{"id":1593,"date":"2026-03-20T06:35:41","date_gmt":"2026-03-20T06:35:41","guid":{"rendered":"https:\/\/www.viz-note.com\/cn\/ai-cloud-architecture-the-foundation-of-scalable-intelligent-cloud-applications\/"},"modified":"2026-03-20T06:35:41","modified_gmt":"2026-03-20T06:35:41","slug":"ai-cloud-architecture-the-foundation-of-scalable-intelligent-cloud-applications","status":"publish","type":"post","link":"https:\/\/www.viz-note.com\/cn\/ai-cloud-architecture-the-foundation-of-scalable-intelligent-cloud-applications\/","title":{"rendered":"\u4eba\u5de5\u667a\u80fd\u4e91\u67b6\u6784\uff1a\u53ef\u6269\u5c55\u3001\u667a\u80fd\u4e91\u5e94\u7528\u7684\u57fa\u7840"},"content":{"rendered":"<p 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data-nodeid=\"21023\">\u4eba\u5de5\u667a\u80fd\u4e91\u67b6\u6784<\/strong><\/a>\u662f\u57fa\u4e8e\u4e91\u7684\u53ef\u6269\u5c55\u57fa\u7840\u8bbe\u65bd\u7684\u7ed3\u6784\u8bbe\u8ba1\u2014\u2014\u5305\u62ec\u8ba1\u7b97\u3001\u5b58\u50a8\u548c\u7f51\u7edc\u8d44\u6e90\u2014\u2014\u4e13\u95e8\u4f18\u5316\u4ee5\u652f\u6301\u4eba\u5de5\u667a\u80fd\u548c\u673a\u5668\u5b66\u4e60\u5de5\u4f5c\u8d1f\u8f7d\u3002\u5b83\u4f5c\u4e3a\u6784\u5efa\u3001\u8bad\u7ec3\u3001\u90e8\u7f72\u548c\u5b89\u5168\u9ad8\u6548\u7ba1\u7406\u4eba\u5de5\u667a\u80fd\u6a21\u578b\u7684\u9aa8\u5e72\u3002<\/p>\n<blockquote data-nodeid=\"20803\">\n<p data-nodeid=\"20804\">\u2705\u00a0<strong data-nodeid=\"21032\">\u5b9a\u4e49<\/strong>:<em 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data-nodeid=\"21171\">\u5e94\u7528\u573a\u666f\uff1a<\/em>\u4e00\u5bb6\u533b\u7597\u4fdd\u5065\u63d0\u4f9b\u5546\u5728\u672c\u5730\u8bad\u7ec3\u6a21\u578b\uff08\u4ee5\u7b26\u5408HIPAA\u8981\u6c42\uff09\uff0c\u4f46\u5c06\u63a8\u7406\u90e8\u7f72\u5728\u516c\u6709\u4e91\u4ee5\u5b9e\u73b0\u53ef\u6269\u5c55\u6027\u3002<\/p>\n<\/blockquote>\n<hr data-nodeid=\"20867\"\/>\n<h2 data-nodeid=\"20868\">\ud83d\udee0\ufe0f \u5982\u4f55\u6784\u5efa\u4e0e\u5b9e\u65bd\u4eba\u5de5\u667a\u80fd\u4e91\u67b6\u6784<\/h2>\n<p data-nodeid=\"20869\">\u5b9e\u65bd\u4eba\u5de5\u667a\u80fd\u4e91\u67b6\u6784\u9700\u8981\u7ed3\u6784\u5316\u3001\u5206\u9636\u6bb5\u7684\u65b9\u6cd5\u3002\u8bf7\u9075\u5faa\u4ee5\u4e0b\u4e94\u4e2a\u6b65\u9aa4\uff1a<\/p>\n<h3 data-nodeid=\"20870\">1.\u00a0<strong data-nodeid=\"21180\">\u5efa\u7acb\u5b89\u5168\u7684\u6570\u636e\u57fa\u7840<\/strong><\/h3>\n<ul data-nodeid=\"20871\">\n<li data-nodeid=\"20872\">\n<p data-nodeid=\"20873\">\u6784\u5efa\u00a0<strong data-nodeid=\"21190\">\u6570\u636e\u6e56<\/strong>\u6216\u00a0<strong data-nodeid=\"21191\">\u6570\u636e\u4ed3\u5e93<\/strong>\uff0c\u80fd\u591f\u63a5\u6536\u6d41\u5f0f\u548c\u6279\u91cf\u6570\u636e\u3002<\/p>\n<\/li>\n<li data-nodeid=\"20874\">\n<p data-nodeid=\"20875\">\u5b9e\u65bd\u6570\u636e\u6cbb\u7406\u3001\u6570\u636e\u8840\u7f18\u8ffd\u8e2a\u548c\u8bbf\u95ee\u63a7\u5236\u3002<\/p>\n<\/li>\n<li data-nodeid=\"20876\">\n<p data-nodeid=\"20877\">\u4f7f\u7528Apache Kafka\u3001AWS Glue\u6216Google Dataflow\u7b49\u5de5\u5177\u5b9e\u73b0\u5b9e\u65f6\u6570\u636e\u6444\u5165\u3002<\/p>\n<\/li>\n<\/ul>\n<h3 data-nodeid=\"20878\">2.\u00a0<strong data-nodeid=\"21198\">\u9009\u62e9\u5408\u9002\u7684\u4e91\u57fa\u7840\u8bbe\u65bd<\/strong><\/h3>\n<p data-nodeid=\"20879\">\u9009\u62e9\u4e13\u4e3a\u4eba\u5de5\u667a\u80fd\u8bbe\u8ba1\u7684\u4e91\u670d\u52a1\u5546\u548c\u4e91\u670d\u52a1\uff1a<\/p>\n<ul data-nodeid=\"20880\">\n<li data-nodeid=\"20881\">\n<p data-nodeid=\"20882\"><strong data-nodeid=\"21204\">AWS<\/strong>: SageMaker\uff0cEC2 GPU\u5b9e\u4f8b\uff08P4\u3001G5\uff09\uff0cS3<\/p>\n<\/li>\n<li data-nodeid=\"20883\">\n<p data-nodeid=\"20884\"><strong data-nodeid=\"21209\">Azure<\/strong>: Azure ML\uff0cGPU\u865a\u62df\u673a\uff0cBlob\u5b58\u50a8\uff0cDatabricks<\/p>\n<\/li>\n<li data-nodeid=\"20885\">\n<p data-nodeid=\"20886\"><strong data-nodeid=\"21214\">GCP<\/strong>: Vertex AI\uff0cTPU\u96c6\u7fa4\uff0cBigQuery\uff0cCloud Storage<\/p>\n<\/li>\n<\/ul>\n<blockquote data-nodeid=\"20887\">\n<p data-nodeid=\"20888\">\ud83c\udfaf\u00a0<em data-nodeid=\"21232\">\u63d0\u793a\uff1a<\/em>\u00a0\u9009\u62e9\u00a0<strong data-nodeid=\"21233\">GPU\/TPU\u4f18\u5316\u5b9e\u4f8b<\/strong>\u00a0\u5728\u8bad\u7ec3\u671f\u95f4\uff1b\u5207\u6362\u5230\u00a0<strong data-nodeid=\"21234\">\u6309\u9700\u5b9e\u4f8b<\/strong>\u00a0\u6216\u00a0<strong data-nodeid=\"21235\">\u65e0\u670d\u52a1\u5668<\/strong>\u00a0\u4ee5\u5728\u63a8\u7406\u671f\u95f4\u8282\u7701\u6210\u672c\u3002<\/p>\n<\/blockquote>\n<h3 data-nodeid=\"20889\">3.\u00a0<strong data-nodeid=\"21240\">\u5b9e\u65bdMLOps\u5b9e\u8df5<\/strong><\/h3>\n<p data-nodeid=\"20890\">\u81ea\u52a8\u5316\u6574\u4e2aAI\u751f\u547d\u5468\u671f\uff1a<\/p>\n<ul data-nodeid=\"20891\">\n<li data-nodeid=\"20892\">\n<p data-nodeid=\"20893\">\u6570\u636e\u3001\u4ee3\u7801\u548c\u6a21\u578b\u7684\u7248\u672c\u63a7\u5236\uff08\u4f7f\u7528DVC\u3001MLflow\u6216Git\uff09\u3002<\/p>\n<\/li>\n<li data-nodeid=\"20894\">\n<p data-nodeid=\"20895\">\u7528\u4e8e\u6a21\u578b\u91cd\u65b0\u8bad\u7ec3\u548c\u90e8\u7f72\u7684CI\/CD\u6d41\u6c34\u7ebf\u3002<\/p>\n<\/li>\n<li data-nodeid=\"20896\">\n<p data-nodeid=\"20897\">\u5bf9\u6027\u80fd\u4e0b\u964d\u3001\u6570\u636e\u6f02\u79fb\u548c\u504f\u5dee\u8fdb\u884c\u6a21\u578b\u76d1\u63a7\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\u9886\u57df\u7684DevOps<\/em>\u00a0\u2014 \u786e\u4fdd\u53ef\u590d\u73b0\u6027\u3001\u53ef\u9760\u6027\u548c\u53ef\u8ffd\u6eaf\u6027\u3002<\/p>\n<\/blockquote>\n<h3 data-nodeid=\"20900\">4.\u00a0<strong data-nodeid=\"21257\">\u4f18\u5316\u6027\u80fd\u4e0e\u6210\u672c<\/strong><\/h3>\n<ul data-nodeid=\"20901\">\n<li data-nodeid=\"20902\">\n<p data-nodeid=\"20903\">\u4f7f\u7528\u00a0<strong data-nodeid=\"21263\">\u81ea\u52a8\u4f38\u7f29\u7ec4<\/strong>\u00a0\u6839\u636e\u9700\u6c42\u8c03\u6574\u8ba1\u7b97\u8d44\u6e90\u3002<\/p>\n<\/li>\n<li data-nodeid=\"20904\">\n<p data-nodeid=\"20905\">\u5229\u7528\u00a0<strong data-nodeid=\"21273\">\u6309\u9700\u5b9e\u4f8b<\/strong>\u00a0\u548c\u00a0<strong data-nodeid=\"21274\">\u53ef\u62a2\u5360\u865a\u62df\u673a<\/strong>\u00a0\u7528\u4e8e\u975e\u5173\u952e\u7684\u8bad\u7ec3\u4efb\u52a1\u3002<\/p>\n<\/li>\n<li data-nodeid=\"20906\">\n<p data-nodeid=\"20907\">\u91c7\u7528<strong data-nodeid=\"21288\">\u6570\u636e\u538b\u7f29<\/strong>,\u00a0<strong data-nodeid=\"21289\">\u7f13\u5b58<\/strong>\uff0c\u4ee5\u53ca<strong data-nodeid=\"21290\">\u5206\u5c42\u5b58\u50a8<\/strong>\u4ee5\u964d\u4f4e\u6210\u672c\u3002<\/p>\n<\/li>\n<\/ul>\n<h3 data-nodeid=\"20908\">5.\u00a0<strong data-nodeid=\"21297\">\u5d4c\u5165\u6cbb\u7406\u4e0e\u4f26\u7406AI<\/strong><\/h3>\n<p data-nodeid=\"20909\">\u4ece\u7b2c\u4e00\u5929\u8d77\u5c31\u96c6\u6210\u5b89\u5168\u4e0e\u5408\u89c4\uff1a<\/p>\n<ul data-nodeid=\"20910\">\n<li data-nodeid=\"20911\">\n<p data-nodeid=\"20912\">\u5bf9\u9759\u6001\u6570\u636e\u548c\u4f20\u8f93\u4e2d\u7684\u6570\u636e\u8fdb\u884c\u52a0\u5bc6\u3002<\/p>\n<\/li>\n<li data-nodeid=\"20913\">\n<p data-nodeid=\"20914\">\u5b9e\u65bd\u57fa\u4e8e\u89d2\u8272\u7684\u8bbf\u95ee\u63a7\u5236\uff08RBAC\uff09\u3002<\/p>\n<\/li>\n<li data-nodeid=\"20915\">\n<p 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data-nodeid=\"20929\">\u6982\u5ff5<\/th>\n<th data-nodeid=\"20930\">\u89e3\u91ca<\/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\u673a\u5668\u5b66\u4e60\u8fd0\u7ef4\uff09<\/strong><\/td>\n<td data-nodeid=\"20936\">\u4e00\u79cd\u7ed3\u5408\u673a\u5668\u5b66\u4e60\u3001DevOps\u548c\u6570\u636e\u5de5\u7a0b\u7684\u5b66\u79d1\uff0c\u7528\u4e8e\u81ea\u52a8\u5316\u548c\u4f18\u5316\u6a21\u578b\u751f\u547d\u5468\u671f\u3002<\/td>\n<\/tr>\n<tr data-nodeid=\"20937\">\n<td data-nodeid=\"20938\"><strong data-nodeid=\"21320\">\u6570\u636e\u5f15\u529b<\/strong><\/td>\n<td data-nodeid=\"20939\">\u5728\u4e0d\u540c\u7f51\u7edc\u95f4\u79fb\u52a8\u5927\u89c4\u6a21\u6570\u636e\u96c6\u7684\u6311\u6218\u3002\u89e3\u51b3\u65b9\u6848\uff1a\u5c06\u8ba1\u7b97\u8d44\u6e90\u9760\u8fd1\u6570\u636e\uff08\u4f8b\u5982\u672c\u5730\u90e8\u7f72\u6216\u533a\u57df\u4e91\u533a\u57df\uff09\u3002<\/td>\n<\/tr>\n<tr 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