{"id":1400,"date":"2012-07-26T09:44:26","date_gmt":"2012-07-26T00:44:26","guid":{"rendered":"http:\/\/lab.synergy-marketing.co.jp\/blog\/?p=1400"},"modified":"2018-11-14T16:34:00","modified_gmt":"2018-11-14T07:34:00","slug":"machine-learning-stanford-4","status":"publish","type":"post","link":"https:\/\/www.techscore.com\/blog\/2012\/07\/26\/machine-learning-stanford-4\/","title":{"rendered":"\u6a5f\u68b0\u5b66\u7fd2(4) \u2013 \u30b9\u30bf\u30f3\u30d5\u30a9\u30fc\u30c9\u5927\u5b66\u306e\u8b1b\u7fa9\u304b\u3089"},"content":{"rendered":"

\u3053\u3093\u306b\u3061\u306f\u3001\u99ac\u5834\u3067\u3059\u3002<\/p>\n

\u672c\u756a\u306e\u8b1b\u7fa9\u7d42\u308f\u308a\u307e\u3057\u305f\uff01
\n\u3042\u3068\u306f\u3001\u3053\u306e\u9023\u8f09\u3082\u5b8c\u8d70\u3057\u307e\u3059\u3002\u4eca\u56de\u306f\u7b2c7\u9031\u30018\u9031\u306e\u5185\u5bb9\u3067\u3059\u3002<\/p>\n

13. \u30b5\u30dd\u30fc\u30c8\u30d9\u30af\u30bf\u30fc\u30de\u30b7\u30f3<\/h3>\n

\u6559\u5e2b\u3042\u308a\u5b66\u7fd2\u306e\u30aa\u30aa\u30c8\u30ea\u306f\u3001SVM=\u30b5\u30dd\u30fc\u30c8\u30d9\u30af\u30bf\u30fc\u30de\u30b7\u30f3\u3067\u3059\u3002
\nSVM \u3082 \u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u306e\u3088\u3046\u306b\u3001\u5206\u985e\u3092\u3059\u308b\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3067\u3059\u3002\u7279\u5fb4\u306f\u3001\u300clarge margin classifier\u300d\u3068\u547c\u3070\u308c\u308b\u3082\u306e\u3067\u3001
\n\u300c\u5883\u754c\u7dda\u3092\u5f15\u304f\u5834\u5408\u3001\u5b66\u7fd2\u30c7\u30fc\u30bf\u3088\u308a\u9060\u3044\u3068\u3053\u308d\u306b\u306a\u308b\u3088\u3046\u306b\u5f15\u304f\u300d\u3068\u3044\u3046\u3082\u306e\u3067\u3059\u3002<\/p>\n

\"SVM\u306flarge<\/p>\n

\u307e\u305f\u3001\u300c\u30ab\u30fc\u30cd\u30eb\u300d\u3092\u5909\u66f4\u3059\u308b\u3053\u3068\u306b\u3088\u308a\u3001\u5883\u754c\u7dda\u306e\u5f62\u304c\u5909\u308f\u308a\u307e\u3059\u3002linear kernel \u306e\u5834\u5408\u3001\u5883\u754c\u7dda\u306e\u5f62\u304c\u76f4\u7dda\u306b\u306a\u308a\u307e\u3059\u304c\u3001Gaussian kernel \u306e\u5834\u5408\u306f\u3001\u5883\u754c\u7dda\u304c\u8907\u96d1\u306a\u5f62\u306b\u306a\u308a\u307e\u3059\u306e\u3067\u3001\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u3067\u9ad8\u30d0\u30a4\u30a2\u30b9\u304c\u539f\u56e0\u3067\u3046\u307e\u304f\u5206\u985e\u3067\u304d\u306a\u3044\u5834\u5408\u306f\u304a\u3059\u3059\u3081\u3067\u3059\u3002\u305f\u3060\u3057\u3001Gaussian kernel \u3092\u9078\u629e\u3057\u305f\u5834\u5408\u5165\u529b\u30d9\u30af\u30c8\u30eb\u304c\u5b66\u7fd2\u30c7\u30fc\u30bf\u306e\u6b21\u5143\u306e\u30d9\u30af\u30c8\u30eb\u306b\u5909\u63db\u3057\u306a\u304a\u3059\u306e\u3067\u6ce8\u610f\u304c\u5fc5\u8981\u3067\u3059\u3002\u3044\u305a\u308c\u306b\u3057\u308d\u3001SVM\u306f\u8907\u96d1\u306a\u306e\u3067\u3001liblinear\u3084libsvm\u306a\u3069\u306e\u65e2\u5b58\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u4f7f\u3046\u3053\u3068\u3092\u304a\u52e7\u3081\u3057\u307e\u3059\u3002\u72ec\u81ea\u5b9f\u88c5\u306f\u3059\u308b\u306a\u3001\u3068\u3002\u306f\u3044\uff01<\/p>\n

SVM \u306e\u8aac\u660e\u3067\u306f\u3001\u3044\u307e\u307e\u3067\u30e2\u30c7\u30eb\u306e\u95a2\u6570\u304b\u3089\u8003\u3048\u3066\u3044\u305f\u3068\u3053\u308d\u3001\u30ed\u30b8\u30b9\u30c6\u30a3\u30c3\u30af\u56de\u5e30\u306e\u5c24\u5ea6\u95a2\u6570\u304b\u3089\u65b0\u3057\u3044\u5c24\u5ea6\u95a2\u6570\u3092\u793a\u3057\u3066\u3044\u3066\u3001
\n\u9762\u767d\u3044\u3068\u611f\u3058\u307e\u3057\u305f\u3002<\/p>\n

14. \u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0<\/h3>\n

\u3055\u3066\u3001\u524d\u56de\u307e\u3067\u3067\u6559\u5e2b\u3042\u308a\u5b66\u7fd2\u306f\u4e00\u65e6\u7d42\u4e86\u3002\u4eca\u56de\u304b\u3089\u3001\u6559\u5e2b\u306a\u3057\u5b66\u7fd2\u3067\u3059\u3002\u6559\u5e2b\u3042\u308a\u5b66\u7fd2\u306f\u305f\u304f\u3055\u3093\u306e\u300c\u6761\u4ef6\u3068\u7b54\u3048\u300d\u306e\u30c7\u30fc\u30bf\u3092\u5b66\u7fd2\u3057\u3066\u30e2\u30c7\u30eb\u3092\u3064\u304f\u308a\u3001\u65b0\u3057\u3044\u300c\u6761\u4ef6\u300d\u3060\u3051\u304c\u4e0e\u3048\u3089\u308c\u305f\u3068\u304d\u306b\u300c\u7b54\u3048\u300d\u3092\u4e88\u6e2c\u3059\u308b\u3082\u306e\u3067\u3057\u305f\u3002\u5bfe\u3057\u3066\u3001\u6559\u5e2b\u306a\u3057\u5b66\u7fd2\u3067\u306f\u300c\u7b54\u3048\u300d\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u3067\u306f\u3001\u4f55\u3092\u5b66\u7fd2\u3059\u308b\u306e\u304b\u3001\u3068\u3044\u3046\u3068\u30c7\u30fc\u30bf\u306e\u300c\u69cb\u9020\u300d\u3092\u5b66\u7fd2\u3059\u308b\u306e\u3067\u3059\u3002<\/p>\n

\u4f8b\u3048\u3070\u3001\u3053\u3093\u306a\u30c7\u30fc\u30bf\u306e\u96c6\u5408\u304c\u3042\u3063\u305f\u3068\u3057\u307e\u3059\u3002<\/p>\n

\"\u30af\u30e9\u30b9\u30bf\"<\/p>\n

\u306a\u3093\u3068\u306a\u304f\u3001\u307e\u3068\u307e\u3063\u305f\u30b0\u30eb\u30fc\u30d7\u304c\uff13\u3064\u3042\u308b\u3088\u3046\u306b\u898b\u3048\u307e\u3059\u306d\u3002\u3053\u306e\u3088\u3046\u306a\u30c7\u30fc\u30bf\u306e\u307e\u3068\u307e\u308a\u3068\u3044\u3046\u300c\u69cb\u9020\u300d\u3092\u898b\u3064\u3051\u308b\u3053\u3068\u3092\u300c\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u300d\u3068\u3088\u3073\u3001\u6559\u5e2b\u306a\u3057\u5b66\u7fd2\u306e\u4ee3\u8868\u7684\u306a\u3082\u306e\u3067\u3059\u3002\u305d\u3057\u3066\u3001\u6700\u521d\u306e\u6559\u5e2b\u306a\u3057\u5b66\u7fd2\u306e\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3082\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u306e\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3067\u3059\u3002<\/p>\n

\u4eca\u56de\u7d39\u4ecb\u3059\u308b\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0K-means\u306f\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u306e\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3067\u3059\u3002\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u30af\u30e9\u30b9\u30bf\u3092\u898b\u3064\u3051\u51fa\u3057\u307e\u3059\u3002<\/p>\n

    \n
  1. \u30af\u30e9\u30b9\u30bf\u306e\u6570\u3092\u6c7a\u3081\u308b=k\u500b\u3002<\/li>\n
  2. \u30e9\u30f3\u30c0\u30e0\u306bk\u500b\u306e\u70b9\u3092\u3068\u308b\u3002\u3053\u308c\u3092\u5404\u30af\u30e9\u30b9\u30bf\u306e\u4e2d\u5fc3\u306b\u3059\u308b\u3002<\/li>\n
  3. \u4e00\u756a\u8fd1\u3044\u70b9= \u305d\u306e\u30af\u30e9\u30b9\u30bf\u306b\u5c5e\u3059\u308b\u3001\u3068\u3059\u308b\u3002<\/li>\n
  4. \u30af\u30e9\u30b9\u30bf\u306b\u5c5e\u3059\u308b\u70b9\u306e\u5e73\u5747\u3092\u3042\u3089\u305f\u306b\u30af\u30e9\u30b9\u30bf\u306e\u4e2d\u5fc3\u3068\u3059\u308b<\/li>\n
  5. \u4e2d\u5fc3\u304c\u79fb\u52d5\u3057\u306a\u304f\u306a\u308b\uff08\u3042\u308b\u3044\u306f\u56de\u6570\u3092\u6c7a\u3081\u3066\uff09\u307e\u30673.4 \u3092\u7e70\u308a\u8fd4\u3059<\/li>\n<\/ol>\n

    K-means\u3067\u306f\u3001\u6700\u521d\u306e\u4e2d\u5fc3\u306e\u70b9\u306e\u53d6\u308a\u65b9\u306b\u3088\u3063\u3066\u3001\u3067\u304d\u308b\u30af\u30e9\u30b9\u30bf\u304c\u7570\u306a\u308a\u307e\u3059\u3002\u3082\u3057\u6a19\u672c\u6570\u3088\u308a\u30af\u30e9\u30b9\u30bf\u6570\u306e\u65b9\u304c\u5c0f\u3055\u3051\u308c\u3070\u3001\u6a19\u672c\u306e\u4e2d\u304b\u3089\u6700\u521d\u306e\u4e2d\u5fc3\u3092\u9078\u3073\u307e\u3057\u3087\u3046\u3002\u307e\u305f\u3001K-means\u3067\u306f\u5404\u6a19\u672c\u3068\u5c5e\u3059\u308b\u30af\u30e9\u30b9\u30bf\u306e\u4e2d\u5fc3\u3068\u306e\u8ddd\u96e2\u306e\u548c\u3092\u6700\u5c0f\u5316\u3059\u308b\u30e2\u30c7\u30eb\u304c\u826f\u3044\u3068\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u6700\u521d\u306b\u3068\u308b\u4e2d\u5fc3\u306e\u70b9\u306b\u3088\u3063\u3066\u304b\u308f\u308a\u307e\u3059\u306e\u3067\u3001\u4f55\u56de\u304b\u8a66\u884c\u3057\u3066\u826f\u3044\u3082\u306e\u3092\u63a1\u7528\u3057\u307e\u3057\u3088\u3046\u3002<\/p>\n

    \u3082\u3046\u4e00\u3064\u3002\u9069\u5207\u306a\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u306e\u6570\u304c\u3044\u304f\u3064\u304b\u3001\u3068\u3044\u3046\u306e\u3082\u6c17\u306b\u306a\u308a\u307e\u3059\u3002\u6a5f\u68b0\u7684\u306b\u7b97\u51fa\u3059\u308b\u5834\u5408\u306f\u3001\u3084\u306f\u308a\u30af\u30e9\u30b9\u30bf\u306e\u4e2d\u5fc3\u3068\u306e\u8ddd\u96e2\u306e\u548c\u3092\u30af\u30e9\u30b9\u30bf\u6570\u3054\u3068\u306b\u30d7\u30ed\u30c3\u30c8\u3057\u3066\u3044\u304d\u3001\u30b0\u30e9\u30d5\u304c\u304b\u304f\u3063\u3068\u66f2\u304c\u308b\u90e8\u5206\uff08\u8b1b\u7fa9\u3067\u306f\u30b0\u30e9\u30d5\u306e\u300c\u8098\u300d\u3068\u3044\u3063\u3066\u3044\u307e\u3057\u305f\uff09\u3092\u30af\u30e9\u30b9\u30bf\u6570\u3068\u3057\u3066\u63a1\u7528\u3057\u307e\u3059\u3002
    \n\u305f\u3060\u3001\u73fe\u5b9f\u306e\u554f\u984c\u306b\u9069\u7528\u3059\u308b\u5834\u5408\u3001\u30af\u30e9\u30b9\u30bf\u6570\u306f\u3080\u3057\u308d\u30e2\u30c7\u30eb\u3067\u3069\u306e\u3088\u3046\u306a\u69cb\u9020\u3092\u89e3\u660e\u3057\u305f\u3044\u304b\u3001\u306b\u4f9d\u5b58\u3057\u307e\u3059\u3002\u4f8b\u3048\u3070\u3001\u4f53\u91cd\u3068\u8eab\u9577\u306e\u30c7\u30fc\u30bf\u3092\u30af\u30e9\u30b9\u30bf\u30ea\u30f3\u30b0\u3057\u3066\u3001\u88fd\u9020\u3059\u308bT\u30b7\u30e3\u30c4\u306e\u30b5\u30a4\u30ba\u3092\u6c7a\u3081\u308b\u3088\u3046\u306a\u554f\u984c\u3067\u3059\u3002\u30c7\u30fc\u30bf\u306e\u5206\u5e03\u306f\u4e00\u69d8\u306b\u306a\u308b\u306e\u3067\u3001\u4e0a\u8a18\u306e\u3088\u3046\u306b\u30b0\u30e9\u30d5\u306e\u300c\u8098\u300d\u306e\u7b87\u6240\u3067\u30af\u30e9\u30b9\u30bf\u6570\u3092\u6c7a\u3081\u308b\u3053\u3068\u306f\u96e3\u3057\u3044\u3067\u3057\u3087\u3046\u3002\u307e\u305f\u3001\u5b9f\u969b\u306f\u30d3\u30b8\u30cd\u30b9\u7684\u306b\u300c\u3053\u306eT\u30b7\u30e3\u30c4\u306f3\u30b5\u30a4\u30ba\u5c55\u958b\u3060\uff01\u300d\u300c\u3053\u306eT\u30b7\u30e3\u30c4\u306f5\u30b5\u30a4\u30ba\u5c55\u958b\uff01\u300d\u3068\u6c7a\u3081\u3089\u308c\u308b\u3053\u3068\u306e\u65b9\u304c\u591a\u304f\u3001\u305d\u308c\u306b\u5f93\u3044\u30af\u30e9\u30b9\u30bf\u306e\u6570\u304c\u6c7a\u307e\u308a\u307e\u3059\u3002<\/p>\n

    K-means\u3001\u7d50\u69cb\u4f7f\u3044\u307e\u3059\u3002\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u304c\u7c21\u5358\u306a\u306e\u3067\u3001\u5b9f\u88c5\u304c\u697d\u3067\u3059\u3002\u3068\u306f\u3044\u3046\u3082\u306e\u306e\u3001\u3042\u3093\u307e\u308a\u30b9\u30b1\u30fc\u30eb\u3057\u306a\u3044\u3093\u3067\u3059\u3088\u306d\u3002\u305d\u3053\u304c\u8ab2\u984c\u3067\u3057\u3087\u3046\u304b\u3002<\/p>\n

    15. \u6b21\u5143\u306e\u524a\u6e1b<\/h3>\n

    \u5909\u6570\u304c\u591a\u304f\u306a\u308b\u3068\u3001\u3044\u308d\u3044\u308d\u306a\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306e\u8a08\u7b97\u91cf\u304c\u3050\u3063\u3068\u5897\u3048\u307e\u3059\u3002\u5909\u6570\u540c\u58eb\u306b\u95a2\u4fc2\u304c\u3042\u308b\u5834\u5408\u3001\u60c5\u5831\u91cf\u3092\u6e1b\u3089\u3055\u305a\u306b\u3046\u307e\u304f\u5909\u6570=\u6b21\u5143\u3092\u524a\u6e1b\u3067\u304d\u308c\u3070\u3001\u8a08\u7b97\u91cf\u304c\u6e1b\u3063\u3066\u3044\u3044\u3067\u3059\u3088\u306d\u3002\u305d\u306e\u65b9\u6cd5\u306e\u4e00\u3064\u304c\u4e3b\u6210\u5206\u5206\u6790\u3067\u3059\u3002<\/p>\n

    \u4f8b\u3048\u3070\u3001\uff12\u3064\u306e\u5909\u6570\u306e\u30c7\u30fc\u30bf\u304c\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u5206\u5e03\u3057\u3066\u3044\u308b\u3068\u3057\u307e\u3059\u3002<\/p>\n

    \"\u4e3b\u6210\u5206\u5206\u6790\"<\/p>\n

    \u30b0\u30e9\u30d5\u3092\u307f\u3066\u308f\u304b\u308b\u3088\u3046\u306b\u3001\u5e73\u9762\u4e0a\u306b\u5747\u7b49\u306b\u30c7\u30fc\u30bf\u304c\u5b58\u5728\u3059\u308b\u308f\u3051\u3067\u306f\u306a\u304f\u3001\u76f4\u7dda\u72b6\u306b\u5b58\u5728\u3059\u308b\u3088\u3046\u306b\u898b\u3048\u307e\u3059\u3002
    \n\u3053\u306e\u5834\u5408\u3001\u76f4\u7dda\u3092\u3068\u308a\u3001\u76f4\u7dda\u3078\u5782\u7dda\u3092\u304a\u308d\u3057\u305f\u8db3\u306e\u90e8\u5206\u3092\u5ea7\u6a19\u3068\u3057\u3066\u53d6\u308a\u76f4\u305b\u3070\u3001\u5909\u6570\u306e\u6570\u304c\uff12\u3064\u304b\u3089\uff11\u3064\u306b\u6e1b\u3089\u305b\u307e\u3059\u3002<\/p>\n

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    \u4e3b\u6210\u5206\u5206\u6790\u3092\u5b9f\u65bd\u3059\u308b\u306b\u306f\u3001\u7dda\u5f62\u4ee3\u6570\u306e\u300c\u56fa\u6709\u884c\u5217\u300d\u3092\u8a08\u7b97\u3059\u308b\u65b9\u6cd5\u304c\u4e00\u822c\u7684\u3067\u3059\u3002\u304c\u3001\u3053\u3053\u3067\u306f\u8a73\u3057\u3044\u3053\u3068\u306f\u7701\u304d\u307e\u3059\u3002<\/p>\n

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    \u3055\u3066\u3001\u4e3b\u6210\u5206\u5206\u6790\u306f\u3001\u30c7\u30fc\u30bf\u306e\u5727\u7e2e\u3084\u53ef\u8996\u5316\u306a\u3069\u306b\u5fdc\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u305f\u3060\u3001\u3044\u304f\u3089\u5909\u6570\u304c\u6e1b\u308b\u3001\u3068\u3044\u3063\u3066\u3082\u3001\u904e\u5b66\u7fd2\u5bfe\u7b56\u306b\u306f\u5229\u7528\u3067\u304d\u307e\u305b\u3093\uff01\u5f53\u305f\u308a\u524d\u3067\u3059\u306d\u3002Andrew \u5148\u751f\u306b\u3088\u308b\u3068\u3001\u5909\u6570\u304c\u591a\u3044\u3068\u771f\u3063\u5148\u306b\u6b21\u5143\u3092\u6e1b\u3089\u305d\u3046\u3068\u4e3b\u6210\u5206\u5206\u6790\u3092\u3059\u308b\u4eba\u304c\u591a\u3044\u3089\u3057\u3044\u306e\u3067\u3059\u304c\u3001\u305d\u3093\u306a\u4eba\u306b\u5148\u751f\u304c\u4e00\u8a00\u3002<\/p>\n

    \u307e\u305a\u306f\u3001\u305d\u306e\u307e\u307e\u306e\u751f\u306e\u30c7\u30fc\u30bf\u3067\u5b66\u7fd2\u3057\u3066\u307f\u3088\u3046\u3002\u6b21\u5143\u3092\u6e1b\u3089\u3059\u306e\u306f\u305d\u306e\u3042\u3068\uff01<\/quote><\/p>\n

    \u3042\u308c\u3001\u79c1\u306e\u3053\u3068\u3067\u3059\u304b\u3002\u3067\u3059\u3088\u306d\u3002\u306f\u3044\u3002<\/p>\n

    \u611f\u60f3<\/h3>\n

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    \u6b21\u306f\u30e9\u30b9\u30c8\uff01\u7570\u5e38\u691c\u51fa\u3084\u30ea\u30b3\u30e1\u30f3\u30c9\u30a8\u30f3\u30b8\u30f3\u3001\u6a5f\u68b0\u5b66\u7fd2\u30b7\u30b9\u30c6\u30e0\u306e\u69cb\u7bc9\u3068\u6ce8\u610f\u70b9\u306b\u3064\u3044\u3066\u8aac\u660e\u3057\u307e\u3059\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"

    \u3053\u3093\u306b\u3061\u306f\u3001\u99ac\u5834\u3067\u3059\u3002<\/p>\n

    \u672c\u756a\u306e\u8b1b\u7fa9\u7d42\u308f\u308a\u307e\u3057\u305f\uff01
    \n\u3042\u3068\u306f\u3001\u3053\u306e\u9023\u8f09\u3082\u5b8c\u8d70\u3057\u307e\u3059\u3002\u4eca\u56de\u306f\u7b2c7\u9031\u30018\u9031\u306e\u5185\u5bb9\u3067\u3059\u3002
    \n13. \u30b5\u30dd\u30fc\u30c8\u30d9\u30af\u30bf\u30fc\u30de\u30b7\u30f3
    \n\u6559\u5e2b\u3042\u308a\u5b66\u7fd2\u306e\u30aa\u30aa\u30c8\u30ea\u306f\u3001SVM=\u30b5\u30dd\u30fc\u30c8\u30d9\u30af\u30bf\u30fc\u30de\u30b7\u30f3\u3067\u3059\u3002
    \u7d9a\u304d\u3092\u8aad\u3080...<\/a><\/p>\n","protected":false},"author":23,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[254,18],"tags":[],"_links":{"self":[{"href":"https:\/\/www.techscore.com\/blog\/wp-json\/wp\/v2\/posts\/1400"}],"collection":[{"href":"https:\/\/www.techscore.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.techscore.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.techscore.com\/blog\/wp-json\/wp\/v2\/users\/23"}],"replies":[{"embeddable":true,"href":"https:\/\/www.techscore.com\/blog\/wp-json\/wp\/v2\/comments?post=1400"}],"version-history":[{"count":1,"href":"https:\/\/www.techscore.com\/blog\/wp-json\/wp\/v2\/posts\/1400\/revisions"}],"predecessor-version":[{"id":13921,"href":"https:\/\/www.techscore.com\/blog\/wp-json\/wp\/v2\/posts\/1400\/revisions\/13921"}],"wp:attachment":[{"href":"https:\/\/www.techscore.com\/blog\/wp-json\/wp\/v2\/media?parent=1400"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.techscore.com\/blog\/wp-json\/wp\/v2\/categories?post=1400"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.techscore.com\/blog\/wp-json\/wp\/v2\/tags?post=1400"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}