{"id":7273,"date":"2024-10-22T17:39:38","date_gmt":"2024-10-22T09:39:38","guid":{"rendered":"https:\/\/www.tectura-china.com\/?p=7273"},"modified":"2024-11-07T14:42:02","modified_gmt":"2024-11-07T06:42:02","slug":"ai-data-azure-machine-learning","status":"publish","type":"post","link":"https:\/\/www.tectura-china.com\/cn\/articles\/ai-data-azure-machine-learning\/","title":{"rendered":"AI &#038; Data &#8211; \u673a\u5668\u5b66\u4e60\u4e0e\u9884\u6d4b\u5efa\u6a21"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"7273\" class=\"elementor elementor-7273\">\n\t\t\t\t<div class=\"elementor-element elementor-element-63067df7 e-flex e-con-boxed e-con e-parent\" data-id=\"63067df7\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-6a6b0ae9 elementor-widget elementor-widget-text-editor\" data-id=\"6a6b0ae9\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<h2><strong><span style=\"color: #3366ff;\">Azure\u673a\u5668\u5b66\u4e60\uff1a\u4e91\u7aef\u52a0\u901f\u4e0eMLOps\u7684\u5229\u5668<\/span><\/strong><\/h2><p>\u00a0<\/p><p><strong>\u5173\u952e\u8bcd<\/strong>\uff1a Azure\u673a\u5668\u5b66\u4e60, MLOps, \u4e91\u7aef\u670d\u52a1, \u6570\u636e\u9a71\u52a8\u51b3\u7b56<\/p><p>\u00a0<\/p><p>Azure\u673a\u5668\u5b66\u4e60\u662f\u4e00\u79cd\u9876\u5c16\u7684\u4e91\u7aef\u670d\u52a1\uff0c\u4e13\u4e3a\u52a0\u901f\u548c\u7ba1\u7406\u673a\u5668\u5b66\u4e60\u9879\u76ee\u7684\u5168\u751f\u547d\u5468\u671f\u800c\u8bbe\u8ba1\u3002\u65e0\u8bba\u60a8\u662f\u673a\u5668\u5b66\u4e60\u4e13\u5bb6\u3001\u6570\u636e\u79d1\u5b66\u5bb6\uff0c\u8fd8\u662f\u5de5\u7a0b\u5e08\uff0cAzure\u673a\u5668\u5b66\u4e60\u5e73\u53f0\u90fd\u80fd\u5728\u65e5\u5e38\u5de5\u4f5c\u4e2d\u66f4\u9ad8\u6548\u5730\u8bad\u7ec3\u3001\u90e8\u7f72\u6a21\u578b\uff0c\u5e76\u7ba1\u7406\u673a\u5668\u5b66\u4e60\u64cd\u4f5c\uff08MLOps\uff09\u3002<\/p><p>\u00a0<\/p><p>Azure\u673a\u5668\u5b66\u4e60\u5e73\u53f0\u7684\u6838\u5fc3\u4f18\u52bf\u5728\u4e8e\u5176\u5f3a\u5927\u7684\u7b80\u5316\u529f\u80fd\uff0c\u5b83\u5e2e\u52a9\u4f01\u4e1a\u5feb\u901f\u6784\u5efa\u673a\u5668\u5b66\u4e60\u6a21\u578b\u5e76\u5b9e\u73b0\u81ea\u52a8\u5316\u90e8\u7f72\u3002\u901a\u8fc7\u673a\u5668\u5b66\u4e60\u5373\u670d\u52a1\uff08MLaaS\uff09\u6a21\u5f0f\uff0c\u4f01\u4e1a\u80fd\u591f\u663e\u8457\u63d0\u5347\u6570\u636e\u9a71\u52a8\u578b\u51b3\u7b56\u7684\u6548\u7387\u548c\u667a\u80fd\u5316\u6c34\u5e73\u3002<\/p><p>\u00a0<\/p><p>Microsoft Azure \u5e73\u53f0\u7684\u673a\u5668\u5b66\u4e60\u6570\u636e\u6d41\u548c\u6a21\u578b\u6784\u5efa\u7684\u6d41\u7a0b\u5982\u4e0b\uff0c\u5305\u542b\u4e86\u4f01\u4e1a\u6570\u636e\u7684\u6536\u96c6\u3001\u5904\u7406\u3001\u5b58\u50a8\uff0c\u5230\u4eba\u5de5\u667a\u80fd\u6a21\u578b\u7684\u8bad\u7ec3\u3001\u63a8\u7406\uff0c\u6700\u540e\u5230\u6570\u636e\u5206\u6790\u548c\u524d\u7aef\u5c55\u793a\uff1a<\/p><p><img fetchpriority=\"high\" decoding=\"async\" class=\"alignnone wp-image-7274 size-full\" src=\"https:\/\/www.tectura-china.com\/wp-content\/uploads\/2024\/10\/models-machine-learning-azure-1.png\" alt=\"\" width=\"2911\" height=\"1286\" srcset=\"https:\/\/www.tectura-china.com\/wp-content\/uploads\/2024\/10\/models-machine-learning-azure-1.png 2911w, https:\/\/www.tectura-china.com\/wp-content\/uploads\/2024\/10\/models-machine-learning-azure-1-300x133.png 300w, https:\/\/www.tectura-china.com\/wp-content\/uploads\/2024\/10\/models-machine-learning-azure-1-1024x452.png 1024w, https:\/\/www.tectura-china.com\/wp-content\/uploads\/2024\/10\/models-machine-learning-azure-1-768x339.png 768w, https:\/\/www.tectura-china.com\/wp-content\/uploads\/2024\/10\/models-machine-learning-azure-1-1536x679.png 1536w, https:\/\/www.tectura-china.com\/wp-content\/uploads\/2024\/10\/models-machine-learning-azure-1-2048x905.png 2048w\" sizes=\"(max-width: 2911px) 100vw, 2911px\" \/><\/p><p>\u00a0<\/p><h4><strong>Model data\uff08\u6a21\u578b\u6570\u636e\uff09<\/strong><\/h4><p>Enterprise data\uff08\u4f01\u4e1a\u6570\u636e\uff09 \u548c Third-party metadata\uff08\u7b2c\u4e09\u65b9\u5143\u6570\u636e\uff09 \u662f\u6570\u636e\u6e90\u3002<br \/>\u8fd9\u4e9b\u6570\u636e\u53ef\u4ee5\u662f\u4f01\u4e1a\u5185\u90e8\u7cfb\u7edf\u751f\u6210\u7684\u6570\u636e\u6216\u6765\u81ea\u7b2c\u4e09\u65b9\u7684\u6570\u636e\uff0c\u8f93\u5165\u5230\u540e\u7eed\u7684\u5904\u7406\u9636\u6bb5\u3002<\/p><p>\u00a0<\/p><h4><strong>Data workload\uff08\u6570\u636e\u5de5\u4f5c\u8d1f\u8f7d\uff09<\/strong><\/h4><p>\u6570\u636e\u8fdb\u5165 Azure Data Factory \u6216 Azure Stream Analytics\u3002<br \/>Azure Data Factory \u8d1f\u8d23\u6570\u636e\u7684\u63d0\u53d6\u3001\u8f6c\u6362\u548c\u52a0\u8f7d\uff08ETL\uff09\uff0c\u800c Azure Stream Analytics \u8d1f\u8d23\u5b9e\u65f6\u6570\u636e\u7684\u5904\u7406\u3002<\/p><p>\u00a0<\/p><h4><strong>Staging area\uff08\u4e2d\u95f4\u5b58\u50a8\u533a\u57df\uff09<\/strong><\/h4><p>\u6570\u636e\u6682\u65f6\u5b58\u50a8\u5728 Azure Data Lake Storage V2\u3001Azure Synapse \u6216 Azure SQL Database \u4e2d\uff0c\u4e3a\u540e\u7eed\u7684\u4eba\u5de5\u667a\u80fd\u6a21\u578b\u8bad\u7ec3\u548c\u63a8\u7406\u505a\u597d\u51c6\u5907\u3002<\/p><p>\u00a0<\/p><h4><strong>Artificial Intelligence\uff08\u4eba\u5de5\u667a\u80fd\uff09<\/strong><\/h4><p><strong>Training\uff08\u6a21\u578b\u8bad\u7ec3\uff09<\/strong>\uff1a\u901a\u8fc7 Azure Machine Learning \u5e73\u53f0\u521b\u5efa\u673a\u5668\u5b66\u4e60\u7ba1\u9053\u8fdb\u884c\u6a21\u578b\u7684\u8bad\u7ec3\u4e0e\u63a8\u5e7f\u3002\u8bad\u7ec3\u8fc7\u7a0b\u5305\u62ec\u4f7f\u7528\u6279\u5904\u7406\u6570\u636e\u8bad\u7ec3\u6a21\u578b\u3002<br \/><strong>Inference\uff08\u63a8\u7406\uff09<\/strong>\uff1a\u8bad\u7ec3\u597d\u7684\u6a21\u578b\u901a\u8fc7 Managed endpoint \u90e8\u7f72\uff0c\u6a21\u578b\u53ef\u4ee5\u7528\u4e8e\u5b9e\u65f6\u63a8\u7406\u6216\u8fd1\u4e4e\u5b9e\u65f6\u7684\u63a8\u7406\u3002<\/p><p>\u00a0<\/p><h4><strong>Analytical workload\uff08\u5206\u6790\u5de5\u4f5c\u8d1f\u8f7d\uff09<\/strong><\/h4><p>\u63a8\u7406\u7684\u7ed3\u679c\u4f1a\u88ab\u5b58\u50a8\u5728 Azure Data Lake Storage V2\u3001Azure Synapse \u6216 Azure SQL Database \u4e2d\uff0c\u4f9b\u8fdb\u4e00\u6b65\u5206\u6790\u548c\u4f7f\u7528\u3002<\/p><p>\u00a0<\/p><h4><strong>Front-end\uff08\u524d\u7aef\u5c55\u793a\uff09<\/strong><\/h4><p>\u6700\u7ec8\u7ed3\u679c\u901a\u8fc7 <a href=\"https:\/\/www.tectura-china.com\/cn\/articles\/microsoft-power-bi\/\">Power BI<\/a> \u6216 Web application\uff08Web\u5e94\u7528\uff09\u5c55\u793a\u7ed9\u7528\u6237\uff0c\u8fdb\u884c\u5546\u4e1a\u667a\u80fd\u5206\u6790\u548c\u51b3\u7b56\u652f\u6301\u3002<br \/>\u603b\u7684\u6765\u8bf4\uff0c\u8be5\u6d41\u7a0b\u5c55\u793a\u4e86\u4ece\u6570\u636e\u91c7\u96c6\u3001\u5904\u7406\u3001\u5b58\u50a8\u3001\u6a21\u578b\u8bad\u7ec3\u4e0e\u63a8\u7406\uff0c\u76f4\u5230\u6570\u636e\u53ef\u89c6\u5316\u548c\u5546\u4e1a\u5e94\u7528\u7684\u5b8c\u6574\u8def\u5f84\uff0cAzure \u5e73\u53f0\u652f\u6301\u6574\u4e2a\u6d41\u7a0b\u7684\u81ea\u52a8\u5316\u548c\u9ad8\u6548\u7ba1\u7406\u3002<\/p><p>\u00a0<\/p><h2><span style=\"color: #3366ff;\"><strong>\u5b9a\u5236\u5316ML\u6a21\u578b\uff1a\u4e1a\u52a1\u589e\u957f\u7684\u65b0\u5f15\u64ce<\/strong><\/span><\/h2><p>\u00a0<\/p><p><strong>\u5173\u952e\u8bcd<\/strong>\uff1a ML\u6a21\u578b, \u5ba2\u6237\u6d41\u5931\u9884\u6d4b, VIP\u5ba2\u6237\u9884\u6d4b, \u5ba2\u7fa4\u7ec6\u5206, \u4ea7\u54c1\u9700\u6c42\u9884\u6d4b<\/p><p>\u00a0<\/p><p>\u5bf9\u4e8e\u5bfb\u6c42\u901a\u8fc7\u673a\u5668\u5b66\u4e60\u9a71\u52a8\u4e1a\u52a1\u589e\u957f\u7684\u4f01\u4e1a\uff0cTectura\u63d0\u4f9b\u4e86\u591a\u79cd\u5b9a\u5236\u5316\u7684\u673a\u5668\u5b66\u4e60\u6a21\u578b\u89e3\u51b3\u65b9\u6848\uff0c\u52a9\u529b\u4f01\u4e1a\u5728\u590d\u6742\u591a\u53d8\u7684\u5e02\u573a\u73af\u5883\u4e2d\u4fdd\u6301\u7ade\u4e89\u4f18\u52bf\u3002\u4ee5\u4e0b\u662f\u6211\u4eec\u6210\u529f\u4e3a\u5ba2\u6237\u5f00\u53d1\u548c\u6784\u5efa\u7684\u90e8\u5206\u4e1a\u52a1\u5173\u952e\u578b\u673a\u5668\u5b66\u4e60\u6a21\u578b\u53ca\u5176\u5e94\u7528\u573a\u666f\uff1a<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-186aff7 e-grid e-con-boxed e-con e-parent\" data-id=\"186aff7\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-9aa78c3 elementor-widget elementor-widget-image\" data-id=\"9aa78c3\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"640\" height=\"360\" src=\"https:\/\/www.tectura-china.com\/wp-content\/uploads\/2024\/10\/ai-data-automatic-customer-segmentation.jpg\" class=\"elementor-animation-grow attachment-large size-large wp-image-7286\" alt=\"ai-data-automatic-customer-segmentation\" srcset=\"https:\/\/www.tectura-china.com\/wp-content\/uploads\/2024\/10\/ai-data-automatic-customer-segmentation.jpg 800w, https:\/\/www.tectura-china.com\/wp-content\/uploads\/2024\/10\/ai-data-automatic-customer-segmentation-300x169.jpg 300w, https:\/\/www.tectura-china.com\/wp-content\/uploads\/2024\/10\/ai-data-automatic-customer-segmentation-768x432.jpg 768w\" sizes=\"(max-width: 640px) 100vw, 640px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0594f3f elementor-widget elementor-widget-image\" data-id=\"0594f3f\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"640\" height=\"360\" src=\"https:\/\/www.tectura-china.com\/wp-content\/uploads\/2024\/10\/ai-data-production-recommendations.jpg\" class=\"elementor-animation-grow attachment-large size-large wp-image-7288\" alt=\"ai-data-production-recommendations\" srcset=\"https:\/\/www.tectura-china.com\/wp-content\/uploads\/2024\/10\/ai-data-production-recommendations.jpg 800w, https:\/\/www.tectura-china.com\/wp-content\/uploads\/2024\/10\/ai-data-production-recommendations-300x169.jpg 300w, https:\/\/www.tectura-china.com\/wp-content\/uploads\/2024\/10\/ai-data-production-recommendations-768x432.jpg 768w\" sizes=\"(max-width: 640px) 100vw, 640px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-c0b7de5 elementor-widget elementor-widget-image\" data-id=\"c0b7de5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"640\" height=\"360\" src=\"https:\/\/www.tectura-china.com\/wp-content\/uploads\/2024\/10\/ai-data-potential-VIP-prediction.jpg\" class=\"elementor-animation-grow attachment-large size-large wp-image-7290\" alt=\"ai-data-potential-VIP-prediction\" srcset=\"https:\/\/www.tectura-china.com\/wp-content\/uploads\/2024\/10\/ai-data-potential-VIP-prediction.jpg 800w, https:\/\/www.tectura-china.com\/wp-content\/uploads\/2024\/10\/ai-data-potential-VIP-prediction-300x169.jpg 300w, https:\/\/www.tectura-china.com\/wp-content\/uploads\/2024\/10\/ai-data-potential-VIP-prediction-768x432.jpg 768w\" sizes=\"(max-width: 640px) 100vw, 640px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-826b213 elementor-widget elementor-widget-image\" data-id=\"826b213\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"640\" height=\"360\" src=\"https:\/\/www.tectura-china.com\/wp-content\/uploads\/2024\/10\/ai-data-product-demand-forecasting.jpg\" class=\"elementor-animation-grow attachment-large size-large wp-image-7292\" alt=\"\" srcset=\"https:\/\/www.tectura-china.com\/wp-content\/uploads\/2024\/10\/ai-data-product-demand-forecasting.jpg 800w, https:\/\/www.tectura-china.com\/wp-content\/uploads\/2024\/10\/ai-data-product-demand-forecasting-300x169.jpg 300w, https:\/\/www.tectura-china.com\/wp-content\/uploads\/2024\/10\/ai-data-product-demand-forecasting-768x432.jpg 768w\" sizes=\"(max-width: 640px) 100vw, 640px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-9ea7593 elementor-widget elementor-widget-image\" data-id=\"9ea7593\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"640\" height=\"360\" src=\"https:\/\/www.tectura-china.com\/wp-content\/uploads\/2024\/10\/ai-data-churn-customer-prediction.jpg\" class=\"elementor-animation-grow attachment-large size-large wp-image-7294\" alt=\"ai-data-churn-customer-prediction\" srcset=\"https:\/\/www.tectura-china.com\/wp-content\/uploads\/2024\/10\/ai-data-churn-customer-prediction.jpg 800w, https:\/\/www.tectura-china.com\/wp-content\/uploads\/2024\/10\/ai-data-churn-customer-prediction-300x169.jpg 300w, https:\/\/www.tectura-china.com\/wp-content\/uploads\/2024\/10\/ai-data-churn-customer-prediction-768x432.jpg 768w\" sizes=\"(max-width: 640px) 100vw, 640px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-06d824c elementor-widget elementor-widget-image\" data-id=\"06d824c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"640\" height=\"360\" src=\"https:\/\/www.tectura-china.com\/wp-content\/uploads\/2024\/10\/ai-data-predictive-maintenance.jpg\" class=\"elementor-animation-grow attachment-large size-large wp-image-7296\" alt=\"\" srcset=\"https:\/\/www.tectura-china.com\/wp-content\/uploads\/2024\/10\/ai-data-predictive-maintenance.jpg 800w, https:\/\/www.tectura-china.com\/wp-content\/uploads\/2024\/10\/ai-data-predictive-maintenance-300x169.jpg 300w, https:\/\/www.tectura-china.com\/wp-content\/uploads\/2024\/10\/ai-data-predictive-maintenance-768x432.jpg 768w\" sizes=\"(max-width: 640px) 100vw, 640px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-f1471b1 e-flex e-con-boxed e-con e-parent\" data-id=\"f1471b1\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-742348d elementor-widget elementor-widget-text-editor\" data-id=\"742348d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div 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bolder;\">\u6df1\u5165\u7406\u89e3\u4e1a\u52a1<\/span><\/span>\uff1aTectura\u62e5\u6709\u8d85\u8fc7\u4e8c\u5341\u5e74\u7684\u884c\u4e1a\u7ecf\u9a8c\uff0c\u6df1\u523b\u7406\u89e3\u4f01\u4e1a\u751f\u4ea7\u8fd0\u8425\u7684\u5404\u4e2a\u73af\u8282\u3002\u6211\u4eec\u7684\u89e3\u51b3\u65b9\u6848\u6db5\u76d6\u4ece\u8425\u9500\u3001\u9500\u552e\u5230\u751f\u4ea7\u3001\u4f9b\u5e94\u94fe\u3001\u8d22\u52a1\u548c\u5ba2\u6237\u670d\u52a1\u7b49\u6574\u4e2a\u4e1a\u52a1\u95ed\u73af\uff0c\u670d\u52a1\u4e8e\u5236\u9020\u4e1a\u3001\u65b0\u80fd\u6e90\u3001\u77ff\u4e1a\u3001\u6c7d\u8f66\u96f6\u90e8\u4ef6\u7b49\u591a\u4e2a\u884c\u4e1a\u3002<\/li><li><span style=\"color: #3366ff;\"><span style=\"font-weight: bolder;\">\u638c\u63e1\u524d\u6cbf\u6280\u672f<\/span><\/span>\uff1a\u4f5c\u4e3a\u5fae\u8f6fAzure\u3001Business Apps\u548cPower 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class=\"elementor-element elementor-element-59e0a1a e-flex e-con-boxed e-con e-parent\" data-id=\"59e0a1a\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-c7202d4 elementor-widget elementor-widget-image\" data-id=\"c7202d4\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/www.tectura-china.com\/cn\/contact\/\">\n\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"640\" height=\"360\" src=\"https:\/\/www.tectura-china.com\/wp-content\/uploads\/2024\/10\/free-ai-data-case-study.png\" class=\"elementor-animation-bob attachment-large size-large wp-image-7314\" alt=\"free-ai-data-case-study\" srcset=\"https:\/\/www.tectura-china.com\/wp-content\/uploads\/2024\/10\/free-ai-data-case-study.png 1024w, https:\/\/www.tectura-china.com\/wp-content\/uploads\/2024\/10\/free-ai-data-case-study-300x169.png 300w, https:\/\/www.tectura-china.com\/wp-content\/uploads\/2024\/10\/free-ai-data-case-study-768x432.png 768w\" sizes=\"(max-width: 640px) 100vw, 640px\" \/>\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Azure\u673a\u5668\u5b66\u4e60\uff1a\u4e91\u7aef\u52a0\u901f\u4e0eMLOps\u7684\u5229\u5668 \u00a0 \u5173\u952e\u8bcd\uff1a Azure\u673a\u5668\u5b66\u4e60, MLOps, \u4e91\u7aef\u670d\u52a1, \u6570\u636e\u9a71\u52a8\u51b3\u7b56 \u00a0 Azure\u673a\u5668\u5b66\u4e60\u662f\u4e00\u79cd\u9876\u5c16\u7684\u4e91\u7aef\u670d\u52a1\uff0c\u4e13\u4e3a\u52a0\u901f\u548c\u7ba1\u7406\u673a\u5668\u5b66\u4e60\u9879\u76ee\u7684\u5168\u751f\u547d\u5468\u671f\u800c\u8bbe\u8ba1\u3002\u65e0\u8bba\u60a8\u662f\u673a\u5668\u5b66\u4e60\u4e13\u5bb6\u3001\u6570\u636e\u79d1\u5b66\u5bb6\uff0c\u8fd8\u662f\u5de5\u7a0b\u5e08\uff0cAzure\u673a\u5668\u5b66\u4e60\u5e73\u53f0\u90fd\u80fd\u5728\u65e5\u5e38\u5de5\u4f5c\u4e2d\u66f4\u9ad8\u6548\u5730\u8bad\u7ec3\u3001\u90e8\u7f72\u6a21\u578b\uff0c\u5e76\u7ba1\u7406\u673a\u5668\u5b66\u4e60\u64cd\u4f5c\uff08MLOps\uff09\u3002 \u00a0 Azure\u673a\u5668\u5b66\u4e60\u5e73\u53f0\u7684\u6838\u5fc3\u4f18\u52bf\u5728\u4e8e\u5176\u5f3a\u5927\u7684\u7b80\u5316\u529f\u80fd\uff0c\u5b83\u5e2e\u52a9\u4f01\u4e1a\u5feb\u901f\u6784\u5efa\u673a\u5668\u5b66\u4e60\u6a21\u578b\u5e76\u5b9e\u73b0\u81ea\u52a8\u5316\u90e8\u7f72\u3002\u901a\u8fc7\u673a\u5668\u5b66\u4e60\u5373\u670d\u52a1\uff08MLaaS\uff09\u6a21\u5f0f\uff0c\u4f01\u4e1a\u80fd\u591f\u663e\u8457\u63d0\u5347\u6570\u636e\u9a71\u52a8\u578b\u51b3\u7b56\u7684\u6548\u7387\u548c\u667a\u80fd\u5316\u6c34\u5e73\u3002 \u00a0 Microsoft Azure \u5e73\u53f0\u7684\u673a\u5668\u5b66\u4e60\u6570\u636e\u6d41\u548c\u6a21\u578b\u6784\u5efa\u7684\u6d41\u7a0b\u5982\u4e0b\uff0c\u5305\u542b\u4e86\u4f01\u4e1a\u6570\u636e\u7684\u6536\u96c6\u3001\u5904\u7406\u3001\u5b58\u50a8\uff0c\u5230\u4eba\u5de5\u667a\u80fd\u6a21\u578b\u7684\u8bad\u7ec3\u3001\u63a8\u7406\uff0c\u6700\u540e\u5230\u6570\u636e\u5206\u6790\u548c\u524d\u7aef\u5c55\u793a\uff1a \u00a0 Model data\uff08\u6a21\u578b\u6570\u636e\uff09 Enterprise data\uff08\u4f01\u4e1a\u6570\u636e\uff09 \u548c Third-party metadata\uff08\u7b2c\u4e09\u65b9\u5143\u6570\u636e\uff09 \u662f\u6570\u636e\u6e90\u3002\u8fd9\u4e9b\u6570\u636e\u53ef\u4ee5\u662f\u4f01\u4e1a\u5185\u90e8\u7cfb\u7edf\u751f\u6210\u7684\u6570\u636e\u6216\u6765\u81ea\u7b2c\u4e09\u65b9\u7684\u6570\u636e\uff0c\u8f93\u5165\u5230\u540e\u7eed\u7684\u5904\u7406\u9636\u6bb5\u3002 \u00a0 Data workload\uff08\u6570\u636e\u5de5\u4f5c\u8d1f\u8f7d\uff09 \u6570\u636e\u8fdb\u5165 Azure Data Factory \u6216 Azure Stream Analytics\u3002Azure Data Factory \u8d1f\u8d23\u6570\u636e\u7684\u63d0\u53d6\u3001\u8f6c\u6362\u548c\u52a0\u8f7d\uff08ETL\uff09\uff0c\u800c Azure Stream Analytics \u8d1f\u8d23\u5b9e\u65f6\u6570\u636e\u7684\u5904\u7406\u3002 \u00a0 Staging area\uff08\u4e2d\u95f4\u5b58\u50a8\u533a\u57df\uff09 \u6570\u636e\u6682\u65f6\u5b58\u50a8\u5728 Azure Data Lake Storage V2\u3001Azure Synapse \u6216 Azure SQL<\/p>\n","protected":false},"author":4,"featured_media":7277,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"elementor_theme","format":"standard","meta":{"_acf_changed":false,"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[35],"tags":[90],"class_list":["post-7273","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai-cn","tag-machine-learning"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.5 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>AI &amp; Data - \u673a\u5668\u5b66\u4e60\u4e0e\u9884\u6d4b\u5efa\u6a21<\/title>\n<meta name=\"description\" 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