{"id":48924,"date":"2022-02-10T11:00:11","date_gmt":"2022-02-10T02:00:11","guid":{"rendered":"https:\/\/www.creationline.com\/?p=48924"},"modified":"2023-09-13T14:57:12","modified_gmt":"2023-09-13T05:57:12","slug":"mongodb%e3%82%92%e4%ba%88%e6%b8%ac%e5%9e%8b%e3%81%ae%e3%83%87%e3%83%bc%e3%82%bf%e3%83%99%e3%83%bc%e3%82%b9%e3%81%a8%e3%81%97%e3%81%a6%e6%b4%bb%e7%94%a8%e3%81%99%e3%82%8b-%ef%bc%83mongodb-modernizatio","status":"publish","type":"post","link":"https:\/\/www.creationline.com\/tech-blog\/data-management\/mongodb\/48924","title":{"rendered":"MongoDB\u3092\u4e88\u6e2c\u578b\u306e\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3068\u3057\u3066\u6d3b\u7528\u3059\u308b \uff03MongoDB #Modernization #\u6d77\u5916\u4e8b\u4f8b"},"content":{"rendered":"<p>\u672c\u30d6\u30ed\u30b0\u306f\u3001MongoDB\u793e\u306e\u30d6\u30ed\u30b0\u3067MongoDB\u793e\u306e<a href=\"https:\/\/www.mongodb.com\/blog\/authors\/benjamin-flast\" target=\"_blank\" rel=\"noopener\">Benjamin Flast<\/a>\u3055\u3093\u3001<a href=\"https:\/\/www.mongodb.com\/blog\/authors\/zoran-pandovski\" target=\"_blank\" rel=\"noopener\">Zoran Pandovski<\/a>\u3055\u3093\u3001<a href=\"https:\/\/www.mongodb.com\/blog\/authors\/natasha-seelam\" target=\"_blank\" rel=\"noopener\">Natasha Seelam<\/a>\u3055\u3093\u304c\u57f7\u7b46\u30572021\u5e7411\u670811\u65e5\u306b\u516c\u958b\u3055\u308c\u305f\u300c<a href=\"https:\/\/www.mongodb.com\/blog\/post\/turning-mongodb-into-predictive-database\" target=\"_blank\" rel=\"noopener\">Turning MongoDB into a Predictive Database<\/a>\u300d\u306e\u65e5\u672c\u8a9e\u7ffb\u8a33\u3067\u3059\u3002<\/p>\n<p>\u30d3\u30b8\u30cd\u30b9\u306e\u4e16\u754c\u306b\u304a\u3044\u3066\u3001\u4eba\u5de5\u77e5\u80fd\uff08AI\uff09\u3084\u6a5f\u68b0\u5b66\u7fd2\uff08ML\uff09\u3078\u306e\u95a2\u5fc3\u304c\u9ad8\u307e\u3063\u3066\u3044\u307e\u3059\u3002ML\u3084AI\u306e\u4e88\u6e2c\u6a5f\u80fd\u3092\u6d3b\u7528\u3059\u308c\u3070\u624b\u52d5\u3067\u306e\u5206\u6790\u3088\u308a\u3082\u901f\u304f\u3001\u691c\u51fa\u3057\u305f\u30d1\u30bf\u30fc\u30f3\u304b\u3089\u3055\u307e\u3056\u307e\u306a\u30a4\u30f3\u30b5\u30a4\u30c8\u304c\u5f97\u3089\u308c\u307e\u3059\u3002\u3053\u306e\u3088\u3046\u306a\u52b9\u679c\u306f\u3001\u53ce\u76ca\u306e\u5411\u4e0a\u3084\u30b3\u30b9\u30c8\u306e\u524a\u6e1b\u3001\u30a4\u30ce\u30d9\u30fc\u30b7\u30e7\u30f3\u306e\u63a8\u9032\u306b\u5bc4\u4e0e\u3059\u308b\u3053\u3068\u3092\u4f01\u696d\u306f\u7406\u89e3\u3057\u3066\u3044\u307e\u3059\u3002\u4f01\u696d\u306f\u305d\u306e\u898f\u6a21\u306b\u304b\u304b\u308f\u3089\u305a\u3001AI\u306e\u30d1\u30ef\u30fc\u304b\u3089\u30e1\u30ea\u30c3\u30c8\u3092\u5f97\u3089\u308c\u307e\u3059\u304c\u3001\u4e88\u6e2c\u578b\u306e\u30a2\u30ca\u30ea\u30c6\u30a3\u30af\u30b9\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3092\u5c0e\u5165\u3059\u308b\u4f5c\u696d\u306f\u8907\u96d1\u3067\u6642\u9593\u306e\u304b\u304b\u308b\u3082\u306e\u306b\u306a\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<p><a href=\"https:\/\/www.mongodb.com\/\" target=\"_blank\" rel=\"noopener\">MongoDB, Inc.<\/a>\uff08NASDAQ\uff1aMDB\uff09\u3068<a href=\"https:\/\/www.mindsdb.com\/\" target=\"_blank\" rel=\"noopener\">MindsDB<\/a>\u306f\u3001\u6a5f\u68b0\u5b66\u7fd2\u306e\u30a4\u30ce\u30d9\u30fc\u30b7\u30e7\u30f3\u3092\u63a8\u9032\u3059\u308b\u3079\u304f\u3001\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u30d1\u30fc\u30c8\u30ca\u30fc\u30b7\u30c3\u30d7\u3092\u7de0\u7d50\u3057\u307e\u3057\u305f\u3002MongoDB, Inc.\u306f\u6700\u65b0\u306e\u6c4e\u7528\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306e\u30ea\u30fc\u30c7\u30a3\u30f3\u30b0\u30ab\u30f3\u30d1\u30cb\u30fc\u3067\u3042\u308a\u3001MindsDB Inc.\u306f\u81ea\u52d5\u5316\u3055\u308c\u305f\u6a5f\u68b0\u5b66\u7fd2\u306e\u6a5f\u80fd\u3092\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306b\u63d0\u4f9b\u3059\u308b\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306e\u6a5f\u68b0\u5b66\u7fd2\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3092\u958b\u767a\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u306e\u5354\u696d\u3067\u76ee\u6307\u3057\u3066\u3044\u308b\u306e\u306f\u3001\u7d44\u7e54\u5185\u306e\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u30c1\u30fc\u30e0\u3084\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u30c1\u30fc\u30e0\u306e\u4e88\u6e2c\u80fd\u529b\u306e\u6700\u9069\u5316\u3092\u5f37\u529b\u306b\u63a8\u9032\u3067\u304d\u308b\u3088\u3046\u306b\u3059\u308b\u3053\u3068\u306b\u3042\u308a\u307e\u3059\u3002<\/p>\n<h2>\u6700\u9069\u306a\u30a2\u30d7\u30ed\u30fc\u30c1\u3092\u78ba\u8a8d\u3059\u308b<\/h2>\n<p>\u6700\u521d\u306b\u53d6\u308a\u7d44\u3080ML\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u304c\u3059\u3067\u306b\u6c7a\u307e\u3063\u3066\u3044\u308b\u5834\u5408\u306f\u3001\u9069\u5207\u306a\u30c4\u30fc\u30eb\u3068\u624b\u6cd5\u3092\u9078\u629e\u3059\u308c\u3070\u3001\u30e2\u30c7\u30eb\u306e\u958b\u767a\u3001\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3001\u6700\u9069\u5316\u306b\u5fc5\u8981\u306a\u671f\u9593\u3092\u77ed\u7e2e\u3067\u304d\u307e\u3059\u3002ML\u30e2\u30c7\u30eb\u3092\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3059\u308b\u500b\u3005\u306e\u8981\u7d20\u3092\u628a\u63e1\u3057\u3066\u3044\u306a\u3044\u3068\u3001\u30e2\u30c7\u30eb\u306e\u9078\u629e\u3068\u6a5f\u80fd\u306e\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u306b\u6642\u9593\u304c\u304b\u304b\u308a\u3001\u4f5c\u696d\u304c\u56f0\u96e3\u306b\u306a\u308a\u307e\u3059\u3002\u3055\u307e\u3056\u307e\u306a\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u5e83\u7bc4\u306b\u30c6\u30b9\u30c8\u3057\u3066\u76ee\u7684\u306e\u4eee\u8a2d\u3092\u30e2\u30c7\u30eb\u5316\u3067\u304d\u308b\u70b9\u3067AutoML\u30e2\u30c7\u30eb\u306f\u512a\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u73fe\u72b6\u306e\u6700\u65b0\u306eAutoML\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u304c\u63d0\u4f9b\u3057\u3066\u3044\u308b\u624b\u6cd5\u3067\u306f\u3001\u5b66\u7fd2\u7387\u3084\u30d0\u30c3\u30c1\u30b5\u30a4\u30ba\u306a\u3069\u306e\u30cf\u30a4\u30d1\u30fc\u30d1\u30e9\u30e1\u30fc\u30bf\u30fc\u3092\u8abf\u6574\u3067\u304d\u308b\u306a\u3069\u3001\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u306e\u6700\u9069\u5316\u304c\u53ef\u80fd\u3067\u3059\u3002MindsDB AutoML\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067\u306f\u3001\u6700\u3082\u4e00\u822c\u7684\u306a\u30b7\u30b9\u30c6\u30e0\u306e\u81ea\u52d5\u5316\u3067\u3042\u308b\u30cf\u30a4\u30d1\u30fc\u30d1\u30e9\u30e1\u30fc\u30bf\u30fc\u306e\u30c1\u30e5\u30fc\u30cb\u30f3\u30b0\u306e\u81ea\u52d5\u5316\u306b\u52a0\u3048\u3001\u4e0a\u6d41\u3067\u306e\u81ea\u52d5\u5316\u306b\u3082\u65b0\u305f\u306b\u5bfe\u5fdc\u3057\u3066\u304a\u308a\u3001\u30c7\u30fc\u30bf\u306e\u30af\u30ea\u30fc\u30cb\u30f3\u30b0\u3001\u30c7\u30fc\u30bf\u306e\u524d\u51e6\u7406\u3001\u6a5f\u80fd\u306e\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u3092\u81ea\u52d5\u5316\u3067\u304d\u307e\u3059\u3002\u900f\u660e\u6027\u306e\u9ad8\u3044\u958b\u767a\u3092\u901a\u3058\u3066\u30e6\u30fc\u30b6\u30fc\u3092\u652f\u63f4\u3067\u304d\u308b\u3088\u3046\u3001\u3053\u306e\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306f\u3001\u8aac\u660e\u53ef\u80fd\u6027\u3092\u9ad8\u3081\u308b\u305f\u3081\u306e\u30c4\u30fc\u30eb\u3092\u4e2d\u5fc3\u306b\u69cb\u6210\u3055\u308c\u3066\u304a\u308a\u3001NLP\u3001\u6642\u7cfb\u5217\u3001\u8a00\u8a9e\u30e2\u30c7\u30ea\u30f3\u30b0\u3001\u7570\u5e38\u691c\u77e5\u306a\u3069\u306b\u95a2\u3059\u308b\u8907\u96d1\u306a\u30c7\u30fc\u30bf\u30bf\u30a4\u30d7\u3092\u51e6\u7406\u3067\u304d\u308b\u307b\u304b\u3001\u4efb\u610f\u306e\u30e2\u30c7\u30eb\u3092\u30a4\u30f3\u30dd\u30fc\u30c8\u3057\u3066\u51e6\u7406\u3092\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u3059\u308b\u3053\u3068\u3082\u53ef\u80fd\u3067\u3059\u3002<\/p>\n<p>\u307e\u305f\u3001MindsDB\u3067\u306f\u3001\u30c7\u30fc\u30bf\u30ec\u30a4\u30e4\u30fc\u3067\u4e88\u6e2c\u3092\u751f\u6210\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u3053\u308c\u3082\u3001\u958b\u767a\u306e\u30b9\u30d4\u30fc\u30c9\u3092\u901f\u3081\u308b\u91cd\u8981\u306a\u6a5f\u80fd\u5f37\u5316\u306e1\u3064\u3067\u3059\u3002MindsDB\u306eAPI\u30c6\u30fc\u30d6\u30eb\u3067<a href=\"https:\/\/www.mongodb.com\/cloud\/atlas\" target=\"_blank\" rel=\"noopener\">MongoDB Atlas<\/a>\u306b\u76f4\u63a5\u4e88\u6e2c\u3092\u751f\u6210\u3059\u308b\u3068\u3001\u901a\u5e38\u306e\u30c7\u30fc\u30bf\u306e\u3088\u3046\u306b\u4e88\u6e2c\u3092\u5229\u7528\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u3001\u4e88\u6e2c\u306e\u7167\u4f1a\u3082\u53ef\u80fd\u3067\u3059\u3002\u307e\u305f\u3001\u958b\u767a\u306e\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u304c\u7c21\u7d20\u5316\u3055\u308c\u308b\u306e\u3067\u3001\u958b\u767a\u306e\u671f\u9593\u3092\u77ed\u7e2e\u3067\u304d\u307e\u3059\u3002<\/p>\n<h2>MindsDB\u3092\u5229\u7528\u3059\u308b<\/h2>\n<p><a href=\"http:\/\/cloud.mindsdb.com\" target=\"_blank\" rel=\"noopener\">http:\/\/cloud.mindsdb.com<\/a> \u304b\u3089\u30af\u30e9\u30a6\u30c9\u7ba1\u7406\u578b\u306eMindsDB\u3092\u5229\u7528\u3059\u308b\u3053\u3068\u3092\u304a\u52e7\u3081\u3057\u307e\u3059\u3002<br \/>\nMindsDB\u306f\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306e\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\uff08http:\/\/github.com\/mindsdb\/mindsdb\uff09\u3067\u3042\u308b\u305f\u3081\u3001\u304a\u4f7f\u3044\u306e\u30de\u30b7\u30f3\u306b\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u3066\u30ed\u30fc\u30ab\u30eb\u3067\u5b9f\u884c\u3059\u308b\u3053\u3068\u3082\u3067\u304d\u307e\u3059\u3002\u4f5c\u696d\u3092\u7c21\u5358\u306b\u3059\u308b\u305f\u3081\u306b\u3001\u4ee5\u4e0b\u306b\u8aac\u660e\u3059\u308bDocker\u3067\u306e\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3092\u304a\u52e7\u3081\u3057\u307e\u3059\u3002<\/p>\n<h1>Docker\u3067MindsDB\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308b<\/h1>\n<p>\uff11\uff0e\u306f\u3058\u3081\u306b\u3001\u4ee5\u4e0b\u3092\u5b9f\u884c\u3057\u3001Docker\u304c\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3055\u308c\u3066\u3044\u308b\u304b\u3069\u3046\u304b\u78ba\u8a8d\u3057\u307e\u3059\u3002<\/p>\n<blockquote><p>docker run hello-world<\/p><\/blockquote>\n<p>\uff12\uff0eDocker\u306e\u30a4\u30e1\u30fc\u30b8\u3092\u53d6\u5f97\u3059\u308b\u306b\u306f\u3001\u4ee5\u4e0b\u306e\u30b3\u30de\u30f3\u30c9\u3092\u5b9f\u884c\u3057\u307e\u3059\u3002<\/p>\n<blockquote><p>docker pull mindsdb\/mindsdb<\/p><\/blockquote>\n<p>\uff13\uff0e\u6b21\u306b\u4ee5\u4e0b\u306e\u30b3\u30de\u30f3\u30c9\u3092\u5b9f\u884c\u3057\u3066\u30b3\u30f3\u30c6\u30ca\u3092\u8d77\u52d5\u3057\u307e\u3059\u3002<\/p>\n<blockquote><p>docker run -p 47334:47334 -p 47336:47336 mindsdb\/mindsdb<\/p><\/blockquote>\n<p>Docker\u306e\u30aa\u30d7\u30b7\u30e7\u30f3\u304c\u5b58\u5728\u3057\u306a\u3044\u5834\u5408\u306f\u3001\u5f0a\u793e\u306e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u306b\u5f93\u3044\u3001MindsDB\u3092\u30ed\u30fc\u30ab\u30eb\u306b\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u307e\u3059\u3002\uff08<a href=\"https:\/\/docs.mindsdb.com\" target=\"_blank\" rel=\"noopener\">https:\/\/docs.mindsdb.com<\/a>\/\uff09<\/p>\n<h1>\u30b3\u30cd\u30af\u30b7\u30e7\u30f3\u3092\u8a2d\u5b9a\u3059\u308b<\/h1>\n<p>MindsDB\u3092MongoDB\u3068\u63a5\u7d9a\u3059\u308b\u5834\u5408\u3001MindsDB Studio\uff08GUI\uff09\u3092\u4f7f\u7528\u3059\u308b\u65b9\u6cd5\u3068\u3001Mongo\u30af\u30e9\u30a4\u30a2\u30f3\u30c8\uff08\u7aef\u672b\uff09\u3092\u4f7f\u7528\u3059\u308b\u65b9\u6cd5\u304c\u3042\u308a\u307e\u3059\u3002\u73fe\u6642\u70b9\u3067\u306f\u3001MindsDB\u306eMongoDB API\u3067MongoDB\u306b\u30a2\u30af\u30bb\u30b9\u3059\u308c\u3070\u3001\u65b0\u305f\u306a\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u3068\u3057\u3066\u9023\u643a\u6a5f\u80fd\u304c\u52d5\u4f5c\u3057\u307e\u3059\u3002MongoDB\u3068\u306e\u63a5\u7d9a\u306e\u8a73\u7d30\u306b\u3064\u3044\u3066\u306f\u3001<a href=\"https:\/\/docs.mindsdb.com\/datasources\/mongodb\/\" target=\"_blank\" rel=\"noopener\">\u3053\u3061\u3089<\/a>\u3092\u53c2\u7167\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n<p>Mongo\u30b7\u30a7\u30eb\u3067MindsDB\u306eMongoDB API\u306b\u63a5\u7d9a\u3057\u307e\u3059\u3002MindsDB\u306eMongoDB API\u3092\u4f7f\u7528\u3059\u308b\u306b\u306f\u3001Mongo\u30b7\u30a7\u30eb\u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u304c3.6\u4ee5\u964d\u3067\u3042\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002MindsDB Cloud\u3092\u4f7f\u7528\u3057\u3066\u3044\u308b\u5834\u5408\u306f\u3001\u3053\u306e\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u306econfig.json\u306b\u95a2\u3059\u308b\u30bb\u30af\u30b7\u30e7\u30f3\u306f\u7701\u7565\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n<p>MongoDB API\u3092\u8d77\u52d5\u3059\u308b\u524d\u306b\u30c7\u30d5\u30a9\u30eb\u30c8\u306e\u69cb\u6210\u3092\u8a2d\u5b9a\u3057\u307e\u3059\u3002MindsDB\u306eMongo API\u304cMongo\u30db\u30b9\u30c8\u306b\u306a\u308a\u307e\u3059\u3002\u3053\u306eAPI\u306f\u3001\u30db\u30b9\u30c8\u30ad\u30fc\u306e\u5185\u90e8\u3067127.0.0.1\u306b\u6307\u5b9a\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u4ee5\u4e0b\u306bconfig.json\u306e\u4f8b\u3092\u793a\u3057\u307e\u3059\u3002<\/p>\n<blockquote><p>{<br \/>\n\"api\": {<br \/>\n\"http\": {<br \/>\n\"host\": \"127.0.0.1\",<br \/>\n\"port\": \"47334\"<br \/>\n},<br \/>\n\"mysql\": {}<br \/>\n\"mongodb\": {<br \/>\n\"host\": \"127.0.0.1\",<br \/>\n\"port\": \"47336\",<br \/>\n\"user\": \"mindsdb\",<br \/>\n\"password\": \"\",<br \/>\n\"database\": \"mindsdb\"<br \/>\n}<br \/>\n},<br \/>\n\"config_version\": \"1.4\",<br \/>\n\"debug\": true,<br \/>\n\"integrations\": {},<br \/>\n\"storage_dir\": \"\/mindsdb_storage\"<br \/>\n}<\/p><\/blockquote>\n<p>\u4e0a\u8a18\u306econfig.json\u30d5\u30a1\u30a4\u30eb\u306e\u5834\u6240\u306f\u3001MindsDB Server\u306e\u8d77\u52d5\u6642\u306b\u69cb\u6210\u30d5\u30a1\u30a4\u30eb\u306e\u5024\u3068\u3057\u3066\u51fa\u529b\u3055\u308c\u308b\u30ed\u30b0\u306e\u6700\u521d\u306e\u884c\u3067\u78ba\u8a8d\u3067\u304d\u307e\u3059\u3002\u30db\u30b9\u30c8\u3001\u30c7\u30d5\u30a9\u30eb\u30c8\u306e\u30e6\u30fc\u30b6\u30fc\u540d\u3001\u30d1\u30b9\u30ef\u30fc\u30c9\u3092\u5909\u66f4\u3059\u308b\u5834\u5408\u306f\u3001\u3053\u306e\u30d5\u30a1\u30a4\u30eb\u306b\u5909\u66f4\u3092\u52a0\u3048\u307e\u3059\u3002\u4ee5\u4e0b\u3067\u306f\u3001GUI\u3067MindsDB\u306b\u63a5\u7d9a\u3059\u308b\u65b9\u6cd5\u3092\u8aac\u660e\u3057\u307e\u3059\u3002<\/p>\n<p>MindsDB Studio\u3067\u3001MindsDB\u3068MongoDB\u306e\u9593\u306b\u30b3\u30cd\u30af\u30b7\u30e7\u30f3\u3092\u4f5c\u6210\u3057\u3001\u30e2\u30c7\u30eb\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u306b\u4f7f\u7528\u3059\u308b\u30c7\u30fc\u30bf\u306b\u30a2\u30af\u30bb\u30b9\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u307e\u3059\u3002\u4efb\u610f\u306eWeb\u30d6\u30e9\u30a6\u30b6\u30fc\u3067http:\/\/127.0.0.1:47334\/\u304b<a href=\"http:\/\/cloud.mindsdb.com\/\" target=\"_blank\" rel=\"noopener\">http:\/\/cloud.mindsdb.com\/<\/a>\u306b\u63a5\u7d9a\u3057\u3066Studio\u306b\u30a2\u30af\u30bb\u30b9\u3057\u307e\u3059\u3002\u753b\u9762\u5de6\u306e\u30e1\u30cb\u30e5\u30fc\u304b\u3089[Database Integration]\u3092\u9078\u629e\u3057\u307e\u3059\u3002\u6b21\u306b\u3001[ADD DATABASE]\u3092\u9078\u629e\u3057\u307e\u3059\u3002Database\u30a6\u30a3\u30f3\u30c9\u30a6\u306b\u63a5\u7d9a\u3057\u3066\u4ee5\u4e0b\u306e\u64cd\u4f5c\u3092\u5b9f\u884c\u3057\u307e\u3059\u3002<\/p>\n<ul>\n<li>\u30b5\u30dd\u30fc\u30c8\u5bfe\u8c61\u306e\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306bMongoDB\u3092\u9078\u629e\u3057\u307e\u3059\u3002<\/li>\n<li>Mongo\u30db\u30b9\u30c8\u3001\u30dd\u30fc\u30c8\u3001\u30e6\u30fc\u30b6\u30fc\u540d\u3001\u30d1\u30b9\u30ef\u30fc\u30c9\u306a\u3069\u306e\u60c5\u5831\u3092\u8ffd\u52a0\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-medium\" src=\"https:\/\/webimages.mongodb.com\/_com_assets\/cms\/kvsifb3xcmulascvv-Screen%20Shot%202021-11-09%20at%2012.52.04%20PM.png?auto=format%252Ccompress\" width=\"1184\" height=\"642\" \/><\/p>\n<p>\u3053\u308c\u3067\u3001MongoDB\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3068\u9023\u643a\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3057\u305f\u3002\u6b21\u306b\u3001Mongo\u30af\u30e9\u30a4\u30a2\u30f3\u30c8\u3067MindsDB\u306eMongo API\u306b\u63a5\u7d9a\u3057\u3001\u30e2\u30c7\u30eb\u3092\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3057\u307e\u3059\u3002<br \/>\n\u30ed\u30fc\u30ab\u30eb\u63a5\u7d9a\u3067MindsDB\u306eMongo API\u306b\u63a5\u7d9a\u3059\u308b\u306b\u306f\u3001\u4ee5\u4e0b\u3092\u5b9f\u884c\u3057\u307e\u3059\u3002<\/p>\n<blockquote><p>mongo --host 127.0.0.1 -u \"username\" -p \"password\"<\/p><\/blockquote>\n<p>MindsDB Cloud\u3092\u4f7f\u7528\u3057\u3066\u3044\u308b\u5834\u5408\u306f\u3001\u30e6\u30fc\u30b6\u30fc\u540d\u3068\u30d1\u30b9\u30ef\u30fc\u30c9\u3092\u5165\u529b\u3057\u3066MindsDB\u306eMongo API\u306b\u63a5\u7d9a\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<blockquote><p>mongo --host mongo.cloud.mindsdb -u \"cloud_username\" -p \"cloud_password\"<\/p><\/blockquote>\n<p>\u6b21\u306b\u3001MindsDB\u306e\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3067\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u3092\u4e00\u89a7\u8868\u793a\u3057\u307e\u3059\u3002<\/p>\n<blockquote><p>use mindsdb<br \/>\nshow collections<\/p><\/blockquote>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-medium\" src=\"https:\/\/webimages.mongodb.com\/_com_assets\/cms\/kvsiik8m3rrtf63vn-Screen%20Shot%202021-11-09%20at%2012.54.36%20PM.png?auto=format%252Ccompress\" width=\"1104\" height=\"730\" \/><\/p>\n<h2>MQL\u3067\u65b0\u305f\u306a\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u3092\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3059\u308b<\/h2>\n<p>Mongo Query Language\uff08MQL\uff09\u3068MindsDB\u3092\u4f7f\u7528\u3057\u3066\u30e2\u30c7\u30eb\u3092\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3057\u307e\u3059\u3002\u3053\u306e\u30e2\u30c7\u30eb\u306e\u76ee\u7684\u306f\u3001\u30b3\u30f3\u30af\u30ea\u30fc\u30c8\u30df\u30c3\u30af\u30b9\u306e\u5f37\u5ea6\u3092\u4e88\u6e2c\u3059\u308b\u3053\u3068\u306b\u3042\u308a\u307e\u3059\u3002\u5165\u529b\u3059\u308b\u30ab\u30e9\u30e0\u306b\u306f\u3001\u5e74\u6570\u3084\u3001\u4f7f\u7528\u3057\u305f\u6c34\u306e\u91cf\u3001\u30b3\u30f3\u30af\u30ea\u30fc\u30c8\u30df\u30c3\u30af\u30b9\u306e\u7a2e\u985e\u3001\u5f37\u5ea6\u3092\u5897\u3059\u305f\u3081\u306b\u4f7f\u7528\u3057\u305f\u6dfb\u52a0\u7269\u306e\u91cf\u306a\u3069\u304c\u3042\u308a\u307e\u3059\u3002\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306f\u3001<a href=\"https:\/\/www.kaggle.com\/c\/dat300-2018-concrete\/data\" target=\"_blank\" rel=\"noopener\">Kaggle<\/a>\u304b\u3089\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3057\u307e\u3059\u3002\u3053\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3067\u306f\u3001\u65e5\u3005\u306e\u5efa\u8a2d\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3067\u76f4\u9762\u3059\u308b\u53ef\u80fd\u6027\u306e\u3042\u308b\u30d3\u30b8\u30cd\u30b9\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\u3092\u8868\u73fe\u3057\u3066\u304a\u308a\u3001\u4f7f\u7528\u3059\u308b\u6750\u6599\u306e\u91cf\u3092\u6700\u5c0f\u9650\u306b\u6291\u3048\u306a\u304c\u3089\u3001\u30b3\u30f3\u30af\u30ea\u30fc\u30c8\u30df\u30c3\u30af\u30b9\u306e\u5f37\u5ea6\u3092\u6700\u9069\u5316\u3057\u307e\u3059\u3002\u305d\u306e\u76ee\u6307\u3059\u3068\u3053\u308d\u306f\u3001\u5f37\u5ea6\u3092\u758e\u304b\u306b\u305b\u305a\u3001\u30b3\u30b9\u30c8\u3092\u524a\u6e1b\u3059\u308b\u3053\u3068\u306b\u3042\u308a\u307e\u3059\u3002\u3053\u306e\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u306e\u624b\u9806\u3067\u306f\u3001MongoDB\u5185\u306e\u30c7\u30fc\u30bf\u3092\u305d\u306e\u307e\u307e\u4f7f\u7528\u3059\u308b\u304b\u3001material_strength\u3068\u3044\u3046\u540d\u524d\u306e\u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u306b\u3042\u308bcsv\u30d5\u30a1\u30a4\u30eb\u3092\u30a4\u30f3\u30dd\u30fc\u30c8\u3057\u307e\u3059\u3002\u4e0a\u8a18\u306e\u30c7\u30fc\u30bf\u3092\u30a8\u30af\u30b9\u30dd\u30fc\u30c8\u3057\u305f\u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u306f\u3001<a href=\"https:\/\/mindsdbuploads.s3.us-west-2.amazonaws.com\/material_strength\" target=\"_blank\" rel=\"noopener\">\u3053\u3061\u3089\u306eURL<\/a>\u304b\u3089\u53d6\u5f97\u3067\u304d\u307e\u3059\u3002<br \/>\n\u65b0\u3057\u3044\u30e2\u30c7\u30eb\u3092\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3059\u308b\u5834\u5408\u306f\u3001mindsdb.predictors\u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u3067insert()\u95a2\u6570\u3092\u547c\u3073\u51fa\u3059\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u4ee5\u4e0b\u306e\u60c5\u5831\u3092\u542b\u3081\u308b\u5fc5\u8981\u3042\u308b\u70b9\u306b\u6ce8\u610f\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n<blockquote><p>db.predictors.insert({<br \/>\n'name': 'strength',<br \/>\n'predict': 'concrete_strength',<br \/>\n'connection': 'MongoIntegration',<br \/>\n'select_data_query':{<br \/>\n'database': 'test_data',<br \/>\n'collection': 'material_strength',<br \/>\n'find': {}<br \/>\n}<br \/>\n})<\/p><\/blockquote>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-medium\" src=\"https:\/\/webimages.mongodb.com\/_com_assets\/cms\/kvsiomrk5wt0bfgt0-Screen%20Shot%202021-11-09%20at%2012.59.18%20PM.png?auto=format%252Ccompress\" width=\"1010\" height=\"762\" \/><\/p>\n<p>\u2018name\u2019\u306f\u3001\u5358\u7d14\u306b\u30e2\u30c7\u30eb\u306e\u540d\u524d\u3092\u610f\u5473\u3057\u307e\u3059\u3002\u2018predict\u2019\u306f\u6a5f\u80fd\u3092\u8868\u3057\u3001\u3053\u3053\u3067\u306f\u4e88\u6e2c\u306e\u6a5f\u80fd\u306b\u306a\u308a\u307e\u3059\u3002\u2018connection\u2019\u306f\u3001MindsDB Studio\u3067\u4f5c\u6210\u3057\u305fMongoDB\u30b3\u30cd\u30af\u30b7\u30e7\u30f3\u306e\u540d\u524d\u3092\u610f\u5473\u3057\u307e\u3059\u3002select_data_query\u306e\u4e2d\u306b\u306f\u3001\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306e\u540d\u524d\u3001\u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u3001find()\u95a2\u6570\u3092\u6307\u5b9a\u3057\u307e\u3059\u3002<br \/>\n\u3053\u308c\u3089\u306e\u60c5\u5831\u3092\u5165\u529b\u3059\u308b\u3068\u3001MindsDB\u304c\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u306e\u30d7\u30ed\u30bb\u30b9\u3092\u958b\u59cb\u3057\u307e\u3059\u3002\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u304c\u5b8c\u4e86\u3057\u305f\u304b\u3069\u3046\u304b\u3092\u78ba\u8a8d\u3059\u308b\u306b\u306f\u3001find()\u30b3\u30de\u30f3\u30c9\u3092\u4f7f\u7528\u3057\u3001mindsdb.predictors\u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u5185\u306e\u30e2\u30c7\u30eb\u306e\u72b6\u614b\u3092\u30c1\u30a7\u30c3\u30af\u3057\u307e\u3059\u3002\u4ee5\u4e0b\u306b\u4f8b\u3092\u793a\u3057\u307e\u3059\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-medium\" src=\"https:\/\/webimages.mongodb.com\/_com_assets\/cms\/kvsiqbm9xk8jcm93w-Screen%20Shot%202021-11-09%20at%201.00.37%20PM.png?auto=format%252Ccompress\" width=\"1104\" height=\"252\" \/><\/p>\n<p>\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u304c\u6b63\u5e38\u306b\u5b8c\u4e86\u3059\u308b\u3068\u3001\u2018status\u2019: \u2018complete\u2019\u306e\u901a\u77e5\u304c\u8fd4\u3055\u308c\u307e\u3059\u3002MindsDB Studio\u3067\u306f\u3001\u4e88\u6e2c\u306e\u7d50\u679c\u3060\u3051\u3067\u306a\u304f\u3001\u305d\u306e\u5185\u5bb9\u3092\u8aac\u660e\u3059\u308b\u6709\u7528\u306a\u60c5\u5831\u3082\u63d0\u4f9b\u3055\u308c\u307e\u3059\u3002\u4ee5\u4e0b\u306e\u56f3\u306b\u306f\u3001\u81ea\u52d5\u7684\u306b\u8a08\u7b97\u3001\u8868\u793a\u3055\u308c\u308b\u7279\u6027\u306e\u91cd\u8981\u5ea6\u304c\u793a\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u3053\u306e\u60c5\u5831\u306f\u3001\u4e88\u6e2c\u306e\u7cbe\u5ea6\u3092\u9ad8\u3081\u308b\u3046\u3048\u3067\u30c7\u30fc\u30bf\u306e\u3069\u306e\u30ab\u30e9\u30e0\u304c\u91cd\u8981\u306b\u306a\u308b\u306e\u304b\u3092\u793a\u3057\u3066\u3044\u307e\u3059\u3002\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3092\u65bd\u3057\u305f\u30e2\u30c7\u30eb\u3067\u30d7\u30ec\u30d3\u30e5\u30fc\u30aa\u30d7\u30b7\u30e7\u30f3\u3092\u9078\u629e\u3059\u308b\u3068\u3001MindsDB Studio\u304b\u3089\u4ee5\u4e0b\u306e\u60c5\u5831\u3092\u53d6\u5f97\u3067\u304d\u307e\u3059\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-medium\" src=\"https:\/\/webimages.mongodb.com\/_com_assets\/cms\/kvsiro174jakonz9e-Screen%20Shot%202021-11-09%20at%201.01.42%20PM.png?auto=format%252Ccompress\" width=\"1212\" height=\"430\" \/><\/p>\n<p>\u30d7\u30ec\u30d3\u30e5\u30fc\u30aa\u30d7\u30b7\u30e7\u30f3\u3067\u306f\u3055\u3089\u306b\u3001\u6df7\u540c\u884c\u5217\u3082\u4f7f\u7528\u3067\u304d\u307e\u3059\u3002\u6df7\u540c\u884c\u5217\u3067\u306f\u3001\u771f\u306e\u5024\u3068\u4e88\u6e2c\u3055\u308c\u305f\u5024\u3092\u5206\u985e\u3057\u3066\u30e2\u30c7\u30eb\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u8a55\u4fa1\u3057\u307e\u3059\u3002<br \/>\n<img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-medium\" src=\"https:\/\/webimages.mongodb.com\/_com_assets\/cms\/kvsit1e6k3tkw8xgd-Screen%20Shot%202021-11-09%20at%201.02.43%20PM.png?auto=format%252Ccompress\" width=\"1250\" height=\"462\" \/><br \/>\n\u3053\u308c\u306f\u56de\u5e30\u30bf\u30b9\u30af\u3067\u3042\u308b\u305f\u3081\u3001\u771f\u306e\u5024\u3068\u4e88\u6e2c\u3055\u308c\u305f\u5024\u3092\u968e\u5c64\u5316\u3059\u308b\u3053\u3068\u3067\u3001\u57fa\u76e4\u3068\u306a\u308b\u30c7\u30fc\u30bf\u306e\u30d1\u30bf\u30fc\u30f3\u3092\u4e88\u6e2c\u304c\u3069\u306e\u7a0b\u5ea6\u6709\u52b9\u306b\u53cd\u6620\u3057\u3066\u3044\u308b\u304b\u5206\u6790\u3057\u307e\u3059\u3002\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u306e\u9ad8\u3044\u30e2\u30c7\u30eb\u306b\u306f\u3001\u6ce8\u76ee\u3059\u3079\u304d\u5bfe\u89d2\u6210\u5206\u304c\u3042\u308a\u307e\u3059\u3002\u3053\u308c\u306f\u3001\u7279\u6027\u3068\u51fa\u529b\u5206\u5e03\u306e\u9593\u306e\u95a2\u4fc2\u3092\u30e2\u30c7\u30eb\u304c\u691c\u51fa\u3067\u304d\u3066\u3044\u308b\u3053\u3068\u3092\u610f\u5473\u3057\u307e\u3059\u3002\u4e2d\u592e\u306e\u659c\u7dda\u304b\u3089\u96e2\u308c\u305f\u8981\u7d20\u306f\u3001\u4e88\u6e2c\u306e\u7cbe\u5ea6\u304c\u4f4e\u3044\u3053\u3068\u3092\u610f\u5473\u3057\u307e\u3059\u3002\u7cbe\u5ea6\u304c\u4f4e\u3044\u306e\u306f\u3001\u51fa\u529b\u9818\u57df\u306b\u304a\u3051\u308b\u30c7\u30fc\u30bf\u306e\u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u304c\u307e\u3070\u3089\u3067\u3042\u308b\u306a\u3069\u306e\u7406\u7531\u306b\u3088\u308b\u3082\u306e\u3067\u3059\u3002\u6b21\u306e\u30b9\u30c6\u30c3\u30d7\u3067\u306f\u3001MQL\u3092\u4f7f\u7528\u3057\u3001\u30e2\u30c7\u30eb\u306e\u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u304b\u3089\u4e88\u6e2c\u3092\u53d6\u5f97\u3057\u307e\u3059\u3002<\/p>\n<h2>\u30e2\u30c7\u30eb\u306e\u7167\u4f1a<\/h2>\n<p>\u30e2\u30c7\u30eb\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u304c\u5b8c\u4e86\u3057\u305f\u3089\u3001\u6b21\u306b\u30e2\u30c7\u30eb\u306e\u7167\u4f1a\u3092\u884c\u3044\u307e\u3059\u3002MQL\u3092\u4f7f\u7528\u3057\u3066\u3044\u308b\u5834\u5408\u306f\u3001\u30e2\u30c7\u30eb\u306e\u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u3067find()\u30e1\u30bd\u30c3\u30c9\u3092\u547c\u3073\u51fa\u3059\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u307e\u305f\u3001\u53d6\u5f97\u3057\u3088\u3046\u3068\u3057\u3066\u3044\u308b\u4e88\u6e2c\u306b\u95a2\u3059\u308b\u56fa\u6709\u306e\u5024\u3092\u6307\u5b9a\u3059\u308b\u5fc5\u8981\u3082\u3042\u308a\u307e\u3059\u3002\u4ee5\u4e0b\u306b\u4f8b\u3092\u793a\u3057\u307e\u3059\u3002<\/p>\n<blockquote><p>db.strength.find({'age': 28,<br \/>\n'superPlasticizer': 2.5, slag: 1,<br \/>\n'water': 162, 'fineAggregate': 1040})<\/p><\/blockquote>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-medium\" src=\"https:\/\/webimages.mongodb.com\/_com_assets\/cms\/kvsiv9yx46zctz66t-Screen%20Shot%202021-11-09%20at%201.04.28%20PM.png?auto=format%252Ccompress\" width=\"1102\" height=\"524\" \/><\/p>\n<p>MindsDB\u3067\u4f5c\u6210\u3057\u305f\u3053\u306e\u30e2\u30c7\u30eb\u3067\u306f\u300117.3\u306e\u5024\u3092\u4e88\u6e2c\u3057\u3066\u304a\u308a\u3001confidence_interval\u306e\u4e0a\u754c\u3068\u4e0b\u754c\u306e\u9593\u306b90%\u306e\u4fe1\u983c\u5ea6\u3067\u771f\u306e\u5024\u304c\u3042\u308b\u3068\u3057\u3066\u3044\u307e\u3059\u3002\u91cd\u8981\u306a\u60c5\u5831\u306e1\u3064\u306f\u3001important_missing_information\u306e\u5024\u3067\u3059\u3002\u3053\u308c\u306f\u3001\u30bb\u30e1\u30f3\u30c8\u306e\u7279\u6027\u306e\u5024\u3092find()\u95a2\u6570\u306b\u542b\u3081\u308b\u3068\u4e88\u6e2c\u306e\u7cbe\u5ea6\u304c\u4e0a\u304c\u308b\u3053\u3068\u3092\u610f\u5473\u3057\u307e\u3059\u3002<\/p>\n<p>\u3053\u306e\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u3067\u306f\u3001MindsDB\u306eAutoML\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067MongoDB\u5185\u306b\u4e88\u6e2c\u30e2\u30c7\u30eb\u3092\u4f5c\u6210\u3059\u308b\u624b\u9806\u3092\u91cd\u70b9\u7684\u306b\u8aac\u660e\u3057\u3066\u3044\u307e\u3059\u3002\u4e0a\u8a18\u306e\u4f8b\u306e\u5834\u5408\u3001\u65e2\u5b58\u306e\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u69cb\u6210\u3092\u4f7f\u7528\u3059\u308c\u3070\u3001\u4f5c\u696d\u306b5\u5206\u3082\u304b\u304b\u308a\u307e\u305b\u3093\u3002\u62e1\u5f35\u30c4\u30fc\u30eb\u3092\u4f7f\u7528\u3057\u305f\u308a\u3001\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306b\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u8ffd\u52a0\u3057\u305f\u308a\u3059\u308b\u5fc5\u8981\u3082\u3042\u308a\u307e\u305b\u3093\u3002MindsDB\u306e\u4e88\u6e2c\u6a5f\u80fd\u3092MongoDB\u306b\u7d44\u307f\u8fbc\u3080\u3053\u3068\u3067\u3001\u958b\u767a\u8005\u306f\u3001\u30b3\u30b9\u30c8\u3092\u6291\u3048\u306a\u304c\u3089\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u3092\u69cb\u7bc9\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u3001\u30e2\u30c7\u30eb\u306e\u6b63\u78ba\u3055\u3092\u3088\u308a\u8a73\u7d30\u306b\u628a\u63e1\u3059\u308b\u3053\u3068\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002\u4e00\u65b9\u3067\u3001\u30e6\u30fc\u30b6\u30fc\u306f\u3001\u30c7\u30fc\u30bf\u306b\u57fa\u3065\u304f\u3088\u308a\u9069\u5207\u306a\u610f\u601d\u6c7a\u5b9a\u304c\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u672c\u30d6\u30ed\u30b0\u306f\u3001MongoDB\u793e\u306e\u30d6\u30ed\u30b0\u3067MongoDB\u793e\u306eBenjamin Flast\u3055\u3093\u3001Zoran Pandovski\u3055\u3093\u3001Natasha Seelam\u3055\u3093\u304c\u57f7\u7b46\u30572021\u5e7411\u670811\u65e5\u306b\u516c\u958b\u3055\u308c\u305f\u300cTurning M [&#8230;]<\/p>\n","protected":false},"author":92,"featured_media":48961,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"content-type":"","footnotes":""},"categories":[79,856],"tags":[105,248],"class_list":["post-48924","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-mongodb","category-case","tag-mongodb","tag-mongodb-atlas"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.7 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>MongoDB\u3092\u4e88\u6e2c\u578b\u306e\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3068\u3057\u3066\u6d3b\u7528\u3059\u308b \uff03MongoDB #Modernization #\u6d77\u5916\u4e8b\u4f8b - Tech Blog\uff5c\u30af\u30ea\u30a8\u30fc\u30b7\u30e7\u30f3\u30e9\u30a4\u30f3<\/title>\n<meta name=\"description\" content=\"MongoDB, \u4e8b\u4f8b |\u672c\u30d6\u30ed\u30b0\u306f\u3001MongoDB\u793e\u306e\u30d6\u30ed\u30b0\u3067MongoDB\u793e\u306eBenjamin Flast\u3055\u3093\u3001Zoran Pandovski\u3055\u3093\u3001Natasha\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.creationline.com\/tech-blog\/data-management\/mongodb\/48924\" \/>\n<meta property=\"og:locale\" content=\"ja_JP\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"MongoDB\u3092\u4e88\u6e2c\u578b\u306e\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3068\u3057\u3066\u6d3b\u7528\u3059\u308b \uff03MongoDB #Modernization #\u6d77\u5916\u4e8b\u4f8b - Tech Blog\uff5c\u30af\u30ea\u30a8\u30fc\u30b7\u30e7\u30f3\u30e9\u30a4\u30f3\" \/>\n<meta property=\"og:description\" content=\"MongoDB, \u4e8b\u4f8b |\u672c\u30d6\u30ed\u30b0\u306f\u3001MongoDB\u793e\u306e\u30d6\u30ed\u30b0\u3067MongoDB\u793e\u306eBenjamin Flast\u3055\u3093\u3001Zoran Pandovski\u3055\u3093\u3001Natasha\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.creationline.com\/tech-blog\/data-management\/mongodb\/48924\" \/>\n<meta property=\"og:site_name\" content=\"Tech Blog\uff5c\u30af\u30ea\u30a8\u30fc\u30b7\u30e7\u30f3\u30e9\u30a4\u30f3\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/creationline\" \/>\n<meta property=\"article:published_time\" content=\"2022-02-10T02:00:11+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2023-09-13T05:57:12+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.creationline.com\/tech-blog\/cms_x3GWkuX\/wp-content\/uploads\/2022\/02\/087358d9f7ac66901a4f0659f8991814.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"920\" \/>\n\t<meta property=\"og:image:height\" content=\"633\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"Yoshiko Matsui\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@creationline\" \/>\n<meta name=\"twitter:site\" content=\"@creationline\" \/>\n<meta name=\"twitter:label1\" content=\"\u57f7\u7b46\u8005\" \/>\n\t<meta name=\"twitter:data1\" content=\"Yoshiko Matsui\" \/>\n\t<meta name=\"twitter:label2\" content=\"\u63a8\u5b9a\u8aad\u307f\u53d6\u308a\u6642\u9593\" \/>\n\t<meta name=\"twitter:data2\" content=\"1\u5206\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/www.creationline.com\\\/tech-blog\\\/data-management\\\/mongodb\\\/48924#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/www.creationline.com\\\/tech-blog\\\/data-management\\\/mongodb\\\/48924\"},\"author\":{\"name\":\"Yoshiko 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