{"id":3131,"date":"2019-03-13T00:57:14","date_gmt":"2019-03-12T15:57:14","guid":{"rendered":"https:\/\/tech.akat.info\/?p=3131"},"modified":"2019-03-13T01:02:30","modified_gmt":"2019-03-12T16:02:30","slug":"%e7%ac%ac3%e5%9b%9e-amazon-sagemaker-%e4%ba%8b%e4%be%8b%e7%a5%ad%e3%82%8a-%e4%bd%93%e9%a8%93%e3%83%8f%e3%83%b3%e3%82%ba%e3%82%aa%e3%83%b3-%e3%81%ab%e5%8f%82%e5%8a%a0%e3%81%97%e3%81%9f","status":"publish","type":"post","link":"https:\/\/tech.akat.info\/?p=3131","title":{"rendered":"\u7b2c3\u56de Amazon SageMaker \u4e8b\u4f8b\u796d\u308a + \u4f53\u9a13\u30cf\u30f3\u30ba\u30aa\u30f3 \u306b\u53c2\u52a0\u3057\u305f"},"content":{"rendered":"

\u7b2c3\u56de Amazon SageMaker \u4e8b\u4f8b\u796d\u308a + \u4f53\u9a13\u30cf\u30f3\u30ba\u30aa\u30f3<\/a>\u306b\u53c2\u52a0\u3057\u305f\u3002
\n\u305d\u306e\u6642\u306e\u30e1\u30e2\u3002<\/p>\n

SageMaker\u306f\u30bb\u30fc\u30b8\u30e1\u30fc\u30ab\u30fc\u3068\u547c\u3070\u308c\u3066\u3044\u305f
\n\u521d\u3081\u3066Amazon Japan\u306e\u65b0\u30aa\u30d5\u30a3\u30b9\u306f\u3068\u3066\u3082\u7dba\u9e97\u3060\u3063\u305f
\n\"\"<\/a><\/p>\n

Amazon SageMaker\u3068\u306f\u4f55\u304b \u30a2\u30de\u30be\u30f3 \u30a6\u30a7\u30d6\u30b5\u30fc\u30d3\u30b9 \u30b8\u30e3\u30d1\u30f3\u682a\u5f0f\u4f1a\u793e \u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u30a2\u30fc\u30ad\u30c6\u30af\u30c8 \u9bab\u5cf6 \u6b63\u6a39 \u6c0f<\/h1>\n

\u4eca\u307e\u3067\u306e\u6a5f\u68b0\u5b66\u7fd2\u958b\u767a\u306e\u6b20\u70b9\u3068SageMaker\u306b\u3064\u3044\u3066<\/h2>\n

\u30fb\u30e2\u30c7\u30eb\u4f5c\u6210\u306b\u3042\u305f\u308a\u3001\u958b\u767a\u3068\u5b66\u7fd2\u3092\u540c\u30581\u53f0\u306e\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u3067\u5b9f\u65bd\u3059\u308b\u3053\u3068\u304c\u591a\u3044
\n\u30fb\u74b0\u5883\u69cb\u7bc9\u3001\u904b\u7528\u304c\u6b7b\u306c\u307b\u3069\u5927\u5909(\u8907\u6570\u30e9\u30a4\u30d6\u30e9\u30ea\u3084GPU\u306e\u30c9\u30e9\u30a4\u30d0\u30fc\u3001\u5206\u6563\u5b66\u7fd2\u3084\u5b66\u7fd2\u7d50\u679c\u306e\u7ba1\u7406\u306a\u3069)
\n\u30fb\u63a8\u8ad6\u7528\u306eAPI\u306a\u3069\u3092\u6e96\u5099\u3059\u308b\u3053\u3068\u3082\u5927\u5909
\n\u21d2\u3053\u308c\u3089\u306e\u554f\u984c\u70b9\u3092\u3059\u3079\u3066\u89e3\u6c7a\u3057\u305f\u306e\u304cSageMaker<\/p>\n

SageMaker\u306e\u7279\u5fb4<\/h2>\n

\u30fb\u6570\u5206\u3067\u958b\u767a\u74b0\u5883\u304c\u8d77\u52d5\u3067\u304d\u3001\u5b66\u7fd2\u3001\u63a8\u8ad6\u74b0\u5883\u306f\u67d4\u8edf\u306b\u30b9\u30b1\u30fc\u30eb\u3059\u308b
\n\u3000\u30fb\u7279\u5fb4\u7684\u306a\u306e\u306fSDK\u3084\u30b3\u30f3\u30c6\u30ca\u304c\u307b\u307c\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u3067\u3042\u308b\u3053\u3068
\n\u3000\u30fb\u958b\u767a\u3068\u5b66\u7fd2\u74b0\u5883\u306f\u5b8c\u5168\u306b\u5206\u96e2\u3055\u308c\u3066\u3044\u308b\u3002\u958b\u767a\u306fJupyter Notebook(\u6a5f\u68b0\u5b66\u7fd2\u306e\u30b3\u30fc\u30c9\u3092\u958b\u767a\u3001\u5b9f\u884c\u53ef\u80fd\u306a\u30ce\u30fc\u30c8\u30d6\u30c3\u30af\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9)\u3067\u884c\u3046
\n\u30fb\u5b9f\u904b\u7528\u306b\u304a\u3051\u308b\u5fc5\u8981\u306a\u6a5f\u68b0\u5b66\u7fd2\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3082\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u304a\u308a\u3001\u672c\u756a\u74b0\u5883\u3078\u306e\u30c7\u30d7\u30ed\u30a4\u3082\u30b9\u30e0\u30fc\u30ba\u306b\u5b9f\u73fe\u53ef\u80fd
\n\u30fb\u958b\u767a\u3001\u5b66\u7fd2\u3001\u63a8\u8ad6\u3001\u3044\u305a\u308c\u304b\u3092AWS\u3067\u5bfe\u5fdc\u3059\u308b\u3053\u3068\u304c\u53ef\u80fd
\n\u3000\u958b\u767a\u3001\u5b66\u7fd2\u3092AWS\u3067\u5b9f\u65bd\u3057\u3001\u30e2\u30c7\u30eb\u3092\u30aa\u30f3\u30d7\u30ec\u30df\u30b9\u306e\u74b0\u5883\u306b\u9069\u7528\u3059\u308b\u3068\u3044\u3046\u3053\u3068\u3082\u3067\u304d\u308b
\n\u3000\u307e\u305fDocker\u304c\u52d5\u304f\u74b0\u5883\u3067\u3042\u308c\u3070SageMaker\u306e\u5b66\u7fd2\u3001\u63a8\u8ad6\u30b8\u30e7\u30d6\u3092\u5b9f\u884c\u3059\u308b\u3053\u3068\u304c\u53ef\u80fd(\u4f8b\u3048\u3070\u624b\u5143\u306eMAC\u3067\u3082)<\/p>\n

SageMaker\u69cb\u6210<\/h2>\n

\u30fb\u6a5f\u68b0\u5b66\u7fd2\u306b\u5fc5\u8981\u306a\u3082\u306e\u306f\u3001\u5b66\u7fd2\u30c7\u30fc\u30bf\u3001\u6a5f\u68b0\u5b66\u7fd2\u306e\u30b3\u30fc\u30c9\u3001\u5b9f\u884c\u74b0\u5883\u306e3\u3064
\n\u3000\u30fb\u5b66\u7fd2\u30c7\u30fc\u30bf\u306fS3\u306b\u304a\u304f
\n\u3000\u30fb\u5b9f\u884c\u74b0\u5883\u306fECR\u306b\u30b3\u30f3\u30c6\u30ca\u30a4\u30e1\u30fc\u30b8\u3092\u304a\u304f(TensorFlow,mxnet\u306a\u3069)
\n\u3000\u3000\u30fb\u3053\u308c\u3089\u306e3\u3064\u3092\u7d50\u3073\u3064\u3051\u308b\u306e\u304cSageMaker
\n\u30fb\u5b66\u7fd2\u304c\u5b8c\u4e86\u3059\u308b\u3068\u3001\u30e2\u30c7\u30eb\u3068\u5b66\u7fd2\u30b3\u30fc\u30c9\u306fS3\u306b\u4fdd\u5b58\u3055\u308c\u3066\u3001\u5b66\u7fd2\u7528\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u306f\u81ea\u52d5\u7684\u306b\u524a\u9664\u3055\u308c\u308b
\n\u30fb\u3067\u304d\u305f\u30e2\u30c7\u30eb\u3092\u3082\u3068\u306b\u3001\u63a8\u8ad6\u3092\u5b9f\u65bd\u3059\u308b
\n\"\"<\/a><\/p>\n

\u6a5f\u68b0\u5b66\u7fd2\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u5168\u4f53\u3092\u652f\u63f4\u3059\u308b\u4ed5\u7d44\u307f\u304c\u7528\u610f\u3055\u308c\u3066\u3044\u308b<\/h2>\n

\u30fb\u73fe\u753b\u50cf\u306e\u5bb9\u91cf\u304c\u5927\u304d\u3059\u304e\u308b\u3001\u6b20\u843d\u30c7\u30fc\u30bf\u304c\u5b58\u5728\u3059\u308b\u3068\u3044\u3063\u305f\u5834\u5408\u306f\u3001\u81ea\u52d5\u7684\u306b\u524d\u51e6\u7406(Pandas\u3092\u5229\u7528)\u3059\u308b\u3053\u3068\u304c\u53ef\u80fd
\n\u30fbS3\u304b\u3089\u306e\u30d5\u30a1\u30a4\u30eb\u8ee2\u9001\u65b9\u6cd5\u306f2\u7a2e\u985e\u3042\u308b
\n\"\"<\/a><\/p>\n

\u30fb17\u7a2e\u985e\u306e\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u7528\u610f\u3057\u3066\u3044\u308b(\u30d3\u30eb\u30c8\u30a4\u30f3\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0)
\n\u3000\u3053\u306e\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306b\u3064\u3044\u3066\u306f\u81ea\u5206\u305f\u3061\u3067\u66f8\u304f\u3088\u308a\u3082\u3001\u3053\u3061\u3089\u3092\u5229\u7528\u3059\u308b\u3053\u3068\u3092\u30aa\u30b9\u30b9\u30e1\u3059\u308b
\n\"\"<\/a>
\n\"\"<\/a>
\n\u30fb\u5206\u6563\u5b66\u7fd2\u306b\u3064\u3044\u3066\u306f\u3001\u30d7\u30ed\u30b0\u30e9\u30e0\u306btrain_instance_count=2 \u306a\u3069\u3067\u5b9f\u88c5\u3059\u308b\u3053\u3068\u304c\u53ef\u80fd
\n\u30fbSageMaker Ground Truth
\n\u3000Amazon Mechanical Turk\u306f\u3001Amazon\u306e\u30c1\u30fc\u30e0\u306b\u3066\u30a2\u30ce\u30c6\u30fc\u30b7\u30e7\u30f3\u3055\u308c\u308b
\n\"\"<\/a>
\n\u30fbCloudWatch\u306b\u3066\u7cbe\u5ea6\u304c\u4e0a\u304c\u3089\u306a\u3044\u5834\u5408\u306f\u505c\u6b62\u3059\u308b\u3088\u3046\u306a\u3053\u3068\u3082\u53ef\u80fd
\n\"\"<\/a>
\n\u30fb\u30e2\u30c7\u30eb\u5909\u63db(SageMaker Neo)\u3068\u306f\u30e2\u30c7\u30eb\u306e\u9ad8\u901f\u5316\u3092\u5b9f\u73fe\u3059\u308b\u3002\u30e2\u30c7\u30eb\u30b3\u30f3\u30d1\u30a4\u30e9\u3068\u547c\u3070\u308c\u308b\u3082\u306e<\/p>\n

\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9<\/h2>\n

\u30fbDely\uff1a\u30ec\u30b7\u30d4\u52d5\u753b\u306e\u30ea\u30b3\u30e1\u30f3\u30c7\u30fc\u30b7\u30e7\u30f3\u3092\u6a5f\u68b0\u5b66\u7fd2\u3067\u5b9f\u88c5(90\u65e5\u3067\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u3092\u69cb\u7bc9\u3057\u3001\u672c\u756a\u74b0\u5883\u306b\u30c7\u30d7\u30ed\u30a4)
\n\u30fbSmartNews\uff1a\u30cb\u30e5\u30fc\u30b9\u8a18\u4e8b\u306e\u5206\u985e\u306b\u5229\u7528\u3057\u3001\u95a2\u9023\u6027\u304c\u9ad8\u3044\u8a18\u4e8b\u3092\u63d0\u4f9b\u3059\u308b\u3053\u3068\u306b\u6210\u529f
\n\u30fbGE Healthcare\uff1a\u30ec\u30f3\u30c8\u30b2\u30f3\u5199\u771f\u304b\u3089\u75c5\u6c17\u304c\u7591\u308f\u308c\u308b\u90e8\u5206\u3092\u81ea\u52d5\u8a3a\u65ad\u3059\u308b<\/p>\n

Amazon SageMaker \u4e8b\u4f8b\u7d39\u4ecb\u300cSageMaker Neo\u306e\u53ef\u80fd\u6027\u306b\u3064\u3044\u3066\u300d \u682a\u5f0f\u4f1a\u793e\u30c7\u30a3\u30fc\u30fb\u30a8\u30cc\u30fb\u30a8\u30fc \u52a0\u85e4 \u502b\u5f18 \u6c0f<\/h1>\n

DeNA \u00d7 AI<\/h2>\n

\u30fbDeNA \u00d7 AI<\/a>\u306b\u3066AI\u306b\u5bfe\u3057\u3066\u306e\u53d6\u308a\u7d44\u307f\u3092\u7d39\u4ecb\u3057\u3066\u3044\u308b
\n\u30fb\u4ea4\u901a\u4e8b\u6545\u4f4e\u6e1b\u306b\u5411\u3051\u305fDeepLearning
\n\u3000\u30c9\u30e9\u30a4\u30d0\u30fc\u306e\u9854\u30fb\u74b0\u5883\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0\u30fb\u30bb\u30f3\u30b5\u89e3\u6790\u30fb\u5730\u56f3\u304b\u3089\u5371\u967a\u904b\u8ee2\u304b\u3069\u3046\u304b\u5224\u5b9a\u3059\u308b<\/p>\n

\u30a8\u30c3\u30b8\u30c7\u30d0\u30a4\u30b9\u3067\u306eDeepLearning\u306b\u3064\u3044\u3066<\/h2>\n

\u30fb\u30a8\u30c3\u30b8\u30c7\u30d0\u30a4\u30b9\u3067DeepLearning\u3059\u308b\u5834\u5408\u3001\u52d5\u304b\u306a\u3044\u3053\u3068\u3084GPU\u524d\u63d0\u306e\u305f\u3081\u52d5\u3044\u3066\u3082\u9045\u3044\u3053\u3068\u304c\u591a\u3044
\n\u3000\u30a8\u30c3\u30b8\u5074\u306e\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306f\u975e\u30b5\u30dd\u30fc\u30c8Operator\u304c\u30b5\u30fc\u30d0\u5074\u3088\u308a\u591a\u304f\u3001\u30e2\u30c7\u30eb\u8a2d\u8a08\u306e\u4e0a\u306b\u5236\u7d04\u304c\u751f\u3058\u308b
\n\u21d2\u305d\u308c\u3092\u89e3\u6c7a\u3057\u305f\u306e\u304cSageMaker Neo
\n\u3000\u4efb\u610f\u306e\u30e2\u30c7\u30eb\u3092\u4efb\u610f\u306e\u74b0\u5883(\u4f8b\u3048\u3070Raspberry Pi)\u3067\u52d5\u4f5c\u3067\u304d\u308b\u3088\u3046\u306b\u30b3\u30f3\u30d1\u30a4\u30eb\u3059\u308b
\n\"\"<\/a><\/p>\n

Amazon SageMaker \u4e8b\u4f8b\u7d39\u4ecb\u300c1\u4eba\u3067\u3082\u4f7f\u3048\u308bSageMaker\u300d \u30af\u30c3\u30af\u30d1\u30c3\u30c9\u682a\u5f0f\u4f1a\u793e \u67d3\u8c37\u60a0\u4e00\u90ce \u6c0f<\/h1>\n

\u30af\u30c3\u30af\u30d1\u30c3\u30c9\u3068\u6a5f\u68b0\u5b66\u7fd2<\/h2>\n

\u30fb300\u4e07\u54c1\u4ee5\u4e0a\u306e\u30ec\u30b7\u30d4\u30c7\u30fc\u30bf(\u5206\u91cf\u3084\u4f5c\u308a\u65b9\u306a\u3069\u3001\u591a\u5c11\u69cb\u9020\u304c\u3042\u308b\u30c7\u30fc\u30bf)\u3092\u6d3b\u7528\u3057\u305f\u3044\u3068\u3044\u3046\u60f3\u3044\u304c\u4ee5\u524d\u304b\u3089\u3042\u308a
\n\u30002016\u5e747\u6708\u3088\u308a\u7814\u7a76\u958b\u767a\u90e8\u304c\u767a\u8db3\u3057\u305f\u3002\u521d\u671f\u306f3\u540d\u3001\u73fe\u572810-15\u540d\u4f53\u5236\u3067\u6a5f\u68b0\u5b66\u7fd2\u306b\u53d6\u308a\u7d44\u3093\u3067\u3044\u308b
\n\u30fb\u6599\u7406\u304d\u308d\u304f\u3068\u3044\u3046\u6a5f\u80fd\u3067\u6a5f\u68b0\u5b66\u7fd2\u3092\u5229\u7528\u3057\u3066\u3044\u308b
\n\u3000\u30b9\u30de\u30db\u306e\u5199\u771f\u306e\u3046\u3061\u3001\u6599\u7406\u5199\u771f\u3092\u81ea\u52d5\u7684\u306b\u53ce\u96c6\u3057\u3001\u30ab\u30ec\u30f3\u30c0\u30fc\u3068\u7d50\u3073\u3064\u3051\u308b\u6a5f\u80fd(27\u4e07\u4eba\u4ee5\u4e0a\u306e\u30e6\u30fc\u30b6\u304c\u5229\u7528\u3057\u3066\u3044\u308b)
\n\u30fb\u73fe\u72b6\u306e\u5b66\u7fd2\u6a5f\u80fd\u306fGPU\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u306e\u30aa\u30f3\u30c7\u30de\u30f3\u30c9\u5229\u7528\u3057\u3066\u3044\u308b\u304c\u3001\u5e38\u306bGPU\u3092\u5229\u7528\u3057\u3066\u3044\u308b\u4f5c\u696d\u3092\u3057\u3066\u3044\u308b\u308f\u3051\u3067\u306a\u304f
\n\u3000GPU\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u306f\u9ad8\u4fa1\u3067\u3042\u308b\u305f\u3081\u3001\u5b66\u7fd2\u524d\u5f8c\u306e\u30ed\u30b9\u30bf\u30a4\u30e0\u304c\u5927\u304d\u304f\u3001SageMaker\u306b\u5207\u308a\u66ff\u3048\u308b\u30e1\u30ea\u30c3\u30c8\u306f\u3042\u308b\u3068\u306e\u3053\u3068<\/p>\n

babysage – \u8fd1\u65e5\u516c\u958b\u4e88\u5b9a<\/h2>\n

\u30fb\u72ec\u81ea\u30e2\u30c7\u30eb\u306e\u5b66\u7fd2\u306f\u899a\u3048\u308b\u3053\u3068\u304c\u591a\u3044(\u30b3\u30f3\u30c6\u30ca\u306a\u3069)\u305f\u3081\u3001\u305d\u308c\u3092\u8efd\u6e1b\u3059\u308b\u305f\u3081\u306b\u4f5c\u6210\u3057\u305f\u30c4\u30fc\u30eb
\n\u30fbSageMaker(\u7279\u306bTraning job)\u3092\u5229\u7528\u3059\u308b\u969b\u306e\u88dc\u52a9\u3068\u306a\u308b<\/p>\n

\u8cea\u7591\u5fdc\u7b54<\/h1>\n

jupyter\u3067\u306e\u8907\u6570\u958b\u767a\u304c\u96e3\u3057\u3044<\/h2>\n

\u21d21\u4eba1\u30ea\u30dd\u30b8\u30c8\u30ea\u3067\u96c6\u4e2d\u7ba1\u7406\u304c\u30d9\u30b9\u30c8\u30d7\u30e9\u30af\u30c6\u30a3\u30b9<\/p>\n

\u30cf\u30f3\u30ba\u30aa\u30f3<\/h1>\n

Jupyter Notebook \u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u3092\u8d77\u52d5\u3057\u3001\u958b\u767a\u3001\u5b66\u7fd2\u3001\u63a8\u8ad6\u3092\u5b9f\u65bd\u3057\u305f
\n\u30dd\u30a4\u30f3\u30c8\u306fGit\u30ea\u30dd\u30b8\u30c8\u30ea\u3067\u4ee5\u4e0b\u306eURL\u3092\u6307\u5b9a\u3059\u308b\u3053\u3068
\nhttps:\/\/github.com\/aws-samples\/amazon-sagemaker-examples-jp<\/p>\n","protected":false},"excerpt":{"rendered":"

\u7b2c3\u56de Amazon SageMaker \u4e8b\u4f8b\u796d\u308a + \u4f53\u9a13\u30cf\u30f3\u30ba\u30aa\u30f3\u306b\u53c2\u52a0\u3057\u305f\u3002 \u305d\u306e\u6642\u306e\u30e1\u30e2\u3002 SageMaker\u306f\u30bb\u30fc\u30b8\u30e1\u30fc\u30ab\u30fc\u3068\u547c\u3070\u308c\u3066\u3044\u305f \u521d\u3081\u3066Amazon Japan\u306e\u65b0\u30aa\u30d5\u30a3\u30b9\u306f\u3068\u3066\u3082\u7dba\u9e97\u3060\u3063\u305f Amaz […]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"footnotes":""},"categories":[35],"tags":[],"_links":{"self":[{"href":"https:\/\/tech.akat.info\/index.php?rest_route=\/wp\/v2\/posts\/3131"}],"collection":[{"href":"https:\/\/tech.akat.info\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/tech.akat.info\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/tech.akat.info\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/tech.akat.info\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=3131"}],"version-history":[{"count":2,"href":"https:\/\/tech.akat.info\/index.php?rest_route=\/wp\/v2\/posts\/3131\/revisions"}],"predecessor-version":[{"id":3142,"href":"https:\/\/tech.akat.info\/index.php?rest_route=\/wp\/v2\/posts\/3131\/revisions\/3142"}],"wp:attachment":[{"href":"https:\/\/tech.akat.info\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=3131"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/tech.akat.info\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=3131"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/tech.akat.info\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=3131"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}