{"id":56830,"date":"2025-03-28T16:06:53","date_gmt":"2025-03-28T08:06:53","guid":{"rendered":"https:\/\/masterconcept.ai\/?p=56830"},"modified":"2025-06-13T15:19:26","modified_gmt":"2025-06-13T07:19:26","slug":"gcp-kol-x-master-concept-vertex-ai-agent-builder-model-builder","status":"publish","type":"post","link":"https:\/\/masterconcept.ai\/zh-hant\/learning-column\/gcp-kol-x-master-concept-vertex-ai-agent-builder-model-builder\/","title":{"rendered":"\u3010\u6771\u6771\u8001\u5e2b X \u601d\u60f3\u79d1\u6280\u3011Vertex AI \u6838\u5fc3\u529f\u80fd Agent Builder \u548c Model Builder"},"content":{"rendered":"\n<h2 class=\"wp-block-heading\">\u4e00\u3001Vertex AI \u662f\u4ec0\u9ebc\uff1f<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Vertex AI \u662f GCP \u63a8\u51fa\u7684 AI \u958b\u767c\u5e73\u53f0\uff0c\u76ee\u7684\u662f\u70ba\u4e86\u7c21\u5316\u6a5f\u5668\u5b78\u7fd2\uff08ML\uff09\u6a21\u578b\u7684\u958b\u767c\u3001\u8a13\u7df4\u3001\u90e8\u7f72\u548c\u7ba1\u7406\u3002\u5b83\u5305\u542b\u4e86 AutoML \u548c\u81ea\u8a02\u6a21\u578b\u7684\u5efa\u7acb\u548c\u8a13\u7df4\uff0c\u8b93\u4f60\u80fd\u5920\u66f4\u8f15\u9b06\u5730\u904b\u7528 AI \u6280\u8853\uff0c\u7121\u8ad6\u662f\u6c92\u6709 AI \u7d93\u9a57\u7684\u65b0\u624b\uff0c\u9084\u662f AI \u7684\u5c08\u5bb6\uff0c\u90fd\u80fd\u5229\u7528\u9019\u500b\u5e73\u53f0\u52a0\u901f AI \u7522\u54c1\u958b\u767c\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8a18\u5f97 2022 \u5e74\u5e95 ChatGPT \u7206\u7d05\u7684\u6642\u5019\u55ce\uff1f\u5b83\u8b93\u5927\u5bb6\u7b2c\u4e00\u6b21\u770b\u5230 AI \u4e0d\u53ea\u662f\u51b7\u51b0\u51b0\u7684\u6a5f\u5668\uff0c\u800c\u662f\u80fd\u5920\u771f\u6b63\u7406\u89e3\u4eba\u985e\u8a9e\u8a00\u3001\u5beb\u6587\u7ae0\u3001\u5beb\u7a0b\u5f0f\u78bc\uff0c\u751a\u81f3\u756b\u5716\u7684\u5f37\u5927\u5de5\u5177\u3002\u9019\u7a2e\u88ab\u7a31\u70ba\u300c\u751f\u6210\u5f0f AI\u300d\u7684\u6280\u8853\uff0c\u57fa\u672c\u4e0a\u5c31\u50cf\u662f\u4e00\u500b\u8d85\u7d1a\u52a9\u624b\uff0c\u4f60\u554f\u4ec0\u9ebc\u5b83\u5c31\u56de\u7b54\u4ec0\u9ebc\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e0d\u904e\u79d1\u6280\u6c38\u9060\u5728\u9032\u6b65\uff0c\u73fe\u5728\u7684 AI \u5df2\u7d93\u4e0d\u6eff\u8db3\u65bc\u53ea\u662f\u56de\u7b54\u554f\u984c\u4e86\u3002\u65b0\u4e00\u4ee3\u7684 AI\uff0c\u4e5f\u5c31\u662f\u6240\u8b02\u7684 AI Agent\uff08\u4eba\u5de5\u667a\u6167\u4ee3\u7406\uff09\u662f\u4e00\u7a2e\u80fd\u5920\u81ea\u884c\u611f\u77e5\u76f8\u95dc\u8a0a\u606f\u3001\u505a\u51fa\u6c7a\u5b9a\u4e26\u57f7\u884c\u5404\u9805\u884c\u52d5\u7684\u667a\u6167\u7cfb\u7d71\u3002\u5b83\u53ef\u4ee5\u6839\u64da\u8cc7\u6599\u5206\u6790\u548c\u6a5f\u5668\u5b78\u7fd2\u4f86\u9069\u61c9\u4e0d\u540c\u60c5\u5883\uff0c\u9084\u80fd\u5920\u4e0d\u65b7\u6539\u5584\u81ea\u8eab\u7684\u884c\u70ba\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" class=\"lazyload\" data-src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXeHjTmjDMvylh9HIdEEPvUeSVzWeZcVaUDoFjUqwYjgePSTg1LddOPwQP-8VibAE0idTEKBRedVl9sbEMaMAnHZg1YhF57WExCPCrS3nP7vTZ_g3vK9cvEb4eMg4PEXrSh3mdUgsQ?key=WPXnwIWLTmxNrP-yn-sif0K8\" src=\"data:image\/gif;base64,R0lGODlhAQABAIAAAAAAAP\/\/\/yH5BAEAAAAALAAAAAABAAEAAAIBRAA7\" alt=\"Google Cloud Vertex AI: 01 AI Agent\"\/><noscript><img decoding=\"async\" src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXeHjTmjDMvylh9HIdEEPvUeSVzWeZcVaUDoFjUqwYjgePSTg1LddOPwQP-8VibAE0idTEKBRedVl9sbEMaMAnHZg1YhF57WExCPCrS3nP7vTZ_g3vK9cvEb4eMg4PEXrSh3mdUgsQ?key=WPXnwIWLTmxNrP-yn-sif0K8\" alt=\"Google Cloud Vertex AI: 01 AI Agent\"><\/noscript><figcaption class=\"wp-element-caption\"><strong>01 AI Agent<br><\/strong>\u8cc7\u6599\u4f86\u6e90\uff1a\u64f7\u5716\u81ea <a href=\"https:\/\/cloud.google.com\/vertex-ai\/docs\/ai-agent-ecosystem-overview\" target=\"_blank\" rel=\"noopener\" title=\"\">GCP \u5b98\u65b9\u6587\u4ef6<\/a><\/figcaption><\/figure>\n\n\n\n<div style=\"height:30px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h3 class=\"wp-block-heading\">Vertex AI \u4e09\u5927\u529f\u80fd\u7c21\u4ecb<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u8aaa\u5230\u4f01\u696d\u61c9\u7528\uff0cGCP \u63a8\u51fa\u7684 Vertex AI \u5e73\u53f0\u5c31\u5f88\u9069\u5408\u4f01\u696d\u7528\u6236\u4f86\u958b\u767c\u3002\u5b83\u5c31\u50cf\u662f\u4e00\u500b\u5b8c\u6574\u7684 AI \u5de5\u5177\u7bb1\uff0c\u88e1\u9762\u6709\u4e09\u500b\u4e3b\u8981\u90e8\u5206\uff1a<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">Agent Builder<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">\u9019\u662f\u5c08\u9580\u7528\u4f86\u5efa\u7acb AI \u52a9\u624b\u7684\u5de5\u5177\u3002\u4f01\u696d\u53ef\u4ee5\u7528\u5b83\u4f86\u8a2d\u8a08 AI \u52a9\u624b\u7684\u5404\u7a2e\u529f\u80fd\uff0c\u6bd4\u5982\u8655\u7406\u5ba2\u670d\u554f\u984c\u3001\u7ba1\u7406\u5167\u90e8\u7cfb\u7d71\u7b49\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">Model Builder<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">\u9019\u500b\u5de5\u5177\u53ef\u4ee5\u5e6b\u52a9\u4f01\u696d\u6253\u9020\u81ea\u5df1\u7684 AI \u6a21\u578b\u3002\u5b83\u628a\u8907\u96dc\u7684\u6a5f\u5668\u5b78\u7fd2\u904e\u7a0b\u8b8a\u5f97\u7c21\u55ae\uff0c\u5c31\u50cf\u662f\u7528\u7a4d\u6728\u642d\u5efa\u6771\u897f\u4e00\u6a23\u5bb9\u6613\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">Model Garden\uff08\u6a21\u578b\u82b1\u5712\uff09<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f60\u53ef\u4ee5\u628a\u5b83\u60f3\u50cf\u6210\u4e00\u500b\u5927\u578b\u7684 AI \u6a21\u578b\u5546\u5e97\uff0c\u88e1\u9762\u6709 Google \u81ea\u5df1\u7684\u6a21\u578b\uff0c\u4e5f\u6709\u5176\u4ed6\u516c\u53f8\u7684\u6a21\u578b\uff0c\u4f01\u696d\u53ef\u4ee5\u76f4\u63a5\u6311\u9078\u5408\u9069\u7684\u4f86\u7528\u3002<\/p>\n\n\n\n<div style=\"height:30px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<div class=\"wp-block-group is-nowrap is-layout-flex wp-container-core-group-is-layout-7387b849 wp-block-group-is-layout-flex\">\n<div class=\"wp-block-group is-layout-constrained wp-block-group-is-layout-constrained\">\n<div class=\"wp-block-group is-layout-constrained wp-block-group-is-layout-constrained\">\n<h3 class=\"wp-block-heading\">\u4e09\u8005\u4e4b\u9593\u7684\u95dc\u4fc2<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Agent Builder \u53ef\u4ee5\u7528\u5c11\u6578 Model Garden \u7684\u6a21\u578b\uff0c\u4f46\u4ecd\u4ee5\u672c\u8eab\u7684\u5c0d\u8a71\u548c\u641c\u5c0b\u529f\u80fd\u70ba\u4e3b\u3002<\/li>\n\n\n\n<li>Model Builder \u5c08\u6ce8\u5728\u6a5f\u5668\u5b78\u7fd2\uff0c\u5c11\u6578\u60c5\u6cc1\u4e0b\u53ef\u4ee5\u5fae\u8abf\u7d66 Agent Builder \u4f7f\u7528\u3002<\/li>\n\n\n\n<li>Model Garden \u63d0\u4f9b\u9810\u5148\u8a13\u7df4\u597d\u7684\u6a21\u578b\uff0c\u7d66 Model Builder \u5fae\u8abf\uff0c\u6216\u662f Agent Builder \u958b\u767c\u6210\u61c9\u7528\u7a0b\u5f0f\u3002<\/li>\n\n\n\n<li>\u4e09\u8005\u4e4b\u9593\u90e8\u5206\u4e92\u76f8\u6574\u5408\uff0c\u4f46\u4ecd\u7136\u4ee5\u7368\u7acb\u529f\u80fd\u70ba\u4e3b\u3002<\/li>\n<\/ul>\n<\/div>\n<\/div>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" class=\"lazyload\" data-src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXcgNcQ2Kw_gEgxhCGThIkU9Ybz8mmF9scnS7xXue-uQaGxlDu3rcqEPvK90mJF8FIrDUQZro4xL8fl-rL2zBnjY1tkz3u2UsbM6nWNoVcUjCAHn61hUpLh8y-4kcnWuLRhJ2Wy2vA?key=WPXnwIWLTmxNrP-yn-sif0K8\" src=\"data:image\/gif;base64,R0lGODlhAQABAIAAAAAAAP\/\/\/yH5BAEAAAAALAAAAAABAAEAAAIBRAA7\" alt=\"\"\/><noscript><img decoding=\"async\" src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXcgNcQ2Kw_gEgxhCGThIkU9Ybz8mmF9scnS7xXue-uQaGxlDu3rcqEPvK90mJF8FIrDUQZro4xL8fl-rL2zBnjY1tkz3u2UsbM6nWNoVcUjCAHn61hUpLh8y-4kcnWuLRhJ2Wy2vA?key=WPXnwIWLTmxNrP-yn-sif0K8\" alt=\"\"><\/noscript><figcaption class=\"wp-element-caption\"><strong>02 Agent Builder\u3001Model Builder \u548c Model Garden \u4e09\u8005\u7684\u95dc\u4fc2<br><\/strong>\u8cc7\u6599\u4f86\u6e90\uff1a\u81ea\u884c\u7e6a\u88fd<\/figcaption><\/figure>\n<\/div>\n\n\n\n<div style=\"height:40px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e8c\u3001Agent Builder\uff1a\u4f4e\u7a0b\u5f0f\u78bc (Low Code) \u7684 AI Agent \u958b\u767c\u5de5\u5177<\/h2>\n\n\n\n<h3 class=\"wp-block-heading\">Agent Builder \u7c21\u4ecb<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Agent Builder \u662f\u4e00\u500b\u5c08\u9580\u7528\u65bc\u5efa\u7acb AI Agent \u7684\u5e73\u53f0\u3002\u5b83\u4e0d\u50c5\u6574\u5408\u4e86\u5927\u578b\u8a9e\u8a00\u6a21\u578b\u8207 GCP \u7684\u5404\u9805\u670d\u52d9\uff0c\u9084\u652f\u6301\u5ee3\u6cdb\u7684\u5de5\u5177\u6574\u5408\u548c\u5ba2\u88fd\u5316\u3002\u901a\u904e\u76f4\u89c0\u7684\u5c0d\u8a71\u6d41\u7a0b\u8a2d\u8a08\u548c\u5b8c\u5584\u7684\u6e2c\u8a66\u529f\u80fd\uff0c\u4f01\u696d\u53ef\u4ee5\u5feb\u901f\u5efa\u7acb\u7b26\u5408\u9700\u6c42\u7684 AI Agent\u3002\u540c\u6642\uff0c\u5e73\u53f0\u9084\u7279\u5225\u6ce8\u91cd\u5b89\u5168\u6027\u548c\u53ef\u63a7\u6027\uff0c\u78ba\u4fdd AI \u61c9\u7528\u7b26\u5408\u4f01\u696d\u7684\u7ba1\u7406\u898f\u7bc4\u3002Agent Builder \u4e3b\u8981\u5305\u542b\u5169\u500b\u90e8\u5206\uff1a<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">Vertex AI Agents\uff08AI \u52a9\u7406\uff09<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">\u9019\u662f\u4e00\u500b\u80fd\u8b93\u4f60\u7684\u61c9\u7528\u7a0b\u5f0f\u7406\u89e3\u4eba\u985e\u8a9e\u8a00\u7684\u7cfb\u7d71\u3002\u6bd4\u5982\u8aaa\u4f60\u53ef\u4ee5\u7528\u5b83\u4f86\u505a\u804a\u5929\u6a5f\u5668\u4eba\u3001\u8a9e\u97f3\u52a9\u7406\u548c\u4efb\u4f55\u9700\u8981\u548c\u4f7f\u7528\u8005\u5c0d\u8a71\u7684\u529f\u80fd\uff0c\u91cd\u9ede\u662f\u5b83\u80fd\u807d\u61c2\u4f7f\u7528\u8005\u8aaa\u4ec0\u9ebc\uff0c\u4e26\u7d66\u51fa\u5408\u9069\u7684\u56de\u61c9\u3002\u5b83\u7684\u529f\u80fd\u5305\u542b\uff1a<\/p>\n\n\n\n<div class=\"wp-block-group is-content-justification-left is-nowrap is-layout-flex wp-container-core-group-is-layout-a1b15d37 wp-block-group-is-layout-flex\">\n<ul class=\"wp-block-list\">\n<li>\u81ea\u7136\u8a9e\u8a00\u7406\u89e3 &#8211; \u80fd\u5920\u7406\u89e3\u7528\u6236\u7684\u610f\u5716\u548c\u9700\u6c42<\/li>\n\n\n\n<li>\u591a\u6a21\u614b\u7406\u89e3 &#8211; \u53ef\u8655\u7406\u6587\u5b57\u3001\u5716\u7247\u3001\u8072\u97f3\u7b49\u591a\u7a2e\u5f62\u5f0f\u7684\u8f38\u5165<\/li>\n\n\n\n<li>\u5de5\u5177\u6574\u5408 &#8211; \u53ef\u9023\u63a5\u5916\u90e8\u670d\u52d9\u548c API<\/li>\n\n\n\n<li>\u77e5\u8b58\u5eab &#8211; \u80fd\u5920\u8a2a\u554f\u548c\u5229\u7528\u4f01\u696d\u7684\u6578\u64da\u8cc7\u6e90<\/li>\n\n\n\n<li>\u5c0d\u8a71\u7ba1\u7406 &#8211; \u7dad\u6301\u4e0a\u4e0b\u6587\u548c\u7ba1\u7406\u5c0d\u8a71\u6d41\u7a0b<\/li>\n\n\n\n<li>\u591a\u8a9e\u8a00\u652f\u6301 &#8211; \u652f\u6301\u591a\u7a2e\u8a9e\u8a00\u7684\u4e92\u52d5<\/li>\n<\/ul>\n\n\n\n<figure class=\"wp-block-image is-resized\"><img decoding=\"async\" class=\"lazyload\" data-src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXc9I_PiHLoE-O-A4Z_JDMNYc9H3z_nXQ53TFyQoCj1Sm7et6i9cK16KV-__GtVDR0a6gwqee7n2Dm6i2MBl9tPADmdUGStUTuev2hV9uGmWu1bGC7KqhbBqMRpZCo_l7V1ITYixVw?key=WPXnwIWLTmxNrP-yn-sif0K8\" src=\"data:image\/gif;base64,R0lGODlhAQABAIAAAAAAAP\/\/\/yH5BAEAAAAALAAAAAABAAEAAAIBRAA7\" alt=\"Google Cloud: 03 Vertex AI Agent \u529f\u80fd\" style=\"width:413px;height:auto\"\/><noscript><img decoding=\"async\" src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXc9I_PiHLoE-O-A4Z_JDMNYc9H3z_nXQ53TFyQoCj1Sm7et6i9cK16KV-__GtVDR0a6gwqee7n2Dm6i2MBl9tPADmdUGStUTuev2hV9uGmWu1bGC7KqhbBqMRpZCo_l7V1ITYixVw?key=WPXnwIWLTmxNrP-yn-sif0K8\" alt=\"Google Cloud: 03 Vertex AI Agent \u529f\u80fd\" style=\"width:413px;height:auto\"><\/noscript><figcaption class=\"wp-element-caption\"><strong>03 Vertex AI Agent \u529f\u80fd<br><\/strong>\u8cc7\u6599\u4f86\u6e90\uff1a\u81ea\u884c\u7e6a\u88fd<\/figcaption><\/figure>\n<\/div>\n\n\n\n<div style=\"height:30px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h4 class=\"wp-block-heading\">Vertex AI Search<\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">\u9019\u662f\u4e00\u500b\u9032\u968e\u7684\u641c\u5c0b\u7cfb\u7d71\uff0c\u8b93\u4f60\u80fd\u5728\u7db2\u7ad9\u6216 APP \u4e2d\u52a0\u5165\u5f37\u5927\u7684\u641c\u5c0b\u529f\u80fd\u3002\u7528\u9014\u5305\u542b\uff1a<\/p>\n\n\n\n<div class=\"wp-block-group is-nowrap is-layout-flex wp-container-core-group-is-layout-7387b849 wp-block-group-is-layout-flex\">\n<p class=\"wp-block-paragraph\"><strong>\u641c\u5c0b\u529f\u80fd\uff1a<\/strong>\u4e00\u822c\u641c\u5c0b\uff1a\u8ddf Google \u641c\u5c0b\u4e00\u6a23\uff0c\u4f46\u5b83\u662f\u641c\u5c0b\u4f60\u81ea\u5df1\u7684\u7db2\u7ad9\u3002\u5f71\u97f3\u641c\u5c0b\uff1a\u7279\u5225\u9069\u5408\u7528\u4f86\u641c\u5c0b\u5f71\u7247\u548c\u97f3\u6a02\u9019\u985e\u7684\u5167\u5bb9\u3002\u91ab\u7642\u8cc7\u6599\u641c\u5c0b\uff1a\u5c08\u9580\u7528\u4f86\u641c\u5c0b\u91ab\u7642\u7d00\u9304\u7684\u529f\u80fd\u3002<br><br><strong>\u63a8\u85a6\u529f\u80fd\uff1a<\/strong>\u5f71\u97f3\u63a8\u85a6\uff1a\u6839\u64da\u4f7f\u7528\u8005\u5728\u770b\u4ec0\u9ebc\u4f86\u63a8\u85a6\u76f8\u95dc\u5f71\u7247\u3002\u4e00\u822c\u63a8\u85a6\uff1a\u63a8\u85a6\u4efb\u4f55\u7a2e\u985e\u7684\u5167\u5bb9\uff08\u76ee\u524d\u9084\u5728\u6e2c\u8a66\u968e\u6bb5\uff09\u3002<br>Vertex AI Search \u7279\u5225\u597d\u7528\u7684\u5730\u65b9<br>1. \u5f88\u8070\u660e\uff1a\u5b83\u80fd\u7406\u89e3\u4eba\u985e\u7684\u8aaa\u8a71\u65b9\u5f0f\uff0c\u4e0d\u6703\u53ea\u627e\u95dc\u9375\u5b57\u3002<br>2. \u5bb9\u6613\u4f7f\u7528\uff1a\u81ea\u52d5\u4fee\u6b63\u932f\u5b57\u3001\u5efa\u8b70\u641c\u5c0b\u548c\u7406\u89e3\u540c\u7fa9\u8a5e\u3002<br>3. \u6709 AI \u5c0d\u8a71\u529f\u80fd\uff1a\u53ef\u4ee5\u7528\u5c0d\u8a71\u7684\u65b9\u5f0f\u4f86\u641c\u5c0b\u8cc7\u6599\u3002<br>4. \u6703\u81ea\u5df1\u5b78\u7fd2\uff1a\u6703\u5f9e\u4f7f\u7528\u8005\u7684\u4f7f\u7528\u7fd2\u6163\u4e2d\u5b78\u7fd2\uff0c\u8b8a\u5f97\u66f4\u6e96\u78ba\u3002<br>5. \u9069\u5408\u91ab\u7642\u7528\u9014\uff1a\u4e0d\u9700\u8981\u7279\u6b8a\u7684\u641c\u5c0b\u8a9e\u6cd5\uff0c\u5c31\u80fd\u627e\u5230\u91ab\u7642\u8cc7\u6599\u3002<br><br>\u7c21\u55ae\u8aaa\uff0c\u5b83\u5c31\u662f\u8b93\u4f60\u7684\u7db2\u7ad9\u6216 APP \u8b8a\u5f97\u66f4\u8070\u660e\u7684\u5de5\u5177\u5305\uff0c\u80fd\u5e6b\u52a9\u4f7f\u7528\u8005\u66f4\u5bb9\u6613\u627e\u5230\u4ed6\u5011\u8981\u7684\u6771\u897f\uff0c\u4e5f\u80fd\u63a8\u85a6\u4ed6\u5011\u53ef\u80fd\u611f\u8208\u8da3\u7684\u5167\u5bb9\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" class=\"lazyload\" data-src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXfsyyNXWgWdt733v9y6nP_xf67R2lg60xhOsegPJQFENjSmY7cxhuLg2fTzqHWpdZ4UjxJqz28K_1cL2OfHuQxa1zusOoryxegQR_ef8EiTq_ZLOo5IXPb5LaBkuJuuqoSCIeQa6A?key=WPXnwIWLTmxNrP-yn-sif0K8\" src=\"data:image\/gif;base64,R0lGODlhAQABAIAAAAAAAP\/\/\/yH5BAEAAAAALAAAAAABAAEAAAIBRAA7\" alt=\"Google Cloud: 04 Vertex AI Search \u529f\u80fd\"\/><noscript><img decoding=\"async\" src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXfsyyNXWgWdt733v9y6nP_xf67R2lg60xhOsegPJQFENjSmY7cxhuLg2fTzqHWpdZ4UjxJqz28K_1cL2OfHuQxa1zusOoryxegQR_ef8EiTq_ZLOo5IXPb5LaBkuJuuqoSCIeQa6A?key=WPXnwIWLTmxNrP-yn-sif0K8\" alt=\"Google Cloud: 04 Vertex AI Search \u529f\u80fd\"><\/noscript><figcaption class=\"wp-element-caption\"><strong>04 Vertex AI Search \u529f\u80fd<br><\/strong>\u8cc7\u6599\u4f86\u6e90\uff1a\u81ea\u884c\u7e6a\u88fd<\/figcaption><\/figure>\n<\/div>\n\n\n\n<div style=\"height:40px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h2 class=\"wp-block-heading\">Vertex AI \u64cd\u4f5c\u793a\u7bc4<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u5728\u73fe\u4eca AI \u6d6a\u6f6e\u4e0b\uff0c\u64c1\u6709\u4e00\u500b\u80fd\u7406\u89e3\u4e26\u56de\u61c9\u4f7f\u7528\u8005\u9700\u6c42\u7684\u667a\u6167 Agent \u5df2\u6210\u70ba\u4f01\u696d\u63d0\u5347\u6548\u7387\u3001\u6539\u5584\u5ba2\u6236\u9ad4\u9a57\u7684\u95dc\u9375\u3002Google Cloud \u7684 Vertex AI Agent Builder \u63d0\u4f9b\u4e86\u4e00\u500b\u5f37\u5927\u4e14\u6613\u65bc\u4f7f\u7528\u7684\u5e73\u53f0\uff0c\u8b93\u60a8\u7121\u9700\u7a0b\u5f0f\u8a2d\u8a08\u80cc\u666f\uff0c\u4e5f\u80fd\u5feb\u901f\u6253\u9020\u51fa\u529f\u80fd\u5b8c\u5584\u7684 AI Agent\u3002<br>\u7136\u800c\uff0c\u9762\u5c0d\u7433\u746f\u6eff\u76ee\u7684\u529f\u80fd\u548c\u8a2d\u5b9a\u9078\u9805\uff0c\u60a8\u662f\u5426\u611f\u5230\u4e0d\u77e5\u5f9e\u4f55\u4e0b\u624b\uff1f<br>\u5225\u64d4\u5fc3\uff01\u601d\u60f3\u79d1\u6280\u8207\u6771\u6771\u8001\u5e2b\u5408\u4f5c\u88fd\u4f5c\u4e86\u9019\u4efd\u300aVertex AI Agent Builder \u624b\u628a\u624b\u8a2d\u5b9a\u6559\u5b78\u300b\uff0c\u6b63\u662f Vertex AI Agent Builder \u7684\u5165\u9580\u6307\u5357\uff5e\u7121\u8ad6\u60a8\u662f AI \u958b\u767c\u65b0\u624b\uff0c\u6216\u662f\u5e0c\u671b\u5feb\u901f\u5c0e\u5165 AI Agent \u6280\u8853\u7684 IT \u4eba\u54e1\uff0c\u90fd\u80fd\u8f15\u9b06\u4e0a\u624b\uff0c\u5c07\u5275\u65b0\u69cb\u60f3\u4ed8\u8af8\u5be6\u8e10\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">&gt;&gt;&gt; \u4e86\u89e3 <a href=\"https:\/\/www.google.com\/url?q=https:\/\/masterconcept.ai\/zh-hant\/learning-column\/google-cloud-zh-hant\/gcp-kol-x-master-concept-vertex-ai-agent-builder-model-builder\/&amp;sa=D&amp;source=calendar&amp;ust=1743846592719077&amp;usg=AOvVaw0nZ2CTKCMJEVtkWhOvl8Kt\" target=\"_blank\" rel=\"noreferrer noopener\">Vertex AI \u6838\u5fc3\u529f\u80fd\uff08\u4e0a\uff09Agent Builder \u548c Model Builder<\/a><br>&gt;&gt;&gt; <a href=\"https:\/\/www.google.com\/url?q=https:\/\/masterconcept.ai\/zh-hant\/learning-column\/google-cloud-zh-hant\/gcp-kol-x-master-concept-vertex-ai-core-function-model-garden-introduction\/https:\/\/masterconcept.ai\/zh-hant\/learning-column\/google-cloud-zh-hant\/gcp-kol-x-master-concept-vertex-ai-core-function-model-garden-introduction\/&amp;sa=D&amp;source=calendar&amp;ust=1743846592719077&amp;usg=AOvVaw2NGGnMT_aCRjCT4UGQRRwc\" target=\"_blank\" rel=\"noreferrer noopener\">\u4e86\u89e3 Vertex AI \u6838\u5fc3\u529f\u80fd\uff08\u4e0b\uff09Model Garden<\/a><\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img fetchpriority=\"high\" decoding=\"async\" width=\"453\" height=\"255\" data-src=\"https:\/\/masterconcept.ai\/wp-content\/uploads\/2025\/03\/\u5c1a\u672a\u5132\u5b58\u7684\u300c\u9810\u89bd\u7a0b\u5f0f\u300d\u6587\u4ef6\uff08\u5df2\u62d6\u79fb\uff09.png\" src=\"data:image\/gif;base64,R0lGODlhAQABAIAAAAAAAP\/\/\/yH5BAEAAAAALAAAAAABAAEAAAIBRAA7\" alt=\"\" class=\"wp-image-57033 lazyload\"\/><noscript><img decoding=\"async\" width=\"453\" height=\"255\" src=\"https:\/\/masterconcept.ai\/wp-content\/uploads\/2025\/03\/\u5c1a\u672a\u5132\u5b58\u7684\u300c\u9810\u89bd\u7a0b\u5f0f\u300d\u6587\u4ef6\uff08\u5df2\u62d6\u79fb\uff09.png\" alt=\"\" class=\"wp-image-57033\" srcset=\"https:\/\/masterconcept.ai\/wp-content\/uploads\/2025\/03\/\u5c1a\u672a\u5132\u5b58\u7684\u300c\u9810\u89bd\u7a0b\u5f0f\u300d\u6587\u4ef6\uff08\u5df2\u62d6\u79fb\uff09.png 453w, https:\/\/masterconcept.ai\/wp-content\/uploads\/2025\/03\/\u5c1a\u672a\u5132\u5b58\u7684\u300c\u9810\u89bd\u7a0b\u5f0f\u300d\u6587\u4ef6\uff08\u5df2\u62d6\u79fb\uff09-300x169.png 300w\" sizes=\"(max-width: 453px) 100vw, 453px\" \/><\/noscript><\/figure>\n\n\n\n<div class=\"wp-block-buttons is-layout-flex wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button has-custom-width wp-block-button__width-50\"><a class=\"wp-block-button__link has-white-color has-luminous-vivid-amber-background-color has-text-color has-background has-link-color wp-element-button\" href=\"https:\/\/share.hsforms.com\/1uLiLDVTdSyq_hDJn9-BvjA2231b\" target=\"_blank\" rel=\"noreferrer noopener\">\u7acb\u5373\u4e0b\u8f09<\/a><\/div>\n<\/div>\n\n\n\n<div style=\"height:40px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h2 class=\"wp-block-heading\">\u4e09\u3001Model Builder\uff1a\u7c21\u5316 AI \u6a21\u578b\u7684\u958b\u767c\u8207\u8a13\u7df4<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Model Builder\uff08\u6a21\u578b\u5efa\u9020\u5668\uff09\uff0c\u9019\u500b\u5de5\u5177\u53ef\u4ee5\u5e6b\u52a9\u4f01\u696d\u6253\u9020\u81ea\u5df1\u7684 AI \u6a21\u578b\u3002\u5b83\u628a\u8907\u96dc\u7684\u6a5f\u5668\u5b78\u7fd2\u904e\u7a0b\u8b8a\u5f97\u7c21\u55ae\uff0c\u5c31\u50cf\u662f\u7528\u7a4d\u6728\u642d\u5efa\u6771\u897f\u4e00\u6a23\u5bb9\u6613\u3002\u76ee\u524d\u6709\u5169\u7a2e\u5efa\u7acb Model \u7684\u65b9\u6cd5\uff1a<\/p>\n\n\n\n<div style=\"height:30px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h3 class=\"wp-block-heading\">Custom Training \u5ba2\u88fd\u5316\u7684\u8a13\u7df4<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Vertex AI \u63d0\u4f9b\u4ee3\u7ba1\u7684\u6a21\u578b\u8a13\u7df4\u670d\u52d9\uff0c\u5982\u679c\u4f60\u662f\u4e00\u4f4d AI \u5c08\u5bb6\uff0c\u4e86\u89e3\u5404\u7a2e AI \u7684\u6f14\u7b97\u6cd5\uff0c\u53ef\u4ee5\u81ea\u5df1\u64b0\u5beb\u7a0b\u5f0f\u4f86\u958b\u767c AI \u6a21\u578b\u3002\u4f60\u5c31\u53ef\u4ee5\u5728 GCP \u4e0a\u9762\u4f7f\u7528\u73fe\u6210\u7684\u6a21\u578b\u958b\u767c\u74b0\u5883\uff0c\u800c\u4e0d\u9700\u8981\u81ea\u5df1\u5efa\u7acb\u5404\u7a2e\u57fa\u790e\u5efa\u8a2d\u3002&nbsp;<\/p>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h3 class=\"wp-block-heading\">AutoML<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u5982\u679c\u4f60\u4e0d\u662f AI \u5c08\u5bb6\u600e\u9ebc\u8fa6\uff1fAutoML \u8b93\u4f60\u4e0d\u7528\u81ea\u5df1\u64b0\u5beb\u6f14\u7b97\u6cd5\uff0c\u5c31\u53ef\u4ee5\u958b\u767c\u548c\u8a13\u7df4 AI \u6a21\u578b\u3002 \u7562\u7adf\u5c0d\u5927\u591a\u6578\u7684\u4eba\u4f86\u8aaa\uff0c\u4e26\u975e\u4eba\u4eba\u90fd\u662f AI \u5c08\u5bb6\u3002\u4f60\u53ef\u80fd\u662f\u80f8\u8154\u5167\u79d1\u91ab\u751f\u3001\u96fb\u5b50\u5546\u52d9\u7684\u884c\u92b7\u4eba\u54e1\u6216\u6b63\u5728\u5224\u65b7\u5efa\u7bc9\u7269\u985e\u578b\uff0cAI \u7684\u6280\u8853\u5c0d\u4f60\u4f86\u8aaa\u662f\u4e00\u500b\u9580\u6abb\uff0c\u4f46\u662f\u4e0d\u7528\u64d4\u5fc3\uff0c\u4f60\u53ea\u8981\u628a\u624b\u4e0a\u7684\u8cc7\u6599\u6e96\u5099\u597d\uff0c\u5c31\u53ef\u4ee5\u8b93 Google \u4f86\u5e6b\u4f60\u5efa\u7acb\u548c\u8a13\u7df4 AI \u6a21\u578b\u3002&nbsp;<\/p>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<div class=\"wp-block-group is-nowrap is-layout-flex wp-container-core-group-is-layout-7387b849 wp-block-group-is-layout-flex\">\n<p class=\"wp-block-paragraph\">\u5047\u8a2d\u4f60\u662f\u4e00\u500b\u884c\u92b7\u4eba\u54e1\uff0c\u4f60\u7684\u624b\u4e0a\u6709\u7db2\u7ad9\u4f7f\u7528\u8005\u7684\u8cc7\u6599\u548c\u904e\u53bb\u7684\u6d88\u8cbb\u7d00\u9304\uff0c\u4f60\u60f3\u8981\u63d0\u9ad8\u4f7f\u7528\u8005\u8cfc\u8cb7\u7522\u54c1\u7684\u6a5f\u7387\uff0c\u4f46\u662f\u4f60\u4e0d\u77e5\u9053\u8a72\u600e\u9ebc\u505a\u3002<br>\u4f60\u624b\u4e0a\u5df2\u7d93\u6709\u4e00\u5f35\u8868\u683c\u5305\u542b\u7279\u5fb5\uff08\u4f7f\u7528\u8005\u7684\u5c6c\u6027\u548c\u884c\u70ba\uff09\u548c\u6a19\u7c64 \uff08\u8cfc\u8cb7\u91d1\u984d\uff09\uff0c\u4f60\u53ef\u4ee5\u76f4\u63a5\u8b93 AutoML \u5e6b\u4f60\u5efa\u7acb\u548c\u8a13\u7df4\u6a21\u578b\u3002<br>\u9019\u500b\u6a21\u578b\u53ef\u4ee5\u5e6b\u4f60\u5206\u985e\u4f7f\u7528\u8005\uff0c\u662f\u5c6c\u65bc\u54ea\u4e00\u7a2e\u985e\u578b\uff0c\u4f8b\u5982\u700f\u89bd\u8005\u3001\u6642\u5c1a\u524d\u885b\u3001\u6700\u5f8c\u4e00\u523b\u8cfc\u7269\u8005\u6216\u662f\u6298\u6263\u611b\u597d\u8005\u3002<br>\u7576\u6a21\u578b\u8a13\u7df4\u5b8c\u6210\uff0c\u90e8\u7f72\u4e0a\u7dda\u4e4b\u5f8c\uff0c\u6bcf\u7576\u65b0\u7684\u4f7f\u7528\u8005\u9032\u4f86\uff0c\u4f60\u7684\u6a21\u578b\u53ef\u4ee5\u5f88\u5feb\u5224\u65b7\uff0c\u4ed6\u662f\u54ea\u4e00\u7a2e\u985e\u578b\u7684\u4f7f\u7528\u8005\uff0c\u4f60\u5c31\u53ef\u4ee5\u7acb\u5373\u63d0\u4f9b\u9069\u5408\u4ed6\u7684\u4fc3\u92b7\u65b9\u6848\uff0c\u9032\u800c\u5e36\u52d5\u7522\u54c1\u7684\u92b7\u552e\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image is-resized\"><img decoding=\"async\" class=\"lazyload\" data-src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXeYnGnvEPmSjz7dKJByjDDgbvmzDVAc0YNUbngANDKV73_nX7PGnJqQMIBDOdHxDLmu2IawJJ96FdEu_g1uppFQ5vHMRghbWUeeYMzqve775pVTsZaOq8gTDyOBpWE02mg9m73dfA?key=WPXnwIWLTmxNrP-yn-sif0K8\" src=\"data:image\/gif;base64,R0lGODlhAQABAIAAAAAAAP\/\/\/yH5BAEAAAAALAAAAAABAAEAAAIBRAA7\" alt=\"\" style=\"width:437px;height:auto\"\/><noscript><img decoding=\"async\" src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXeYnGnvEPmSjz7dKJByjDDgbvmzDVAc0YNUbngANDKV73_nX7PGnJqQMIBDOdHxDLmu2IawJJ96FdEu_g1uppFQ5vHMRghbWUeeYMzqve775pVTsZaOq8gTDyOBpWE02mg9m73dfA?key=WPXnwIWLTmxNrP-yn-sif0K8\" alt=\"\" style=\"width:437px;height:auto\"><\/noscript><figcaption class=\"wp-element-caption\"><strong>32-1 AutoML \u81ea\u52d5\u5c0d\u4f7f\u7528\u8005\u6b78\u985e<\/strong><br>\u8cc7\u6599\u4f86\u6e90\uff1a\u64f7\u5716\u81ea <a href=\"https:\/\/cloud.google.com\/vertex-ai\/docs\/beginner\/beginners-guide#tabular\">GCP \u5b98\u65b9\u6587\u4ef6<\/a><\/figcaption><\/figure>\n<\/div>\n\n\n\n<div style=\"height:30px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h3 class=\"wp-block-heading\">\u7c21\u55ae\u7684\u64cd\u4f5c\u793a\u7bc4<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u9019\u500b\u793a\u7bc4\u4f86\u81ea <a href=\"https:\/\/www.cloudskillsboost.google\/focuses\/22020?catalog_rank=%7B%22rank%22%3A2%2C%22num_filters%22%3A2%2C%22has_search%22%3Atrue%7D&amp;parent=catalog&amp;search_id=41887644\" target=\"_blank\" rel=\"noopener\" title=\"\">Identify Damaged Car Parts with Vertex AutoML Vision<\/a>\uff0c\u6211\u5011\u8981\u5efa\u7acb\u4e00\u500b\u7167\u7247\u8fa8\u8a8d\u7684\u6a21\u578b\uff0c\u9019\u500b\u6a21\u578b\u8981\u5f9e\u4e00\u5806\u640d\u58de\u7684\u6c7d\u8eca\u7167\u7247\u7576\u4e2d\uff0c\u5224\u65b7\u5b83\u5230\u5e95\u662f\u54ea\u4e00\u7a2e\u96f6\u4ef6\u3002\u9996\u5148\u6211\u5011\u4f86\u555f\u7528 Cloud Shell\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" class=\"lazyload\" data-src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXcZfGEfkgt_re7qUWpoBoXtzsIFdOI3kFlZ-EMuZbnbtHnP_PuWW_RQ4thIMs0ySg37RvXluKHuzXPqjaOqDr3llNDKVGy4SboZw8Ft44suPmWE6RVPj3va6fcZPMGx9qZUmhp41w?key=WPXnwIWLTmxNrP-yn-sif0K8\" src=\"data:image\/gif;base64,R0lGODlhAQABAIAAAAAAAP\/\/\/yH5BAEAAAAALAAAAAABAAEAAAIBRAA7\" alt=\"33 \u555f\u7528 Cloud Shell\"\/><noscript><img decoding=\"async\" src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXcZfGEfkgt_re7qUWpoBoXtzsIFdOI3kFlZ-EMuZbnbtHnP_PuWW_RQ4thIMs0ySg37RvXluKHuzXPqjaOqDr3llNDKVGy4SboZw8Ft44suPmWE6RVPj3va6fcZPMGx9qZUmhp41w?key=WPXnwIWLTmxNrP-yn-sif0K8\" alt=\"33 \u555f\u7528 Cloud Shell\"><\/noscript><figcaption class=\"wp-element-caption\"><strong>33 \u555f\u7528 Cloud Shell<br><\/strong>\u8cc7\u6599\u4f86\u6e90\uff1a\u64f7\u5716\u81ea <a href=\"https:\/\/console.cloud.google.com\/bigquery\" target=\"_blank\" rel=\"noopener\" title=\"\">GCP \u4e3b\u63a7\u53f0<\/a><\/figcaption><\/figure>\n\n\n\n<div style=\"height:30px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u9996\u5148\u8a2d\u5b9a\u5169\u500b\u74b0\u5883\u8b8a\u6578\uff0c\u4e4b\u5f8c\u57f7\u884c\u76f8\u95dc\u6307\u4ee4\u6703\u7528\u5230\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">export PROJECT_ID=[ \u4f60\u7684\u5c08\u6848 ID ]<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">export BUCKET=[ \u4f60\u4e4b\u5f8c\u8981\u5efa\u7acb\u7684 Cloud Storage Bucket ID ]<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" class=\"lazyload\" data-src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXfIfSwxiHMYOGwaI6h2q5Et5kCtMPAhROXr-1b9fPXGat5TveqmeJH7YCC7jk2-FynRYdNObuP24Y-tadr0z5IwFC3gflRIMqpDkuSRldoIxL-aiHyOrc5YUV9fGU9i1yhiOOu7Bw?key=WPXnwIWLTmxNrP-yn-sif0K8\" src=\"data:image\/gif;base64,R0lGODlhAQABAIAAAAAAAP\/\/\/yH5BAEAAAAALAAAAAABAAEAAAIBRAA7\" alt=\"34 \u8a2d\u5b9a Cloud Shell \u74b0\u5883\u8b8a\u6578\"\/><noscript><img decoding=\"async\" src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXfIfSwxiHMYOGwaI6h2q5Et5kCtMPAhROXr-1b9fPXGat5TveqmeJH7YCC7jk2-FynRYdNObuP24Y-tadr0z5IwFC3gflRIMqpDkuSRldoIxL-aiHyOrc5YUV9fGU9i1yhiOOu7Bw?key=WPXnwIWLTmxNrP-yn-sif0K8\" alt=\"34 \u8a2d\u5b9a Cloud Shell \u74b0\u5883\u8b8a\u6578\"><\/noscript><figcaption class=\"wp-element-caption\"><strong>34 \u8a2d\u5b9a Cloud Shell \u74b0\u5883\u8b8a\u6578<br><\/strong>\u8cc7\u6599\u4f86\u6e90\uff1a\u64f7\u5716\u81ea <a href=\"https:\/\/console.cloud.google.com\/bigquery\" target=\"_blank\" rel=\"noopener\" title=\"\">GCP \u4e3b\u63a7\u53f0<\/a><\/figcaption><\/figure>\n\n\n\n<div style=\"height:30px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u518d\u57f7\u884c\u5efa\u7acb Bucket \u7684\u6307\u4ee4\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">gsutil mb -p $PROJECT_ID -c standard -l us-central1 gs:\/\/$[BUCKET]&nbsp;<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" class=\"lazyload\" data-src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXdqp4g3WXwm_t2oK5-1rGK_8XevfpbulHipNq3RCtnCfmI-GDCSnr2d-W1UYm-9QSXwlkLAXc3sy7aXNmMExuNj7Dt5KfGZWruepZOBXWK3p-aVoAeSOE5e0DEnoBINMuBEkQWfmg?key=WPXnwIWLTmxNrP-yn-sif0K8\" src=\"data:image\/gif;base64,R0lGODlhAQABAIAAAAAAAP\/\/\/yH5BAEAAAAALAAAAAABAAEAAAIBRAA7\" alt=\"35 \u5efa\u7acb Bucket \"\/><noscript><img decoding=\"async\" src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXdqp4g3WXwm_t2oK5-1rGK_8XevfpbulHipNq3RCtnCfmI-GDCSnr2d-W1UYm-9QSXwlkLAXc3sy7aXNmMExuNj7Dt5KfGZWruepZOBXWK3p-aVoAeSOE5e0DEnoBINMuBEkQWfmg?key=WPXnwIWLTmxNrP-yn-sif0K8\" alt=\"35 \u5efa\u7acb Bucket \"><\/noscript><figcaption class=\"wp-element-caption\"><strong>35 \u5efa\u7acb Bucket&nbsp;<br><\/strong>\u8cc7\u6599\u4f86\u6e90\uff1a\u64f7\u5716\u81ea <a href=\"https:\/\/console.cloud.google.com\/bigquery\" target=\"_blank\" rel=\"noopener\" title=\"\">GCP \u4e3b\u63a7\u53f0<\/a><\/figcaption><\/figure>\n\n\n\n<div style=\"height:30px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u63a5\u4e0b\u4f86\u6211\u5011\u628a Google \u516c\u958b Bucket \u7684\u8cc7\u6599\uff0c\u4e5f\u5c31\u662f\u6c7d\u8eca\u7684\u7167\u7247\uff0c\u8907\u88fd\u5230\u6211\u5011\u525b\u5efa\u597d\u7684 Bucket\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">gsutil -m cp -r gs:\/\/car_damage_lab_images\/* gs:\/\/${BUCKET}<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" class=\"lazyload\" data-src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXcEbz29oWduJVCivkKMJ4IhplYFCnmMU5HxMPPdY1aCUB1NFdWJQfhYhTrhSOGMESBIhAN8MEdPPJbwFIn9jRitXkiaBX2Cr4yFGYE7Sl4WUVeI1CKebRBgkeDMV-wPVPBlbZR1aA?key=WPXnwIWLTmxNrP-yn-sif0K8\" src=\"data:image\/gif;base64,R0lGODlhAQABAIAAAAAAAP\/\/\/yH5BAEAAAAALAAAAAABAAEAAAIBRAA7\" alt=\"36 \u8907\u88fd\u516c\u958b\u5716\u7247\u5230\u81ea\u5df1\u7684 Bucket\n\"\/><noscript><img decoding=\"async\" src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXcEbz29oWduJVCivkKMJ4IhplYFCnmMU5HxMPPdY1aCUB1NFdWJQfhYhTrhSOGMESBIhAN8MEdPPJbwFIn9jRitXkiaBX2Cr4yFGYE7Sl4WUVeI1CKebRBgkeDMV-wPVPBlbZR1aA?key=WPXnwIWLTmxNrP-yn-sif0K8\" alt=\"36 \u8907\u88fd\u516c\u958b\u5716\u7247\u5230\u81ea\u5df1\u7684 Bucket\n\"><\/noscript><figcaption class=\"wp-element-caption\"><strong>36 \u8907\u88fd\u516c\u958b\u5716\u7247\u5230\u81ea\u5df1\u7684 Bucket<br><\/strong>\u8cc7\u6599\u4f86\u6e90\uff1a\u64f7\u5716\u81ea <a href=\"https:\/\/console.cloud.google.com\/bigquery\">GCP \u4e3b\u63a7\u53f0<\/a><\/figcaption><\/figure>\n\n\n\n<div style=\"height:30px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u5149\u662f\u6709\u7167\u7247\u672c\u8eab\u9084\u4e0d\u5920\uff0c\u56e0\u70ba\u6a5f\u5668\u5b78\u7fd2\u7684\u904e\u7a0b\u4e2d\uff0c\u4f60\u9700\u8981\u7d66 AutoML \u4e00\u5f35\u8868\u683c\uff0c\u544a\u8a34\u5b83\u54ea\u4e9b\u7167\u7247\uff08\u7279\u5fb5\uff09\u662f\u5c6c\u65bc\u54ea\u4e00\u7a2e\u6c7d\u8eca\u96f6\u4ef6\uff08\u6a19\u7c64\uff09\uff0c\u6211\u5011\u57f7\u884c\u6307\u4ee4\u53bb\u53d6\u5f97\u8868\u683c\uff1a&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">gsutil cp gs:\/\/car_damage_lab_metadata\/data.csv .<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6211\u5011\u53ef\u4ee5\u770b\u5230\u5982\u4e0b\u7684\u8868\u683c\uff0c\u53ef\u4ee5\u77e5\u9053\u524d\u9762 18 \u5f35\u90fd\u662f\u5c6c\u65bc\u4fdd\u96aa\u687f\u7684\u7167\u7247\uff0c\u6211\u5011\u4e4b\u5f8c\u8981\u50b3\u7d66 AutoML\uff0c\u5c31\u50cf\u5728\u6559\u5c0f\u5b30\u5152\u770b\u52d5\u7269\u7167\u7247\u90a3\u6a23\u3002&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u53e6\u5916\u9019\u4e9b\u7167\u7247\u7684\u5132\u5b58\u4f4d\u7f6e\uff0c\u6211\u5011\u4e5f\u8981\u6539\u6210\u5728\u6211\u5011\u5c08\u6848\u74b0\u5883\u88e1\u9762\u7684\u4f4d\u7f6e\uff0c\u5982\u4e0b\u5716\u7d05\u8272\u6846\u9078\u8655\uff1a&nbsp;<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" class=\"lazyload\" data-src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXfXEuXaQbFMa8aJES_fG51k9bHaVkp-8fwpdqAlDvAJgghxTKOGZ9CXn3R67MDpbdKsHCr583mOPynzNgeofW1c98MUj2KqGBFEpbJCB40tz52QDOQDKI84RuVBv9aC8FWGeMnR?key=WPXnwIWLTmxNrP-yn-sif0K8\" src=\"data:image\/gif;base64,R0lGODlhAQABAIAAAAAAAP\/\/\/yH5BAEAAAAALAAAAAABAAEAAAIBRAA7\" alt=\"37 \u4e0b\u8f09\u6574\u7406\u597d\u7684\u6a19\u7c64\u6a94\u6848\uff0c\u770b\u5230 Bucket \u9700\u8981\u8abf\u6574\"\/><noscript><img decoding=\"async\" src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXfXEuXaQbFMa8aJES_fG51k9bHaVkp-8fwpdqAlDvAJgghxTKOGZ9CXn3R67MDpbdKsHCr583mOPynzNgeofW1c98MUj2KqGBFEpbJCB40tz52QDOQDKI84RuVBv9aC8FWGeMnR?key=WPXnwIWLTmxNrP-yn-sif0K8\" alt=\"37 \u4e0b\u8f09\u6574\u7406\u597d\u7684\u6a19\u7c64\u6a94\u6848\uff0c\u770b\u5230 Bucket \u9700\u8981\u8abf\u6574\"><\/noscript><figcaption class=\"wp-element-caption\"><strong>37 \u4e0b\u8f09\u6574\u7406\u597d\u7684\u6a19\u7c64\u6a94\u6848\uff0c\u770b\u5230 Bucket \u9700\u8981\u8abf\u6574<br><\/strong>\u8cc7\u6599\u4f86\u6e90\uff1a\u64f7\u5716\u81ea <a href=\"https:\/\/console.cloud.google.com\/bigquery\">GCP \u4e3b\u63a7\u53f0<\/a><\/figcaption><\/figure>\n\n\n\n<div style=\"height:30px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u6211\u5011\u53ef\u4ee5\u57f7\u884c\u9019\u500b\u6307\u4ee4\uff0c\u4f86\u6279\u6b21\u4fee\u6539\u9019\u500b\u6a94\u6848\u7684\u5167\u5bb9\uff1a&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">sed -i -e &#8220;s\/car_damage_lab_images\/${BUCKET}\/g&#8221; .\/data.csv<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u57f7\u884c\u5b8c\u5c31\u53ef\u4ee5\u770b\u5230\u6bcf\u500b\u7167\u7247\u7684\u6a94\u6848\u8def\u5f91\u90fd\u4e00\u53e3\u6c23\u6539\u597d\u4e86\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" class=\"lazyload\" data-src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXd1B3Hk_Wzzu6wmdjyR_KUz82teeO3Pv0QNoSNFX-kK7daKTcD95DWN9Oht7M6LXuMZPCTz1mpFzXra6W3-xfXuFHxAL7OWqBPEsHGsiexJXbrQgkkamWMsn6uadT3-_MuN0OaW0g?key=WPXnwIWLTmxNrP-yn-sif0K8\" src=\"data:image\/gif;base64,R0lGODlhAQABAIAAAAAAAP\/\/\/yH5BAEAAAAALAAAAAABAAEAAAIBRAA7\" alt=\"\"\/><noscript><img decoding=\"async\" src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXd1B3Hk_Wzzu6wmdjyR_KUz82teeO3Pv0QNoSNFX-kK7daKTcD95DWN9Oht7M6LXuMZPCTz1mpFzXra6W3-xfXuFHxAL7OWqBPEsHGsiexJXbrQgkkamWMsn6uadT3-_MuN0OaW0g?key=WPXnwIWLTmxNrP-yn-sif0K8\" alt=\"\"><\/noscript><figcaption class=\"wp-element-caption\"><strong>38 \u78ba\u8a8d\u6a94\u6848\u8def\u5f91\u90fd\u6539\u5230\u81ea\u5df1\u7684 Bucket<br><\/strong>\u8cc7\u6599\u4f86\u6e90\uff1a\u64f7\u5716\u81ea <a href=\"https:\/\/console.cloud.google.com\/bigquery\">GCP \u4e3b\u63a7\u53f0<\/a><\/figcaption><\/figure>\n\n\n\n<div style=\"height:30px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u76ee\u524d\u9019\u500b\u8868\u683c\u6a94\u6848\u9084\u662f\u653e\u5728 Cloud Shell\uff0c\u6211\u5011\u73fe\u5728\u8981\u628a\u5b83\u8907\u88fd\u5230\u8ddf\u7167\u7247\u540c\u6a23\u7684 Bucket \u4f4d\u7f6e\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">&nbsp;gsutil cp .\/data.csv gs:\/\/${BUCKET}<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" class=\"lazyload\" data-src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXfmQiXL9fPW9oK3N9qSKc5F3JPLfxJ0pEThmLNeQHGz-o0nIVb8LAVTvIoYg42Rpk2NPW4-HsviePwZbEE7YOFB4n_KFK9zHD6od1kgoj4FL0UHf9kd2jXZAt6EJ8bQ-V-MoQbsKA?key=WPXnwIWLTmxNrP-yn-sif0K8\" src=\"data:image\/gif;base64,R0lGODlhAQABAIAAAAAAAP\/\/\/yH5BAEAAAAALAAAAAABAAEAAAIBRAA7\" alt=\"39 \u628a\u6a19\u7c64\u6a94\u6848\u8907\u88fd\u5230 Bucket \u4e2d\"\/><noscript><img decoding=\"async\" src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXfmQiXL9fPW9oK3N9qSKc5F3JPLfxJ0pEThmLNeQHGz-o0nIVb8LAVTvIoYg42Rpk2NPW4-HsviePwZbEE7YOFB4n_KFK9zHD6od1kgoj4FL0UHf9kd2jXZAt6EJ8bQ-V-MoQbsKA?key=WPXnwIWLTmxNrP-yn-sif0K8\" alt=\"39 \u628a\u6a19\u7c64\u6a94\u6848\u8907\u88fd\u5230 Bucket \u4e2d\"><\/noscript><figcaption class=\"wp-element-caption\"><strong>39 \u628a\u6a19\u7c64\u6a94\u6848\u8907\u88fd\u5230 Bucket \u4e2d<br><\/strong>\u8cc7\u6599\u4f86\u6e90\uff1a\u64f7\u5716\u81ea <a href=\"https:\/\/console.cloud.google.com\/bigquery\">GCP \u4e3b\u63a7\u53f0<\/a><\/figcaption><\/figure>\n\n\n\n<div style=\"height:30px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u63a5\u4e0b\u4f86\u6211\u5011\u9032\u5165 Vetex Ai\uff0c\u4e26\u4e14\u555f\u7528\u5efa\u8b70\u7684 API\uff1a&nbsp;<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" class=\"lazyload\" data-src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXcS4OCG_NDUwwlvC2KhhzXYG_aymjSdVkmy2bHyfA795JUtDpAEZmTXti1Z9kcXsRggrRzzrxyluMBw9fiFx6qci0R1019-lJgsIa6-AHQixeTQRubErzOJbqcotvmiVh6JY8fPHg?key=WPXnwIWLTmxNrP-yn-sif0K8\" src=\"data:image\/gif;base64,R0lGODlhAQABAIAAAAAAAP\/\/\/yH5BAEAAAAALAAAAAABAAEAAAIBRAA7\" alt=\"40 \u5230 Vertex AI \u4e26\u555f\u7528\u6240\u6709\u7684 API\n\"\/><noscript><img decoding=\"async\" src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXcS4OCG_NDUwwlvC2KhhzXYG_aymjSdVkmy2bHyfA795JUtDpAEZmTXti1Z9kcXsRggrRzzrxyluMBw9fiFx6qci0R1019-lJgsIa6-AHQixeTQRubErzOJbqcotvmiVh6JY8fPHg?key=WPXnwIWLTmxNrP-yn-sif0K8\" alt=\"40 \u5230 Vertex AI \u4e26\u555f\u7528\u6240\u6709\u7684 API\n\"><\/noscript><figcaption class=\"wp-element-caption\"><strong>40 \u5230 Vertex AI \u4e26\u555f\u7528\u6240\u6709\u7684 API<br><\/strong>\u8cc7\u6599\u4f86\u6e90\uff1a\u64f7\u5716\u81ea <a href=\"https:\/\/console.cloud.google.com\/bigquery\">GCP \u4e3b\u63a7\u53f0<\/a><\/figcaption><\/figure>\n\n\n\n<div style=\"height:30px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u6211\u5011\u525b\u525b\u6e96\u5099\u597d\u7684\u8cc7\u6599\u662f\u653e\u5728 Cloud Storage \uff0c\u800c Vertex AI \u9084\u4e0d\u77e5\u9053\uff0c\u6211\u5011\u5fc5\u9808\u8981\u5728\u9019\u908a\u518d\u5efa\u7acb\u4e00\u6b21\u8cc7\u6599\u96c6\uff0c\u8b93\u5b83\u77e5\u9053\u9019\u500b\u8cc7\u6599\u662f\u8981\u62ff\u4f86\u8a13\u7df4\u6a21\u578b\u7528\u7684\uff1a&nbsp;<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" class=\"lazyload\" data-src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXd29_AcHz9075-U2wkvHRKjS3IqbJOOQtGd3pmiIkhzjgVH3kXofwLbLd50ro3ULNuhfw7Qr8nWu1jp6et_0_Gi26kQwAIP8zdn0KwTjbtgmI-c9asZu4bxN-_Zl3z2oSWxWaU30w?key=WPXnwIWLTmxNrP-yn-sif0K8\" src=\"data:image\/gif;base64,R0lGODlhAQABAIAAAAAAAP\/\/\/yH5BAEAAAAALAAAAAABAAEAAAIBRAA7\" alt=\"41 \u9032\u5165\u8cc7\u6599\u96c6\u4e26\u6309\u4e0b\u5efa\u7acb\n\"\/><noscript><img decoding=\"async\" src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXd29_AcHz9075-U2wkvHRKjS3IqbJOOQtGd3pmiIkhzjgVH3kXofwLbLd50ro3ULNuhfw7Qr8nWu1jp6et_0_Gi26kQwAIP8zdn0KwTjbtgmI-c9asZu4bxN-_Zl3z2oSWxWaU30w?key=WPXnwIWLTmxNrP-yn-sif0K8\" alt=\"41 \u9032\u5165\u8cc7\u6599\u96c6\u4e26\u6309\u4e0b\u5efa\u7acb\n\"><\/noscript><figcaption class=\"wp-element-caption\"><strong>41 \u9032\u5165\u8cc7\u6599\u96c6\u4e26\u6309\u4e0b\u5efa\u7acb<br><\/strong>\u8cc7\u6599\u4f86\u6e90\uff1a\u64f7\u5716\u81ea <a href=\"https:\/\/console.cloud.google.com\/bigquery\">GCP \u4e3b\u63a7\u53f0<\/a><\/figcaption><\/figure>\n\n\n\n<div style=\"height:30px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u6211\u5011\u8f38\u5165\u8cc7\u6599\u96c6\u7684\u540d\u7a31\uff0c\u7136\u5f8c\u5728\u8cc7\u6599\u985e\u578b\u9078\u64c7\u300c\u5716\u7247\u300d\uff0c\u5206\u985e\u65b9\u5f0f\u9078\u64c7\u300c\u55ae\u4e00\u6a19\u7c64\u5206\u985e\u300d\uff0c\u63a5\u8457\u6309\u4e0b\u300c\u5efa\u7acb\u300d\uff1a&nbsp;<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" class=\"lazyload\" data-src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXekmc8vpdUQrsZsc0UBnKL1WNpXsuVRM1dIlIHOc016KcytIhDHSs04gf7YEOClmT6I3YWKxYY34UiQqTAOpkLFlNoB-sK-iE04e31AJJWm4h8YYB0kJmIgBbLUG8GBIZc-KL7O?key=WPXnwIWLTmxNrP-yn-sif0K8\" src=\"data:image\/gif;base64,R0lGODlhAQABAIAAAAAAAP\/\/\/yH5BAEAAAAALAAAAAABAAEAAAIBRAA7\" alt=\"42 \u547d\u540d\u8cc7\u6599\u96c6\u3001\u9078\u64c7\u76ee\u6a19\u4e26\u6309\u4e0b\u5efa\u7acb\n\"\/><noscript><img decoding=\"async\" src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXekmc8vpdUQrsZsc0UBnKL1WNpXsuVRM1dIlIHOc016KcytIhDHSs04gf7YEOClmT6I3YWKxYY34UiQqTAOpkLFlNoB-sK-iE04e31AJJWm4h8YYB0kJmIgBbLUG8GBIZc-KL7O?key=WPXnwIWLTmxNrP-yn-sif0K8\" alt=\"42 \u547d\u540d\u8cc7\u6599\u96c6\u3001\u9078\u64c7\u76ee\u6a19\u4e26\u6309\u4e0b\u5efa\u7acb\n\"><\/noscript><figcaption class=\"wp-element-caption\"><strong>42 \u547d\u540d\u8cc7\u6599\u96c6\u3001\u9078\u64c7\u76ee\u6a19\u4e26\u6309\u4e0b\u5efa\u7acb<br><\/strong>\u8cc7\u6599\u4f86\u6e90\uff1a\u64f7\u5716\u81ea <a href=\"https:\/\/console.cloud.google.com\/bigquery\">GCP \u4e3b\u63a7\u53f0<\/a><\/figcaption><\/figure>\n\n\n\n<div style=\"height:30px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u7136\u5f8c\u6211\u5011\u5728\u300c\u9078\u53d6\u532f\u5165\u65b9\u6cd5\u300d\u7576\u4e2d\uff0c\u9078\u64c7\u5f9e\u300cCloud Storage \u9078\u53d6\u532f\u5165\u6a94\u6848\u300d\uff0c\u63a5\u8457\u6253\u958b\u9078\u53d6\u7269\u4ef6\u7684\u8996\u7a97\uff0c\u627e\u5230\u6211\u5011\u525b\u525b\u6e96\u5099\u597d\u7684\u8868\u683c\uff0c\u518d\u6309\u4e0b\u300c\u9078\u53d6\u300d\uff1a&nbsp;<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" class=\"lazyload\" data-src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXd1o1yUPKJa-6X7RfxcejLDAiuskGAnr9je0Yr4gtQzf-EPZNZjGU5Fpr-16-OfqjCwU7xvOnJjUgLFU4jZ-JOH5J4Kfpzx4_Qy4709c1C-1ltZ_U5PxCHg-lZLtAa39CS31OZ1?key=WPXnwIWLTmxNrP-yn-sif0K8\" src=\"data:image\/gif;base64,R0lGODlhAQABAIAAAAAAAP\/\/\/yH5BAEAAAAALAAAAAABAAEAAAIBRAA7\" alt=\"43 \u9078\u64c7\u8a13\u7df4\u6a21\u578b\u6642\u8981\u53c3\u8003\u7684\u6a19\u7c64\u6a94\u6848\n\"\/><noscript><img decoding=\"async\" src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXd1o1yUPKJa-6X7RfxcejLDAiuskGAnr9je0Yr4gtQzf-EPZNZjGU5Fpr-16-OfqjCwU7xvOnJjUgLFU4jZ-JOH5J4Kfpzx4_Qy4709c1C-1ltZ_U5PxCHg-lZLtAa39CS31OZ1?key=WPXnwIWLTmxNrP-yn-sif0K8\" alt=\"43 \u9078\u64c7\u8a13\u7df4\u6a21\u578b\u6642\u8981\u53c3\u8003\u7684\u6a19\u7c64\u6a94\u6848\n\"><\/noscript><figcaption class=\"wp-element-caption\"><strong>43 \u9078\u64c7\u8a13\u7df4\u6a21\u578b\u6642\u8981\u53c3\u8003\u7684\u6a19\u7c64\u6a94\u6848<br><\/strong>\u8cc7\u6599\u4f86\u6e90\uff1a\u64f7\u5716\u81ea <a href=\"https:\/\/console.cloud.google.com\/bigquery\">GCP \u4e3b\u63a7\u53f0<\/a><\/figcaption><\/figure>\n\n\n\n<div style=\"height:30px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u6211\u5011\u5728\u300c\u532f\u5165\u6a94\u6848\u8def\u5f91\u300d\u6b04\u4f4d\u6703\u770b\u5230\u7da0\u8272\u52fe\u52fe\uff0c\u8868\u793a\u5b83\u6709\u8b80\u53d6\u5230\u6a94\u6848\uff0c\u6211\u5011\u518d\u6309\u300c\u7e7c\u7e8c\u300d\u3002\u756b\u9762\u6703\u8df3\u8f49\u5230\u6b63\u5728\u57f7\u884c\u532f\u5165\u6d41\u7a0b\u7684\u9801\u9762\uff0c\u7136\u5f8c\u7b49\u5f85\u8cc7\u6599\u532f\u5165\u5b8c\u6210\uff1a&nbsp;<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" class=\"lazyload\" data-src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXfYFPnFMasBycZn2ZMjDyfxayhcKDFkez4Oqp-M1DvDoU9N4xjS8NNJWh9FyrV6kjpehJ-PZLvtOr1uWf4rRSdVcjJkFx3vBHGo6Uamu9G6hZXyyvpbOa7gqE9jnXWHmxFrG1EjNg?key=WPXnwIWLTmxNrP-yn-sif0K8\" src=\"data:image\/gif;base64,R0lGODlhAQABAIAAAAAAAP\/\/\/yH5BAEAAAAALAAAAAABAAEAAAIBRAA7\" alt=\"44 \u6309\u4e0b\u5efa\u7acb\u5f8c\u7b49\u5f85\u8cc7\u6599\u532f\u5165\n\"\/><noscript><img decoding=\"async\" src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXfYFPnFMasBycZn2ZMjDyfxayhcKDFkez4Oqp-M1DvDoU9N4xjS8NNJWh9FyrV6kjpehJ-PZLvtOr1uWf4rRSdVcjJkFx3vBHGo6Uamu9G6hZXyyvpbOa7gqE9jnXWHmxFrG1EjNg?key=WPXnwIWLTmxNrP-yn-sif0K8\" alt=\"44 \u6309\u4e0b\u5efa\u7acb\u5f8c\u7b49\u5f85\u8cc7\u6599\u532f\u5165\n\"><\/noscript><figcaption class=\"wp-element-caption\"><strong>44 \u6309\u4e0b\u5efa\u7acb\u5f8c\u7b49\u5f85\u8cc7\u6599\u532f\u5165<br><\/strong>\u8cc7\u6599\u4f86\u6e90\uff1a\u64f7\u5716\u81ea <a href=\"https:\/\/console.cloud.google.com\/bigquery\">GCP \u4e3b\u63a7\u53f0<\/a><\/figcaption><\/figure>\n\n\n\n<div style=\"height:30px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u7576\u8cc7\u6599\u532f\u5165\u5b8c\u6210\uff0c\u6211\u5011\u4e5f\u6703\u6536\u5230\u4e00\u5c01\u901a\u77e5\u4fe1\uff0c\u544a\u8a34\u4f60\u532f\u5165\u4f5c\u696d\u6210\u529f\uff0c\u6211\u5011\u53ef\u4ee5\u9ede\u64ca\u4e0a\u9762\u63d0\u4f9b\u7684\u8d85\u9023\u7d50\uff0c\u76f4\u63a5\u9032\u5165\u8cc7\u6599\u96c6\u7684\u756b\u9762\uff1a&nbsp;<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" class=\"lazyload\" data-src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXfvck8LUHUGHR_0GZ8HlIpoF5RQVuJo8_znXpjgXpq0iS-COutY1mKu61QSM5DmCRxsXgJFfZNDZsQyXTtozTo8Y0ndzG8SG3KOdrskxxUhBXHV5KYdY_VghJoKK1uG63AQ3Su65w?key=WPXnwIWLTmxNrP-yn-sif0K8\" src=\"data:image\/gif;base64,R0lGODlhAQABAIAAAAAAAP\/\/\/yH5BAEAAAAALAAAAAABAAEAAAIBRAA7\" alt=\"45 \u6536\u5230\u532f\u5165\u5b8c\u6210\u7684\u901a\u77e5\u4fe1\uff0c\u9ede\u64ca\u6253\u958b\u9801\u9762\"\/><noscript><img decoding=\"async\" src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXfvck8LUHUGHR_0GZ8HlIpoF5RQVuJo8_znXpjgXpq0iS-COutY1mKu61QSM5DmCRxsXgJFfZNDZsQyXTtozTo8Y0ndzG8SG3KOdrskxxUhBXHV5KYdY_VghJoKK1uG63AQ3Su65w?key=WPXnwIWLTmxNrP-yn-sif0K8\" alt=\"45 \u6536\u5230\u532f\u5165\u5b8c\u6210\u7684\u901a\u77e5\u4fe1\uff0c\u9ede\u64ca\u6253\u958b\u9801\u9762\"><\/noscript><figcaption class=\"wp-element-caption\"><strong>45 \u6536\u5230\u532f\u5165\u5b8c\u6210\u7684\u901a\u77e5\u4fe1\uff0c\u9ede\u64ca\u6253\u958b\u9801\u9762<br><\/strong>\u8cc7\u6599\u4f86\u6e90\uff1a\u64f7\u5716\u81ea <a href=\"https:\/\/mail.google.com\/\">Gmail<\/a><\/figcaption><\/figure>\n\n\n\n<div style=\"height:30px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f60\u6703\u770b\u5230\u5b83\u532f\u5165\u4e86 100 \u5f35\u7167\u7247\uff0c\u9019\u4e9b\u7167\u7247\u90fd\u5df2\u7d93\u8a2d\u5b9a\u597d\u6a19\u7c64\u3002\u6211\u5011\u53ef\u4ee5\u5728\u9019\u500b\u756b\u9762\u8abf\u6574\u6a19\u7c64\uff0c\u5982\u679c\u78ba\u8a8d\u8cc7\u6599\u90fd\u6c92\u554f\u984c\uff0c\u53ef\u4ee5\u6309\u4e0b\u53f3\u4e0a\u89d2\u7684\u300c\u8a13\u7df4\u65b0\u6a21\u578b\u300d\uff1a&nbsp;<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" class=\"lazyload\" data-src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXfqf9kWE85jksyIFzJHcIoGkLHHmaTbSHdJBLlJ3E7gYazJ_rYCK4SLguTvkgbIdt3BC_PFCQKXY_OYsuqYtanvs17wdjeuQk1p54IZ6Y20cLoJk0VSLAgQ4kCP_0MrQJ3P5Ki9Fw?key=WPXnwIWLTmxNrP-yn-sif0K8\" src=\"data:image\/gif;base64,R0lGODlhAQABAIAAAAAAAP\/\/\/yH5BAEAAAAALAAAAAABAAEAAAIBRAA7\" alt=\"46 \u770b\u5230\u5df2\u532f\u5165\u7684\u7167\u7247\uff0c\u9ede\u64ca\u8a13\u7df4\u65b0\u6a21\u578b\n\"\/><noscript><img decoding=\"async\" src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXfqf9kWE85jksyIFzJHcIoGkLHHmaTbSHdJBLlJ3E7gYazJ_rYCK4SLguTvkgbIdt3BC_PFCQKXY_OYsuqYtanvs17wdjeuQk1p54IZ6Y20cLoJk0VSLAgQ4kCP_0MrQJ3P5Ki9Fw?key=WPXnwIWLTmxNrP-yn-sif0K8\" alt=\"46 \u770b\u5230\u5df2\u532f\u5165\u7684\u7167\u7247\uff0c\u9ede\u64ca\u8a13\u7df4\u65b0\u6a21\u578b\n\"><\/noscript><figcaption class=\"wp-element-caption\"><strong>46 \u770b\u5230\u5df2\u532f\u5165\u7684\u7167\u7247\uff0c\u9ede\u64ca\u8a13\u7df4\u65b0\u6a21\u578b<br><\/strong>\u8cc7\u6599\u4f86\u6e90\uff1a\u64f7\u5716\u81ea <a href=\"https:\/\/console.cloud.google.com\/bigquery\">GCP \u4e3b\u63a7\u53f0<\/a><\/figcaption><\/figure>\n\n\n\n<div style=\"height:30px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u5728\u8a13\u7df4\u65b9\u6cd5\u7684\u90e8\u5206\u6211\u5011\u9078\u64c7 AutoML\uff0c\u7136\u5f8c\u6309\u4e0b\u7e7c\u7e8c\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" class=\"lazyload\" data-src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXcd5mu9Vdt49-1df0vTTAoKcr8uAgDYNsMtDLH4C02hFQIPMOLsQamNWISnn2ztiZqektacdVTkLskF1ax7B7E7Dn1ZwyUyHLfmz8rXofCG9V0zfu65SdlNH9FqAhVdCyxvz_kUDA?key=WPXnwIWLTmxNrP-yn-sif0K8\" src=\"data:image\/gif;base64,R0lGODlhAQABAIAAAAAAAP\/\/\/yH5BAEAAAAALAAAAAABAAEAAAIBRAA7\" alt=\"47 \u9078\u64c7 AutoML \u4e26\u6309\u4e0b\u7e7c\u7e8c\"\/><noscript><img decoding=\"async\" src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXcd5mu9Vdt49-1df0vTTAoKcr8uAgDYNsMtDLH4C02hFQIPMOLsQamNWISnn2ztiZqektacdVTkLskF1ax7B7E7Dn1ZwyUyHLfmz8rXofCG9V0zfu65SdlNH9FqAhVdCyxvz_kUDA?key=WPXnwIWLTmxNrP-yn-sif0K8\" alt=\"47 \u9078\u64c7 AutoML \u4e26\u6309\u4e0b\u7e7c\u7e8c\"><\/noscript><figcaption class=\"wp-element-caption\"><strong>47 \u9078\u64c7 AutoML \u4e26\u6309\u4e0b\u7e7c\u7e8c<br><\/strong>\u8cc7\u6599\u4f86\u6e90\uff1a\u64f7\u5716\u81ea <a href=\"https:\/\/console.cloud.google.com\/bigquery\">GCP \u4e3b\u63a7\u53f0<\/a><\/figcaption><\/figure>\n\n\n\n<div style=\"height:30px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u5728\u9019\u4e00\u9801\uff0c\u6211\u5011\u9078\u64c7\u300c\u8a13\u7df4\u65b0\u7684\u6a21\u578b\u300d\uff0c\u52a0\u4e0a\u6a21\u578b\u7684\u540d\u7a31\uff0c\u518d\u6309\u7e7c\u7e8c\uff1a&nbsp;<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" class=\"lazyload\" data-src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXfelcfnU615SOa24PbuGOC37mW8cSshnA-ahC_T12PkJBdnTQJFrEn3Llaq3GZ_Wyq4act5f91Uw2gaTPpMctmu0wGSlVWBQIL1LxF4VJen9tq_w1Lsducpjxetxobno9blxlU6KA?key=WPXnwIWLTmxNrP-yn-sif0K8\" src=\"data:image\/gif;base64,R0lGODlhAQABAIAAAAAAAP\/\/\/yH5BAEAAAAALAAAAAABAAEAAAIBRAA7\" alt=\"48 \u9078\u64c7\u8a13\u7df4\u65b0\u7684\u6a21\u578b\u518d\u6309\u7e7c\u7e8c\"\/><noscript><img decoding=\"async\" src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXfelcfnU615SOa24PbuGOC37mW8cSshnA-ahC_T12PkJBdnTQJFrEn3Llaq3GZ_Wyq4act5f91Uw2gaTPpMctmu0wGSlVWBQIL1LxF4VJen9tq_w1Lsducpjxetxobno9blxlU6KA?key=WPXnwIWLTmxNrP-yn-sif0K8\" alt=\"48 \u9078\u64c7\u8a13\u7df4\u65b0\u7684\u6a21\u578b\u518d\u6309\u7e7c\u7e8c\"><\/noscript><figcaption class=\"wp-element-caption\"><strong>48 \u9078\u64c7\u8a13\u7df4\u65b0\u7684\u6a21\u578b\u518d\u6309\u7e7c\u7e8c<br><\/strong>\u8cc7\u6599\u4f86\u6e90\uff1a\u64f7\u5716\u81ea <a href=\"https:\/\/console.cloud.google.com\/bigquery\">GCP \u4e3b\u63a7\u53f0<\/a><\/figcaption><\/figure>\n\n\n\n<div style=\"height:30px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u5728\u8a13\u7df4\u9078\u9805\u7684\u90e8\u5206\uff0c\u9078\u64c7\u300cHigher accuracy (new) \u300d\uff0c\u518d\u6309\u7e7c\u7e8c\uff1a&nbsp;<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" class=\"lazyload\" data-src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXcbMumbvnU18cyooG4TZ2871DkUQEecylYvWLI-oVmG84-0on333f6GtaG_anZ1-BW4PuPLgDUCfYYTP9PyEFnCOVf5TrVL8CEGecSnrlZHHHxUKxo_baSlDoQvoN48Sh5w-0p3?key=WPXnwIWLTmxNrP-yn-sif0K8\" src=\"data:image\/gif;base64,R0lGODlhAQABAIAAAAAAAP\/\/\/yH5BAEAAAAALAAAAAABAAEAAAIBRAA7\" alt=\"49 \u8a2d\u5b9a\u8a13\u7df4\u9078\u9805\u518d\u6309\u7e7c\u7e8c\n\"\/><noscript><img decoding=\"async\" src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXcbMumbvnU18cyooG4TZ2871DkUQEecylYvWLI-oVmG84-0on333f6GtaG_anZ1-BW4PuPLgDUCfYYTP9PyEFnCOVf5TrVL8CEGecSnrlZHHHxUKxo_baSlDoQvoN48Sh5w-0p3?key=WPXnwIWLTmxNrP-yn-sif0K8\" alt=\"49 \u8a2d\u5b9a\u8a13\u7df4\u9078\u9805\u518d\u6309\u7e7c\u7e8c\n\"><\/noscript><figcaption class=\"wp-element-caption\"><strong>49 \u8a2d\u5b9a\u8a13\u7df4\u9078\u9805\u518d\u6309\u7e7c\u7e8c<br><\/strong>\u8cc7\u6599\u4f86\u6e90\uff1a\u64f7\u5716\u81ea <a href=\"https:\/\/console.cloud.google.com\/bigquery\">GCP \u4e3b\u63a7\u53f0<\/a><\/figcaption><\/figure>\n\n\n\n<div style=\"height:30px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u5728\u9810\u7b97\u7684\u90e8\u5206\u8981\u6ce8\u610f\uff0c\u6700\u77ed\u7684\u8a13\u7df4\u6642\u5e38\u70ba 8 \u5c0f\u6642\uff0c\u5373\u4f7f\u4f60\u7684\u8cc7\u6599\u4e0d\u591a\uff0c\u5b83\u9084\u662f\u6703\u4ee5 8 \u5c0f\u6642\u8a08\u8cbb\uff0c\u800c\u6bcf\u500b\u5c0f\u6642\u7684\u8cbb\u7528\u662f 3.465 \u7f8e\u91d1\uff0c \u6240\u4ee5\u4f60\u8a13\u7df4\u4e00\u6b21\u81f3\u5c11\u8981\u82b1\u8cbb 27.72 \u7f8e\u91d1\uff0c\u5982\u679c\u4e0d\u60f3\u82b1\u5230\u9019\u9ebc\u9ad8\u7684\u8cbb\u7528\u53ef\u4ee5\u53bb <a href=\"https:\/\/www.cloudskillsboost.google\/focuses\/22020?catalog_rank=%7B%22rank%22%3A2%2C%22num_filters%22%3A2%2C%22has_search%22%3Atrue%7D&amp;parent=catalog&amp;search_id=41887644\" target=\"_blank\" rel=\"noopener\" title=\"\">GCP \u63d0\u4f9b\u7684 Lab \u74b0\u5883<\/a> \u64cd\u4f5c\u3002\u63a5\u8457\u6211\u5011\u6309\u4e0b\u300c\u958b\u59cb\u8a13\u7df4\u300d\uff1a&nbsp;<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" class=\"lazyload\" data-src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXdrpoicYNE8ffZzfIubCsuUxxe_VxtVWa2l8-xH_-MgTwg_8gx97gNf8np2_Z0QZdZcWJrXjhtmvq5kb-HFk735L1DVJZKU-_7_3I80neSK-nZT8qbHsIOrVQZepxf_7ycbCegKWQ?key=WPXnwIWLTmxNrP-yn-sif0K8\" src=\"data:image\/gif;base64,R0lGODlhAQABAIAAAAAAAP\/\/\/yH5BAEAAAAALAAAAAABAAEAAAIBRAA7\" alt=\"50 \u8f38\u5165 8 \u5c0f\u6642\u7684\u8a13\u7df4\u6642\u6578\u4e26\u6309\u4e0b\u958b\u59cb\u8a13\u7df4\n\"\/><noscript><img decoding=\"async\" src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXdrpoicYNE8ffZzfIubCsuUxxe_VxtVWa2l8-xH_-MgTwg_8gx97gNf8np2_Z0QZdZcWJrXjhtmvq5kb-HFk735L1DVJZKU-_7_3I80neSK-nZT8qbHsIOrVQZepxf_7ycbCegKWQ?key=WPXnwIWLTmxNrP-yn-sif0K8\" alt=\"50 \u8f38\u5165 8 \u5c0f\u6642\u7684\u8a13\u7df4\u6642\u6578\u4e26\u6309\u4e0b\u958b\u59cb\u8a13\u7df4\n\"><\/noscript><figcaption class=\"wp-element-caption\"><strong>50 \u8f38\u5165 8 \u5c0f\u6642\u7684\u8a13\u7df4\u6642\u6578\u4e26\u6309\u4e0b\u958b\u59cb\u8a13\u7df4<br><\/strong>\u8cc7\u6599\u4f86\u6e90\uff1a\u64f7\u5716\u81ea <a href=\"https:\/\/console.cloud.google.com\/bigquery\">GCP \u4e3b\u63a7\u53f0<\/a><\/figcaption><\/figure>\n\n\n\n<div style=\"height:30px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u5927\u6982 1 \u5c0f\u6642\u5f8c\uff0c\u6211\u5011\u53c8\u6536\u5230\u4e86\u6a21\u578b\u8a13\u7df4\u5b8c\u6210\u7684\u901a\u77e5\u4fe1\uff0c\u53ef\u4ee5\u76f4\u63a5\u9ede\u64ca\u5b83\u6240\u63d0\u4f9b\u7684\u9023\u7d50\uff1a&nbsp;<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" class=\"lazyload\" data-src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXfDi7-iunkZvf2kU1fyhV0ATZlYq-5C88TuCPzSkGlswZYNet1KiJ5WpAV86nfXzr9_ycTYm-ld11xo0E2mnDVC_lrvpy9D6YU_6_V5FMVKRLgUAGCxE2l8P5bOpbvteLaUofEzdg?key=WPXnwIWLTmxNrP-yn-sif0K8\" src=\"data:image\/gif;base64,R0lGODlhAQABAIAAAAAAAP\/\/\/yH5BAEAAAAALAAAAAABAAEAAAIBRAA7\" alt=\"53 \u62d6\u66f3 Image1 \u5230 Encoder \u751f\u6210 Base64 \u5b57\u4e32\n\"\/><noscript><img decoding=\"async\" src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXfDi7-iunkZvf2kU1fyhV0ATZlYq-5C88TuCPzSkGlswZYNet1KiJ5WpAV86nfXzr9_ycTYm-ld11xo0E2mnDVC_lrvpy9D6YU_6_V5FMVKRLgUAGCxE2l8P5bOpbvteLaUofEzdg?key=WPXnwIWLTmxNrP-yn-sif0K8\" alt=\"53 \u62d6\u66f3 Image1 \u5230 Encoder \u751f\u6210 Base64 \u5b57\u4e32\n\"><\/noscript><figcaption class=\"wp-element-caption\">\u5927\u6982 1 \u5c0f\u6642\u5f8c\uff0c\u6211\u5011\u53c8\u6536\u5230\u4e86\u6a21\u578b\u8a13\u7df4\u5b8c\u6210\u7684\u901a\u77e5\u4fe1\uff0c\u53ef\u4ee5\u76f4\u63a5\u9ede\u64ca\u5b83\u6240\u63d0\u4f9b\u7684\u9023\u7d50\uff1a&nbsp;<br><br><br><img decoding=\"async\" class=\"lazyload\" data-src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXfDi7-iunkZvf2kU1fyhV0ATZlYq-5C88TuCPzSkGlswZYNet1KiJ5WpAV86nfXzr9_ycTYm-ld11xo0E2mnDVC_lrvpy9D6YU_6_V5FMVKRLgUAGCxE2l8P5bOpbvteLaUofEzdg?key=WPXnwIWLTmxNrP-yn-sif0K8\" width=\"1009\" height=\"544\" src=\"data:image\/gif;base64,R0lGODlhAQABAIAAAAAAAP\/\/\/yH5BAEAAAAALAAAAAABAAEAAAIBRAA7\"><noscript><img loading=\"lazy\" decoding=\"async\" width=\"1009\" height=\"544\" src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXfDi7-iunkZvf2kU1fyhV0ATZlYq-5C88TuCPzSkGlswZYNet1KiJ5WpAV86nfXzr9_ycTYm-ld11xo0E2mnDVC_lrvpy9D6YU_6_V5FMVKRLgUAGCxE2l8P5bOpbvteLaUofEzdg?key=WPXnwIWLTmxNrP-yn-sif0K8\"><\/noscript><br>51 \u6536\u5230\u6a21\u578b\u8a13\u7df4\u5b8c\u6210\u7684\u901a\u77e5\u4fe1<br>\u8cc7\u6599\u4f86\u6e90\uff1a\u64f7\u5716\u81ea <a href=\"https:\/\/mail.google.com\/\">Gmail<\/a><br><br><br>\u63a5\u4e0b\u4f86\u6211\u5011\u6703\u4ee5 <a href=\"https:\/\/www.cloudskillsboost.google\/focuses\/22020?catalog_rank=%7B%22rank%22%3A2%2C%22num_filters%22%3A2%2C%22has_search%22%3Atrue%7D&amp;parent=catalog&amp;search_id=41887644\">Vertex AI Lab<\/a> \u7684\u64f7\u5716\u4f86\u5c55\u793a\u5f8c\u7e8c\u6210\u679c\uff0c\u56e0\u70ba\u5b83\u6709\u63d0\u4f9b Cloud Run \u505a\u70ba Model \u4e0a\u7dda\u904b\u4f5c\u7684 AI \u670d\u52d9\u7aef\u9ede\uff0c\u53ef\u4ee5\u76f4\u63a5\u547c\u53eb\u3002<br><br>\u6211\u5011\u5c31\u4f86\u5c07\u5e7e\u5f35\u6e2c\u8a66\u5716\u7247\u50b3\u9001\u7d66\u9019\u500b Model \u4f86\u5206\u8fa8\uff0c\u6211\u5011\u518d\u6b21\u6253\u958b Cloud Shell\uff0c\u4e26\u4e14\u8a2d\u5b9a\u74b0\u5883\u8b8a\u6578\uff1a<br><br>AUTOML_PROXY=https:\/\/automl-proxy-646123337508.us-centrall.run.app<br>INPUT DATA FILE=payload.json<br><br><img loading=\"lazy\" decoding=\"async\" class=\"lazyload\" data-src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXd9phAPbnD0QbHQAJvpEGE5f-LpEBd5OW2dezlwY4kBFrR8tVWMITDF04JtUdSqm1P0GjDvgU357ly_NGwNoTLPbHVpVLBr2fB5jFyrwY-wDq5fP1LQFYJYCcn829Wa6CinRKX46w?key=WPXnwIWLTmxNrP-yn-sif0K8\" width=\"816\" height=\"424\" src=\"data:image\/gif;base64,R0lGODlhAQABAIAAAAAAAP\/\/\/yH5BAEAAAAALAAAAAABAAEAAAIBRAA7\"><noscript><img loading=\"lazy\" decoding=\"async\" width=\"816\" height=\"424\" src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXd9phAPbnD0QbHQAJvpEGE5f-LpEBd5OW2dezlwY4kBFrR8tVWMITDF04JtUdSqm1P0GjDvgU357ly_NGwNoTLPbHVpVLBr2fB5jFyrwY-wDq5fP1LQFYJYCcn829Wa6CinRKX46w?key=WPXnwIWLTmxNrP-yn-sif0K8\"><\/noscript><br>52 \u8a2d\u5b9a\u74b0\u5883\u8b8a\u6578<br>\u8cc7\u6599\u4f86\u6e90\uff1a\u64f7\u5716\u81ea <a href=\"https:\/\/console.cloud.google.com\/bigquery\">GCP \u4e3b\u63a7\u53f0<\/a><br><br><br>\u4e0a\u5716\u7684\u74b0\u5883\u8b8a\u6578\u4e2d\uff0c\u6211\u5011\u6709\u8a2d\u5b9a INPUT_DATA_FILE=payload.json\uff0c\u5b83\u6703\u5305\u542b\u6211\u5011\u8981\u7d66\u6a21\u578b\u5224\u65b7\u7684\u5716\u7247\u6a94\uff0c\u4f46\u76ee\u524d\u9019\u500b\u6a94\u6848\u9084\u4e0d\u5b58\u5728\u3002\u6240\u4ee5\u6211\u5011\u8981\u5efa\u7acb payload.json \u6a94\u6848\uff0c\u628a\u6211\u5011\u8981\u6e2c\u8a66\u7684\u5716\u7247\u85c9\u7531\u9019\u500b\u6a94\u6848\u9001\u53bb\u7d66 Model \u5224\u65b7\u3002<br><br>\u4f60\u53ef\u80fd\u89ba\u5f97\u5947\u602a\uff0c\u6587\u5b57\u6a94\u600e\u9ebc\u653e\u5716\uff1f<br><br>\u6211\u5011\u4e0d\u662f\u76f4\u63a5\u4e0a\u50b3\u5716\u7247\uff0c\u800c\u662f\u900f\u904e\u6307\u4ee4\u4f86\u50b3\u9001\u6a94\u6848\uff0c\u900f\u904e <a href=\"https:\/\/elmah.io\/tools\/base64-image-encoder\/\">Base64 Image Encoder<\/a> \u628a\u5716\u7247\u8f49\u6210 Base64 \u683c\u5f0f\uff0c\u53ea\u8981\u628a\u5716\u7247\u62d6\u66f3\u9032\u5165\u7db2\u9801\uff0c\u5b83\u5c31\u7522\u751f Base64 \u7684\u5b57\u4e32\uff0c\u4f60\u770b\u8d77\u4f86\u662f\u4e82\u78bc\uff0c\u4e0d\u8981\u61f7\u7591\uff0c\u5b83\u5c31\u662f\u5716\u7247\u7684 Base64 \u683c\u5f0f\uff0c \u628a\u5b83\u8907\u88fd\u8d77\u4f86\uff1a<br><br><img loading=\"lazy\" decoding=\"async\" class=\"lazyload\" data-src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXf5ikM8Fr6WBaSEYqfJX8iZfiXzPd0uyWVTd33bwq_olCA3nLzxqSM0_Y_d4G-L3MyywcQybIf3L0LXl-ZjMzUF_6u0fu7go7bHVBL0WMZqgSs2RinNUTf9xB-hDshWqQUbggfZFw?key=WPXnwIWLTmxNrP-yn-sif0K8\" width=\"859\" height=\"399\" src=\"data:image\/gif;base64,R0lGODlhAQABAIAAAAAAAP\/\/\/yH5BAEAAAAALAAAAAABAAEAAAIBRAA7\"><noscript><img loading=\"lazy\" decoding=\"async\" width=\"859\" height=\"399\" src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXf5ikM8Fr6WBaSEYqfJX8iZfiXzPd0uyWVTd33bwq_olCA3nLzxqSM0_Y_d4G-L3MyywcQybIf3L0LXl-ZjMzUF_6u0fu7go7bHVBL0WMZqgSs2RinNUTf9xB-hDshWqQUbggfZFw?key=WPXnwIWLTmxNrP-yn-sif0K8\"><\/noscript><br><strong>53 \u62d6\u66f3 Image1 \u5230 Encoder \u751f\u6210 Base64 \u5b57\u4e32<br><\/strong>\u8cc7\u6599\u4f86\u6e90\uff1a\u64f7\u5716\u81ea <a href=\"https:\/\/elmah.io\/tools\/base64-image-encoder\/\">Base64 Image Encoder<\/a><\/figcaption><\/figure>\n\n\n\n<div style=\"height:30px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u63a5\u4e0b\u4f86\u6211\u5011\u6703\u4ee5 <a href=\"https:\/\/www.cloudskillsboost.google\/focuses\/22020?catalog_rank=%7B%22rank%22%3A2%2C%22num_filters%22%3A2%2C%22has_search%22%3Atrue%7D&amp;parent=catalog&amp;search_id=41887644\" target=\"_blank\" rel=\"noopener\" title=\"\">Vertex AI Lab<\/a> \u7684\u64f7\u5716\u4f86\u5c55\u793a\u5f8c\u7e8c\u6210\u679c\uff0c\u56e0\u70ba\u5b83\u6709\u63d0\u4f9b Cloud Run \u505a\u70ba Model \u4e0a\u7dda\u904b\u4f5c\u7684 AI \u670d\u52d9\u7aef\u9ede\uff0c\u53ef\u4ee5\u76f4\u63a5\u547c\u53eb\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6211\u5011\u5c31\u4f86\u5c07\u5e7e\u5f35\u6e2c\u8a66\u5716\u7247\u50b3\u9001\u7d66\u9019\u500b Model \u4f86\u5206\u8fa8\uff0c\u6211\u5011\u518d\u6b21\u6253\u958b Cloud Shell\uff0c\u4e26\u4e14\u8a2d\u5b9a\u74b0\u5883\u8b8a\u6578\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">AUTOML_PROXY=https:\/\/automl-proxy-646123337508.us-centrall.run.app<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">INPUT DATA FILE=payload.json<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" class=\"lazyload\" data-src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXd9phAPbnD0QbHQAJvpEGE5f-LpEBd5OW2dezlwY4kBFrR8tVWMITDF04JtUdSqm1P0GjDvgU357ly_NGwNoTLPbHVpVLBr2fB5jFyrwY-wDq5fP1LQFYJYCcn829Wa6CinRKX46w?key=WPXnwIWLTmxNrP-yn-sif0K8\" src=\"data:image\/gif;base64,R0lGODlhAQABAIAAAAAAAP\/\/\/yH5BAEAAAAALAAAAAABAAEAAAIBRAA7\" alt=\"52 \u8a2d\u5b9a\u74b0\u5883\u8b8a\u6578\n\"\/><noscript><img decoding=\"async\" src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXd9phAPbnD0QbHQAJvpEGE5f-LpEBd5OW2dezlwY4kBFrR8tVWMITDF04JtUdSqm1P0GjDvgU357ly_NGwNoTLPbHVpVLBr2fB5jFyrwY-wDq5fP1LQFYJYCcn829Wa6CinRKX46w?key=WPXnwIWLTmxNrP-yn-sif0K8\" alt=\"52 \u8a2d\u5b9a\u74b0\u5883\u8b8a\u6578\n\"><\/noscript><figcaption class=\"wp-element-caption\"><strong>52 \u8a2d\u5b9a\u74b0\u5883\u8b8a\u6578<br><\/strong>\u8cc7\u6599\u4f86\u6e90\uff1a\u64f7\u5716\u81ea <a href=\"https:\/\/console.cloud.google.com\/bigquery\">GCP \u4e3b\u63a7\u53f0<\/a><\/figcaption><\/figure>\n\n\n\n<div style=\"height:30px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e0a\u5716\u7684\u74b0\u5883\u8b8a\u6578\u4e2d\uff0c\u6211\u5011\u6709\u8a2d\u5b9a INPUT_DATA_FILE=payload.json\uff0c\u5b83\u6703\u5305\u542b\u6211\u5011\u8981\u7d66\u6a21\u578b\u5224\u65b7\u7684\u5716\u7247\u6a94\uff0c\u4f46\u76ee\u524d\u9019\u500b\u6a94\u6848\u9084\u4e0d\u5b58\u5728\u3002\u6240\u4ee5\u6211\u5011\u8981\u5efa\u7acb payload.json \u6a94\u6848\uff0c\u628a\u6211\u5011\u8981\u6e2c\u8a66\u7684\u5716\u7247\u85c9\u7531\u9019\u500b\u6a94\u6848\u9001\u53bb\u7d66 Model \u5224\u65b7\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f60\u53ef\u80fd\u89ba\u5f97\u5947\u602a\uff0c\u6587\u5b57\u6a94\u600e\u9ebc\u653e\u5716\uff1f<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6211\u5011\u4e0d\u662f\u76f4\u63a5\u4e0a\u50b3\u5716\u7247\uff0c\u800c\u662f\u900f\u904e\u6307\u4ee4\u4f86\u50b3\u9001\u6a94\u6848\uff0c\u900f\u904e <a href=\"https:\/\/elmah.io\/tools\/base64-image-encoder\/\" target=\"_blank\" rel=\"noopener\" title=\"\">Base64 Image Encoder<\/a> \u628a\u5716\u7247\u8f49\u6210 Base64 \u683c\u5f0f\uff0c\u53ea\u8981\u628a\u5716\u7247\u62d6\u66f3\u9032\u5165\u7db2\u9801\uff0c\u5b83\u5c31\u7522\u751f Base64 \u7684\u5b57\u4e32\uff0c\u4f60\u770b\u8d77\u4f86\u662f\u4e82\u78bc\uff0c\u4e0d\u8981\u61f7\u7591\uff0c\u5b83\u5c31\u662f\u5716\u7247\u7684 Base64 \u683c\u5f0f\uff0c \u628a\u5b83\u8907\u88fd\u8d77\u4f86\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" class=\"lazyload\" data-src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXf5ikM8Fr6WBaSEYqfJX8iZfiXzPd0uyWVTd33bwq_olCA3nLzxqSM0_Y_d4G-L3MyywcQybIf3L0LXl-ZjMzUF_6u0fu7go7bHVBL0WMZqgSs2RinNUTf9xB-hDshWqQUbggfZFw?key=WPXnwIWLTmxNrP-yn-sif0K8\" src=\"data:image\/gif;base64,R0lGODlhAQABAIAAAAAAAP\/\/\/yH5BAEAAAAALAAAAAABAAEAAAIBRAA7\" alt=\"53 \u62d6\u66f3 Image1 \u5230 Encoder \u751f\u6210 Base64 \u5b57\u4e32\n\"\/><noscript><img decoding=\"async\" src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXf5ikM8Fr6WBaSEYqfJX8iZfiXzPd0uyWVTd33bwq_olCA3nLzxqSM0_Y_d4G-L3MyywcQybIf3L0LXl-ZjMzUF_6u0fu7go7bHVBL0WMZqgSs2RinNUTf9xB-hDshWqQUbggfZFw?key=WPXnwIWLTmxNrP-yn-sif0K8\" alt=\"53 \u62d6\u66f3 Image1 \u5230 Encoder \u751f\u6210 Base64 \u5b57\u4e32\n\"><\/noscript><figcaption class=\"wp-element-caption\"><strong>53 \u62d6\u66f3 Image1 \u5230 Encoder \u751f\u6210 Base64 \u5b57\u4e32<br><\/strong>\u8cc7\u6599\u4f86\u6e90\uff1a\u64f7\u5716\u81ea <a href=\"https:\/\/elmah.io\/tools\/base64-image-encoder\/\">Base64 Image Encoder<\/a><\/figcaption><\/figure>\n\n\n\n<div style=\"height:30px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u63a5\u8457\u6253\u958b Cloud Shell \u7684\u6a94\u6848\u7de8\u8f2f\u5668\uff0c\u5c07\u5b57\u4e32\u8cbc\u5230 payload.json \u6a94\u6848\u7684 content \u6b04\u4f4d\uff0c\u4f60\u6703\u89ba\u5f97\u602a\u602a\u7684\uff0c\u4f46\u4e0d\u8981\u61f7\u7591\u9019\u662f\u6b63\u78ba\u7684\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" class=\"lazyload\" data-src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXe4sZQcNI1pt22RHMPLQs8W9Dt7ZWfIee7xn7kU-co9anl4CdGR5p_3zm3KhC1DHB3PVTYiY2LNPWg1Uc3rGq_954dvxZZPZ7BMwJK-4uRQkXJvTOtXhB7r9iHKDYv14S9EXZC3oQ?key=WPXnwIWLTmxNrP-yn-sif0K8\" src=\"data:image\/gif;base64,R0lGODlhAQABAIAAAAAAAP\/\/\/yH5BAEAAAAALAAAAAABAAEAAAIBRAA7\" alt=\"54 \u5c07\u5b57\u4e32\u8907\u88fd\u8cbc\u9032 payload.json \u6a94\u6848\n\"\/><noscript><img decoding=\"async\" src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXe4sZQcNI1pt22RHMPLQs8W9Dt7ZWfIee7xn7kU-co9anl4CdGR5p_3zm3KhC1DHB3PVTYiY2LNPWg1Uc3rGq_954dvxZZPZ7BMwJK-4uRQkXJvTOtXhB7r9iHKDYv14S9EXZC3oQ?key=WPXnwIWLTmxNrP-yn-sif0K8\" alt=\"54 \u5c07\u5b57\u4e32\u8907\u88fd\u8cbc\u9032 payload.json \u6a94\u6848\n\"><\/noscript><figcaption class=\"wp-element-caption\"><strong>54 \u5c07\u5b57\u4e32\u8907\u88fd\u8cbc\u9032 payload.json \u6a94\u6848<br><\/strong>\u8cc7\u6599\u4f86\u6e90\uff1a\u64f7\u5716\u81ea <a href=\"https:\/\/console.cloud.google.com\/bigquery\">GCP \u4e3b\u63a7\u53f0<\/a><\/figcaption><\/figure>\n\n\n\n<div style=\"height:30px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u73fe\u5728\u6211\u5011\u53ef\u4ee5\u958b\u59cb\u6e2c\u8a66\u4e86\uff0c\u57f7\u884c\u4e0b\u65b9\u6307\u4ee4\uff0c\u628a\u5716\u7247\u50b3\u5230 Cloud Run \u53bb\u5224\u65b7\uff1a&nbsp;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">curl -X POST -H &#8220;Content-Type: application\/json&#8221; $AUTOML_PROXY\/v1 -d &#8220;@${INPUT_DATA_FILE}&#8221;<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5728\u5b83\u50b3\u56de\u7684\u8cc7\u6599\u7576\u4e2d\uff0cConficences 95% \u6307\u7684\u662f\u4fe1\u5fc3\u6c34\u6e96\uff0c\u4ee3\u8868\u6211\u5011\u6709 95% \u7684\u4fe1\u5fc3\u76f8\u4fe1\u5b83\u5224\u65b7\u7684\u6e96\u78ba\u5ea6\uff0cDisplay Name \u5beb\u7684\u662f\u300cbumper\u300d\u4fdd\u96aa\u687f\uff0c\u53ef\u4ee5\u77e5\u9053\u4ed6\u7684\u5224\u65b7\u662f\u6b63\u78ba\u7684\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" class=\"lazyload\" data-src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXfiqDIActpvp9jAJ9QX8wj7lKlfbvyTJ5l_v_sc_KCEWFj-FPsDCtnlAhpi4whyWEAcmUalACmoeeydReiuZYUTxdaZdHhQkuwltHOoWyMIb1XfusVavmOsd1L7LhtcuizFeU591w?key=WPXnwIWLTmxNrP-yn-sif0K8\" src=\"data:image\/gif;base64,R0lGODlhAQABAIAAAAAAAP\/\/\/yH5BAEAAAAALAAAAAABAAEAAAIBRAA7\" alt=\"\"\/><noscript><img decoding=\"async\" src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXfiqDIActpvp9jAJ9QX8wj7lKlfbvyTJ5l_v_sc_KCEWFj-FPsDCtnlAhpi4whyWEAcmUalACmoeeydReiuZYUTxdaZdHhQkuwltHOoWyMIb1XfusVavmOsd1L7LhtcuizFeU591w?key=WPXnwIWLTmxNrP-yn-sif0K8\" alt=\"\"><\/noscript><figcaption class=\"wp-element-caption\"><strong>55 \u7b2c\u4e00\u5f35\u6e2c\u8a66\u5716\u7247\u7684\u5075\u6e2c\u7d50\u679c<br><\/strong>\u8cc7\u6599\u4f86\u6e90\uff1a\u64f7\u5716\u81ea <a href=\"https:\/\/console.cloud.google.com\/bigquery\">GCP \u4e3b\u63a7\u53f0<\/a><\/figcaption><\/figure>\n\n\n\n<div style=\"height:30px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u6211\u5011\u7528\u76f8\u540c\u6307\u4ee4\u518d\u50b3\u9001\u53e6\u4e00\u5f35\u5716\u7247\u7d66\u5b83\uff0c\u5f97\u5230 96% \u7684\u4fe1\u5fc3\u6c34\u6e96\uff0c\u5b83\u7684\u5224\u65b7\u662f\u300chood\u300d\u5f15\u64ce\u84cb\uff0c\u4e5f\u662f\u6b63\u78ba\u7684\uff1a&nbsp;<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" class=\"lazyload\" data-src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXfv6HLBEzlsCWavSAxyl_fdELH8Mj39baRK6UlQN2zatDEq0GiKXTcRE5lg5zQR6O9ScJh4CLYiV8Lq-xUOP13xAXiFTAIqsxtRf4f0MRTsm0sS6RJcHaAY-VgUEeqU8Twv243vlQ?key=WPXnwIWLTmxNrP-yn-sif0K8\" src=\"data:image\/gif;base64,R0lGODlhAQABAIAAAAAAAP\/\/\/yH5BAEAAAAALAAAAAABAAEAAAIBRAA7\" alt=\"56 \u7b2c\u4e8c\u5f35\u6e2c\u8a66\u5716\u7247\u7684\u5075\u6e2c\u7d50\u679c\n\"\/><noscript><img decoding=\"async\" src=\"https:\/\/lh7-rt.googleusercontent.com\/docsz\/AD_4nXfv6HLBEzlsCWavSAxyl_fdELH8Mj39baRK6UlQN2zatDEq0GiKXTcRE5lg5zQR6O9ScJh4CLYiV8Lq-xUOP13xAXiFTAIqsxtRf4f0MRTsm0sS6RJcHaAY-VgUEeqU8Twv243vlQ?key=WPXnwIWLTmxNrP-yn-sif0K8\" alt=\"56 \u7b2c\u4e8c\u5f35\u6e2c\u8a66\u5716\u7247\u7684\u5075\u6e2c\u7d50\u679c\n\"><\/noscript><figcaption class=\"wp-element-caption\"><strong>56 \u7b2c\u4e8c\u5f35\u6e2c\u8a66\u5716\u7247\u7684\u5075\u6e2c\u7d50\u679c<br><\/strong>\u8cc7\u6599\u4f86\u6e90\uff1a\u64f7\u5716\u81ea <a href=\"https:\/\/console.cloud.google.com\/bigquery\">GCP \u4e3b\u63a7\u53f0<\/a><\/figcaption><\/figure>\n\n\n\n<div style=\"height:30px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p 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