{"id":1599,"date":"2026-03-20T06:32:01","date_gmt":"2026-03-20T06:32:01","guid":{"rendered":"https:\/\/www.viz-note.com\/ja\/ai-cloud-architecture-the-foundation-of-scalable-intelligent-cloud-applications\/"},"modified":"2026-03-20T06:32:01","modified_gmt":"2026-03-20T06:32:01","slug":"ai-cloud-architecture-the-foundation-of-scalable-intelligent-cloud-applications","status":"publish","type":"post","link":"https:\/\/www.viz-note.com\/ja\/ai-cloud-architecture-the-foundation-of-scalable-intelligent-cloud-applications\/","title":{"rendered":"AI\u30af\u30e9\u30a6\u30c9\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\uff1a\u30b9\u30b1\u30fc\u30e9\u30d6\u30eb\u3067\u30a4\u30f3\u30c6\u30ea\u30b8\u30a7\u30f3\u30c8\u306a\u30af\u30e9\u30a6\u30c9\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u57fa\u76e4"},"content":{"rendered":"<p 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data-nodeid=\"21016\">AI\u30af\u30e9\u30a6\u30c9\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3<\/strong><\/a>\u2014\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3\u3092\u5099\u3048\u305fAI\/ML\u30ef\u30fc\u30af\u30ed\u30fc\u30c9\u306e\u958b\u767a\u3001\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3001\u30c7\u30d7\u30ed\u30a4\u3001\u7ba1\u7406\u3092\u53ef\u80fd\u306b\u3059\u308b\u5f37\u529b\u3067\u76ee\u7684\u306b\u5fdc\u3058\u3066\u8a2d\u8a08\u3055\u308c\u305f\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067\u3042\u308b\u3002<\/p>\n<p><img alt=\"AI Cloud Architecture Studio\" decoding=\"async\" src=\"https:\/\/ai.visual-paradigm.com\/wp-content\/uploads\/2026\/02\/ai-toolbox.visual-paradigm.com_app_ai-cloud-architecture-studio.png\"\/><\/p>\n<p data-nodeid=\"20799\">\u3053\u306e\u5305\u62ec\u7684\u306a\u30ac\u30a4\u30c9\u306f\u3001AI\u30af\u30e9\u30a6\u30c9\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306e\u672c\u8cea\u3001\u305d\u306e\u30b3\u30a2\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u3001\u6226\u7565\u7684\u6d3b\u7528\u4e8b\u4f8b\u3001\u5b9f\u88c5\u306e\u30d9\u30b9\u30c8\u30d7\u30e9\u30af\u30c6\u30a3\u30b9\u3001\u91cd\u8981\u306a\u30b3\u30f3\u30bb\u30d7\u30c8\u3001\u30c7\u30d7\u30ed\u30a4\u30e2\u30c7\u30eb\u306b\u3064\u3044\u3066\u63a2\u6c42\u3057\u3001\u4f01\u696d\u304c\u30af\u30e9\u30a6\u30c9\u4e0a\u306eAI\u306e\u5168\u6f5c\u5728\u80fd\u529b\u3092\u6d3b\u7528\u3067\u304d\u308b\u3088\u3046\u306b\u652f\u63f4\u3059\u308b\u3002<\/p>\n<hr data-nodeid=\"20800\"\/>\n<h2 data-nodeid=\"20801\">\ud83d\udd37 AI\u30af\u30e9\u30a6\u30c9\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3068\u306f\u4f55\u304b\uff1f<\/h2>\n<p data-nodeid=\"20802\"><a href=\"https:\/\/ai.visual-paradigm.com\/tool\/ai-cloud-architecture-studio\"><strong data-nodeid=\"21023\">AI\u30af\u30e9\u30a6\u30c9\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3<\/strong><\/a>\u306f\u3001\u30af\u30e9\u30a6\u30c9\u30d9\u30fc\u30b9\u3067\u30b9\u30b1\u30fc\u30e9\u30d6\u30eb\u306a\u30a4\u30f3\u30d5\u30e9\u30b9\u30c8\u30e9\u30af\u30c1\u30e3\u306e\u69cb\u9020\u8a2d\u8a08\u3067\u3042\u308a\u3001\u8a08\u7b97\u3001\u30b9\u30c8\u30ec\u30fc\u30b8\u3001\u30cd\u30c3\u30c8\u30ef\u30fc\u30ad\u30f3\u30b0\u30ea\u30bd\u30fc\u30b9\u3092\u542b\u307f\u3001\u4eba\u5de5\u77e5\u80fd\uff08AI\uff09\u304a\u3088\u3073\u6a5f\u68b0\u5b66\u7fd2\uff08ML\uff09\u30ef\u30fc\u30af\u30ed\u30fc\u30c9\u3092\u30b5\u30dd\u30fc\u30c8\u3059\u308b\u305f\u3081\u306b\u7279\u306b\u6700\u9069\u5316\u3055\u308c\u3066\u3044\u308b\u3002\u3053\u306e\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306f\u3001AI\u30e2\u30c7\u30eb\u306e\u69cb\u7bc9\u3001\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3001\u30c7\u30d7\u30ed\u30a4\u3001\u7ba1\u7406\u3092\u52b9\u7387\u7684\u304b\u3064\u5b89\u5168\u306b\u884c\u3046\u305f\u3081\u306e\u57fa\u76e4\u3068\u306a\u308b\u3002<\/p>\n<blockquote data-nodeid=\"20803\">\n<p data-nodeid=\"20804\">\u2705\u00a0<strong data-nodeid=\"21032\">\u5b9a\u7fa9<\/strong>:<em data-nodeid=\"21033\">\u305d\u308c\u306f\u3001\u30a4\u30f3\u30d5\u30e9\u30b9\u30c8\u30e9\u30af\u30c1\u30e3\u3001\u30c7\u30fc\u30bf\u7ba1\u7406\u3001\u30aa\u30fc\u30b1\u30b9\u30c8\u30ec\u30fc\u30b7\u30e7\u30f3\u304b\u3089\u69cb\u6210\u3055\u308c\u308b\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3067\u3042\u308a\u3001AI\/ML\u30e2\u30c7\u30eb\u3092\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3\u3092\u3082\u3063\u3066\u69cb\u7bc9\u30fb\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30fb\u30c7\u30d7\u30ed\u30a4\u53ef\u80fd\u306b\u3059\u308b\u3002<\/em><\/p>\n<\/blockquote>\n<p data-nodeid=\"20805\">\u3053\u306e\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306f\u3001GPU\uff08\u30b0\u30e9\u30d5\u30a3\u30c3\u30af\u30b9\u51e6\u7406\u30e6\u30cb\u30c3\u30c8\uff09\u3084TPU\uff08\u30c6\u30f3\u30bd\u30eb\u51e6\u7406\u30e6\u30cb\u30c3\u30c8\uff09\u306a\u3069\u3001\u5c02\u7528\u306e\u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u3092\u6d3b\u7528\u3059\u308b\u3002<strong data-nodeid=\"21043\">GPU\uff08\u30b0\u30e9\u30d5\u30a3\u30c3\u30af\u30b9\u51e6\u7406\u30e6\u30cb\u30c3\u30c8\uff09<\/strong>\u304a\u3088\u3073<strong data-nodeid=\"21044\">TPU\uff08\u30c6\u30f3\u30bd\u30eb\u51e6\u7406\u30e6\u30cb\u30c3\u30c8\uff09<\/strong>\u3001\u5805\u7262\u306a\u30c7\u30fc\u30bf\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3092\u7d71\u5408\u3057\u3001\u30de\u30a4\u30af\u30ed\u30b5\u30fc\u30d3\u30b9\u3068\u30b3\u30f3\u30c6\u30ca\u30aa\u30fc\u30b1\u30b9\u30c8\u30ec\u30fc\u30b7\u30e7\u30f3\u3092\u6d3b\u7528\u3057\u3066\u3001\u30a4\u30f3\u30c6\u30ea\u30b8\u30a7\u30f3\u30c8\u3067\u5fdc\u7b54\u6027\u304c\u9ad8\u304f\u30b9\u30b1\u30fc\u30e9\u30d6\u30eb\u306a\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u63d0\u4f9b\u3059\u308b\u3002<\/p>\n<hr data-nodeid=\"20806\"\/>\n<h2 data-nodeid=\"20807\">\ud83e\uddf1 AI\u30af\u30e9\u30a6\u30c9\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306e\u30b3\u30a2\u30ec\u30a4\u30e4\u30fc<\/h2>\n<p data-nodeid=\"20808\">\u9069\u5207\u306b\u8a2d\u8a08\u3055\u308c\u305fAI\u30af\u30e9\u30a6\u30c9\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306f\u30015\u3064\u306e\u57fa\u76e4\u3068\u306a\u308b\u30ec\u30a4\u30e4\u30fc\u3067\u69cb\u6210\u3055\u308c\u308b\u3002<\/p>\n<table data-nodeid=\"20810\">\n<thead data-nodeid=\"20811\">\n<tr data-nodeid=\"20812\">\n<th data-nodeid=\"20814\">\u30ec\u30a4\u30e4\u30fc<\/th>\n<th data-nodeid=\"20815\">\u8aac\u660e<\/th>\n<\/tr>\n<\/thead>\n<tbody data-nodeid=\"20818\">\n<tr data-nodeid=\"20819\">\n<td data-nodeid=\"20820\"><strong data-nodeid=\"21054\">1. \u30a4\u30f3\u30d5\u30e9\u30b9\u30c8\u30e9\u30af\u30c1\u30e3\u30ec\u30a4\u30e4\u30fc<\/strong><\/td>\n<td 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data-nodeid=\"20824\">\u591a\u69d8\u306a\u30bd\u30fc\u30b9\uff08IoT\u3001\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3001API\u306a\u3069\uff09\u304b\u3089\u306e\u9ad8\u901f\u5ea6\u30fb\u5927\u91cf\u306e\u30c7\u30fc\u30bf\u306e\u30a4\u30f3\u30b8\u30a7\u30b9\u30c8\u3001\u524d\u51e6\u7406\u3001\u5909\u63db\u3001\u30b9\u30c8\u30ec\u30fc\u30b8\u3092\u7ba1\u7406\u3059\u308b\u3002<\/td>\n<\/tr>\n<tr data-nodeid=\"20825\">\n<td data-nodeid=\"20826\"><strong data-nodeid=\"21068\">3. AI\/ML\u30e2\u30c7\u30eb\u30ec\u30a4\u30e4\u30fc<\/strong><\/td>\n<td data-nodeid=\"20827\">TensorFlow\u3001PyTorch\u3001scikit-learn\u306a\u3069\u306e\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u4f7f\u3063\u3066\u958b\u767a\u3055\u308c\u305f\u3001\u4e8b\u524d\u5b66\u7fd2\u6e08\u307f\u30e2\u30c7\u30eb\u304a\u3088\u3073\u30ab\u30b9\u30bf\u30e0\u30e2\u30c7\u30eb\u3092\u683c\u7d0d\u3059\u308b\u3002<\/td>\n<\/tr>\n<tr data-nodeid=\"20828\">\n<td data-nodeid=\"20829\"><strong data-nodeid=\"21077\">4. \u30aa\u30fc\u30b1\u30b9\u30c8\u30ec\u30fc\u30b7\u30e7\u30f3\u304a\u3088\u3073MLOps\u30ec\u30a4\u30e4\u30fc<\/strong><\/td>\n<td data-nodeid=\"20830\">CI\/CD\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3001\u30d0\u30fc\u30b8\u30e7\u30f3\u7ba1\u7406\u3001\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0\u3001\u518d\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u3092\u901a\u3058\u3066\u3001\u30e2\u30c7\u30eb\u306e\u30e9\u30a4\u30d5\u30b5\u30a4\u30af\u30eb\u3092\u81ea\u52d5\u5316\u3059\u308b\u3002Kubernetes\u3001Argo\u3001\u307e\u305f\u306f\u30af\u30e9\u30a6\u30c9\u30cd\u30a4\u30c6\u30a3\u30d6\u306aMLOps\u30c4\u30fc\u30eb\u306a\u3069\u306e\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u4e0a\u3067\u69cb\u7bc9\u3055\u308c\u308b\u3002<\/td>\n<\/tr>\n<tr data-nodeid=\"20831\">\n<td data-nodeid=\"20832\"><strong data-nodeid=\"21086\">5. \u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u304a\u3088\u3073\u30b5\u30fc\u30d3\u30f3\u30b0\u30ec\u30a4\u30e4\u30fc<\/strong><\/td>\n<td 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data-nodeid=\"20854\">AI\u30af\u30e9\u30a6\u30c9\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306f\u4e07\u80fd\u306e\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u304c\u3001\u7279\u5b9a\u306e\u72b6\u6cc1\u4e0b\u3067\u306f\u4e0d\u53ef\u6b20\u306b\u306a\u308a\u307e\u3059\uff1a<\/p>\n<h3 data-nodeid=\"20855\">\u2705 \u9ad8\u8ca0\u8377\u30ef\u30fc\u30af\u30ed\u30fc\u30c9<\/h3>\n<p data-nodeid=\"20856\">\u7d44\u7e54\u304c\u4ee5\u4e0b\u306e\u4f5c\u696d\u3092\u5b9f\u884c\u3059\u308b\u5834\u5408\uff1a<strong data-nodeid=\"21134\">\u30ea\u30bd\u30fc\u30b9\u96c6\u7d04\u578b\u306eAI\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30b8\u30e7\u30d6<\/strong>\u2014\u4f8b\u3068\u3057\u3066\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff08LLM\uff09\u3001\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30d3\u30b8\u30e7\u30f3\u30b7\u30b9\u30c6\u30e0\u3001\u5f37\u5316\u5b66\u7fd2\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306a\u3069\u2014\u3001\u30c6\u30e9\u30d0\u30a4\u30c8\u5358\u4f4d\u306e\u30c7\u30fc\u30bf\u3068\u6570\u767e\u4e07\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u51e6\u7406\u3067\u304d\u308b\u30b9\u30b1\u30fc\u30e9\u30d6\u30eb\u306aGPU\/TPU\u30af\u30e9\u30b9\u30bf\u304c\u5fc5\u8981\u3067\u3059\u3002<\/p>\n<blockquote data-nodeid=\"20857\">\n<p data-nodeid=\"20858\">\ud83d\udca1\u00a0<em data-nodeid=\"21140\">\u4f8b\uff1a<\/em>1000\u5104\u30d1\u30e9\u30e1\u30fc\u30bf\u306eLLM\u3092\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3059\u308b\u306b\u306f\u3001\u6570\u767e\u53f0\u306eGPU\u3068\u5206\u6563\u51e6\u7406\u304c\u5fc5\u8981\u3067\u3042\u308a\u3001\u30af\u30e9\u30a6\u30c9\u898f\u6a21\u306e\u30a4\u30f3\u30d5\u30e9\u30b9\u30c8\u30e9\u30af\u30c1\u30e3\u304c\u306a\u3051\u308c\u3070\u5b9f\u73fe\u3067\u304d\u307e\u305b\u3093\u3002<\/p>\n<\/blockquote>\n<h3 data-nodeid=\"20859\">\u2705 \u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u30a4\u30f3\u30c6\u30ea\u30b8\u30a7\u30f3\u30b9<\/h3>\n<p data-nodeid=\"20860\">\u4ee5\u4e0b\u306e\u8981\u4ef6\u3092\u6e80\u305f\u3059\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u5834\u5408\uff1a<strong data-nodeid=\"21151\">\u5373\u6642\u5fdc\u7b54<\/strong>\u3001\u4f8b\u3048\u3070\u4e0d\u6b63\u691c\u51fa\u3001\u81ea\u52d5\u904b\u8ee2\u8eca\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u30ec\u30b3\u30e1\u30f3\u30c7\u30fc\u30b7\u30e7\u30f3\u30a8\u30f3\u30b8\u30f3\u306a\u3069\u3001AI\u3092\u30a8\u30c3\u30b8\u3084\u30af\u30e9\u30a6\u30c9\u306b\u5c55\u958b\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<strong data-nodeid=\"21152\">\u30a8\u30c3\u30b8<\/strong>\u306f\u4e0d\u53ef\u6b20\u3067\u3059\u3002<\/p>\n<blockquote data-nodeid=\"20861\">\n<p data-nodeid=\"20862\">\ud83c\udf10\u00a0<em data-nodeid=\"21158\">\u30a8\u30c3\u30b8AI<\/em>: \u63a8\u8ad6\u3092\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\uff08\u4f8b\uff1aIoT\u30bb\u30f3\u30b5\u30fc\u3001\u30b9\u30de\u30fc\u30c8\u30d5\u30a9\u30f3\uff09\u306b\u8fd1\u3065\u3051\u308b\u3053\u3068\u3067\u3001\u9045\u5ef6\u3068\u5e2f\u57df\u5e45\u306e\u4f7f\u7528\u91cf\u304c\u524a\u6e1b\u3055\u308c\u307e\u3059\u3002<\/p>\n<\/blockquote>\n<h3 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data-nodeid=\"21171\">\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\uff1a<\/em>\u533b\u7642\u6a5f\u95a2\u304c\u30aa\u30f3\u30d7\u30ec\u30df\u30b9\u3067\u30e2\u30c7\u30eb\u3092\u5b66\u7fd2\uff08HIPAA\u6e96\u62e0\u306e\u305f\u3081\uff09\u3059\u308b\u304c\u3001\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3\u3092\u76ee\u7684\u3068\u3057\u3066\u63a8\u8ad6\u3092\u30d1\u30d6\u30ea\u30c3\u30af\u30af\u30e9\u30a6\u30c9\u306b\u5c55\u958b\u3059\u308b\u3002<\/p>\n<\/blockquote>\n<hr data-nodeid=\"20867\"\/>\n<h2 data-nodeid=\"20868\">\ud83d\udee0\ufe0f AI\u30af\u30e9\u30a6\u30c9\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306e\u69cb\u7bc9\u3068\u5b9f\u88c5\u65b9\u6cd5<\/h2>\n<p data-nodeid=\"20869\">AI\u30af\u30e9\u30a6\u30c9\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3092\u5b9f\u88c5\u3059\u308b\u306b\u306f\u3001\u69cb\u9020\u7684\u3067\u6bb5\u968e\u7684\u306a\u30a2\u30d7\u30ed\u30fc\u30c1\u304c\u5fc5\u8981\u3067\u3059\u3002\u4ee5\u4e0b\u306e5\u3064\u306e\u30b9\u30c6\u30c3\u30d7\u306b\u5f93\u3063\u3066\u304f\u3060\u3055\u3044\uff1a<\/p>\n<h3 data-nodeid=\"20870\">1.\u00a0<strong data-nodeid=\"21180\">\u30bb\u30ad\u30e5\u30a2\u306a\u30c7\u30fc\u30bf\u57fa\u76e4\u3092\u69cb\u7bc9\u3059\u308b<\/strong><\/h3>\n<ul data-nodeid=\"20871\">\n<li data-nodeid=\"20872\">\n<p data-nodeid=\"20873\">\u69cb\u7bc9\u3059\u308b\u00a0<strong data-nodeid=\"21190\">\u30c7\u30fc\u30bf\u30ec\u30a4\u30af<\/strong>\u00a0\u307e\u305f\u306f\u00a0<strong data-nodeid=\"21191\">\u30c7\u30fc\u30bf\u30a6\u30a7\u30a2\u30cf\u30a6\u30b9<\/strong>\u00a0\u30b9\u30c8\u30ea\u30fc\u30df\u30f3\u30b0\u30c7\u30fc\u30bf\u304a\u3088\u3073\u30d0\u30c3\u30c1\u30c7\u30fc\u30bf\u3092\u53d7\u4fe1\u3067\u304d\u308b\u3082\u306e\u3002<\/p>\n<\/li>\n<li data-nodeid=\"20874\">\n<p data-nodeid=\"20875\">\u30c7\u30fc\u30bf\u30ac\u30d0\u30ca\u30f3\u30b9\u3001\u30e9\u30a4\u30f3\u30ec\u30fc\u30b8\u8ffd\u8de1\u3001\u30a2\u30af\u30bb\u30b9\u5236\u5fa1\u3092\u5b9f\u88c5\u3059\u308b\u3002<\/p>\n<\/li>\n<li data-nodeid=\"20876\">\n<p data-nodeid=\"20877\">\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u30c7\u30fc\u30bf\u306e\u30a4\u30f3\u30b8\u30a7\u30b9\u30c8\u306b\u306f\u3001Apache Kafka\u3001AWS Glue\u3001\u307e\u305f\u306fGoogle Dataflow\u306a\u3069\u306e\u30c4\u30fc\u30eb\u3092\u4f7f\u7528\u3059\u308b\u3002<\/p>\n<\/li>\n<\/ul>\n<h3 data-nodeid=\"20878\">2.\u00a0<strong data-nodeid=\"21198\">\u9069\u5207\u306a\u30af\u30e9\u30a6\u30c9\u30a4\u30f3\u30d5\u30e9\u3092\u9078\u629e\u3059\u308b<\/strong><\/h3>\n<p data-nodeid=\"20879\">AI\u5411\u3051\u306b\u6700\u9069\u5316\u3055\u308c\u305f\u30af\u30e9\u30a6\u30c9\u30d7\u30ed\u30d0\u30a4\u30c0\u30fc\u304a\u3088\u3073\u30b5\u30fc\u30d3\u30b9\u3092\u9078\u629e\u3059\u308b\uff1a<\/p>\n<ul data-nodeid=\"20880\">\n<li data-nodeid=\"20881\">\n<p data-nodeid=\"20882\"><strong data-nodeid=\"21204\">AWS<\/strong>: SageMaker\u3001EC2 GPU\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\uff08P4\u3001G5\uff09\u3001S3<\/p>\n<\/li>\n<li data-nodeid=\"20883\">\n<p data-nodeid=\"20884\"><strong data-nodeid=\"21209\">Azure<\/strong>: Azure ML\u3001GPU VM\u3001Blob\u30b9\u30c8\u30ec\u30fc\u30b8\u3001Databricks<\/p>\n<\/li>\n<li data-nodeid=\"20885\">\n<p data-nodeid=\"20886\"><strong data-nodeid=\"21214\">GCP<\/strong>: Vertex AI\u3001TPU\u30dd\u30c3\u30c9\u3001BigQuery\u3001Cloud Storage<\/p>\n<\/li>\n<\/ul>\n<blockquote data-nodeid=\"20887\">\n<p data-nodeid=\"20888\">\ud83c\udfaf\u00a0<em data-nodeid=\"21232\">\u30d2\u30f3\u30c8\uff1a<\/em>\u00a0\u6b21\u3092\u9078\u629e\u3057\u3066\u304f\u3060\u3055\u3044\u00a0<strong data-nodeid=\"21233\">GPU\/TPU\u6700\u9069\u5316\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9<\/strong>\u00a0\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u4e2d\u306b\uff1b\u6b21\u306b\u5207\u308a\u66ff\u3048\u308b\u00a0<strong data-nodeid=\"21234\">\u30b9\u30dd\u30c3\u30c8\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9<\/strong>\u00a0\u307e\u305f\u306f\u00a0<strong data-nodeid=\"21235\">\u30b5\u30fc\u30d0\u30fc\u30ec\u30b9<\/strong>\u00a0\u63a8\u8ad6\u6642\u306e\u30b3\u30b9\u30c8\u524a\u6e1b\u306e\u305f\u3081\u306b\u3002<\/p>\n<\/blockquote>\n<h3 data-nodeid=\"20889\">3.\u00a0<strong data-nodeid=\"21240\">MLOps\u306e\u5b9f\u8df5\u3092\u5c0e\u5165\u3059\u308b<\/strong><\/h3>\n<p data-nodeid=\"20890\">AI\u30e9\u30a4\u30d5\u30b5\u30a4\u30af\u30eb\u5168\u4f53\u3092\u81ea\u52d5\u5316\u3059\u308b\uff1a<\/p>\n<ul data-nodeid=\"20891\">\n<li data-nodeid=\"20892\">\n<p data-nodeid=\"20893\">\u30c7\u30fc\u30bf\u3001\u30b3\u30fc\u30c9\u3001\u30e2\u30c7\u30eb\u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u7ba1\u7406\uff08DVC\u3001MLflow\u3001\u307e\u305f\u306fGit\u3092\u4f7f\u7528\uff09\u3002<\/p>\n<\/li>\n<li data-nodeid=\"20894\">\n<p data-nodeid=\"20895\">\u30e2\u30c7\u30eb\u306e\u518d\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u304a\u3088\u3073\u30c7\u30d7\u30ed\u30a4\u30e1\u30f3\u30c8\u7528\u306eCI\/CD\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3002<\/p>\n<\/li>\n<li data-nodeid=\"20896\">\n<p data-nodeid=\"20897\">\u6027\u80fd\u306e\u4f4e\u4e0b\u3001\u30c7\u30fc\u30bf\u30c9\u30ea\u30d5\u30c8\u3001\u30d0\u30a4\u30a2\u30b9\u306b\u5bfe\u3059\u308b\u30e2\u30c7\u30eb\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0\u3002<\/p>\n<\/li>\n<\/ul>\n<blockquote data-nodeid=\"20898\">\n<p data-nodeid=\"20899\">\ud83d\udd04\u00a0<em data-nodeid=\"21250\">MLOps = AI\u306eDevOps<\/em>\u00a0\u2014 \u518d\u73fe\u6027\u3001\u4fe1\u983c\u6027\u3001\u30c8\u30ec\u30fc\u30b5\u30d3\u30ea\u30c6\u30a3\u3092\u78ba\u4fdd\u3057\u307e\u3059\u3002<\/p>\n<\/blockquote>\n<h3 data-nodeid=\"20900\">4.\u00a0<strong data-nodeid=\"21257\">\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3068\u30b3\u30b9\u30c8\u306e\u6700\u9069\u5316<\/strong><\/h3>\n<ul data-nodeid=\"20901\">\n<li data-nodeid=\"20902\">\n<p data-nodeid=\"20903\">\u00a0\u6b21\u3092\u4f7f\u7528\u3057\u3066\u304f\u3060\u3055\u3044\u00a0<strong data-nodeid=\"21263\">\u30aa\u30fc\u30c8\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0\u30b0\u30eb\u30fc\u30d7<\/strong>\u00a0\u9700\u8981\u306b\u5fdc\u3058\u3066\u8a08\u7b97\u30ea\u30bd\u30fc\u30b9\u3092\u8abf\u6574\u3059\u308b\u3002<\/p>\n<\/li>\n<li data-nodeid=\"20904\">\n<p data-nodeid=\"20905\">\u00a0\u6b21\u3092\u6d3b\u7528\u3059\u308b\u00a0<strong data-nodeid=\"21273\">\u30b9\u30dd\u30c3\u30c8\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9<\/strong>\u00a0\u304a\u3088\u3073\u00a0<strong data-nodeid=\"21274\">\u30d7\u30ea\u30a8\u30f3\u30d7\u30c6\u30a3\u30d6\u30ebVM<\/strong>\u00a0\u975e\u91cd\u8981\u306a\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30b8\u30e7\u30d6\u306b\u4f7f\u7528\u3059\u308b\u3002<\/p>\n<\/li>\n<li data-nodeid=\"20906\">\n<p data-nodeid=\"20907\">\u4f7f\u7528\u3059\u308b<strong data-nodeid=\"21288\">\u30c7\u30fc\u30bf\u5727\u7e2e<\/strong>,\u00a0<strong data-nodeid=\"21289\">\u30ad\u30e3\u30c3\u30b7\u30e5<\/strong>\u3001\u304a\u3088\u3073<strong data-nodeid=\"21290\">\u968e\u5c64\u30b9\u30c8\u30ec\u30fc\u30b8<\/strong>\u30b3\u30b9\u30c8\u524a\u6e1b\u306b\u5f79\u7acb\u3064\u3002<\/p>\n<\/li>\n<\/ul>\n<h3 data-nodeid=\"20908\">5.\u00a0<strong data-nodeid=\"21297\">\u30ac\u30d0\u30ca\u30f3\u30b9\u3068\u502b\u7406\u7684\u306aAI\u3092\u7d71\u5408\u3059\u308b<\/strong><\/h3>\n<p data-nodeid=\"20909\">\u6700\u521d\u304b\u3089\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3068\u30b3\u30f3\u30d7\u30e9\u30a4\u30a2\u30f3\u30b9\u3092\u7d71\u5408\u3059\u308b\uff1a<\/p>\n<ul data-nodeid=\"20910\">\n<li data-nodeid=\"20911\">\n<p data-nodeid=\"20912\">\u9759\u6b62\u4e2d\u304a\u3088\u3073\u8ee2\u9001\u4e2d\u306e\u30c7\u30fc\u30bf\u3092\u6697\u53f7\u5316\u3059\u308b\u3002<\/p>\n<\/li>\n<li data-nodeid=\"20913\">\n<p data-nodeid=\"20914\">\u30ed\u30fc\u30eb\u30d9\u30fc\u30b9\u30a2\u30af\u30bb\u30b9\u5236\u5fa1\uff08RBAC\uff09\u3092\u5b9f\u88c5\u3059\u308b\u3002<\/p>\n<\/li>\n<li data-nodeid=\"20915\">\n<p data-nodeid=\"20916\">\u30e2\u30c7\u30eb\u306e\u30d0\u30a4\u30a2\u30b9\u3001\u516c\u5e73\u6027\u3001\u8aac\u660e\u53ef\u80fd\u6027\uff08XAI\uff09\u3092\u76e3\u8996\u3059\u308b\u3002<\/p>\n<\/li>\n<li data-nodeid=\"20917\">\n<p data-nodeid=\"20918\">GDPR\u3001CCPA\u3001HIPAA\u306a\u3069\u306e\u898f\u5236\u3078\u306e\u6e96\u62e0\u3092\u78ba\u4fdd\u3059\u308b\u3002<\/p>\n<\/li>\n<\/ul>\n<blockquote data-nodeid=\"20919\">\n<p data-nodeid=\"20920\">\ud83d\udee1\ufe0f\u00a0<em data-nodeid=\"21307\">\u4e88\u9632\u7684\u306a\u30ac\u30d0\u30ca\u30f3\u30b9\u306b\u3088\u308a\u3001\u9ad8\u30b3\u30b9\u30c8\u306e\u5931\u6557\u3084\u8a55\u5224\u640d\u50b7\u3092\u9632\u3050\u3002<\/em><\/p>\n<\/blockquote>\n<hr data-nodeid=\"20921\"\/>\n<h2 data-nodeid=\"20922\">\ud83d\udd11 AI\u30af\u30e9\u30a6\u30c9\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306e\u4e3b\u8981\u306a\u30b3\u30f3\u30bb\u30d7\u30c8<\/h2>\n<p data-nodeid=\"20923\">\u3053\u308c\u3089\u306e\u57fa\u76e4\u3068\u306a\u308b\u30b3\u30f3\u30bb\u30d7\u30c8\u3092\u7406\u89e3\u3059\u308b\u3053\u3068\u306f\u3001\u52b9\u679c\u7684\u306aAI\u30b7\u30b9\u30c6\u30e0\u3092\u8a2d\u8a08\u3059\u308b\u4e0a\u3067\u4e0d\u53ef\u6b20\u3067\u3042\u308b\uff1a<\/p>\n<table data-nodeid=\"20925\">\n<thead data-nodeid=\"20926\">\n<tr data-nodeid=\"20927\">\n<th data-nodeid=\"20929\">\u30b3\u30f3\u30bb\u30d7\u30c8<\/th>\n<th data-nodeid=\"20930\">\u8aac\u660e<\/th>\n<\/tr>\n<\/thead>\n<tbody data-nodeid=\"20933\">\n<tr data-nodeid=\"20934\">\n<td data-nodeid=\"20935\"><strong data-nodeid=\"21315\">MLOps\uff08\u6a5f\u68b0\u5b66\u7fd2\u904b\u7528\uff09<\/strong><\/td>\n<td data-nodeid=\"20936\">ML\u3001DevOps\u3001\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u3092\u7d71\u5408\u3057\u3001\u30e2\u30c7\u30eb\u30e9\u30a4\u30d5\u30b5\u30a4\u30af\u30eb\u3092\u81ea\u52d5\u5316\u30fb\u6700\u9069\u5316\u3059\u308b\u5206\u91ce\u3002<\/td>\n<\/tr>\n<tr data-nodeid=\"20937\">\n<td data-nodeid=\"20938\"><strong data-nodeid=\"21320\">\u30c7\u30fc\u30bf\u91cd\u529b<\/strong><\/td>\n<td data-nodeid=\"20939\">\u5927\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3092\u8d8a\u3048\u3066\u79fb\u52d5\u3059\u308b\u3068\u3044\u3046\u8ab2\u984c\u3002\u89e3\u6c7a\u7b56\uff1a\u30c7\u30fc\u30bf\u306b\u8fd1\u3044\u5834\u6240\u306b\u8a08\u7b97\u30ea\u30bd\u30fc\u30b9\u3092\u914d\u7f6e\u3059\u308b\uff08\u4f8b\uff1a\u30aa\u30f3\u30d7\u30ec\u30df\u30b9\u307e\u305f\u306f\u5730\u57df\u30af\u30e9\u30a6\u30c9\u30be\u30fc\u30f3\uff09\u3002<\/td>\n<\/tr>\n<tr data-nodeid=\"20940\">\n<td data-nodeid=\"20941\"><strong data-nodeid=\"21325\">\u30e2\u30c7\u30eb\u30b5\u30fc\u30d3\u30f3\u30b0\uff0f\u63a8\u8ad6<\/strong><\/td>\n<td 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data-nodeid=\"21383\">\u30c8\u30ec\u30f3\u30c9\uff1a<\/em>\u00a0\u5927\u591a\u6570\u306e\u4f01\u696d\u304c\u63a1\u7528\u3057\u3066\u3044\u308b\u00a0<strong data-nodeid=\"21384\">\u30cf\u30a4\u30d6\u30ea\u30c3\u30c9\uff0f\u30de\u30eb\u30c1\u30af\u30e9\u30a6\u30c9<\/strong>\u00a0\u30a2\u30b8\u30e3\u30a4\u30eb\u6027\u3001\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3001\u30b3\u30b9\u30c8\u306e\u30d0\u30e9\u30f3\u30b9\u3092\u53d6\u308b\u6226\u7565\u3002<\/p>\n<\/blockquote>\n<hr data-nodeid=\"20989\"\/>\n<h2 data-nodeid=\"20990\">\ud83d\udee0\ufe0f Visual Paradigm\u306eAI\u30af\u30e9\u30a6\u30c9\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u30b9\u30bf\u30b8\u30aa\uff1a\u753b\u671f\u7684\u306a\u5909\u5316<\/h2>\n<p data-nodeid=\"20991\">AI\u30b7\u30b9\u30c6\u30e0\u306e\u8907\u96d1\u3055\u304c\u5897\u3059\u4e2d\u3067\u3001\u8996\u899a\u7684\u30e2\u30c7\u30ea\u30f3\u30b0\u306f\u4e0d\u53ef\u6b20\u306b\u306a\u308a\u307e\u3059\u3002\u3053\u3053\u306b\u767b\u5834\u3059\u308b\u306e\u304c\u00a0<strong data-nodeid=\"21391\">Visual Paradigm\u306eAI\u30af\u30e9\u30a6\u30c9\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u30b9\u30bf\u30b8\u30aa<\/strong>\u2014AI\u99c6\u52d5\u306e\u30af\u30e9\u30a6\u30c9\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u8a2d\u8a08\u3092\u7c21\u7d20\u5316\u30fb\u52a0\u901f\u3059\u308b\u305f\u3081\u306b\u8a2d\u8a08\u3055\u308c\u305f\u5148\u9032\u7684\u306a\u30c4\u30fc\u30eb\u3002<\/p>\n<h3 data-nodeid=\"20992\">\ud83c\udf1f \u6a5f\u80fd\u3068\u5bfe\u5fdc\u80fd\u529b\uff1a<\/h3>\n<ul data-nodeid=\"20993\">\n<li data-nodeid=\"20994\">\n<p data-nodeid=\"20995\"><strong data-nodeid=\"21399\">AI\u99c6\u52d5\u306e\u30e2\u30c7\u30ea\u30f3\u30b0<\/strong>\uff1a\u81ea\u7136\u8a00\u8a9e\u306e\u30d7\u30ed\u30f3\u30d7\u30c8\u304b\u3089\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u56f3\u3092\u751f\u6210\u3059\u308b\u3002<\/p>\n<\/li>\n<li data-nodeid=\"20996\">\n<p data-nodeid=\"20997\"><strong 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Paradigm\u306eAI\u30af\u30e9\u30a6\u30c9\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u30b9\u30bf\u30b8\u30aa\u306e\u8a73\u7d30\u5206\u6790<\/a>\uff1a\u3053\u306e\u30c4\u30fc\u30eb\u306eAI\u6a5f\u80fd\u3001\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u3001\u4f01\u696d\u5411\u3051\u30af\u30e9\u30a6\u30c9\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306b\u304a\u3051\u308b\u5b9f\u969b\u306e\u5fdc\u7528\u3092\u5305\u62ec\u7684\u306b\u5206\u6790\u3002<\/li>\n<li><a data-nodeid=\"21438\" href=\"https:\/\/updates.visual-paradigm.com\/releases\/ai-cloud-architecture-studio-launch\/\">AI\u30af\u30e9\u30a6\u30c9\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u30b9\u30bf\u30b8\u30aa\u767a\u8868\u306e\u304a\u77e5\u3089\u305b<\/a>\uff1aVisual Paradigm\u306e\u516c\u5f0f\u30ea\u30ea\u30fc\u30b9\u30ce\u30fc\u30c8\u30022026\u5e742\u6708\u306b\u30c4\u30fc\u30eb\u304c\u30ea\u30ea\u30fc\u30b9\u3055\u308c\u308b\u3053\u3068\u3092\u767a\u8868\u3057\u3001\u4e3b\u306a\u6a5f\u80fd\u3068\u521d\u671f\u306e\u5229\u7528\u53ef\u80fd\u72b6\u6cc1\u3092\u542b\u3080\u3002<\/li>\n<li><a data-nodeid=\"21445\" href=\"https:\/\/ai.visual-paradigm.com\/tool\/ai-cloud-architecture-studio\">AI\u30af\u30e9\u30a6\u30c9\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u30b9\u30bf\u30b8\u30aa \u2013 Visual Paradigm AI\u30dd\u30fc\u30bf\u30eb<\/a>\uff1aAI\u30af\u30e9\u30a6\u30c9\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u30b9\u30bf\u30b8\u30aa\u306b\u30a2\u30af\u30bb\u30b9\u3059\u308b\u305f\u3081\u306e\u5c02\u7528Web\u30dd\u30fc\u30bf\u30eb\u3002\u30e9\u30a4\u30d6\u30c7\u30e2\u3001\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u3001\u30e6\u30fc\u30b6\u30fc\u30ac\u30a4\u30c9\u3092\u5099\u3048\u308b\u3002<\/li>\n<li><a data-nodeid=\"21452\" href=\"https:\/\/ai-toolbox.visual-paradigm.com\/app\/ai-cloud-architecture-studio\/\">AI\u30af\u30e9\u30a6\u30c9\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u30b9\u30bf\u30b8\u30aa \u2013 Visual Paradigm\u306b\u3088\u308bAI\u30c4\u30fc\u30eb\u30dc\u30c3\u30af\u30b9<\/a>\uff1aAI\u99c6\u52d5\u306e\u30e2\u30c7\u30ea\u30f3\u30b0\u30c4\u30fc\u30eb\u306e\u4e2d\u5fc3\u7684\u306a\u30cf\u30d6\u3002\u30af\u30e9\u30a6\u30c9\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u30b9\u30bf\u30b8\u30aa\u304a\u3088\u3073\u95a2\u9023\u3059\u308bAI\u6a5f\u80fd\u3078\u306e\u30a2\u30af\u30bb\u30b9\u3092\u542b\u3080\u3002<\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>\u4eba\u5de5\u77e5\u80fd\uff08AI\uff09\u3068\u6a5f\u68b0\u5b66\u7fd2\uff08ML\uff09\u306e\u6642\u4ee3\u306b\u304a\u3044\u3066\u3001\u7d44\u7e54\u306f\u5358\u306b&hellip;<\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_yoast_wpseo_title":"","_yoast_wpseo_metadesc":"","fifu_image_url":"","fifu_image_alt":"","footnotes":""},"categories":[61,83],"tags":[],"class_list":["post-1599","post","type-post","status-publish","format-standard","hentry","category-ai","category-cloud-architecture"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.1.1 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>AI\u30af\u30e9\u30a6\u30c9\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\uff1a\u30b9\u30b1\u30fc\u30e9\u30d6\u30eb\u3067\u30a4\u30f3\u30c6\u30ea\u30b8\u30a7\u30f3\u30c8\u306a\u30af\u30e9\u30a6\u30c9\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u57fa\u76e4 - Viz Note Japanese - AI Insights &amp; Software Industry Updates<\/title>\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.viz-note.com\/ja\/ai-cloud-architecture-the-foundation-of-scalable-intelligent-cloud-applications\/\" \/>\n<meta property=\"og:locale\" content=\"ja_JP\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" 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