{"id":628,"date":"2021-12-08T17:04:46","date_gmt":"2021-12-08T08:04:46","guid":{"rendered":"https:\/\/aiacademy.jp\/media\/?p=628"},"modified":"2024-08-06T16:03:56","modified_gmt":"2024-08-06T07:03:56","slug":"%e7%b5%b1%e8%a8%88%e5%ad%a6%e5%85%a5%e9%96%80%e3%80%80%e8%a8%98%e8%bf%b0%e7%b5%b1%e8%a8%88%e3%81%ae%e5%9f%ba%e7%a4%8e%e3%81%ab%e9%96%a2%e3%81%97%e3%81%a6%e5%ad%a6%e3%81%bc%e3%81%86","status":"publish","type":"post","link":"https:\/\/aiacademy.jp\/media\/?p=628","title":{"rendered":"\u7d71\u8a08\u5b66\u5165\u9580\u3000\u8a18\u8ff0\u7d71\u8a08\u306e\u57fa\u790e\u306b\u95a2\u3057\u3066\u5b66\u307c\u3046"},"content":{"rendered":"<div id=\"sgb-css-id-1\">\n<div class=\"wp-block-buttons is-layout-flex wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button has-custom-font-size is-style-fill has-medium-font-size\"><a class=\"wp-block-button__link has-vivid-green-cyan-background-color has-background wp-element-button\" href=\"https:\/\/lin.ee\/3E4GzWk\" rel=\"nofollow noopener\" target=\"_blank\">LINE\u53cb\u3060\u3061\u767b\u9332 \u25b6\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u30b3\u30fc\u30b9\u25b6\u53d7\u8b1b\u5272\u5f15\u30af\u30fc\u30dd\u30f3 \u7121\u6599\u52d5\u753b<\/a><\/div>\n<\/div>\n<\/div>\n\n\n<div class=\"toc\">    <div id=\"toc_container\" class=\"sgb-toc--no-bullets js-smooth-scroll\" data-dialog-title=\"Table of Contents\">\n      <p class=\"toc_title\">\u76ee\u6b21 <\/p>\n      <ul class=\"toc_list\">  <li class=\"first\">    <span><\/span>    <ul class=\"menu_level_1\">      <li class=\"first last\">        <a href=\"#i-0\">\u7d71\u8a08\u5b66\u3068\u306f\uff08\u304a\u3055\u3089\u3044\uff09<\/a>      <\/li>    <\/ul>  <\/li>  <li>    <a href=\"#i-1\">\u5e73\u5747\u5024<\/a>    <ul class=\"menu_level_1\">      <li class=\"first\">        <a href=\"#i-2\">\u504f\u5dee<\/a>      <\/li>      <li>        <a href=\"#i-3\">\u5206\u6563(variance)<\/a>      <\/li>      <li>        <a href=\"#i-4\">\u6a19\u6e96\u504f\u5dee\u3068\u306f<\/a>      <\/li>      <li>        <a href=\"#i-5\">\u6a19\u6e96\u504f\u5dee\u3092\u6c42\u3081\u308b<\/a>      <\/li>      <li class=\"last\">        <a href=\"#i-6\">\u304a\u308f\u308a\u306b<\/a>      <\/li>    <\/ul>  <\/li>  <li class=\"last\">    <a href=\"#i-7\">\u7d71\u8a08\u5b66\u3084\u6a5f\u68b0\u5b66\u7fd2\u3092\u52b9\u7387\u7684\u306b\u5b66\u3076\u306b\u306f<\/a>  <\/li><\/ul>\n      \n    <\/div><\/div><div class=\"toc\"><p><\/p>\n<\/div><h2 class=\"wp-block-heading\" id=\"i-0\">\u7d71\u8a08\u5b66\u3068\u306f\uff08\u304a\u3055\u3089\u3044\uff09<\/h2>\n\n\n\n<p><\/p>\n\n\n\n<p>\u524d\u56de\u306e<a href=\"https:\/\/aiacademy.jp\/media\/?p=621\">\u8a18\u4e8b<\/a>\u3067\u306f\u7d71\u8a08\u5b66\u306f\u3001\u3042\u308b1\u3064\u306e\u30c7\u30fc\u30bf\u7fa4\u306b\u5bfe\u3057\u3001\u30c7\u30fc\u30bf\u306e\u6027\u8cea\u3092\u8abf\u3079\u305f\u308a\u3001\u672a\u6765\u306e\u30c7\u30fc\u30bf\u3092\u63a8\u6e2c\u3059\u308b\u305f\u3081\u306e\u5b66\u554f\u3060\u3068\u89e3\u8aac\u3057\u307e\u3057\u305f\u3002\u307e\u305f\u7d71\u8a08\u5b66\u306b\u306f\u5927\u304d\u304f3\u7a2e\u985e\u306b\u5206\u985e\u3067\u304d\u308b\u3068\u89e3\u8aac\u3057\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p>&nbsp;<code>1.\u8a18\u8ff0\u7d71\u8a08\u5b66<\/code><\/p>\n\n\n\n<p><code>2.\u63a8\u6e2c\u7d71\u8a08\u5b66<\/code><\/p>\n\n\n\n<p><code>3.\u30d9\u30a4\u30ba\u7d71\u8a08\u5b66<\/code>&nbsp;<\/p>\n\n\n\n<p>\u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001\u7d71\u8a08\u5b66\u306b\u304a\u3051\u308b\u300c\u5e73\u5747\u300d\u300c\u5206\u6563\u300d\u300c\u6a19\u6e96\u504f\u5dee\u300d\u306b\u95a2\u3057\u3066\u306e\u6700\u4f4e\u9650\u306e\u77e5\u8b58\u3092\u5b66\u3073\u307e\u3059\u3002\u307e\u305fPython\u306e<code>numpy<\/code>\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p><\/p>\n\n\n\n<h1 class=\"wp-block-heading\" id=\"i-1\">\u5e73\u5747\u5024<\/h1>\n\n\n\n<p>\u307e\u305a\u306f\u3001\u5e73\u5747\u5024\u306b\u3064\u3044\u3066\u5b66\u3093\u3067\u3044\u304d\u307e\u3057\u3087\u3046\u3002\u5e73\u5747\u5024\u3092\u6c42\u3081\u308b\u306b\u306f\u3001\u8907\u6570\u306e\u6570\u5024(N)\u306b\u5bfe\u3057\u3066\u30011\u30641\u3064\u5168\u3066\u8db3\u3057\u3042\u308f\u305b\u305f\u5f8c\u3001\u5168\u4f53\u306e\u6570\u5024\u306e\u500b\u6570\u3067\u5272\u308b\u3053\u3068\u3067\u6c42\u3081\u3089\u308c\u307e\u3059\u3002\u6587\u5b57\u5f0f\u3067\u8868\u3059\u6642\u3001\u5e73\u5747\u306f\u03bc(\u30df\u30e5\u30fc)\u3068\u8868\u3057\u305f\u308a\u3057\u307e\u3059\u3002\u5e73\u5747\u5024\u306e\u9577\u6240\u306f\u8a08\u7b97\u304c\u7c21\u5358\u3060\u3063\u305f\u308a\u3001\u610f\u5473\u304c\u308f\u304b\u308a\u3084\u3059\u3044\u306a\u3069\u304c\u6319\u3052\u3089\u308c\u307e\u3059\u3002\u4e00\u65b9\u3067\u5e73\u5747\u5024\u306e\u77ed\u6240\u306f\u5916\u308c\u5024\u306b\u5f71\u97ff\u3092\u53d7\u3051\u308b\u70b9\u3067\u3059\u3002\u5916\u308c\u5024\u306f\u3001\u4ed6\u306e\u5024\u304b\u3089\u5927\u304d\u304f\u5916\u308c\u305f\u5024\u306e\u3053\u3068\u3067\u3059\u3002\u3064\u307e\u308a\u6975\u7aef\u306b\u5927\u304d\u306a\u6570\u5024\u3084\u5c0f\u3055\u306a\u6570\u5024\u304c\u542b\u307e\u308c\u3066\u3044\u308b\u3068\u3001\u5e73\u5747\u5024\u304c\u305d\u306e\u5024\u3078\u5f15\u3063\u5f35\u3089\u308c\u3066\u3057\u307e\u3046\u70b9\u3067\u3059\u3002\u4e0b\u8a18\u306fPython\u3092\u4f7f\u3063\u3066\u5e73\u5747\u3092\u6c42\u3081\u308b\u30d7\u30ed\u30b0\u30e9\u30e0\u3067\u3059\u3002<code>scores<\/code>\u3068\u3044\u3046\u30ea\u30b9\u30c8\u306f\u3001\u3042\u308b5\u540d\u306e\u30c6\u30b9\u30c8\u306e\u5f97\u70b9\u3060\u3068\u8003\u3048\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>scores = [90,80,40,60,90]\ns = sum(scores)\nN = len(scores)\nmean = s \/\/ N\nprint(\"\u5e73\u5747:\", mean)<\/code><\/pre>\n\n\n\n<p>\u51fa\u529b\u7d50\u679c<\/p>\n\n\n\n<pre class=\"wp-block-preformatted\">\u5e73\u5747: 72<\/pre>\n\n\n\n<p><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"i-2\">\u504f\u5dee<\/h2>\n\n\n\n<p><\/p>\n\n\n\n<p>\u504f\u5dee\u3068\u306f\u3001\u500b\u3005\u306e\u6570\u5024\u3068\u5e73\u5747\u5024\u3068\u306e\u5dee\u306e\u3053\u3068\u3067\u3059\u3002\u500b\u3005\u306e\u30c7\u30fc\u30bf\u304c\u5e73\u5747\u5024\u304b\u3089\u504f\u3063\u3066\u3044\u308b\u7a0b\u5ea6\u3092\u8868\u3057\u3066\u3044\u307e\u3059\u3002\u504f\u5dee\u306f\u3001\u500b\u3005\u306e\u6570\u5024 \u2013 \u30c7\u30fc\u30bf\u306e\u5e73\u5747\u5024\u3067\u6c42\u3081\u3089\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<p><\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>scores = [90,80,40,60,90]\n\ndef mean(scores):\n    s = sum(scores)\n    N = len(scores)\n    mean = s \/\/ N\n    return mean\n\n# 1. \u5e73\u5747\u5024\u3092\u6c42\u3081\u308b\nmean = mean(scores)\n\n# 2. \u504f\u5dee\u3092\u6c42\u3081\u308b\ndiff = []\nfor n in scores:\n  # \u4e00\u4eba\u4e00\u4eba\u306e\u30b9\u30b3\u30a2\u304b\u3089\u5e73\u5747\u5024\u3092\u5f15\u3044\u305f\u3082\u306e\u3092diff\u30ea\u30b9\u30c8\u306e\u672b\u5c3e\u306b\u8ffd\u52a0\u3002\n  diff.append(n - mean)\n\nprint(\"\u504f\u5dee\", diff)<\/code><\/pre>\n\n\n\n<p>\u51fa\u529b\u7d50\u679c<\/p>\n\n\n\n<p>\u504f\u5dee [18, 8, -32, -12, 18]\n\n\n\n<p><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"i-3\">\u5206\u6563(variance)<\/h2>\n\n\n\n<p>\u5206\u6563\u3068\u306f\u6570\u5024\u30c7\u30fc\u30bf\u306e\u3070\u3089\u3064\u304d\u5177\u5408\u3092\u8868\u3059\u305f\u3081\u306e\u6307\u6a19\u3067\u3059\u3002\u5206\u6563\u306f\u3001\u504f\u5dee\uff08\u305d\u308c\u305e\u308c\u306e\u6570\u5024\u3068\u5e73\u5747\u5024\u306e\u5dee\uff09\u3092\u4e8c\u4e57\u3057\u3001\u5e73\u5747\u3092\u53d6\u308b\u3053\u3068\u3067\u6c42\u3081\u3089\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<p>numpy\u306e<code>var()<\/code>\u3092\u5229\u7528\u3059\u308b\u3053\u3068\u3067\u5206\u6563\u3092\u8868\u73fe\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>import numpy as np\n\n# \u5206\u6563(variance)\nv = np.var(scores)\nprint(\"\u5206\u6563\", v) # \u5206\u6563 376.0\n\nscores = [90,80,40,60,90]\ns = sum(scores)\nN = len(scores)\nmean = s \/\/ N\n\nV1 = 0\nfor i in scores:\n\tV1 = V1 + (1\/len(scores)) * (i - mean)**2\n\nprint(V1) # 376.0<\/code><\/pre>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"i-4\">\u6a19\u6e96\u504f\u5dee\u3068\u306f<\/h2>\n\n\n\n<p><\/p>\n\n\n\n<p><strong>\u6a19\u6e96\u504f\u5dee\u3068\u306f\u3001\u5206\u6563\u306e\u5e73\u65b9\u6839\u3092\u3068\u308b\u3053\u3068\u306b\u3088\u3063\u3066\u8a08\u7b97\u3055\u308c\u308b\u5024\u3067\u3001\u30c7\u30fc\u30bf\u306e\u6563\u3089\u3070\u308a\u306e\u5ea6\u5408\u3044\u3092\u793a\u3057\u307e\u3059\u3002<\/strong><\/p>\n\n\n\n<p>\u30c7\u30fc\u30bf\u306e\u6563\u3089\u3070\u308a\u304c\u5927\u304d\u3044\u3068\u6a19\u6e96\u504f\u5dee\u3082\u5927\u304d\u304f\u306a\u308a\u307e\u3059\u3002\u307e\u305f\u3001\u6563\u3089\u3070\u308a\u304c\u5c0f\u3055\u3044\u3068\u6a19\u6e96\u504f\u5dee\u306f 0 \u306b\u8fd1\u3065\u304d\u307e\u3059\u3002\u6587\u5b57\u5f0f\u3067\u306f\u3001\u5206\u6563\u306e\u6587\u5b57\u5f0f\u304b\u3089\uff12\u4e57\u3092\u53d6\u3063\u3066\u3001\u300cs\u300d\u3084\u300c\u03c3\u300d\u306a\u3069\u3068\u8868\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<p><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"i-5\">\u6a19\u6e96\u504f\u5dee\u3092\u6c42\u3081\u308b<\/h2>\n\n\n\n<p>\u6a19\u6e96\u504f\u5dees\u3092\u6c42\u3081\u308b\u306b\u306f4\u3064\u306e\u30b9\u30c6\u30c3\u30d7\u3092\u9806\u306b\u8e0f\u307f\u307e\u3059\u3002<\/p>\n\n\n\n<p>1. \u5e73\u5747\u5024\u3092\u6c42\u3081\u308b<\/p>\n\n\n\n<p>2. \u504f\u5dee\uff08\u6570\u5024 \uff0d \u5e73\u5747\u5024\uff09\u3092\u6c42\u3081\u308b<\/p>\n\n\n\n<p>3. \u5206\u6563\uff08\u504f\u5dee\u306e\u4e8c\u4e57\u5e73\u5747\uff09\u3092\u6c42\u3081\u308b<\/p>\n\n\n\n<p>4. \u5206\u6563\u306e\u6b63\u306e\u5e73\u65b9\u6839\u3092\u6c42\u3081\u308b<\/p>\n\n\n\n<p><\/p>\n\n\n\n<p>\u6a19\u6e96\u504f\u5dee\u3092\u6c42\u3081\u308b\u30d7\u30ed\u30b0\u30e9\u30e0\u306f\u6b21\u306e\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p><\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>scores = [90,80,40,60,90]\n\ndef mean(scores):\n    s = sum(scores)\n    N = len(scores)\n    mean = s \/\/ N\n    return mean\n\n# 1. \u5e73\u5747\u5024\u3092\u6c42\u3081\u308b\nmean = mean(scores)\n\n# 2. \u504f\u5dee\u3092\u6c42\u3081\u308b\ndiff = []\nfor n in scores:\n  # \u4e00\u4eba\u4e00\u4eba\u306e\u30b9\u30b3\u30a2\u304b\u3089\u5e73\u5747\u5024\u3092\u5f15\u3044\u305f\u3082\u306e\u3092diff\u30ea\u30b9\u30c8\u306e\u672b\u5c3e\u306b\u8ffd\u52a0\u3002\n  diff.append(n-mean)\n\nprint(\"\u504f\u5dee\", diff)\n\n# 3. \u5206\u6563\u3092\u6c42\u3081\u308b\nimport numpy as np\n\n# \u5206\u6563(variance)\nv = np.var(scores)\nprint(\"\u5206\u6563\", v)\n\n# 4. \u5206\u6563\u306e\u6b63\u306e\u5e73\u65b9\u6839\u3092\u6c42\u3081\u308b\nstd = np.std(scores)\nprint(\"\u6a19\u6e96\u504f\u5dee\", std)<\/code><\/pre>\n\n\n\n<p>\u51fa\u529b\u7d50\u679c<\/p>\n\n\n\n<p>\u504f\u5dee [18, 8, -32, -12, 18]<br>\u5206\u6563 376.0<br>\u6a19\u6e96\u504f\u5dee 19.390719429665317<\/p>\n\n\n\n<p><\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"i-6\">\u304a\u308f\u308a\u306b<\/h2>\n\n\n\n<p>\u672c\u8a18\u4e8b\u3067\u306f<a href=\"https:\/\/aiacademy.jp\/texts\/show\/?id=52&amp;context=subject-statistics\">\u3053\u3061\u3089<\/a>\u306eAI Academy\u306e\u30c6\u30ad\u30b9\u30c8\u304b\u3089\u4e00\u90e8\u3092\u629c\u7c8b\u3057\u3001\u6570\u5f0f\u3092\u7701\u3044\u305f\u5f62\u3067\u6295\u7a3f\u81f4\u3057\u307e\u3057\u305f\u3002<\/p>\n\n\n\n<p>\u6570\u5f0f\u3068\u4e00\u7dd2\u306b\u5b66\u3073\u305f\u3044\u65b9\u3084\u3001\u504f\u5dee\u306e\u8a08\u7b97\u65b9\u6cd5\u3001\u6f14\u7fd2\u554f\u984c\u306a\u3069\u3068\u5408\u308f\u305b\u3066\u52c9\u5f37\u3057\u305f\u3044\u65b9\u306f\u4e0b\u8a18\u306e\u30c6\u30ad\u30b9\u30c8\u3092\u3054\u53c2\u8003\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<p><a href=\"https:\/\/aiacademy.jp\/texts\/show\/?id=52&amp;context=subject-statistics\">\u7d71\u8a08\u5b66\u5165\u9580\uff08\u5e73\u5747\u3001\u5206\u6563\u3001\u6a19\u6e96\u504f\u5dee\uff09<\/a><\/p>\n\n\n\n<p><\/p>\n\n\n\n<p><\/p>\n\n\n\n<h1 class=\"wp-block-heading\" id=\"i-7\">\u7d71\u8a08\u5b66\u3084\u6a5f\u68b0\u5b66\u7fd2\u3092\u52b9\u7387\u7684\u306b\u5b66\u3076\u306b\u306f<\/h1>\n\n\n\n<p>\u7d71\u8a08\u5b66\u3084\u6a5f\u68b0\u5b66\u7fd2\u3092\u72ec\u5b66\u3067\u5b66\u3076\u306e\u306f\u5927\u5909\u3067\u3059\u3002\u305d\u306e\u305f\u3081\u3001\u307e\u305a\u306f\u30aa\u30f3\u30e9\u30a4\u30f3\u30d7\u30ed\u30b0\u30e9\u30e0\u3092\u5229\u7528\u3059\u308b\u306e\u304c\u826f\u3044\u3067\u3059\u3002<\/p>\n\n\n\n<p>AI Academy Bootcamp\u3067\u306f6\u30f6\u6708\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u3084\u6a5f\u68b0\u5b66\u7fd2\u30a8\u30f3\u30b8\u30cb\u30a2\u306b\u8cea\u554f\u3057\u653e\u984c\u304b\u3064\u3001\u4f53\u7cfb\u7684\u306b\u5b66\u3079\u308b\u52d5\u753b\u30b3\u30f3\u30c6\u30f3\u30c4\u3084440\u7a2e\u985e\u4ee5\u4e0a\u306e\u30c6\u30ad\u30b9\u30c8\u30b3\u30f3\u30c6\u30f3\u30c4\u3067\u5b66\u3079\u306635,000\uff08\u7a0e\u8fbc\uff09\u3067\u53d7\u8b1b\u51fa\u6765\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><a href=\"https:\/\/aiacademy.jp\/bootcamp\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"341\" src=\"https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2021\/12\/bootcamp_ad_72ppi-1024x341.png\" alt=\"\" class=\"wp-image-691\" srcset=\"https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2021\/12\/bootcamp_ad_72ppi-1024x341.png 1024w, https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2021\/12\/bootcamp_ad_72ppi-300x100.png 300w, https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2021\/12\/bootcamp_ad_72ppi-768x256.png 768w, https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2021\/12\/bootcamp_ad_72ppi-940x313.png 940w, https:\/\/aiacademy.jp\/media\/wp-content\/uploads\/2021\/12\/bootcamp_ad_72ppi.png 1200w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\"><\/a><\/figure>\n\n\n\n<p>\u662f\u975e\u30b5\u30fc\u30d3\u30b9\u3092\u6d3b\u7528\u3057\u3001\u52b9\u7387\u3088\u304f\u3001\u7d71\u8a08\u5b66\u3084\u6a5f\u68b0\u5b66\u7fd2\u3092\u8eab\u306b\u3064\u3051\u3066\u307f\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u76ee\u6b21 \u7d71\u8a08\u5b66\u3068\u306f\uff08\u304a\u3055\u3089\u3044\uff09 \u5e73\u5747\u5024 \u504f\u5dee \u5206\u6563(variance) \u6a19\u6e96\u504f\u5dee\u3068\u306f \u6a19\u6e96\u504f\u5dee\u3092\u6c42\u3081\u308b \u304a\u308f\u308a\u306b \u7d71\u8a08\u5b66\u3084\u6a5f\u68b0\u5b66\u7fd2\u3092\u52b9\u7387\u7684\u306b\u5b66\u3076\u306b\u306f \u7d71\u8a08\u5b66\u3068\u306f\uff08\u304a\u3055\u3089\u3044\uff09 \u524d\u56de\u306e\u8a18\u4e8b\u3067\u306f\u7d71\u8a08\u5b66\u306f\u3001\u3042\u308b1\u3064\u306e\u30c7\u30fc\u30bf\u7fa4\u306b\u5bfe\u3057 &#8230; <\/p>\n","protected":false},"author":1,"featured_media":631,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[131],"tags":[],"class_list":{"0":"post-628","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"has-post-thumbnail","7":"category-131"},"_links":{"self":[{"href":"https:\/\/aiacademy.jp\/media\/index.php?rest_route=\/wp\/v2\/posts\/628","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/aiacademy.jp\/media\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/aiacademy.jp\/media\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/aiacademy.jp\/media\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/aiacademy.jp\/media\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=628"}],"version-history":[{"count":4,"href":"https:\/\/aiacademy.jp\/media\/index.php?rest_route=\/wp\/v2\/posts\/628\/revisions"}],"predecessor-version":[{"id":4724,"href":"https:\/\/aiacademy.jp\/media\/index.php?rest_route=\/wp\/v2\/posts\/628\/revisions\/4724"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/aiacademy.jp\/media\/index.php?rest_route=\/wp\/v2\/media\/631"}],"wp:attachment":[{"href":"https:\/\/aiacademy.jp\/media\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=628"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/aiacademy.jp\/media\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=628"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/aiacademy.jp\/media\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=628"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}