589\ud558\ub294 \uac83\uc744 \uc758\ubbf8\ud569\ub2c8\ub2e4. \uc774 \uacfc\uc815\uc5d0\uc11c \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uae30\ubc95\uc744 \uc774\uc6a9\ud558\uba74 \ub370\uc774\ud130\uc5d0\uc11c \ud559\uc2b5\ud558\uc5ec \uc804\ub7b5\uc744 \ucd5c\uc801\ud654\ud558\uace0, \ub354\uc6b1 \uc815\uad50\ud55c \uac70\ub798 \uacb0\uc815\uc744 \ub0b4\ub9b4 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uc8fc\uc694 \uc7a5\uc810\uc5d0\ub294 \ub2e4\uc74c\uacfc \uac19\uc740 \uac83\ub4e4\uc774 \uc788\uc2b5\ub2c8\ub2e4.\n        <\/p>\n<ul>\n<li>\uc2e0\uc18d\ud55c \uc758\uc0ac\uacb0\uc815: \uc54c\uace0\ub9ac\uc998\uc740 \uc778\uac04\ubcf4\ub2e4 \ube60\ub974\uac8c \uac70\ub798\ub97c \uc218\ud589\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/li>\n<li>\ube44\uc778\uac04\uc801\uc778 \uac10\uc815: \uac10\uc815\uc774\ub098 \ud3b8\ud5a5\uc5d0 \uc601\ud5a5\uc744 \ubc1b\uc9c0 \uc54a\uace0 \uac1d\uad00\uc801\uc73c\ub85c \uac70\ub798\ub97c \uc218\ud589\ud569\ub2c8\ub2e4.<\/li>\n<li>\ub370\uc774\ud130 \ubd84\uc11d: \ub300\ub7c9\uc758 \ub370\uc774\ud130 \ubd84\uc11d\uc774 \uac00\ub2a5\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n<\/section>\n<section>\n<h2>2. \uba38\uc2e0\ub7ec\ub2dd\uacfc \ub525\ub7ec\ub2dd\uc758 \ucc28\uc774<\/h2>\n<p>\n            \uba38\uc2e0\ub7ec\ub2dd\uc740 \ub370\uc774\ud130\ub97c \uae30\ubc18\uc73c\ub85c \ud559\uc2b5\ud558\uace0 \uc608\uce21\ud558\ub294 \uc54c\uace0\ub9ac\uc998\uc758 \ud55c \ubd84\uc57c\uc785\ub2c8\ub2e4. \uadf8\uc5d0 \ube44\ud574 \ub525\ub7ec\ub2dd\uc740 \uc2e0\uacbd\ub9dd \uad6c\uc870\ub97c \ud65c\uc6a9\ud558\uc5ec \ub354\uc6b1 \ubcf5\uc7a1\ud55c \ud328\ud134\uc744 \uc778\uc2dd\ud558\ub294 \uba38\uc2e0\ub7ec\ub2dd\uc758 \ud55c \ubd84\uc57c\ub85c \ubcfc \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub450 \uac00\uc9c0\uc758 \ucc28\uc774\uc810\uc744 \uac04\ub2e8\ud788 \uc815\ub9ac\ud558\uc790\uba74 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4.\n        <\/p>\n<ul>\n<li><strong>\ubaa8\ub378 \uad6c\uc131:<\/strong> \uba38\uc2e0\ub7ec\ub2dd\uc740 \uc0c1\ub300\uc801\uc73c\ub85c \uac04\ub2e8\ud55c \ubaa8\ub378\ub85c \uad6c\uc131\ub418\ub294 \ubc18\uba74, \ub525\ub7ec\ub2dd\uc740 \ub2e4\uce35 \uc2e0\uacbd\ub9dd\uc744 \uc0ac\uc6a9\ud558\uc5ec \ub354\uc6b1 \ubcf5\uc7a1\ud55c \uad6c\uc870\ub97c \uac00\uc9d1\ub2c8\ub2e4.<\/li>\n<li><strong>\ub370\uc774\ud130 \uc694\uad6c\ub7c9:<\/strong> \ub525\ub7ec\ub2dd\uc740 \ub300\ub7c9\uc758 \ub370\uc774\ud130\uac00 \ud544\uc694\ud569\ub2c8\ub2e4. \ubc18\uba74, \uba38\uc2e0\ub7ec\ub2dd\uc740 \ube44\uad50\uc801 \uc801\uc740 \ub370\uc774\ud130\ub85c\ub3c4 \ud559\uc2b5\uc774 \uac00\ub2a5\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\uc801\uc6a9 \uc0ac\ub840:<\/strong> \ub525\ub7ec\ub2dd\uc740 \uc774\ubbf8\uc9c0 \uc778\uc2dd, \uc790\uc5f0\uc5b4 \ucc98\ub9ac \ub4f1\uc5d0\uc11c \uac15\ub825\ud55c \uc131\ub2a5\uc744 \ubc1c\ud718\ud558\uc9c0\ub9cc, \uba38\uc2e0\ub7ec\ub2dd\uc740 \uac04\ub2e8\ud55c \uc608\uce21 \ubb38\uc81c\uc5d0 \ud6a8\uacfc\uc801\uc785\ub2c8\ub2e4.<\/li>\n<\/ul>\n<\/section>\n<section>\n<h2>3. \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc5d0 \uc801\ud569\ud55c \uba38\uc2e0\ub7ec\ub2dd \ubaa8\ub378<\/h2>\n<p>\n            \uc5ec\ub7ec \uba38\uc2e0\ub7ec\ub2dd \ubaa8\ub378 \uc911\uc5d0\uc11c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc5d0 \uc790\uc8fc \uc0ac\uc6a9\ub418\ub294 \ubaa8\ub378\ub85c\ub294 \ub2e4\uc74c\uacfc \uac19\uc740 \uac83\ub4e4\uc774 \uc788\uc2b5\ub2c8\ub2e4.\n        <\/p>\n<ul>\n<li><strong>\ud68c\uadc0 \ubd84\uc11d(Regression):<\/strong> \uac00\uaca9\uc744 \uc608\uce21\ud558\ub294 \ub370 \uc8fc\ub85c \uc0ac\uc6a9\ub429\ub2c8\ub2e4.<\/li>\n<li><strong>\uacb0\uc815 \ud2b8\ub9ac(Decision Tree):<\/strong> \uba85\ud655\ud55c \uc758\uc0ac\uacb0\uc815\uc744 \ub0b4\ub9b4 \ub54c \uc720\uc6a9\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\ub79c\ub364 \ud3ec\ub808\uc2a4\ud2b8(Random Forest):<\/strong> \ub2e4\uc218\uc758 \uacb0\uc815 \ud2b8\ub9ac\ub97c \uc870\ud569\ud558\uc5ec \ub354 \uac15\ub825\ud55c \uc608\uce21\ub825\uc744 \ubc1c\ud718\ud569\ub2c8\ub2e4.<\/li>\n<li><strong>\uc2e0\uacbd\ub9dd(Neural Network):<\/strong> \ubcf5\uc7a1\ud55c \ube44\uc120\ud615 \uad00\uacc4\ub97c \ud559\uc2b5\ud558\ub294 \ub370 \uac15\ub825\ud569\ub2c8\ub2e4.<\/li>\n<\/ul>\n<\/section>\n<section>\n<h2>4. \uc778\uacf5\uc2e0\uacbd\ub9dd(NN) \uc124\uacc4 \ubc0f \ud558\uc774\ud37c\ud30c\ub77c\ubbf8\ud130 \uc870\uc815<\/h2>\n<p>\n            \uc778\uacf5\uc2e0\uacbd\ub9dd\uc744 \uc124\uacc4\ud560 \ub54c \uace0\ub824\ud574\uc57c \ud560 \uc8fc\uc694 \uc694\uc18c\ub294 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4.\n        <\/p>\n<h3>4.1 \ub124\ud2b8\uc6cc\ud06c \uad6c\uc870<\/h3>\n<p>\n            \ub124\ud2b8\uc6cc\ud06c\uc758 \uce35 \uc218\uc640 \uac01 \uce35\uc758 \ub178\ub4dc \uc218\ub97c \uacb0\uc815\ud574\uc57c \ud569\ub2c8\ub2e4. \uc77c\ubc18\uc801\uc73c\ub85c \uc785\ub825\uce35, \uc740\ub2c9\uce35, \ucd9c\ub825\uce35\uc774 \ud3ec\ud568\ub418\uba70, \uae4a\uc740 \ub124\ud2b8\uc6cc\ud06c\ub294 \ub354 \ubcf5\uc7a1\ud55c \ud328\ud134\uc744 \ud559\uc2b5\ud560 \uc218 \uc788\uc9c0\ub9cc \uacfc\uc801\ud569\uc758 \uc704\ud5d8\uc774 \uc788\uc2b5\ub2c8\ub2e4.\n        <\/p>\n<h3>4.2 \ud65c\uc131\ud654 \ud568\uc218<\/h3>\n<p>\n            \uce35\uc758 \ucd9c\ub825\uac12\uc744 \uacb0\uc815\ud558\ub294 \ud65c\uc131\ud654 \ud568\uc218\ub3c4 \uc911\uc694\ud569\ub2c8\ub2e4. \ub300\ud45c\uc801\uc778 \ud65c\uc131\ud654 \ud568\uc218\ub85c\ub294 Sigmoid, Tanh, ReLU(Rectified Linear Unit) \ub4f1\uc774 \uc788\uc2b5\ub2c8\ub2e4. \uac01 \ud568\uc218\uc758 \ud2b9\uc131\uc744 \uc774\ud574\ud558\uace0, \ubb38\uc81c\uc5d0 \ub9de\ub294 \ud568\uc218\ub97c \uc120\ud0dd\ud574\uc57c \ud569\ub2c8\ub2e4.\n        <\/p>\n<h3>4.3 \uacbd\ub7c9\ud654\uc640 \uaddc\uc81c\ud654<\/h3>\n<p>\n            \ubaa8\ub378\uc758 \ubcf5\uc7a1\ub3c4\uac00 \ub192\uc544\uc9c0\uba74 \uacfc\uc801\ud569\uc758 \uc704\ud5d8\uc774 \uc99d\uac00\ud569\ub2c8\ub2e4. \uc774\ub97c \ubc29\uc9c0\ud558\uae30 \uc704\ud574 L1\/L2 \uc815\uaddc\ud654, \ub4dc\ub86d\uc544\uc6c3(Dropout) \uae30\ubc95\uc744 \uc801\uc6a9\ud558\uc5ec \ubaa8\ub378\uc758 \uc77c\ubc18\ud654 \uc131\ub2a5\uc744 \ud5a5\uc0c1\uc2dc\ud0a4\ub294 \uac83\uc774 \uc911\uc694\ud569\ub2c8\ub2e4.\n        <\/p>\n<h3>4.4 \uc635\ud2f0\ub9c8\uc774\uc800 \uc120\ud0dd<\/h3>\n<p>\n            \ubaa8\ub378 \ud559\uc2b5\uc5d0\uc11c \uac00\uc911\uce58\ub97c \uc5c5\ub370\uc774\ud2b8\ud558\uae30 \uc704\ud55c \ucd5c\uc801\ud654 \uc54c\uace0\ub9ac\uc998\uc758 \uc120\ud0dd\ub3c4 \uc911\uc694\ud569\ub2c8\ub2e4. SGD(Stochastic Gradient Descent), Adam, RMSprop \ub4f1\uc758 \ub2e4\uc591\ud55c \uc635\ud2f0\ub9c8\uc774\uc800\ub97c \uc2e4\ud5d8\ud558\uc5ec \uac00\uc7a5 \uc801\ud569\ud55c \uacbd\uc6b0\ub97c \ucc3e\uc544\uc57c \ud569\ub2c8\ub2e4.\n        <\/p>\n<\/section>\n<section>\n<h2>5. \uad50\ucc28 \uac80\uc99d(Cross Validation)\uc758 \uc911\uc694\uc131<\/h2>\n<p>\n            \ubaa8\ub378\uc758 \uc131\ub2a5\uc744 \uac80\uc99d\ud558\uae30 \uc704\ud55c \uae30\ubc95\uc73c\ub85c, \uad50\ucc28 \uac80\uc99d\uc740 \ub370\uc774\ud130\uc14b\uc744 \ud6c8\ub828\uc6a9\uacfc \uac80\uc99d\uc6a9\uc73c\ub85c \ub098\ub204\uc5b4 \ubaa8\ub378\uc744 \ud3c9\uac00\ud569\ub2c8\ub2e4. \uc77c\ubc18\uc801\uc778 \ubc29\ubc95\uc740 k-\uacb9 \uad50\ucc28 \uac80\uc99d(k-fold cross-validation)\uc774\uba70, \ub370\uc774\ud130\uc14b\uc744 k\uac1c\uc758 \ubd80\ubd84\uc73c\ub85c \ub098\ub208 \ud6c4, \uac01 \ubd80\ubd84\uc744 \uac80\uc99d \ub370\uc774\ud130\ub85c \uc0ac\uc6a9\ud569\ub2c8\ub2e4.\n        <\/p>\n<h3>5.1 k-\uacb9 \uad50\ucc28 \uac80\uc99d\uc758 \uc808\ucc28<\/h3>\n<ol>\n<li>\uc804\uccb4 \ub370\uc774\ud130\uc14b\uc744 k\uac1c\uc758 \ubd80\ubd84\uc73c\ub85c \ub098\ub204\uae30<\/li>\n<li>\uac01 \ubd80\ubd84\uc744 \ud55c\ubc88\uc529 \uac80\uc99d \ub370\uc774\ud130\ub85c \uc0ac\uc6a9\ud558\uace0 \ub098\uba38\uc9c0\ub97c \ud6c8\ub828 \ub370\uc774\ud130\ub85c \uc0ac\uc6a9\ud558\uae30<\/li>\n<li>\uac01 \ubc18\ubcf5\uc5d0\uc11c \ubaa8\ub378\uc758 \uc131\ub2a5 \uce21\uc815<\/li>\n<li>\ubaa8\ub4e0 \uacb0\uacfc\uc758 \ud3c9\uade0\uc744 \ub0b4\uc5b4 \ucd5c\uc885 \uc131\ub2a5 \ud3c9\uac00<\/li>\n<\/ol>\n<p>\n            \uc774\ub97c \ud1b5\ud574 \ubaa8\ub378\uc758 \uc77c\ubc18\ud654 \uc131\ub2a5\uc744 \ubcf4\ub2e4 \uc815\ud655\ud558\uac8c \ud3c9\uac00\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.\n        <\/p>\n<\/section>\n<section>\n<h2>6. \uacb0\ub860<\/h2>\n<p>\n            \ubcf8 \uac15\uc88c\uc5d0\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uae30\ucd08\ubd80\ud130 \uc778\uacf5\uc2e0\uacbd\ub9dd\uc758 \uc124\uacc4 \uc635\uc158 \ubc0f \uad50\ucc28 \uac80\uc99d \uae30\ubc95\uc5d0 \uc774\ub974\uae30\uae4c\uc9c0 \uc790\uc138\ud788 \uc54c\uc544\ubcf4\uc558\uc2b5\ub2c8\ub2e4. \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uc131\uacf5\uc801\uc778 \uc801\uc6a9\uc744 \uc704\ud574\uc11c\ub294 \uc774\ub860\uc801\uc778 \uc774\ud574\ubfd0\ub9cc \uc544\ub2c8\ub77c, \ub2e4\uc591\ud55c \uc2e4\ud5d8\uacfc \uac80\uc99d\uc774 \ud544\uc694\ud569\ub2c8\ub2e4. \uc55e\uc73c\ub85c\ub3c4 \uc9c0\uc18d\uc801\uc778 \ud559\uc2b5\uacfc \uc5f0\uad6c\ub97c \ud1b5\ud574 \ucd5c\uc801\uc758 \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529 \ubaa8\ub378\uc744 \uac1c\ubc1c\ud558\uc2dc\uae38 \ubc14\ub78d\ub2c8\ub2e4.\n        <\/p>\n<\/section>\n<footer>\n<p>\uc774 \uae00\uc774 \uc720\uc775\ud558\uc168\ub2e4\uba74 \ub313\uae00\uacfc \uacf5\uc720\ub97c \ubd80\ud0c1\ub4dc\ub9bd\ub2c8\ub2e4!<\/p>\n<\/footer>\n<\/article>\n","protected":false},"excerpt":{"rendered":"<p>\uc800\uc790: \uc870\uad11\ud615 \ub0a0\uc9dc: [\ub0a0\uc9dc] \uc18c\uac1c \uc624\ub298\ub0a0 \uae08\uc735 \uc2dc\uc7a5\uc5d0\uc11c\ub294 \ub9ce\uc740 \ud22c\uc790\uc790\ub4e4\uc774 \uba38\uc2e0\ub7ec\ub2dd(ML) \ubc0f \ub525\ub7ec\ub2dd(DL) \uc54c\uace0\ub9ac\uc998\uc744 \ud65c\uc6a9\ud558\uc5ec \uc790\ub3d9\uc73c\ub85c \uac70\ub798\ub97c \uc218\ud589\ud558\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uae30\uc220\uc740 \ubc29\ub300\ud55c \uc591\uc758 \uc2dc\uc7a5 \ub370\uc774\ud130\uc5d0\uc11c \ud328\ud134\uc744 \ud559\uc2b5\ud558\uace0 \uc608\uce21\ud558\ub294\ub370 \ub9e4\uc6b0 \uc720\uc6a9\ud569\ub2c8\ub2e4. \ubcf8 \uae00\uc5d0\uc11c\ub294 \uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd\uc744 \ud65c\uc6a9\ud55c \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc758 \uae30\ucd08\ubd80\ud130 \uc2dc\uc791\ud558\uc5ec, \uc778\uacf5\uc2e0\uacbd\ub9dd(NN)\uc758 \ud558\uc774\ud37c\ud30c\ub77c\ubbf8\ud130 \uc870\uc815 \ubc0f \uad50\ucc28 \uac80\uc99d \uae30\ubc95\uc5d0 \ub300\ud574 \uc790\uc138\ud788 \uc124\uba85\ud558\uaca0\uc2b5\ub2c8\ub2e4. 1. \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc774\ub780? \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529\uc740 &hellip; <a href=\"https:\/\/atmokpo.com\/w\/28706\/\" class=\"more-link\">\ub354 \ubcf4\uae30<span class=\"screen-reader-text\"> &#8220;\uba38\uc2e0\ub7ec\ub2dd \ubc0f \ub525\ub7ec\ub2dd \uc54c\uace0\ub9ac\uc998 \ud2b8\ub808\uc774\ub529, NN\uc744 \uc870\uc815\ud558\ud55c \uc124\uacc4 \uc635\uc158 \uad50\ucc28 \uac80\uc99d&#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":[29],"tags":[],"class_list":["post-28706","post","type-post","status-publish","format-standard","hentry","category-29"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.2 - 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