{"id":4156,"date":"2025-11-28T17:06:18","date_gmt":"2025-11-28T09:06:18","guid":{"rendered":"https:\/\/aws-oncloudai.com\/?p=4156"},"modified":"2025-11-28T17:06:25","modified_gmt":"2025-11-28T09:06:25","slug":"aws-vector-database-vector-database-solution","status":"publish","type":"post","link":"https:\/\/aws-oncloudai.com\/ja\/aws-\u30d9\u30af\u30bf\u30fc\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9-\u30d9\u30af\u30bf\u30fc\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u30bd\/","title":{"rendered":"AWS \u30d9\u30af\u30bf\u30fc\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9: \u30d9\u30af\u30bf\u30fc\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3"},"content":{"rendered":"

\u751f\u6210\u578bAI\u306e\u6025\u901f\u306a\u9032\u5316\u306b\u4f34\u3044\u3001\u4f01\u696d\u306f\u30c7\u30fc\u30bf\u8cc7\u7523\u3092\u771f\u306b\u5229\u7528\u53ef\u80fd\u306a\u300c\u30a4\u30f3\u30c6\u30ea\u30b8\u30a7\u30f3\u30b9\u300d\u3078\u3068\u3001\u304b\u3064\u3066\u306a\u3044\u30da\u30fc\u30b9\u3067\u5909\u9769\u3057\u3066\u3044\u307e\u3059\u3002\u77e5\u8b58\u30d9\u30fc\u30b9\u306e\u8cea\u554f\u5fdc\u7b54\u30b7\u30b9\u30c6\u30e0\u3001\u30a4\u30f3\u30c6\u30ea\u30b8\u30a7\u30f3\u30c8\u306a\u9867\u5ba2\u30b5\u30fc\u30d3\u30b9\u3001\u4f01\u696d\u5185\u691c\u7d22\u30a8\u30f3\u30b8\u30f3\u3001\u3042\u308b\u3044\u306f\u69d8\u3005\u306a\u696d\u754c\u7279\u6709\u306eAI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306a\u3069\u3001\u305d\u308c\u3089\u306f\u3059\u3079\u3066\u5171\u901a\u306e\u6280\u8853\u57fa\u76e4\u306b\u4f9d\u5b58\u3057\u3066\u3044\u307e\u3059\u3002\u30d9\u30af\u30bf\u30fc\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9<\/strong>\u3002<\/p>\n

\u30d9\u30af\u30bf\u30fc\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306f\u3001\u57cb\u3081\u8fbc\u307f\uff08\u30d9\u30af\u30bf\u30fc\u5316\u3055\u308c\u305f\u610f\u5473\u30c7\u30fc\u30bf\uff09\u306e\u4fdd\u5b58\u3068\u53d6\u5f97\u3092\u62c5\u3044\u3001\u30b7\u30b9\u30c6\u30e0\u304c\u300c\u6587\u5b57\u901a\u308a\u306e\u4e00\u81f4\u300d\u3060\u3051\u3067\u306a\u304f\u300c\u610f\u5473\u306b\u3088\u308b\u7406\u89e3\u300d\u3082\u53ef\u80fd\u306b\u3057\u307e\u3059\u3002\u3053\u306e\u6a5f\u80fd\u306b\u3088\u308a\u3001AI\u306f\u30ad\u30fc\u30ef\u30fc\u30c9\u691c\u7d22\u306e\u9650\u754c\u3092\u514b\u670d\u3057\u3001\u771f\u306e\u610f\u5473\u691c\u7d22\u3001\u6587\u8108\u306b\u57fa\u3065\u304f\u95a2\u9023\u4ed8\u3051\u3001\u305d\u3057\u3066\u30a4\u30f3\u30c6\u30ea\u30b8\u30a7\u30f3\u30c8\u306a\u63a8\u5968\u3092\u5b9f\u73fe\u3067\u304d\u307e\u3059\u3002<\/p>\n

AWS \u306f\u4e16\u754c\u3092\u30ea\u30fc\u30c9\u3059\u308b\u30af\u30e9\u30a6\u30c9 \u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3068\u3057\u3066\u3001\u5305\u62ec\u7684\u306a... \u3092\u69cb\u7bc9\u3057\u307e\u3057\u305f\u3002 \u30d9\u30af\u30bf\u30fc\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u30a8\u30b3\u30b7\u30b9\u30c6\u30e0<\/strong>\u3053\u308c\u306b\u306f\u3001Amazon OpenSearch Service\u3001Amazon Aurora PostgreSQL (pgvector)\u3001\u30d9\u30af\u30bf\u30fc\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u3092\u5099\u3048\u305fAmazon DynamoDB\u3001Amazon MemoryDB\u306a\u3069\u304c\u542b\u307e\u308c\u307e\u3059\u3002\u4f01\u696d\u306f\u3001\u30d3\u30b8\u30cd\u30b9\u898f\u6a21\u3001\u30ec\u30a4\u30c6\u30f3\u30b7\u30fc\u8981\u4ef6\u3001\u30b3\u30b9\u30c8\u69cb\u9020\u3001IT\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306b\u57fa\u3065\u3044\u3066\u3053\u308c\u3089\u306e\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u3092\u81ea\u7531\u306b\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u3067\u3001AWS\u4e0a\u306b\u67d4\u8edf\u304b\u3064\u30b9\u30b1\u30fc\u30e9\u30d6\u30eb\u306aAI\u30c7\u30fc\u30bf\u30a4\u30f3\u30d5\u30e9\u30b9\u30c8\u30e9\u30af\u30c1\u30e3\u3092\u69cb\u7bc9\u3067\u304d\u307e\u3059\u3002<\/p>\n

\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30ba\u30af\u30e9\u30a6\u30c9\u306e\u5c0e\u5165\u3068 AI \u5909\u9769\u3067\u9577\u5e74\u306e\u7d4c\u9a13\u3092\u6301\u3064 AWS \u516c\u5f0f\u30ea\u30bb\u30e9\u30fc\u3068\u3057\u3066\u3001\u79c1\u305f\u3061\u306f\u6570\u591a\u304f\u306e\u5b9f\u969b\u306e\u9867\u5ba2\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3067\u6b21\u306e\u3088\u3046\u306a\u50be\u5411\u3092\u89b3\u5bdf\u3057\u3066\u304d\u307e\u3057\u305f\u3002<\/p>\n

\n

\u30d9\u30af\u30bf\u30fc\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306f\u3001\u4f01\u696d\u304c AI \u3092\u5c0e\u5165\u3059\u308b\u305f\u3081\u306e\u5fc5\u9808\u306e\u9078\u629e\u80a2\u3068\u306a\u3063\u3066\u304a\u308a\u3001AWS \u306e\u30cd\u30a4\u30c6\u30a3\u30d6\u30d9\u30af\u30bf\u30fc\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3092\u9078\u629e\u3059\u308b\u3053\u3068\u306f\u3001\u9577\u671f\u7684\u306a\u5b89\u5b9a\u6027\u3001\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3001\u304a\u3088\u3073\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3\u3092\u9078\u629e\u3059\u308b\u3053\u3068\u3092\u610f\u5473\u3057\u307e\u3059\u3002<\/strong><\/p>\n<\/blockquote>\n

\u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001AWS Vector Database \u306e\u6a5f\u80fd\u3001\u5229\u70b9\u3001\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30ba\u30b7\u30ca\u30ea\u30aa\u3001\u9078\u629e\u63a8\u5968\u4e8b\u9805\u3092\u3001\u6280\u8853\u7684\u304a\u3088\u3073\u30d3\u30b8\u30cd\u30b9\u7684\u89b3\u70b9\u304b\u3089\u8a73\u7d30\u306b\u5206\u6790\u3057\u307e\u3059\u3002<\/p>\n

 <\/p>\n

\u30d9\u30af\u30bf\u30fc\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3068\u306f\u4f55\u3067\u3059\u304b?<\/strong><\/h4>\n

\u5f93\u6765\u306e\u30ea\u30ec\u30fc\u30b7\u30e7\u30ca\u30eb \u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306f\u69cb\u9020\u5316\u3055\u308c\u305f\u30d5\u30a3\u30fc\u30eb\u30c9\u3092\u4e2d\u5fc3\u306b\u69cb\u7bc9\u3055\u308c\u3066\u3044\u307e\u3059\u304c\u3001\u30d9\u30af\u30bf\u30fc \u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306f\u300c\u30d9\u30af\u30bf\u30fc\u300d\u3092\u4e2d\u5fc3\u306b\u69cb\u7bc9\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u300c\u30d9\u30af\u30bf\u30fc\u300d\u306f\u3001\u5927\u898f\u6a21\u306a\u30e2\u30c7\u30eb\u307e\u305f\u306f\u57cb\u3081\u8fbc\u307f\u30e2\u30c7\u30eb\u306b\u3088\u3063\u3066\u751f\u6210\u3055\u308c\u305f 3 \u6b21\u5143\u304b\u3089\u6570\u5343\u6b21\u5143\u306b\u53ca\u3076\u6570\u5024\u306e\u30bb\u30c3\u30c8\u3067\u3042\u308a\u3001\u30c6\u30ad\u30b9\u30c8\u3001\u753b\u50cf\u3001\u30d3\u30c7\u30aa\u306a\u3069\u306e\u30b3\u30f3\u30c6\u30f3\u30c4\u306e\u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30af\u6a5f\u80fd\u3092\u8a18\u8ff0\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002<\/p>\n

\u30d9\u30af\u30bf\u30fc \u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306e\u30b3\u30a2\u6a5f\u80fd\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059\u3002<\/strong><\/h5>\n
    \n
  1. \n

    \u9ad8\u52b9\u7387\u30d9\u30af\u30bf\u30fc\u30b9\u30c8\u30ec\u30fc\u30b8<\/strong>
    \u6570\u5104\u306e\u9ad8\u6b21\u5143\u30d9\u30af\u30c8\u30eb\u3092\u4fdd\u5b58\u3057\u3001\u9ad8\u901f\u306a\u691c\u7d22\u3092\u7dad\u6301\u3067\u304d\u307e\u3059\u3002<\/p>\n<\/li>\n

  2. \n

    \u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30af\u691c\u7d22<\/strong>
    \u30b3\u30b5\u30a4\u30f3\u3001\u30c9\u30c3\u30c8\u7a4d\u3001L2 \u8ddd\u96e2\u306a\u3069\u306e\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u4f7f\u7528\u3057\u3066\u3001\u300c\u30bb\u30de\u30f3\u30c6\u30a3\u30af\u30b9\u306b\u57fa\u3065\u3044\u3066\u95a2\u9023\u30b3\u30f3\u30c6\u30f3\u30c4\u3092\u898b\u3064\u3051\u308b\u300d\u3053\u3068\u3092\u5b9f\u73fe\u3057\u307e\u3059\u3002<\/p>\n<\/li>\n

  3. \n

    RAG\uff08\u691c\u7d22\u5f37\u5316\u751f\u6210\uff09\u30b5\u30dd\u30fc\u30c8<\/strong>
    \u5b9f\u969b\u306e\u30c7\u30fc\u30bf\u3092\u4f7f\u7528\u3057\u3066\u5927\u898f\u6a21\u306a\u30e2\u30c7\u30eb\u5fdc\u7b54\u3092\u5f37\u5316\u3057\u3001\u4f01\u696d\u306e\u8cea\u7591\u5fdc\u7b54\u30b7\u30b9\u30c6\u30e0\u306e\u4fe1\u983c\u6027\u3001\u5b89\u5168\u6027\u3001\u5236\u5fa1\u6027\u3092\u9ad8\u3081\u307e\u3059\u3002<\/p>\n<\/li>\n

  4. \n

    \u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb\u30c7\u30fc\u30bf\u30b5\u30dd\u30fc\u30c8<\/strong>
    \u30c6\u30ad\u30b9\u30c8\u3060\u3051\u3067\u306a\u304f\u3001\u753b\u50cf\u3001\u52d5\u753b\u3001\u97f3\u58f0\u3001\u30e6\u30fc\u30b6\u30fc\u306e\u52d5\u4f5c\u306a\u3069\u306e\u30d9\u30af\u30c8\u30eb\u3082\u51e6\u7406\u3067\u304d\u307e\u3059\u3002<\/p>\n<\/li>\n

  5. \n

    \u9ad8\u53ef\u7528\u6027\u3068\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3<\/strong>
    \u30af\u30e9\u30b9\u30bf\u30fc\u306e\u62e1\u5f35\u3001\u30af\u30ed\u30b9\u30a2\u30d9\u30a4\u30e9\u30d3\u30ea\u30c6\u30a3\u30be\u30fc\u30f3\u306e\u5c55\u958b\u3001\u30d0\u30fc\u30b8\u30e7\u30f3\u7ba1\u7406\u3001\u81ea\u52d5\u30d0\u30c3\u30af\u30a2\u30c3\u30d7\u306a\u3069\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u307e\u3059\u3002<\/p>\n<\/li>\n<\/ol>\n

    \u4f01\u696d\u306b\u3068\u3063\u3066\u3001\u30d9\u30af\u30bf\u30fc \u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306e\u4fa1\u5024\u306f\u5358\u306b\u300c\u691c\u7d22\u30a8\u30af\u30b9\u30da\u30ea\u30a8\u30f3\u30b9\u306e\u5411\u4e0a\u300d\u306b\u3068\u3069\u307e\u3089\u305a\u3001\u6b21\u306e\u3088\u3046\u306a\u3082\u306e\u3082\u542b\u307e\u308c\u307e\u3059\u3002<\/p>\n

      \n
    • \n

      \u3053\u308c\u306b\u3088\u308a\u3001\u4f01\u696d\u5185\u306e\u3055\u307e\u3056\u307e\u306a\u30b7\u30b9\u30c6\u30e0\u306b\u5206\u6563\u3055\u308c\u3066\u3044\u308b\u30c7\u30fc\u30bf\u3092 AI \u751f\u6210\u306b\u5b9f\u969b\u306b\u6d3b\u7528\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<\/li>\n

    • \n

      \u5927\u898f\u6a21\u30e2\u30c7\u30eb\u306e\u51fa\u529b\u3092\u3088\u308a\u5236\u5fa1\u3057\u3084\u3059\u304f\u3001\u6b63\u78ba\u306b\u3057\u3001\u30d3\u30b8\u30cd\u30b9 \u30cb\u30fc\u30ba\u306b\u3088\u308a\u9069\u3057\u305f\u3082\u306e\u306b\u3057\u307e\u3059\u3002<\/p>\n<\/li>\n

    • \n

      \u3053\u308c\u306b\u3088\u308a\u3001\u5404\u30d3\u30b8\u30cd\u30b9 \u30e2\u30b8\u30e5\u30fc\u30eb\u306f\u3001\u30ad\u30fc\u30ef\u30fc\u30c9\u3084\u30eb\u30fc\u30eb\u3060\u3051\u306b\u983c\u308b\u306e\u3067\u306f\u306a\u304f\u3001\u30a4\u30f3\u30c6\u30ea\u30b8\u30a7\u30f3\u30c8\u306a\u7406\u89e3\u6a5f\u80fd\u3092\u5099\u3048\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<\/li>\n<\/ul>\n

      <\/h2>\n

      AWS \u306e Vector Database \u88fd\u54c1\u30dd\u30fc\u30c8\u30d5\u30a9\u30ea\u30aa: \u3042\u3089\u3086\u308b\u898f\u6a21\u3068\u30b7\u30ca\u30ea\u30aa\u3092\u30ab\u30d0\u30fc<\/strong><\/h4>\n

      AWS \u306f\u30b9\u30bf\u30f3\u30c9\u30a2\u30ed\u30f3\u306e\u300cVectorDB\u300d\u88fd\u54c1\u3092\u30ea\u30ea\u30fc\u30b9\u3057\u307e\u305b\u3093\u3067\u3057\u305f\u304c\u3001\u4ee3\u308f\u308a\u306b\u63d0\u4f9b\u3057\u307e\u3057\u305f... \u8907\u6570\u306e\u30b5\u30fc\u30d3\u30b9\u3067\u30d9\u30af\u30c8\u30eb \u30c7\u30fc\u30bf\u30d9\u30fc\u30b9 \u30b7\u30b9\u30c6\u30e0\u3092\u5f62\u6210\u3067\u304d\u307e\u3059\u3002<\/strong>\u3053\u308c\u304c\u305d\u306e\u5229\u70b9\u3067\u3059\u3002\u4f01\u696d\u306f\u5358\u4e00\u306e\u88fd\u54c1\u306b\u5236\u9650\u3055\u308c\u308b\u3053\u3068\u306a\u304f\u3001\u30b7\u30ca\u30ea\u30aa\u306b\u5fdc\u3058\u3066\u6700\u9069\u306a\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3092\u67d4\u8edf\u306b\u7d44\u307f\u7acb\u3066\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n

      <\/h3>\n
      1. Amazon OpenSearch Service\uff08\u4e3b\u6d41\u304b\u3064\u6210\u719f\u3057\u305f\u30d9\u30af\u30bf\u30fc\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\uff09<\/strong><\/h5>\n

      OpenSearch\u306fAWS\u304c\u63d0\u4f9b\u3059\u308b\u5206\u6563\u691c\u7d22\u30fb\u5206\u6790\u30a8\u30f3\u30b8\u30f3\u3067\u3001KNN\u30d9\u30af\u30c8\u30eb\u691c\u7d22\u3068HNSW\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u3092\u30cd\u30a4\u30c6\u30a3\u30d6\u306b\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u3044\u307e\u3059\u3002\u591a\u304f\u306e\u4f01\u696d\u304c\u3001\u691c\u7d22\u62e1\u5f35\u751f\u6210\uff08RAG\uff09\u3001\u30ca\u30ec\u30c3\u30b8\u30d9\u30fc\u30b9\u3001\u30b5\u30a4\u30c8\u691c\u7d22\u306a\u3069\u306e\u30b7\u30ca\u30ea\u30aa\u69cb\u7bc9\u306bOpenSearch\u3092\u6d3b\u7528\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n

      \u9069\u7528\u53ef\u80fd\u306a\u30b7\u30ca\u30ea\u30aa:<\/strong><\/h4>\n
        \n
      • \n

        \u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30ba\u30ec\u30d9\u30eb\u306e\u30ca\u30ec\u30c3\u30b8\u30d9\u30fc\u30b9Q&A<\/p>\n<\/li>\n

      • \n

        AI\u691c\u7d22\u30a8\u30f3\u30b8\u30f3<\/p>\n<\/li>\n

      • \n

        E\u30b3\u30de\u30fc\u30b9\u88fd\u54c1\u306e\u63a8\u5968<\/p>\n<\/li>\n

      • \n

        \u30b3\u30f3\u30c6\u30f3\u30c4\u63a8\u5968\u30b7\u30b9\u30c6\u30e0<\/p>\n<\/li>\n

      • \n

        \u6587\u66f8\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0<\/p>\n<\/li>\n<\/ul>\n

        \u5229\u70b9:<\/strong><\/h4>\n
          \n
        • \n

          \u30cd\u30a4\u30c6\u30a3\u30d6\u30d9\u30af\u30bf\u30fc\u691c\u7d22\u3001\u30b7\u30f3\u30d7\u30eb\u306a\u8a2d\u5b9a<\/p>\n<\/li>\n

        • \n

          HNSW \u3084 Faiss \u306a\u3069\u3001\u8907\u6570\u306e\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u304c\u5229\u7528\u53ef\u80fd\u3067\u3059\u3002<\/p>\n<\/li>\n

        • \n

          PB\u30ec\u30d9\u30eb\u306e\u30c7\u30fc\u30bf\u51e6\u7406\u80fd\u529b<\/p>\n<\/li>\n

        • \n

          \u9ad8\u540c\u6642\u6027\u3068\u9ad8\u8907\u96d1\u6027\u306e\u30af\u30a8\u30ea\u306b\u9069\u3057\u3066\u3044\u307e\u3059<\/p>\n<\/li>\n

        • \n

          Amazon Bedrock \/ SageMaker \u3068\u306e\u7dca\u5bc6\u306a\u7d71\u5408<\/p>\n<\/li>\n<\/ul>\n

          OpenSearch \u306f\u73fe\u5728 AWS \u3067\u5229\u7528\u53ef\u80fd\u3067\u3059\u3002\u30d9\u30af\u30bf\u30fc\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3067\u6700\u3082\u983b\u7e41\u306b\u9078\u629e\u3055\u308c\u308b\u30b5\u30fc\u30d3\u30b9<\/strong>\u5927\u898f\u6a21\u306a\u30d9\u30af\u30bf\u30fc\u691c\u7d22\u3092\u5fc5\u8981\u3068\u3059\u308b\u4f01\u696d\u306b\u7279\u306b\u9069\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n

          <\/h3>\n
          2. Amazon Aurora PostgreSQL (pgvector): \u69cb\u9020\u5316\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u3068\u30d9\u30af\u30c8\u30eb\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u306e\u5b8c\u74a7\u306a\u878d\u5408\u3002<\/strong><\/h5>\n

          \u591a\u304f\u306e\u4f01\u696d\u306b\u3068\u3063\u3066\u3001PostgreSQL\u306f\u4e2d\u6838\u7684\u306a\u30d3\u30b8\u30cd\u30b9\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3067\u3059\u3002pgvector\u30d7\u30e9\u30b0\u30a4\u30f3\u306e\u8ffd\u52a0\u306b\u3088\u308a\u3001PostgreSQL\u306f\u30d9\u30af\u30bf\u30fc\u30b9\u30c8\u30ec\u30fc\u30b8\u6a5f\u80fd\u3092\u5099\u3048\u3001\u4f01\u696d\u306f\u65e2\u5b58\u306e\u30c7\u30fc\u30bf\u30b7\u30b9\u30c6\u30e0\u4e0a\u306bAI\u6a5f\u80fd\u3092\u76f4\u63a5\u69cb\u7bc9\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n

          \u9069\u7528\u53ef\u80fd\u306a\u30b7\u30ca\u30ea\u30aa:<\/strong><\/h4>\n
            \n
          • \n

            PostgreSQL\u3092\u4f7f\u7528\u3057\u305f\u65e2\u5b58\u30b7\u30b9\u30c6\u30e0<\/p>\n<\/li>\n

          • \n

            \u7d71\u5408\u30af\u30a8\u30ea\uff08\u69cb\u9020\u5316 + \u30d9\u30af\u30c8\u30eb\uff09<\/p>\n<\/li>\n

          • \n

            \u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u7ba1\u7406\u3001\u9867\u5ba2\u30d7\u30ed\u30d5\u30a1\u30a4\u30ea\u30f3\u30b0\u3001\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30ba\u30ca\u30ec\u30c3\u30b8\u30d9\u30fc\u30b9<\/p>\n<\/li>\n

          • \n

            \u5c0f\u898f\u6a21\u304b\u3089\u4e2d\u898f\u6a21\u306eRAG\u30b7\u30b9\u30c6\u30e0<\/p>\n<\/li>\n<\/ul>\n

            \u5229\u70b9:<\/strong><\/h4>\n
              \n
            • \n

              SQL + \u30d9\u30af\u30c8\u30eb: \u975e\u5e38\u306b\u67d4\u8edf<\/p>\n<\/li>\n

            • \n

              OpenSearch\u3088\u308a\u3082\u624b\u9803\u306a\u4fa1\u683c<\/p>\n<\/li>\n

            • \n

              \u8907\u6570\u306e\u985e\u4f3c\u5ea6\u8a08\u7b97\u65b9\u6cd5\u3092\u30b5\u30dd\u30fc\u30c8<\/p>\n<\/li>\n

            • \n

              \u4f01\u696d\u306f\u518d\u7de8\u3059\u308b\u3053\u3068\u306a\u304f\u30b9\u30e0\u30fc\u30ba\u306b\u30a2\u30c3\u30d7\u30b0\u30ec\u30fc\u30c9\u3067\u304d\u307e\u3059\u3002<\/p>\n<\/li>\n<\/ul>\n

              Aurora pgvector \u306f\u3001PostgreSQL \u306b\u65e2\u306b\u5927\u91cf\u306e\u30c7\u30fc\u30bf\u3092\u4fdd\u6709\u3057\u3066\u3044\u308b\u5f93\u6765\u306e\u4f01\u696d\u3084\u7d44\u7e54\u306b\u7279\u306b\u9069\u3057\u3066\u304a\u308a\u3001\u300c\u6700\u3082\u30b9\u30e0\u30fc\u30ba\u306a AI \u30a2\u30c3\u30d7\u30b0\u30ec\u30fc\u30c9 \u30d1\u30b9\u300d\u3067\u3059\u3002<\/p>\n

              <\/h3>\n

              3. Amazon DynamoDB + \u30d9\u30af\u30c8\u30eb\u30a4\u30f3\u30c7\u30c3\u30af\u30b9: \u9ad8\u540c\u6642\u5b9f\u884c\u6027\u3068\u4f4e\u30ec\u30a4\u30c6\u30f3\u30b7\u306e\u30b7\u30ca\u30ea\u30aa\u306b\u6700\u9069\u306a\u9078\u629e\u80a2<\/strong><\/h5>\n

              DynamoDB\u306f\u4e16\u754c\u3067\u6700\u3082\u5e83\u304f\u5229\u7528\u3055\u308c\u3066\u3044\u308bNoSQL\u30b5\u30fc\u30d3\u30b9\u306e\u4e00\u3064\u3067\u3042\u308a\u3001\u6975\u3081\u3066\u4f4e\u3044\u30ec\u30a4\u30c6\u30f3\u30b7\u3068\u9ad8\u3044\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3\u3092\u8a87\u308a\u307e\u3059\u3002\u30d9\u30af\u30c8\u30eb\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u6a5f\u80fd\u306e\u5c0e\u5165\u306b\u3088\u308a\u3001\u9ad8QPS\u3068\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u30ec\u30b3\u30e1\u30f3\u30c7\u30fc\u30b7\u30e7\u30f3\u306e\u30b7\u30ca\u30ea\u30aa\u306b\u3082\u5bfe\u5fdc\u3067\u304d\u307e\u3059\u3002<\/p>\n

              \u9069\u7528\u53ef\u80fd\u306a\u30b7\u30ca\u30ea\u30aa:<\/strong><\/h4>\n
                \n
              • \n

                \u9ad8\u540c\u6642\u5b9f\u884c\u88fd\u54c1\u306e\u63a8\u5968<\/p>\n<\/li>\n

              • \n

                \u30a4\u30f3\u30c6\u30ea\u30b8\u30a7\u30f3\u30c8\u306a\u5e83\u544a\u30bf\u30fc\u30b2\u30c6\u30a3\u30f3\u30b0<\/p>\n<\/li>\n

              • \n

                \u30b2\u30fc\u30e0\u306e\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u30de\u30c3\u30c1\u30e1\u30a4\u30ad\u30f3\u30b0<\/p>\n<\/li>\n

              • \n

                \u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u30e6\u30fc\u30b6\u30fc\u30d7\u30ed\u30d5\u30a1\u30a4\u30eb\u53d6\u5f97<\/p>\n<\/li>\n<\/ul>\n

                \u5229\u70b9:<\/strong><\/h4>\n
                  \n
                • \n

                  \u30df\u30ea\u79d2\u306e\u9045\u5ef6<\/p>\n<\/li>\n

                • \n

                  \u30b5\u30fc\u30d0\u30fc\u30ec\u30b9 - \u30e1\u30f3\u30c6\u30ca\u30f3\u30b9\u4e0d\u8981<\/p>\n<\/li>\n

                • \n

                  \u975e\u5e38\u306b\u5f37\u529b\u306a\u6c34\u5e73\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3<\/p>\n<\/li>\n

                • \n

                  1\u79d2\u3042\u305f\u308a\u6570\u767e\u4e07\u306e\u30af\u30a8\u30ea\uff08QPS\uff09\u3092\u51e6\u7406\u53ef\u80fd<\/p>\n<\/li>\n<\/ul>\n

                  \u5927\u898f\u6a21\u306a\u30d3\u30b8\u30cd\u30b9 \u30b7\u30b9\u30c6\u30e0\u306e\u5834\u5408\u3001DynamoDB Vector \u306f\u6700\u5148\u7aef\u304b\u3064\u6709\u671b\u306a\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3067\u3059\u3002<\/p>\n

                  4. Amazon MemoryDB: \u30b5\u30d6\u30df\u30ea\u79d2\u306e\u30d9\u30af\u30bf\u30fc\u30ad\u30e3\u30c3\u30b7\u30e5\u5c64<\/strong><\/h5>\n

                  MemoryDB \u306f\u3001Redis \u4e92\u63db\u306e\u30a4\u30f3\u30e1\u30e2\u30ea \u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3067\u3042\u308a\u3001\u30d9\u30af\u30bf\u30fc \u30ad\u30e3\u30c3\u30b7\u30e5\u3084\u9ad8\u901f\u691c\u7d22\u30a8\u30f3\u30b8\u30f3\u3068\u3057\u3066\u4f7f\u7528\u3059\u308b\u306e\u306b\u6700\u9069\u3067\u3059\u3002<\/p>\n

                  \u9069\u7528\u53ef\u80fd\u306a\u30b7\u30ca\u30ea\u30aa:<\/strong><\/h4>\n
                    \n
                  • \n

                    LLM\u30b3\u30f3\u30c6\u30ad\u30b9\u30c8\u30ad\u30e3\u30c3\u30b7\u30e5<\/p>\n<\/li>\n

                  • \n

                    AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u300c\u30e1\u30e2\u30ea\u30e2\u30b8\u30e5\u30fc\u30eb\u300d<\/p>\n<\/li>\n

                  • \n

                    \u975e\u5e38\u306b\u9ad8\u3044\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u5fc5\u8981\u3068\u3059\u308b\u63a8\u5968\u30b7\u30b9\u30c6\u30e0<\/p>\n<\/li>\n

                  • \n

                    \u9ad8\u983b\u5ea6\u306e\u77ed\u3044\u30b3\u30f3\u30c6\u30f3\u30c4\u691c\u7d22<\/p>\n<\/li>\n<\/ul>\n

                    \u5229\u70b9:<\/strong><\/h4>\n
                      \n
                    • \n

                      1\u30df\u30ea\u79d2\u672a\u6e80\u306e\u9045\u5ef6<\/p>\n<\/li>\n

                    • \n

                      Redis\u30a8\u30b3\u30b7\u30b9\u30c6\u30e0\u306e\u4e92\u63db\u6027<\/p>\n<\/li>\n

                    • \n

                      OpenSearch\/Aurora \u306e\u30ad\u30e3\u30c3\u30b7\u30e5\u5c64\u3068\u3057\u3066\u4f7f\u7528\u3067\u304d\u307e\u3059\u3002<\/p>\n<\/li>\n<\/ul>\n

                      \u3053\u308c\u306f\u300c\u30d9\u30af\u30bf\u30fc\u52a0\u901f\u30ec\u30a4\u30e4\u30fc\u300d\u306b\u4f3c\u3066\u304a\u308a\u3001\u8907\u96d1\u306a\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3067\u307e\u3059\u307e\u3059\u4f7f\u7528\u3055\u308c\u308b\u3088\u3046\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n

                      <\/h2>\n

                      AWS Vector Database\u306e\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30ba\u5411\u3051\u30e1\u30ea\u30c3\u30c8<\/strong><\/h4>\n
                      1. \u9ad8\u5ea6\u306a\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\uff08IAM\u3001KMS\u3001VPC\u306e\u5305\u62ec\u7684\u306a\u30b5\u30dd\u30fc\u30c8\uff09<\/strong><\/h5>\n

                      \u4f01\u696d\u306b\u3068\u3063\u3066\u6700\u3082\u91cd\u8981\u306a\u306e\u306f \u30c7\u30fc\u30bf\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3068\u30b3\u30f3\u30d7\u30e9\u30a4\u30a2\u30f3\u30b9<\/strong>AWS \u306e\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306f\u4ee5\u4e0b\u3092\u30cd\u30a4\u30c6\u30a3\u30d6\u306b\u30b5\u30dd\u30fc\u30c8\u3057\u307e\u3059\u3002<\/p>\n

                        \n
                      • \n

                        VPC \u5185\u90e8\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u5206\u96e2<\/p>\n<\/li>\n

                      • \n

                        KMS \u30c7\u30fc\u30bf\u6697\u53f7\u5316\uff08\u4fdd\u5b58\u6642\u304a\u3088\u3073\u8ee2\u9001\u4e2d\uff09<\/p>\n<\/li>\n

                      • \n

                        IAM \u30a2\u30ab\u30a6\u30f3\u30c8\u30ec\u30d9\u30eb\u304a\u3088\u3073\u30ea\u30bd\u30fc\u30b9\u30ec\u30d9\u30eb\u306e\u6a29\u9650\u7ba1\u7406<\/p>\n<\/li>\n

                      • \n

                        CloudTrail\u306e\u76e3\u67fb\u3068\u30ed\u30b0\u8a18\u9332<\/p>\n<\/li>\n

                      • \n

                        ISO\u3001GDPR\u3001SOC\u306a\u3069\u306e\u30b3\u30f3\u30d7\u30e9\u30a4\u30a2\u30f3\u30b9\u8a8d\u8a3c<\/p>\n<\/li>\n<\/ul>\n

                        \u3053\u308c\u306f\u3001\u793e\u5185\u6587\u66f8\u3001\u5951\u7d04\u66f8\u3001\u6a5f\u5bc6\u30c7\u30fc\u30bf\u3092\u6271\u3046\u5834\u5408\u306b\u7279\u306b\u91cd\u8981\u3067\u3059\u3002<\/p>\n

                        2. Amazon Bedrock \u3068\u306e\u7dca\u5bc6\u306a\u7d71\u5408\u306b\u3088\u308a\u3001\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30ba \u30b0\u30ec\u30fc\u30c9\u306e RAG \u3092\u8fc5\u901f\u306b\u69cb\u7bc9\u3067\u304d\u307e\u3059\u3002<\/strong><\/h5>\n

                        AWS \u306f\u73fe\u5728\u3001RAG \u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u5168\u4f53\u3092\u5358\u4e00\u306e\u30af\u30e9\u30a6\u30c9\u3067\u5b8c\u4e86\u3067\u304d\u308b\u552f\u4e00\u306e\u30d9\u30f3\u30c0\u30fc\u3067\u3059\u3002<\/p>\n

                        \u30d9\u30af\u30bf\u30fc\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9 + \u5927\u898f\u6a21\u30e2\u30c7\u30eb (Claude\u3001Llama\u3001Titan) + \u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u30b5\u30fc\u30d3\u30b9 (Lambda\/ECS)
                        = \u30c7\u30fc\u30bf\u4fdd\u5b58\u304b\u3089AI\u63a8\u8ad6\u307e\u3067\u306e\u30ef\u30f3\u30b9\u30c8\u30c3\u30d7\u306e\u30af\u30ed\u30fc\u30ba\u30c9\u30eb\u30fc\u30d7\u3002<\/p>\n

                        \u4f01\u696d\u306f\u3055\u307e\u3056\u307e\u306a\u30b5\u30fc\u30c9\u30d1\u30fc\u30c6\u30a3 \u30b5\u30fc\u30d3\u30b9\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u5fc5\u8981\u304c\u306a\u304f\u306a\u308a\u3001\u5b89\u5b9a\u6027\u304c\u5411\u4e0a\u3057\u307e\u3059\u3002<\/p>\n

                        3. \u591a\u8a00\u8a9e\u304a\u3088\u3073\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb\u30d9\u30af\u30c8\u30eb\u3092\u30b5\u30dd\u30fc\u30c8<\/strong><\/h5>\n

                        AWS \u306e\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306f\u3001\u6b21\u306e\u3082\u306e\u3092\u540c\u6642\u306b\u30b5\u30dd\u30fc\u30c8\u3067\u304d\u307e\u3059\u3002<\/p>\n

                          \n
                        • \n

                          \u4e2d\u56fd\u8a9e\u3001\u82f1\u8a9e\u3001\u65e5\u672c\u8a9e\u3092\u542b\u3080\u591a\u8a00\u8a9e\u30c6\u30ad\u30b9\u30c8<\/p>\n<\/li>\n

                        • \n

                          \u753b\u50cf\u30d9\u30af\u30bf\u30fc<\/p>\n<\/li>\n

                        • \n

                          \u30d3\u30c7\u30aa\u30d9\u30af\u30bf\u30fc<\/p>\n<\/li>\n

                        • \n

                          \u30e6\u30fc\u30b6\u30fc\u884c\u52d5\u306e\u57cb\u3081\u8fbc\u307f<\/p>\n<\/li>\n

                        • \n

                          \u30ed\u30b0\u3068\u76e3\u8996\u306e\u57cb\u3081\u8fbc\u307f<\/p>\n<\/li>\n<\/ul>\n

                          \u3053\u308c\u306b\u3088\u308a\u3001\u4f01\u696d\u304c\u771f\u306b\u300c\u30de\u30eb\u30c1\u30e2\u30fc\u30c0\u30eb AI \u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u300d\u3092\u4f5c\u6210\u3059\u308b\u305f\u3081\u306e\u57fa\u76e4\u304c\u7bc9\u304b\u308c\u307e\u3059\u3002<\/p>\n

                          4. \u5c0f\u898f\u6a21\u304b\u3089\u30da\u30bf\u30d0\u30a4\u30c8\u898f\u6a21\u307e\u3067\u30b9\u30e0\u30fc\u30ba\u306b\u62e1\u5f35\u53ef\u80fd<\/strong><\/h5>\n

                          AWS \u306e\u30d9\u30af\u30c8\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306f\u3059\u3079\u3066\u3001\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30ba\u30b0\u30ec\u30fc\u30c9\u306e\u9ad8\u53ef\u7528\u6027\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u304a\u308a\u3001\u5927\u898f\u6a21\u306a\u30ea\u30d5\u30a1\u30af\u30bf\u30ea\u30f3\u30b0\u3092\u5fc5\u8981\u3068\u305b\u305a\u306b\u3001\u30d3\u30b8\u30cd\u30b9\u306e\u6210\u9577\u306b\u5408\u308f\u305b\u3066\u30aa\u30f3\u30c7\u30de\u30f3\u30c9\u3067\u62e1\u5f35\u3067\u304d\u307e\u3059\u3002<\/p>\n

                          <\/h4>\n

                          \u5178\u578b\u7684\u306a\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u30b7\u30ca\u30ea\u30aa<\/strong><\/h4>\n

                          \u516c\u5f0f AWS \u30ea\u30bb\u30e9\u30fc\u3068\u3057\u3066\u3001\u79c1\u305f\u3061\u306f\u5b9f\u969b\u306e\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3067\u6570\u591a\u304f\u306e\u73fe\u5b9f\u7684\u306a\u8981\u4ef6\u306b\u76f4\u9762\u3057\u3066\u304d\u307e\u3057\u305f\u3002\u305d\u306e\u4e2d\u3067\u6700\u3082\u5178\u578b\u7684\u306a\u3082\u306e\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059\u3002<\/p>\n

                          1. \u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30ba \u30ca\u30ec\u30c3\u30b8 \u30d9\u30fc\u30b9 + \u751f\u6210\u578b\u8cea\u554f\u5fdc\u7b54 (\u6700\u3082\u4e00\u822c\u7684)<\/strong><\/h5>\n

                          \u30d7\u30ed\u30bb\u30b9\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059\u3002<\/p>\n

                            \n
                          1. \n

                            \u4f1a\u793e\u306e\u6587\u66f8\u3001\u30de\u30cb\u30e5\u30a2\u30eb\u3001\u5951\u7d04\u66f8\u3001\u30d7\u30ed\u30bb\u30b9\u3001\u305d\u306e\u4ed6\u306e\u60c5\u5831\u3092\u30a4\u30f3\u30dd\u30fc\u30c8\u3057\u307e\u3059\u3002<\/p>\n<\/li>\n

                          2. \n

                            \u57cb\u3081\u8fbc\u307f\u30e2\u30c7\u30eb\u3092\u4f7f\u7528\u3057\u3066\u30d9\u30af\u30c8\u30eb\u3092\u751f\u6210\u3059\u308b<\/p>\n<\/li>\n

                          3. \n

                            OpenSearch \u307e\u305f\u306f Aurora pgvector \u306b\u4fdd\u5b58<\/p>\n<\/li>\n

                          4. \n

                            Claude\/Llama\u3092\u4f7f\u7528\u3057\u3066\u6700\u7d42\u56de\u7b54\u3092\u751f\u6210\u3059\u308b<\/p>\n<\/li>\n<\/ol>\n

                            \u7528\u9014:<\/p>\n

                              \n
                            • \n

                              \u9867\u5ba2\u30b5\u30fc\u30d3\u30b9\u306e\u81ea\u52d5\u5316<\/p>\n<\/li>\n

                            • \n

                              \u793e\u5185FAQ<\/p>\n<\/li>\n

                            • \n

                              \u30a2\u30d5\u30bf\u30fc\u30bb\u30fc\u30eb\u30b9\u77e5\u8b58\u652f\u63f4<\/p>\n<\/li>\n

                            • \n

                              \u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u6587\u66f8\u306e\u691c\u7d22<\/p>\n<\/li>\n<\/ul>\n

                              2. \u4f01\u696d\u5411\u3051\u30a4\u30f3\u30c6\u30ea\u30b8\u30a7\u30f3\u30c8\u30aa\u30f3\u30b5\u30a4\u30c8\u691c\u7d22\uff08\u30ad\u30fc\u30ef\u30fc\u30c9\u691c\u7d22\u3092\u8d85\u3048\u308b\uff09<\/strong><\/h5>\n

                              \u4f8b\u3048\u3070\uff1a<\/p>\n

                                \n
                              • \n

                                \u300c\u9069\u5207\u306a\u590f\u7528\u30b8\u30e3\u30b1\u30c3\u30c8\u300d\u306eE\u30b3\u30de\u30fc\u30b9\u691c\u7d22\uff08\u30ad\u30fc\u30ef\u30fc\u30c9\u30de\u30c3\u30c1\u30f3\u30b0\u3067\u306f\u306a\u3044\uff09<\/p>\n<\/li>\n

                              • \n

                                \u4fdd\u967a\u696d\u754c\u306b\u304a\u3051\u308b\u300c\u9ad8\u9f62\u8005\u306b\u9069\u3057\u305f\u91cd\u5927\u75be\u75c5\u4fdd\u967a\u300d\u306e\u691c\u7d22<\/p>\n<\/li>\n

                              • \n

                                \u300c\u80f8\u306e\u7de0\u3081\u4ed8\u3051\u611f\u3092\u4f34\u3046\u80c3\u306e\u75db\u307f\u306e\u5bfe\u51e6\u6cd5\u300d\u306e\u533b\u7642\u691c\u7d22\u7d50\u679c<\/p>\n<\/li>\n<\/ul>\n

                                \u3053\u306e\u30bf\u30a4\u30d7\u306e\u691c\u7d22\u306f\u5b8c\u5168\u306b\u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30af\u6a5f\u80fd\u306b\u4f9d\u5b58\u3057\u3066\u304a\u308a\u3001\u30d9\u30af\u30bf\u30fc \u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u304c\u4e2d\u5fc3\u7684\u306a\u5f79\u5272\u3092\u679c\u305f\u3057\u307e\u3059\u3002<\/p>\n

                                3. \u63a8\u85a6\u30b7\u30b9\u30c6\u30e0\uff08\u57cb\u3081\u8fbc\u307f\u30ea\u30b3\u30fc\u30eb\uff09<\/strong><\/h5>\n

                                DynamoDB \/ OpenSearch \u3092\u4f7f\u7528\u3057\u3066\u5b9f\u88c5:<\/p>\n

                                  \n
                                • \n

                                  \u30b3\u30f3\u30c6\u30f3\u30c4\u306e\u63a8\u5968<\/p>\n<\/li>\n

                                • \n

                                  \u88fd\u54c1\u306e\u63a8\u5968\u4e8b\u9805<\/p>\n<\/li>\n

                                • \n

                                  \u30e6\u30fc\u30b6\u30fc\u985e\u4f3c\u6027\u30e2\u30c7\u30eb<\/p>\n<\/li>\n

                                • \n

                                  \u884c\u52d5\u30d7\u30ed\u30d5\u30a1\u30a4\u30ea\u30f3\u30b0\u30b7\u30b9\u30c6\u30e0<\/p>\n<\/li>\n<\/ul>\n

                                  \u57cb\u3081\u8fbc\u307f\u306f\u3001\u30ec\u30b3\u30e1\u30f3\u30c7\u30fc\u30b7\u30e7\u30f3 \u30b7\u30b9\u30c6\u30e0\u306b\u304a\u3051\u308b\u5f93\u6765\u306e\u30eb\u30fc\u30eb \u30e2\u30c7\u30eb\u306b\u5f90\u3005\u306b\u53d6\u3063\u3066\u4ee3\u308f\u308a\u3064\u3064\u3042\u308a\u307e\u3059\u3002<\/p>\n

                                  4. AI\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u9577\u671f\u8a18\u61b6\u30e2\u30b8\u30e5\u30fc\u30eb<\/strong><\/h5>\n

                                  MemoryDB \u307e\u305f\u306f Aurora \u306f\u3001\u30a4\u30f3\u30c6\u30ea\u30b8\u30a7\u30f3\u30c8 \u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u300c\u30e1\u30e2\u30ea \u30d0\u30f3\u30af\u300d\u3068\u3057\u3066\u6a5f\u80fd\u3057\u3001\u7d99\u7d9a\u7684\u306a\u30b9\u30c8\u30ec\u30fc\u30b8\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/p>\n

                                    \n
                                  • \n

                                    \u30e6\u30fc\u30b6\u30fc\u8a2d\u5b9a<\/p>\n<\/li>\n

                                  • \n

                                    \u6b74\u53f2\u7684\u884c\u52d5<\/p>\n<\/li>\n

                                  • \n

                                    \u30bf\u30b9\u30af\u5b9f\u884c\u7d50\u679c<\/p>\n<\/li>\n

                                  • \n

                                    \u30bb\u30c3\u30b7\u30e7\u30f3\u30ed\u30b0<\/p>\n<\/li>\n<\/ul>\n

                                    \u3088\u308a\u30b9\u30de\u30fc\u30c8\u306a\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30ba \u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u304a\u3088\u3073\u81ea\u52d5\u5316\u30b7\u30b9\u30c6\u30e0\u306e\u69cb\u7bc9\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002<\/p>\n

                                    \u4f01\u696d\u9078\u5b9a\u306b\u95a2\u3059\u308b\u63a8\u5968\u4e8b\u9805<\/strong><\/h4>\n
                                    \n
                                    \n\n\n\n\n\n\n\n\n\n
                                    \u30b7\u30fc\u30f3<\/th>\n\u63a8\u5968\u3055\u308c\u308bAWS\u30d9\u30af\u30bf\u30fc\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9<\/th>\n<\/tr>\n<\/thead>\n
                                    \u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30ba\u30ca\u30ec\u30c3\u30b8\u30d9\u30fc\u30b9\u3001RAG\u30b7\u30b9\u30c6\u30e0<\/td>\n\u30aa\u30fc\u30d7\u30f3\u30b5\u30fc\u30c1 \/ \u30aa\u30fc\u30ed\u30e9 pgvector<\/td>\n<\/tr>\n
                                    \u696d\u52d9\u30b7\u30b9\u30c6\u30e0\u3067\u306f\u3059\u3067\u306bPostgreSQL\u3092\u4f7f\u7528\u3057\u3066\u3044\u308b<\/td>\n\u30aa\u30fc\u30ed\u30e9pgvector<\/td>\n<\/tr>\n
                                    \u9ad8\u540c\u6642\u5b9f\u884c\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u30ec\u30b3\u30e1\u30f3\u30c7\u30fc\u30b7\u30e7\u30f3<\/td>\nDynamoDB \u30d9\u30af\u30bf\u30fc<\/td>\n<\/tr>\n
                                    \u30df\u30ea\u79d2\u672a\u6e80\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u304c\u5fc5\u8981<\/td>\n\u30e1\u30e2\u30eaDB<\/td>\n<\/tr>\n
                                    \u30b3\u30b9\u30c8\u91cd\u8996\u306e\u4e2d\u5c0f\u898f\u6a21\u30d7\u30ed\u30b8\u30a7\u30af\u30c8<\/td>\n\u30aa\u30fc\u30ed\u30e9pgvector<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<\/div>\n

                                    \u307e\u305f\u3001\u6b21\u306e\u3088\u3046\u306a\u6df7\u5408\u9078\u629e\u306e\u30af\u30e9\u30a4\u30a2\u30f3\u30c8\u3082\u30b5\u30dd\u30fc\u30c8\u3057\u307e\u3059\u3002<\/p>\n

                                      \n
                                    • \n

                                      OpenSearch + MemoryDB\uff08\u9ad8\u983b\u5ea6\u30ad\u30e3\u30c3\u30b7\u30e5\uff09<\/p>\n<\/li>\n

                                    • \n

                                      Aurora + Bedrock + DynamoDB (\u30a8\u30f3\u30c9\u30c4\u30fc\u30a8\u30f3\u30c9\u306e\u30a4\u30f3\u30c6\u30ea\u30b8\u30a7\u30f3\u30c8\u7ba1\u7406)<\/p>\n<\/li>\n<\/ul>\n

                                       <\/p>\n

                                      \u7d50\u8ad6<\/strong><\/h4>\n

                                      \u30d9\u30af\u30bf\u30fc \u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306f\u300c\u30aa\u30d7\u30b7\u30e7\u30f3\u306e\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u300d\u3067\u306f\u306a\u304f\u3001\u3059\u3079\u3066\u306e AI \u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u57fa\u76e4\u3068\u306a\u308a\u307e\u3059\u3002
                                      \u30bb\u30de\u30f3\u30c6\u30a3\u30c3\u30af\u691c\u7d22\u3001\u30ca\u30ec\u30c3\u30b8\u30d9\u30fc\u30b9\u3001AI \u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3001\u63a8\u5968\u30b7\u30b9\u30c6\u30e0\u306b\u304a\u3044\u3066\u3001\u305d\u306e\u5f79\u5272\u306f\u304b\u3051\u304c\u3048\u306e\u306a\u3044\u3082\u306e\u3067\u3059\u3002<\/p>\n

                                      AWS \u306f\u3001\u4f01\u696d\u304c\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3001\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3001\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3\u3001\u30b3\u30f3\u30d7\u30e9\u30a4\u30a2\u30f3\u30b9\u306e\u6700\u9069\u306a\u30d0\u30e9\u30f3\u30b9\u3092\u5b9f\u73fe\u3067\u304d\u308b\u3088\u3046\u306b\u652f\u63f4\u3059\u308b\u3055\u307e\u3056\u307e\u306a\u30d9\u30af\u30bf\u30fc\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3092\u63d0\u4f9b\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n

                                      \u300cOn the Cloud\u300d\u306f AWS \u306e\u516c\u5f0f\u30ea\u30bb\u30e9\u30fc\u3068\u3057\u3066\u9577\u5e74\u306b\u308f\u305f\u308a\u4f01\u696d\u306e\u30c7\u30b8\u30bf\u30eb\u5909\u9769\u3068 AI \u5909\u9769\u306b\u8ca2\u732e\u3057\u3066\u304a\u308a\u3001\u6b21\u306e\u3088\u3046\u306a\u30b5\u30fc\u30d3\u30b9\u3092\u63d0\u4f9b\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n

                                        \n
                                      • \n

                                        AI\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306e\u8a08\u753b\u3068\u30b3\u30f3\u30b5\u30eb\u30c6\u30a3\u30f3\u30b0<\/p>\n<\/li>\n

                                      • \n

                                        AWS Vector Database \u88fd\u54c1\u306e\u9078\u629e\u3068\u5c0e\u5165<\/p>\n<\/li>\n

                                      • \n

                                        RAG\u30b7\u30b9\u30c6\u30e0\u306e\u8a2d\u8a08\u3068\u5b9f\u88c5<\/p>\n<\/li>\n

                                      • \n

                                        \u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30ba\u30ca\u30ec\u30c3\u30b8\u30d9\u30fc\u30b9\u69cb\u7bc9<\/p>\n<\/li>\n

                                      • \n

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                                      • \n

                                        Bedrock\u3001OpenSearch\u3001Aurora pgvector\u306e\u30ef\u30f3\u30b9\u30c8\u30c3\u30d7\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3<\/p>\n<\/li>\n<\/ul>\n

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