{"id":6625,"date":"2023-12-01T15:20:00","date_gmt":"2023-12-01T07:20:00","guid":{"rendered":"https:\/\/ai-stack.ai\/understand-feature-store"},"modified":"2024-11-14T15:56:05","modified_gmt":"2024-11-14T07:56:05","slug":"understand-feature-store","status":"publish","type":"post","link":"https:\/\/ai-stack.orca-biz.tw\/ja\/understand-feature-store","title":{"rendered":"\u7279\u5fb4\u30b9\u30c8\u30a2\u306e\u7406\u89e3\uff1a\u52b9\u7387\u7684\u306a\u6a5f\u68b0\u5b66\u7fd2\u306e\u9375"},"content":{"rendered":"\n

\u6a5f\u68b0\u5b66\u7fd2\uff08ML\uff09\u5206\u91ce\u306e\u6025\u901f\u306a\u767a\u5c55\u306b\u4f34\u3044\u3001\u7279\u5fb4\u30b9\u30c8\u30a2\u306fML\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306e\u91cd\u8981\u306a\u8981\u7d20\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002\u7279\u5fb4\u30b9\u30c8\u30a2\u306f\u3001\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u306e\u69cb\u7bc9\u306b\u4e0d\u53ef\u6b20\u306a\u51e6\u7406\u6e08\u307f\u304a\u3088\u3073\u5909\u63db\u3055\u308c\u305f\u30c7\u30fc\u30bf\u3067\u3042\u308b\u7279\u5fb4\u3092\u4fdd\u5b58\u3001\u7ba1\u7406\u3001\u30a2\u30af\u30bb\u30b9\u3059\u308b\u4e2d\u592e\u30ea\u30dd\u30b8\u30c8\u30ea\u3068\u3057\u3066\u6a5f\u80fd\u3057\u307e\u3059\u3002\u7279\u5fb4\u30b9\u30c8\u30a2\u306e\u6982\u5ff5\u3001\u5229\u70b9\u3001\u6a5f\u80fd\u3001\u305d\u3057\u3066ML\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u3092\u3069\u306e\u3088\u3046\u306b\u5909\u9769\u3057\u3066\u3044\u308b\u304b\u3092\u8a73\u3057\u304f\u898b\u3066\u3044\u304d\u307e\u3057\u3087\u3046\u3002<\/p>\n\n\n\n

\u6a5f\u68b0\u5b66\u7fd2\u306b\u304a\u3051\u308b\u7279\u5fb4\u30b9\u30c8\u30a2\u306e\u9032\u5316<\/strong><\/h3>\n\n\n\n

\u7279\u5fb4\u30b9\u30c8\u30a2\u306f\u3001\u6a5f\u68b0\u5b66\u7fd2\u30e9\u30a4\u30d5\u30b5\u30a4\u30af\u30eb\u306b\u304a\u3051\u308b\u4e3b\u8981\u306a\u8ab2\u984c\u306e1\u3064\u3001\u3059\u306a\u308f\u3061\u7279\u5fb4\u306e\u4f5c\u6210\u3001\u30e2\u30c7\u30eb\u306e\u8a13\u7df4\u3001\u4e88\u6e2c\u306e\u5404\u6bb5\u968e\u306e\u7ba1\u7406\u3068\u8abf\u6574\u306e\u554f\u984c\u3092\u89e3\u6c7a\u3057\u307e\u3059\u3002\u3053\u306e\u8ab2\u984c\u306f\u3057\u3070\u3057\u3070\u898b\u904e\u3054\u3055\u308c\u304c\u3061\u3067\u3042\u308a\u3001\u7d50\u679c\u3068\u3057\u3066 ML \u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u52b9\u7387\u4f4e\u4e0b\u3084\u4e0d\u6574\u5408\u306b\u3064\u306a\u304c\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002\u7279\u5fb4\u30b9\u30c8\u30a2\u306f\u3001\u7279\u5fb4\u306e\u4e00\u8cab\u6027\u3068\u7c21\u4fbf\u306a\u30a2\u30af\u30bb\u30b9\u6027\u3092\u78ba\u4fdd\u3059\u308b\u305f\u3081\u306e\u89e3\u6c7a\u7b56\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/p>\n\n\n\n

ML \u306e\u6587\u8108\u3067\u306f\u3001\u7279\u5fb4\u3068\u306f\u5909\u63db\u3055\u308c\u305f\u30c7\u30fc\u30bf\u7247\u3067\u3042\u308a\u3001\u3053\u308c\u3092 ML \u30e2\u30c7\u30eb\u306b\u5165\u529b\u3059\u308b\u3053\u3068\u3067\u4e88\u6e2c\u3084\u610f\u601d\u6c7a\u5b9a\u3092\u884c\u3044\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u7279\u5fb4\u306e\u54c1\u8cea\u3084\u7ba1\u7406\u306f\u3001ML \u30e2\u30c7\u30eb\u306e\u6709\u52b9\u6027\u3084\u6b63\u78ba\u6027\u306b\u76f4\u63a5\u5f71\u97ff\u3092\u53ca\u307c\u3057\u307e\u3059\u3002\u9069\u5207\u306a\u7ba1\u7406\u304c\u884c\u308f\u308c\u306a\u3044\u5834\u5408\u3001\u7279\u5fb4\u306e\u4e0d\u6574\u5408\u304c\u751f\u3058\u3001\u30e2\u30c7\u30eb\u304c\u4fe1\u983c\u3067\u304d\u305a\u3001\u30e1\u30f3\u30c6\u30ca\u30f3\u30b9\u304c\u96e3\u3057\u304f\u306a\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n

\u7279\u5fb4\u30b9\u30c8\u30a2\u306e\u6838\u5fc3\u7684\u306a\u5074\u9762<\/strong><\/h2>\n\n\n\n

1. \u96c6\u4e2d\u7ba1\u7406<\/strong><\/h3>\n\n\n\n
    \n
  • \u4e2d\u592e\u30cf\u30d6\uff1a\u7279\u5fb4\u30b9\u30c8\u30a2\u306f\u7279\u5fb4\u30c7\u30fc\u30bf\u306e\u4e2d\u592e\u30ea\u30dd\u30b8\u30c8\u30ea\u3068\u3057\u3066\u6a5f\u80fd\u3057\u3001\u6a5f\u68b0\u5b66\u7fd2\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u4e00\u8cab\u6027\u3068\u52b9\u7387\u6027\u3092\u4fc3\u9032\u3057\u307e\u3059\u3002<\/li>\n\n\n\n
  • \u6a5f\u68b0\u5b66\u7fd2\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3078\u306e\u5f71\u97ff\uff1a\u3053\u306e\u96c6\u4e2d\u578b\u30a2\u30d7\u30ed\u30fc\u30c1\u306f\u3001\u6a5f\u68b0\u5b66\u7fd2\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u54c1\u8cea\u3092\u5411\u4e0a\u3055\u305b\u3001\u7279\u5fb4\u306e\u4e00\u8cab\u3057\u305f\u7ba1\u7406\u3068\u5c55\u958b\u3092\u78ba\u4fdd\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n

    2. \u767a\u898b\u53ef\u80fd\u6027\u3068\u30a2\u30af\u30bb\u30b7\u30d3\u30ea\u30c6\u30a3<\/strong><\/h3>\n\n\n\n
      \n
    • \u5bb9\u6613\u306a\u30a2\u30af\u30bb\u30b9\uff1a\u7279\u5fb4\u30b9\u30c8\u30a2\u306f\u3001\u7279\u5fb4\u3092\u76f4\u63a5\u95b2\u89a7\u3001\u691c\u7d22\u3001\u30a2\u30af\u30bb\u30b9\u3059\u308b\u305f\u3081\u306e\u30e6\u30fc\u30b6\u30fc\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30fc\u30b9\u3068API\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/li>\n\n\n\n
    • \u30b3\u30e9\u30dc\u30ec\u30fc\u30b7\u30e7\u30f3\u306e\u4fc3\u9032\uff1a\u7279\u5fb4\u3092\u5bb9\u6613\u306b\u30a2\u30af\u30bb\u30b9\u53ef\u80fd\u3067\u518d\u5229\u7528\u53ef\u80fd\u306b\u3059\u308b\u3053\u3068\u3067\u3001\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u9593\u306e\u30b7\u30fc\u30e0\u30ec\u30b9\u306a\u5354\u529b\u3092\u53ef\u80fd\u306b\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n

      3. \u4e00\u8cab\u6027\u3068\u54c1\u8cea\u4fdd\u8a3c<\/strong><\/h3>\n\n\n\n
        \n
      • \u7d71\u4e00\u3055\u308c\u305f\u7279\u5fb4\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\uff1a\u7279\u5fb4\u30b9\u30c8\u30a2\u306f\u3001\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3068\u63a8\u8ad6\u6bb5\u968e\u3067\u540c\u3058\u65b9\u6cd5\u3068\u8a08\u7b97\u304c\u4f7f\u7528\u3055\u308c\u308b\u3053\u3068\u3092\u4fdd\u8a3c\u3057\u3001\u4e0d\u4e00\u81f4\u3092\u6e1b\u3089\u3057\u307e\u3059\u3002<\/li>\n\n\n\n
      • \u6a19\u6e96\u306e\u7dad\u6301\uff1a\u4fe1\u983c\u6027\u306e\u9ad8\u3044\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30ea\u30f3\u30b0\u306b\u4e0d\u53ef\u6b20\u306a\u30c7\u30fc\u30bf\u54c1\u8cea\u3068\u30ac\u30d0\u30ca\u30f3\u30b9\u57fa\u6e96\u306e\u7dad\u6301\u306b\u91cd\u8981\u306a\u5f79\u5272\u3092\u679c\u305f\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n

        Databricks\u306e\u7279\u5fb4\u30b9\u30c8\u30a2\uff1a\u8a73\u7d30\u306a\u5206\u6790<\/strong><\/h2>\n\n\n\n

        Databricks\u306e\u7279\u5fb4\u30b9\u30c8\u30a2\u306f\u3001Databricks\u30a8\u30b3\u30b7\u30b9\u30c6\u30e0\u5185\u3067\u7d71\u5408\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3092\u63d0\u4f9b\u3057\u3001\u7279\u306b\u7279\u5fb4\u306e\u767a\u898b\u53ef\u80fd\u6027\u3001\u7cfb\u7d71\u8ffd\u8de1\u3001\u30e2\u30c7\u30eb\u30b9\u30b3\u30a2\u30ea\u30f3\u30b0\u3068\u30b5\u30fc\u30d3\u30f3\u30b0\u3068\u306e\u30b7\u30fc\u30e0\u30ec\u30b9\u306a\u7d71\u5408\u306b\u304a\u3044\u3066\u512a\u308c\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u306f\u3001\u7279\u5fb4\u30b9\u30c8\u30a2\u304cML\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u306e\u52b9\u7387\u6027\u3068\u6b63\u78ba\u6027\u3092\u3069\u306e\u3088\u3046\u306b\u5411\u4e0a\u3055\u305b\u308b\u304b\u306e\u5178\u578b\u7684\u306a\u4f8b\u3067\u3059\u3002<\/p>\n\n\n\n

        Databricks\u7279\u5fb4\u30b9\u30c8\u30a2\u306e\u4e3b\u306a\u5229\u70b9<\/strong><\/h3>\n\n\n\n
          \n
        • \u767a\u898b\u53ef\u80fd\u6027\uff1a\u65e2\u5b58\u306e\u7279\u5fb4\u3092\u898b\u3064\u3051\u308b\u305f\u3081\u306e\u76f4\u611f\u7684\u306a\u30e6\u30fc\u30b6\u30fc\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30fc\u30b9\u3002<\/li>\n\n\n\n
        • \u7cfb\u7d71\u8ffd\u8de1\uff1a\u7279\u5fb4\u30c6\u30fc\u30d6\u30eb\u5185\u306e\u30c7\u30fc\u30bf\u306e\u8d77\u6e90\u3068\u9069\u7528\u3092\u8ffd\u8de1\u3002<\/li>\n\n\n\n
        • \u30e2\u30c7\u30eb\u30b9\u30b3\u30a2\u30ea\u30f3\u30b0\u3068\u306e\u7d71\u5408\uff1a\u30b9\u30b3\u30a2\u30ea\u30f3\u30b0\u306e\u5404\u6bb5\u968e\u3067\u30e2\u30c7\u30eb\u306e\u81ea\u52d5\u7279\u5fb4\u53d6\u5f97\u3092\u4fc3\u9032\u3002<\/li>\n\n\n\n
        • \u6642\u70b9\u691c\u7d22\uff1a\u6642\u9593\u306b\u654f\u611f\u306a\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u5f37\u529b\u306a\u30b5\u30dd\u30fc\u30c8\u3092\u63d0\u4f9b\u3057\u3001\u7279\u5b9a\u306eML\u4f7f\u7528\u30b1\u30fc\u30b9\u306b\u3068\u3063\u3066\u91cd\u8981\u306a\u5074\u9762\u3067\u3059\u3002<\/li>\n<\/ul>\n\n\n\n

          Hopsworks\u306e\u63a2\u7d22\uff1aPython\u30cd\u30a4\u30c6\u30a3\u30d6\u306e\u7279\u5fb4\u30b9\u30c8\u30a2<\/strong><\/h2>\n\n\n\n

          Hopsworks\u306f\u3001\u30b5\u30fc\u30d0\u30fc\u30ec\u30b9\u3067Python\u30cd\u30a4\u30c6\u30a3\u30d6\u306e\u7279\u5fb4\u30b9\u30c8\u30a2\u3068\u3057\u3066\u3001Python\u30e6\u30fc\u30b6\u30fc\u5411\u3051\u306b\u7279\u5225\u306b\u8a2d\u8a08\u3055\u308c\u305f\u4e00\u9023\u306e\u30e6\u30cb\u30fc\u30af\u306a\u6a5f\u80fd\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002Python\u306e\u67d4\u8edf\u6027\u3068\u5c02\u7528\u306e\u7279\u5fb4\u30b9\u30c8\u30a2\u306e\u5805\u7262\u6027\u3092\u7d44\u307f\u5408\u308f\u305b\u3001\u591a\u304f\u306eML\u5b9f\u8df5\u8005\u306b\u3068\u3063\u3066\u9b45\u529b\u7684\u306a\u9078\u629e\u80a2\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n

          Hopsworks\u306e\u30e6\u30cb\u30fc\u30af\u306a\u7279\u5fb4<\/strong><\/h3>\n\n\n\n
            \n
          • Python\u3092\u4e2d\u5fc3\u3068\u3057\u305f\u8a2d\u8a08\uff1aHopsworks\u306f\u3001Python\u30e6\u30fc\u30b6\u30fc\u5411\u3051\u306b\u7279\u5225\u306b\u8a2d\u8a08\u3055\u308c\u3066\u304a\u308a\u3001\u65e2\u5b58\u306ePython\u30d9\u30fc\u30b9\u306eML\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u3068\u306e\u7279\u5fb4\u30b9\u30c8\u30a2\u306e\u7d71\u5408\u3092\u7c21\u7d20\u5316\u3057\u307e\u3059\u3002<\/li>\n\n\n\n
          • \u30c7\u30e5\u30a2\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u30b7\u30b9\u30c6\u30e0\uff1a\u52d5\u7684\u306a\u6a5f\u68b0\u5b66\u7fd2\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u3068\u3063\u3066\u91cd\u8981\u306a\u8981\u4ef6\u3067\u3042\u308b\u3001\u5c65\u6b74\u30c7\u30fc\u30bf\u3068\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u7279\u5fb4\u30c7\u30fc\u30bf\u3092\u52b9\u679c\u7684\u306b\u7ba1\u7406\u3057\u307e\u3059\u3002<\/li>\n\n\n\n
          • API\u652f\u63f4\uff1a\u5305\u62ec\u7684\u306aAPI\u30bb\u30c3\u30c8\u3092\u63d0\u4f9b\u3057\u3001\u69d8\u3005\u306aML\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3068\u306e\u7d71\u5408\u3092\u7c21\u7d20\u5316\u3057\u3001\u30c7\u30fc\u30bf\u306e\u4e00\u8cab\u6027\u3068\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3092\u78ba\u4fdd\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n

            Snowflake\u306e\u7279\u5fb4\u30b9\u30c8\u30a2\u30a2\u30d7\u30ed\u30fc\u30c1<\/strong><\/h2>\n\n\n\n

            Snowflake\u306e\u7279\u5fb4\u30b9\u30c8\u30a2\u306e\u6982\u5ff5\u306f\u3001ML\u7279\u5fb4\u306e\u5168\u30e9\u30a4\u30d5\u30b5\u30a4\u30af\u30eb\u3092\u7ba1\u7406\u3059\u308b\u4e0a\u3067\u306e\u305d\u306e\u4e2d\u5fc3\u7684\u306a\u5f79\u5272\u3092\u5f37\u8abf\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u306f\u3001\u3088\u308a\u5e83\u7bc4\u306aSnowflake\u30a8\u30b3\u30b7\u30b9\u30c6\u30e0\u5185\u3067\u306e\u6a5f\u80fd\u3001\u5229\u70b9\u3001\u7d71\u5408\u80fd\u529b\u306b\u7126\u70b9\u3092\u5f53\u3066\u3066\u3044\u308b\u70b9\u3067\u7279\u306b\u6ce8\u76ee\u306b\u5024\u3057\u307e\u3059\u3002<\/p>\n\n\n\n

            Snowflake\u7279\u5fb4\u30b9\u30c8\u30a2\u306e\u30ad\u30fc\u30dd\u30a4\u30f3\u30c8<\/strong><\/h3>\n\n\n\n
              \n
            • ML\u306b\u304a\u3051\u308b\u4e2d\u5fc3\u7684\u5f79\u5272\uff1aML\u7279\u5fb4\u306e\u5168\u30e9\u30a4\u30d5\u30b5\u30a4\u30af\u30eb\u3092\u7ba1\u7406\u3059\u308b\u3053\u3068\u306e\u91cd\u8981\u6027\u3092\u5f37\u8abf\u3002<\/li>\n\n\n\n
            • \u6a5f\u80fd\uff1a\u7279\u5fb4\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u306b\u304a\u3051\u308b\u30c7\u30fc\u30bf\u306e\u53d6\u308a\u8fbc\u307f\u3001\u8ffd\u8de1\u3001\u30ac\u30d0\u30ca\u30f3\u30b9\u306e\u5b9f\u73fe\u306b\u7126\u70b9\u3092\u5f53\u3066\u308b\u3002<\/li>\n\n\n\n
            • \u5229\u70b9\uff1a\u7279\u5fb4\u306e\u518d\u5229\u7528\u6027\u3001\u4e00\u8cab\u6027\u3001\u30d4\u30fc\u30af\u30e2\u30c7\u30eb\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u306e\u5229\u70b9\u3092\u5f37\u8abf\u3002<\/li>\n\n\n\n
            • Snowflake\u3068\u306e\u7d71\u5408\uff1aPython API\u3068SQL\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30fc\u30b9\u3092\u63d0\u4f9b\u3057\u3001\u30e2\u30c7\u30eb\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3068\u63a8\u8ad6\u3067\u4f7f\u7528\u3055\u308c\u308b\u7279\u5fb4\u306e\u5358\u4e00\u306e\u771f\u5b9f\u6e90\u3092\u78ba\u4fdd\u3002<\/li>\n<\/ul>\n\n\n\n

              \u6a5f\u68b0\u5b66\u7fd2\u306b\u304a\u3051\u308b\u7279\u5fb4\u30b9\u30c8\u30a2\u306e\u672a\u6765<\/strong><\/h2>\n\n\n\n

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              \u7279\u5fb4\u30b9\u30c8\u30a2\u306e\u5c06\u6765\u306e\u9053\u7b4b<\/strong><\/h3>\n\n\n\n

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              \u7d50\u8ad6<\/strong><\/h2>\n\n\n\n

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