{"id":78120,"date":"2022-09-01T14:03:47","date_gmt":"2022-09-01T06:03:47","guid":{"rendered":"https:\/\/www.wingwill.com.tw\/?p=40719"},"modified":"2025-11-26T18:07:22","modified_gmt":"2025-11-26T10:07:22","slug":"google-cloud-vertex-ai-automl-workbench","status":"publish","type":"products","link":"https:\/\/www.wingwill.com.tw\/zh\/products\/google-cloud-vertex-ai-automl-workbench\/","title":{"rendered":"\u6559\u4f60\u5982\u4f55\u7528 Google Cloud Vertex AI \u5be6\u73fe\u6587\u672c\u5206\u985e"},"content":{"rendered":"<p>\u5982\u679c\u4f60\u624b\u908a\u6709\u6587\u672c\u8cc7\u6599\u60f3\u9032\u884c\u5206\u985e\u9810\u6e2c\uff0c\u4f46\u5c0d\u6a21\u578b\u8a13\u7df4\u5f88\u964c\u751f\uff1f\u6216\u662f\u4f60\u719f\u6089\u6a21\u578b\u8a13\u7df4\uff0c\u53ef\u662f\u624b\u908a\u7684\u786c\u9ad4\u8cc7\u6e90\u537b\u7121\u6cd5\u7b26\u5408\u8a13\u7df4\u7684\u9700\u6c42\u3002Google AI \u5e73\u53f0<a href=\"https:\/\/cloud.google.com\/vertex-ai\"> Vertex AI<\/a> 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class=\"wp-block-heading\"><strong>\u4e00\u3001\u4f7f\u7528\u5834\u666f\u8a2d\u5b9a<\/strong><\/h2>\n\n\n\n<p>\u5047\u8a2d\u6211\u5011\u662f\u6c11\u8abf\u516c\u53f8\u7684\u5206\u6790\u5e2b\uff0c\u70ba\u4e86\u8981\u5206\u6790\u793e\u7fa4\u7db2\u8def\u4e0a\u85cd\u7da0\u7684\u8072\u91cf\u8da8\u52e2\uff0c\u5fc5\u9808\u5efa\u69cb\u4e00\u500b\u6a21\u578b\u4f86\u5224\u5225\u6587\u7ae0\u7684\u653f\u6cbb\u50be\u5411\u3002\u56e0\u6b64\u6211\u5011\u5f9e\u653f\u6cbb\u4eba\u7269\u7684\u7c89\u5c08\u4ee5\u53ca\u7c89\u7d72\u5718\uff0c\u6536\u96c6\u5177\u6709\u660e\u986f\u7684\u653f\u6cbb\u8272\u5f69\u7684\u6587\u672c\uff0c\u4e26\u9078\u64c7\u4f7f\u7528 GCP \u7684\u5de5\u5177\u4f86\u5efa\u6a21\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u4e8c\u3001Vertex AI AutoML \u5be6\u4f5c<\/strong><\/h2>\n\n\n\n<p>\u5982\u679c\u5c0d NLP \u7684\u638c\u63e1\u4e0d\u5920\u9ad8\uff0c\u6211\u5011\u53ef\u4ee5\u5f9e AutoML \u958b\u59cb\u8457\u624b\u3002\u90a3\u5c31\u8b93\u6211\u5011\u4f86\u770b\u8a73\u7d30\u7684\u5be6\u4f5c\u6b65\u9a5f\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong> 1. \u5efa\u7acb\u8cc7\u6599\u96c6 <\/strong><\/h3>\n\n\n\n<p>\u9032\u5165Vertex AI\u4e3b\u756b\u9762\uff0c\u9078\u64c7\u300c\u5efa\u7acb\u8cc7\u6599\u96c6\u300d<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><a href=\"https:\/\/www.wingwill.com.tw\/wp-content\/uploads\/2022\/09\/google-cloud-vertex-AI-automl-blog16-6.png\"><img fetchpriority=\"high\" decoding=\"async\" width=\"1999\" height=\"1099\" src=\"https:\/\/www.wingwill.com.tw\/wp-content\/uploads\/2022\/09\/google-cloud-vertex-AI-automl-blog16-6.png\" alt=\"Google Cloud Vertex AI Automl \u5be6\u4f5c-\u5efa\u7acb\u8cc7\u6599\u96c6:\u9032\u5165VertexAI\u4e3b\u756b\u9762\uff0c\u9078\u64c7\u300c\u5efa\u7acb\u8cc7\u6599\u96c6\u300d\" class=\"wp-image-40669\" title=\"Google Cloud Vertex AI Automl 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sizes=\"(max-width: 1999px) 100vw, 1999px\" \/><\/a><\/figure>\n\n\n\n<div class=\"wp-block-group is-layout-flow wp-block-group-is-layout-flow\"><div class=\"wp-block-group__inner-container\">\n<p>a. \u9078\u64c7\u985e\u578b<\/p>\n\n\n\n<p>\u9ede\u9078\u300c\u6587\u5b57\u300d\u9801\u7c64\uff0c\u5171\u6703\u51fa\u73fe\u56db\u500b\u985e\u578b\u3002<\/p>\n\n\n\n<ul 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src=\"https:\/\/www.wingwill.com.tw\/wp-content\/uploads\/2022\/09\/google-cloud-vertex-AI-automl-blog16-4.png\" alt=\"Google Cloud Vertex AI Automl \u5be6\u4f5c-\u5efa\u7acb\u8cc7\u6599\u96c6:\u9078\u64c7\u985e\u578b\" class=\"wp-image-40710\" width=\"840\" height=\"432\" title=\"Google Cloud Vertex AI Automl \u5be6\u4f5c-\u5efa\u7acb\u8cc7\u6599\u96c6:\u9078\u64c7\u985e\u578b\" srcset=\"https:\/\/www.wingwill.com.tw\/wp-content\/uploads\/2022\/09\/google-cloud-vertex-AI-automl-blog16-4.png 1999w, https:\/\/www.wingwill.com.tw\/wp-content\/uploads\/2022\/09\/google-cloud-vertex-AI-automl-blog16-4-300x155.png 300w, https:\/\/www.wingwill.com.tw\/wp-content\/uploads\/2022\/09\/google-cloud-vertex-AI-automl-blog16-4-1024x528.png 1024w, https:\/\/www.wingwill.com.tw\/wp-content\/uploads\/2022\/09\/google-cloud-vertex-AI-automl-blog16-4-768x396.png 768w, https:\/\/www.wingwill.com.tw\/wp-content\/uploads\/2022\/09\/google-cloud-vertex-AI-automl-blog16-4-1536x791.png 1536w, 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\u5be6\u4f5c-\u5efa\u7acb\u8cc7\u6599\u96c6:\u532f\u5165\u8cc7\u6599\" class=\"wp-image-40701\" title=\"Google Cloud Vertex AI Automl \u5be6\u4f5c-\u5efa\u7acb\u8cc7\u6599\u96c6:\u532f\u5165\u8cc7\u6599\" srcset=\"https:\/\/www.wingwill.com.tw\/wp-content\/uploads\/2022\/09\/google-cloud-vertex-AI-automl-blog16-19.png 1136w, https:\/\/www.wingwill.com.tw\/wp-content\/uploads\/2022\/09\/google-cloud-vertex-AI-automl-blog16-19-300x231.png 300w, https:\/\/www.wingwill.com.tw\/wp-content\/uploads\/2022\/09\/google-cloud-vertex-AI-automl-blog16-19-1024x790.png 1024w, https:\/\/www.wingwill.com.tw\/wp-content\/uploads\/2022\/09\/google-cloud-vertex-AI-automl-blog16-19-768x592.png 768w, https:\/\/www.wingwill.com.tw\/wp-content\/uploads\/2022\/09\/google-cloud-vertex-AI-automl-blog16-19-594x458.png 594w\" sizes=\"(max-width: 1136px) 100vw, 1136px\" \/><\/a><\/figure>\n\n\n\n<p>\u6211\u5011\u4f7f\u7528\u300c\u5f9e\u96fb\u8166\u4e0a\u50b3\u6a94\u6848\u300d\u4f86\u4e0a\u50b3 CSV 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\u5be6\u4f5c-\u5efa\u7acb\u8cc7\u6599\u96c6:\u67e5\u770b\u8cc7\u6599\" class=\"wp-image-40705\" title=\"Google Cloud Vertex AI Automl \u5be6\u4f5c-\u5efa\u7acb\u8cc7\u6599\u96c6:\u67e5\u770b\u8cc7\u6599\" srcset=\"https:\/\/www.wingwill.com.tw\/wp-content\/uploads\/2022\/09\/google-cloud-vertex-AI-automl-blog16-2.png 1999w, https:\/\/www.wingwill.com.tw\/wp-content\/uploads\/2022\/09\/google-cloud-vertex-AI-automl-blog16-2-300x82.png 300w, https:\/\/www.wingwill.com.tw\/wp-content\/uploads\/2022\/09\/google-cloud-vertex-AI-automl-blog16-2-1024x279.png 1024w, https:\/\/www.wingwill.com.tw\/wp-content\/uploads\/2022\/09\/google-cloud-vertex-AI-automl-blog16-2-768x209.png 768w, https:\/\/www.wingwill.com.tw\/wp-content\/uploads\/2022\/09\/google-cloud-vertex-AI-automl-blog16-2-1536x419.png 1536w, https:\/\/www.wingwill.com.tw\/wp-content\/uploads\/2022\/09\/google-cloud-vertex-AI-automl-blog16-2-1200x327.png 1200w, https:\/\/www.wingwill.com.tw\/wp-content\/uploads\/2022\/09\/google-cloud-vertex-AI-automl-blog16-2-594x162.png 594w\" sizes=\"(max-width: 1999px) 100vw, 1999px\" \/><\/a><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\"><strong> 2. \u8a13\u7df4\u6a21\u578b<\/strong><\/h3>\n\n\n\n<p>\u5728\u5de6\u5074\u5c0e\u822a\u6b04\u4f4d\u9078\u64c7\u300c\u8a13\u7df4\u300d\u9032\u5165\u8a13\u7df4\u9801\u9762\uff0c\u9ede\u9078\u300c\u5efa\u7acb\u300d\u65b0\u589e\u8a13\u7df4\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><a href=\"https:\/\/www.wingwill.com.tw\/wp-content\/uploads\/2022\/09\/google-cloud-vertex-AI-automl-blog16-1.png\"><img loading=\"lazy\" decoding=\"async\" width=\"1999\" height=\"530\" src=\"https:\/\/www.wingwill.com.tw\/wp-content\/uploads\/2022\/09\/google-cloud-vertex-AI-automl-blog16-1.png\" alt=\"Google Cloud Vertex AI Automl \u5be6\u4f5c-\u8a13\u7df4\u6a21\u578b\" class=\"wp-image-40702\" title=\"Google Cloud Vertex AI Automl \u5be6\u4f5c-\u8a13\u7df4\u6a21\u578b\" srcset=\"https:\/\/www.wingwill.com.tw\/wp-content\/uploads\/2022\/09\/google-cloud-vertex-AI-automl-blog16-1.png 1999w, https:\/\/www.wingwill.com.tw\/wp-content\/uploads\/2022\/09\/google-cloud-vertex-AI-automl-blog16-1-300x80.png 300w, https:\/\/www.wingwill.com.tw\/wp-content\/uploads\/2022\/09\/google-cloud-vertex-AI-automl-blog16-1-1024x271.png 1024w, https:\/\/www.wingwill.com.tw\/wp-content\/uploads\/2022\/09\/google-cloud-vertex-AI-automl-blog16-1-768x204.png 768w, https:\/\/www.wingwill.com.tw\/wp-content\/uploads\/2022\/09\/google-cloud-vertex-AI-automl-blog16-1-1536x407.png 1536w, https:\/\/www.wingwill.com.tw\/wp-content\/uploads\/2022\/09\/google-cloud-vertex-AI-automl-blog16-1-1200x318.png 1200w, https:\/\/www.wingwill.com.tw\/wp-content\/uploads\/2022\/09\/google-cloud-vertex-AI-automl-blog16-1-594x157.png 594w\" sizes=\"(max-width: 1999px) 100vw, 1999px\" \/><\/a><\/figure>\n\n\n\n<p>a. \u8a13\u7df4\u65b9\u6cd5<\/p>\n\n\n\n<p>\u9078\u64c7\u525b\u5275\u7acb\u7684\u8cc7\u6599\u96c6\u9084\u6709\u8a3b\u89e3\u96c6\uff08\u6bcf\u6bb5\u6587\u5b57\u7684\u6a19\u7c64\uff0c\u901a\u5e38\u6703\u81ea\u52d5\u5e6b\u4f60\u9078\u597d\u3002\u65b9\u6cd5\u5247\u9078\u64c7 AutoML\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><a href=\"https:\/\/www.wingwill.com.tw\/wp-content\/uploads\/2022\/09\/google-cloud-vertex-AI-automl-blog16-7.png\"><img loading=\"lazy\" decoding=\"async\" width=\"1696\" height=\"920\" src=\"https:\/\/www.wingwill.com.tw\/wp-content\/uploads\/2022\/09\/google-cloud-vertex-AI-automl-blog16-7.png\" alt=\"Google Cloud Vertex AI Automl \u5be6\u4f5c-\u8a13\u7df4\u6a21\u578b:\u8a13\u7df4\u65b9\u6cd5\" class=\"wp-image-40671\" title=\"Google Cloud Vertex AI Automl \u5be6\u4f5c-\u8a13\u7df4\u6a21\u578b:\u8a13\u7df4\u65b9\u6cd5\" srcset=\"https:\/\/www.wingwill.com.tw\/wp-content\/uploads\/2022\/09\/google-cloud-vertex-AI-automl-blog16-7.png 1696w, https:\/\/www.wingwill.com.tw\/wp-content\/uploads\/2022\/09\/google-cloud-vertex-AI-automl-blog16-7-300x163.png 300w, https:\/\/www.wingwill.com.tw\/wp-content\/uploads\/2022\/09\/google-cloud-vertex-AI-automl-blog16-7-1024x555.png 1024w, https:\/\/www.wingwill.com.tw\/wp-content\/uploads\/2022\/09\/google-cloud-vertex-AI-automl-blog16-7-768x417.png 768w, https:\/\/www.wingwill.com.tw\/wp-content\/uploads\/2022\/09\/google-cloud-vertex-AI-automl-blog16-7-1536x833.png 1536w, https:\/\/www.wingwill.com.tw\/wp-content\/uploads\/2022\/09\/google-cloud-vertex-AI-automl-blog16-7-1200x651.png 1200w, https:\/\/www.wingwill.com.tw\/wp-content\/uploads\/2022\/09\/google-cloud-vertex-AI-automl-blog16-7-594x322.png 594w\" sizes=\"(max-width: 1696px) 100vw, 1696px\" \/><\/a><\/figure>\n\n\n\n<p>b. \u8eca\u6b3e\u8a73\u7d30\u4ecb\u7d39\uff08\u8cc7\u6599\u5206\u5272\uff09<\/p>\n\n\n\n<p>\u6b64\u9805\u76ee\u540d\u7a31\u61c9\u8a72\u662f Google \u7ffb\u8b6f\u932f\u8aa4\uff0c\u5be6\u969b\u5167\u5bb9\u662f\u6307\u8cc7\u6599\u96c6\u7684\u8a13\u7df4\u3001\u9a57\u8b49\u548c\u6e2c\u8a66\u7684\u6bd4\u4f8b\u3002\u6211\u5011\u5c31\u4f9d\u7167 Google \u7684\u8a2d\u5b9a\u3002<\/p>\n\n\n\n<p>c. \u7b49\u5f85\u8a13\u7df4<\/p>\n\n\n\n<p>\u9ede\u9078\u300c\u958b\u59cb\u8a13\u7df4\u300d\u4e26\u7b49\u5f85\u8a13\u7df4\u5b8c\u6210\uff0c\u672c\u8cc7\u6599\u96c6\u8a13\u7df4\u6642\u9593\u7d04\u70ba\u56db\u5c0f\u6642\uff0c\u7b49\u5f85\u6642\u9593\u7279\u5225\u9577\uff0c\u800c\u4e14\u4e00\u5c0f\u6642\u5c31\u9700\u8017\u8cbb<a href=\"https:\/\/cloud.google.com\/vertex-ai\/pricing#text-data\">\u7f8e\u91d1 3.3 \u5143<\/a>\uff08\u64b0\u7a3f\u6642\u9593 2022\/2\/14\uff09<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong> 3. \u6aa2\u9a57\u6a21\u578b<\/strong><\/h3>\n\n\n\n<p>\u81f3\u5de6\u5074\u9078\u55ae\u6b04\u9078\u64c7\u300c\u6a21\u578b\u300d\uff0c\u5c31\u80fd\u770b\u5230\u5e73\u5747\u7cbe\u78ba\u5ea6\u3001\u7cbe\u78ba\u5ea6\u548c\u53ec\u56de\u7387\u7b49\u6307\u6a19\uff0c\u672c\u6a21\u578b\u5e73\u5747\u7cbe\u78ba\u5ea6\u70ba 0.953\uff0c\u7b97\u662f\u76f8\u7576\u4e0d\u932f\u7684\u7d50\u679c\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><a href=\"https:\/\/www.wingwill.com.tw\/wp-content\/uploads\/2022\/09\/google-cloud-vertex-AI-automl-blog16-17.png\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.wingwill.com.tw\/wp-content\/uploads\/2022\/09\/google-cloud-vertex-AI-automl-blog16-17.png\" alt=\"Google Cloud Vertex AI Automl \u5be6\u4f5c-\u6aa2\u9a57\u6a21\u578b\" class=\"wp-image-40696\" width=\"837\" height=\"315\" title=\"Google Cloud Vertex AI Automl \u5be6\u4f5c-\u6aa2\u9a57\u6a21\u578b\" srcset=\"https:\/\/www.wingwill.com.tw\/wp-content\/uploads\/2022\/09\/google-cloud-vertex-AI-automl-blog16-17.png 1999w, https:\/\/www.wingwill.com.tw\/wp-content\/uploads\/2022\/09\/google-cloud-vertex-AI-automl-blog16-17-300x113.png 300w, https:\/\/www.wingwill.com.tw\/wp-content\/uploads\/2022\/09\/google-cloud-vertex-AI-automl-blog16-17-1024x386.png 1024w, https:\/\/www.wingwill.com.tw\/wp-content\/uploads\/2022\/09\/google-cloud-vertex-AI-automl-blog16-17-768x290.png 768w, https:\/\/www.wingwill.com.tw\/wp-content\/uploads\/2022\/09\/google-cloud-vertex-AI-automl-blog16-17-1536x579.png 1536w, https:\/\/www.wingwill.com.tw\/wp-content\/uploads\/2022\/09\/google-cloud-vertex-AI-automl-blog16-17-1200x453.png 1200w, https:\/\/www.wingwill.com.tw\/wp-content\/uploads\/2022\/09\/google-cloud-vertex-AI-automl-blog16-17-594x224.png 594w\" sizes=\"(max-width: 837px) 100vw, 837px\" \/><\/a><\/figure>\n\n\n\n<h3 class=\"wp-block-heading\"><strong> 4. \u6a21\u578b\u90e8\u7f72<\/strong><\/h3>\n\n\n\n<p>\u9ede\u9078\u300c\u90e8\u7f72\u53ca\u6e2c\u8a66\u9801\u9762\u300d\uff0c\u6309\u4e0b\u300c\u90e8\u7f72\u81f3\u7aef\u9ede\u300d<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><a href=\"https:\/\/www.wingwill.com.tw\/wp-content\/uploads\/2022\/09\/google-cloud-vertex-AI-automl-blog16-12.png\"><img loading=\"lazy\" decoding=\"async\" width=\"1999\" height=\"645\" src=\"https:\/\/www.wingwill.com.tw\/wp-content\/uploads\/2022\/09\/google-cloud-vertex-AI-automl-blog16-12.png\" alt=\"Google Cloud Vertex AI Automl \u5be6\u4f5c-\u6a21\u578b\u90e8\u7f72:\u90e8\u7f72\u53ca\u6e2c\u8a66\u9801\u9762\" class=\"wp-image-40686\" title=\"Google Cloud Vertex AI Automl \u5be6\u4f5c-\u6a21\u578b\u90e8\u7f72:\u90e8\u7f72\u53ca\u6e2c\u8a66\u9801\u9762\" srcset=\"https:\/\/www.wingwill.com.tw\/wp-content\/uploads\/2022\/09\/google-cloud-vertex-AI-automl-blog16-12.png 1999w, https:\/\/www.wingwill.com.tw\/wp-content\/uploads\/2022\/09\/google-cloud-vertex-AI-automl-blog16-12-300x97.png 300w, https:\/\/www.wingwill.com.tw\/wp-content\/uploads\/2022\/09\/google-cloud-vertex-AI-automl-blog16-12-1024x330.png 1024w, https:\/\/www.wingwill.com.tw\/wp-content\/uploads\/2022\/09\/google-cloud-vertex-AI-automl-blog16-12-768x248.png 768w, https:\/\/www.wingwill.com.tw\/wp-content\/uploads\/2022\/09\/google-cloud-vertex-AI-automl-blog16-12-1536x496.png 1536w, https:\/\/www.wingwill.com.tw\/wp-content\/uploads\/2022\/09\/google-cloud-vertex-AI-automl-blog16-12-1200x387.png 1200w, https:\/\/www.wingwill.com.tw\/wp-content\/uploads\/2022\/09\/google-cloud-vertex-AI-automl-blog16-12-594x192.png 594w\" sizes=\"(max-width: 1999px) 100vw, 1999px\" \/><\/a><\/figure>\n\n\n\n<p>a. \u5efa\u7acb\u7aef\u9ede<\/p>\n\n\n\n<p>\u56e0\u70ba\u6211\u5011\u5c1a\u672a\u5275\u5efa\u7aef\u9ede\uff0c\u56e0\u6b64\u9ede\u9078\u300c\u5efa\u7acb\u65b0\u7aef\u9ede\u300d\uff0c\u4e26\u8f38\u5165\u7aef\u9ede\u540d\u7a31<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><a href=\"https:\/\/www.wingwill.com.tw\/wp-content\/uploads\/2022\/09\/google-cloud-vertex-AI-automl-blog16-11.png\"><img loading=\"lazy\" decoding=\"async\" width=\"1802\" height=\"1178\" src=\"https:\/\/www.wingwill.com.tw\/wp-content\/uploads\/2022\/09\/google-cloud-vertex-AI-automl-blog16-11.png\" alt=\"Google Cloud Vertex AI Automl \u5be6\u4f5c-\u6a21\u578b\u90e8\u7f72:\u5efa\u7acb\u7aef\u9ede\" class=\"wp-image-40683\" title=\"Google Cloud Vertex AI Automl \u5be6\u4f5c-\u6a21\u578b\u90e8\u7f72:\u5efa\u7acb\u7aef\u9ede\" srcset=\"https:\/\/www.wingwill.com.tw\/wp-content\/uploads\/2022\/09\/google-cloud-vertex-AI-automl-blog16-11.png 1802w, https:\/\/www.wingwill.com.tw\/wp-content\/uploads\/2022\/09\/google-cloud-vertex-AI-automl-blog16-11-300x196.png 300w, https:\/\/www.wingwill.com.tw\/wp-content\/uploads\/2022\/09\/google-cloud-vertex-AI-automl-blog16-11-1024x669.png 1024w, https:\/\/www.wingwill.com.tw\/wp-content\/uploads\/2022\/09\/google-cloud-vertex-AI-automl-blog16-11-768x502.png 768w, https:\/\/www.wingwill.com.tw\/wp-content\/uploads\/2022\/09\/google-cloud-vertex-AI-automl-blog16-11-1536x1004.png 1536w, https:\/\/www.wingwill.com.tw\/wp-content\/uploads\/2022\/09\/google-cloud-vertex-AI-automl-blog16-11-1200x784.png 1200w, https:\/\/www.wingwill.com.tw\/wp-content\/uploads\/2022\/09\/google-cloud-vertex-AI-automl-blog16-11-594x388.png 594w\" sizes=\"(max-width: 1802px) 100vw, 1802px\" \/><\/a><\/figure>\n\n\n\n<p>b. \u90e8\u7f72\u6240\u9078\u6a21\u578b<\/p>\n\n\n\n<p>\u6a21\u578b\u8a2d\u5b9a\u90e8\u5206\uff0c\u56e0\u70ba\u6211\u5011\u53ea\u6709\u4e00\u500b\u6a21\u578b\uff0c\u56e0\u6b64\u5168\u90e8\u7684\u6d41\u91cf\u90fd\u9700\u50b3\u5165\u6b64\u6a21\u578b\uff0c\u5982\u4e4b\u5f8c\u6709\u5176\u4ed6\u6a21\u578b\u53ef\u518d\u4fee\u6b63\u3002\u5982\u672a\u6709\u66f4\u52d5\u53ef\u76f4\u63a5\u9ede\u9078\u300c\u90e8\u7f72\u300d\uff0c\u5982\u6709\u66f4\u52d5\u5247\u9700\u9ede\u9078\u5b8c\u6210\u518d\u9ede\u9078\u300c\u90e8\u7f72\u300d\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><a href=\"https:\/\/www.wingwill.com.tw\/wp-content\/uploads\/2022\/09\/google-cloud-vertex-AI-automl-blog16-8.png\"><img loading=\"lazy\" decoding=\"async\" width=\"1802\" height=\"1218\" src=\"https:\/\/www.wingwill.com.tw\/wp-content\/uploads\/2022\/09\/google-cloud-vertex-AI-automl-blog16-8.png\" alt=\"Google Cloud Vertex AI Automl \u5be6\u4f5c-\u6a21\u578b\u90e8\u7f72:\u90e8\u7f72\u6240\u9078\u6a21\u578b\" class=\"wp-image-40674\" title=\"Google Cloud Vertex AI Automl \u5be6\u4f5c-\u6a21\u578b\u90e8\u7f72:\u90e8\u7f72\u6240\u9078\u6a21\u578b\" srcset=\"https:\/\/www.wingwill.com.tw\/wp-content\/uploads\/2022\/09\/google-cloud-vertex-AI-automl-blog16-8.png 1802w, https:\/\/www.wingwill.com.tw\/wp-content\/uploads\/2022\/09\/google-cloud-vertex-AI-automl-blog16-8-300x203.png 300w, https:\/\/www.wingwill.com.tw\/wp-content\/uploads\/2022\/09\/google-cloud-vertex-AI-automl-blog16-8-1024x692.png 1024w, https:\/\/www.wingwill.com.tw\/wp-content\/uploads\/2022\/09\/google-cloud-vertex-AI-automl-blog16-8-768x519.png 768w, https:\/\/www.wingwill.com.tw\/wp-content\/uploads\/2022\/09\/google-cloud-vertex-AI-automl-blog16-8-1536x1038.png 1536w, https:\/\/www.wingwill.com.tw\/wp-content\/uploads\/2022\/09\/google-cloud-vertex-AI-automl-blog16-8-1200x811.png 1200w, https:\/\/www.wingwill.com.tw\/wp-content\/uploads\/2022\/09\/google-cloud-vertex-AI-automl-blog16-8-594x401.png 594w\" sizes=\"(max-width: 1802px) 100vw, 1802px\" \/><\/a><\/figure>\n\n\n\n<p>c. \u9810\u6e2c\u6e2c\u8a66<\/p>\n\n\n\n<p>\u6a21\u578b\u90e8\u7f72\u5b8c\u6210\u5f8c\uff0c\u4fbf\u80fd\u5728\u5e95\u4e0b\u6b04\u4f4d\u6e2c\u8a66\u7d50\u679c\u3002\u6211\u5011\u9078\u64c7\u5169\u7bc7\u6587\u7ae0\u4f86\u9032\u884c\u6e2c\u8a66\uff0c\u6c11\u9032\u9ee8\u9078\u64c7\u912d\u904b\u9d6c\u7684\u81c9\u66f8\u8cbc\u6587\uff0c\u975e\u6c11\u9032\u9ee8\u9078\u64c7\u5f90\u5de7\u82af\u7684\u81c9\u66f8\u8cbc\u6587\u3002\u5169\u7bc7\u6587\u7ae0\u90fd\u80fd\u6e96\u78ba\u9810\u6e2c\u5176\u653f\u6cbb\u50be\u5411\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><a href=\"https:\/\/www.wingwill.com.tw\/wp-content\/uploads\/2022\/09\/google-cloud-vertex-AI-automl-blog16-15.png\"><img loading=\"lazy\" decoding=\"async\" width=\"1748\" height=\"496\" src=\"https:\/\/www.wingwill.com.tw\/wp-content\/uploads\/2022\/09\/google-cloud-vertex-AI-automl-blog16-15.png\" alt=\"Google Cloud Vertex AI Workbench \u5be6\u4f5c-\u6a21\u578b\u90e8\u7f72:\u9810\u6e2c\u6e2c\u8a66\" class=\"wp-image-40692\" title=\"Google Cloud Vertex AI Workbench \u5be6\u4f5c-\u6a21\u578b\u90e8\u7f72:\u9810\u6e2c\u6e2c\u8a66\" srcset=\"https:\/\/www.wingwill.com.tw\/wp-content\/uploads\/2022\/09\/google-cloud-vertex-AI-automl-blog16-15.png 1748w, https:\/\/www.wingwill.com.tw\/wp-content\/uploads\/2022\/09\/google-cloud-vertex-AI-automl-blog16-15-300x85.png 300w, https:\/\/www.wingwill.com.tw\/wp-content\/uploads\/2022\/09\/google-cloud-vertex-AI-automl-blog16-15-1024x291.png 1024w, https:\/\/www.wingwill.com.tw\/wp-content\/uploads\/2022\/09\/google-cloud-vertex-AI-automl-blog16-15-768x218.png 768w, https:\/\/www.wingwill.com.tw\/wp-content\/uploads\/2022\/09\/google-cloud-vertex-AI-automl-blog16-15-1536x436.png 1536w, https:\/\/www.wingwill.com.tw\/wp-content\/uploads\/2022\/09\/google-cloud-vertex-AI-automl-blog16-15-1200x341.png 1200w, https:\/\/www.wingwill.com.tw\/wp-content\/uploads\/2022\/09\/google-cloud-vertex-AI-automl-blog16-15-594x169.png 594w\" sizes=\"(max-width: 1748px) 100vw, 1748px\" \/><\/a><figcaption><a href=\"https:\/\/hi-in.facebook.com\/HsuChiaoHsin\/posts\/4214873795280521\/\"><sub>\u5f90\u5de7\u82af\u81c9\u66f8\u8cbc\u6587<\/sub><\/a><\/figcaption><\/figure>\n\n\n\n<figure class=\"wp-block-image size-full\"><a href=\"https:\/\/www.wingwill.com.tw\/wp-content\/uploads\/2022\/09\/google-cloud-vertex-AI-automl-blog16-5.png\"><img loading=\"lazy\" decoding=\"async\" width=\"1761\" height=\"535\" src=\"https:\/\/www.wingwill.com.tw\/wp-content\/uploads\/2022\/09\/google-cloud-vertex-AI-automl-blog16-5.png\" alt=\"Google Cloud Vertex AI Automl \u5be6\u4f5c-\u6a21\u578b\u90e8\u7f72:\u9810\u6e2c\u6e2c\u8a6601\" class=\"wp-image-40666\" title=\"Google Cloud Vertex AI Automl \u5be6\u4f5c-\u6a21\u578b\u90e8\u7f72:\u9810\u6e2c\u6e2c\u8a6601\" srcset=\"https:\/\/www.wingwill.com.tw\/wp-content\/uploads\/2022\/09\/google-cloud-vertex-AI-automl-blog16-5.png 1761w, https:\/\/www.wingwill.com.tw\/wp-content\/uploads\/2022\/09\/google-cloud-vertex-AI-automl-blog16-5-300x91.png 300w, https:\/\/www.wingwill.com.tw\/wp-content\/uploads\/2022\/09\/google-cloud-vertex-AI-automl-blog16-5-1024x311.png 1024w, https:\/\/www.wingwill.com.tw\/wp-content\/uploads\/2022\/09\/google-cloud-vertex-AI-automl-blog16-5-768x233.png 768w, https:\/\/www.wingwill.com.tw\/wp-content\/uploads\/2022\/09\/google-cloud-vertex-AI-automl-blog16-5-1536x467.png 1536w, https:\/\/www.wingwill.com.tw\/wp-content\/uploads\/2022\/09\/google-cloud-vertex-AI-automl-blog16-5-1200x365.png 1200w, https:\/\/www.wingwill.com.tw\/wp-content\/uploads\/2022\/09\/google-cloud-vertex-AI-automl-blog16-5-594x180.png 594w\" sizes=\"(max-width: 1761px) 100vw, 1761px\" \/><\/a><figcaption><a href=\"https:\/\/www.facebook.com\/1835962972\/posts\/10216402817863119\/?d=n\"><sub>\u912d\u904b\u9d6c\u81c9\u66f8\u8cbc\u6587<\/sub><\/a><\/figcaption><\/figure>\n\n\n\n<p>\u5f9e\u5be6\u4f5c\u7684\u904e\u7a0b\u4e2d\u5c31\u53ef\u4ee5\u767c\u73fe AutoML \u64cd\u4f5c\u7c21\u55ae\uff0c\u9810\u6e2c\u6e96\u78ba\u6027\u4e5f\u5920\u9ad8\u3002\u7136\u800c\uff0c\u8017\u8cbb\u7684\u6642\u9593\u548c\u91d1\u9322\u4e5f\u76f8\u5c0d\u8f03\u9ad8\uff0c\u56e0\u6b64\u5982\u679c\u4f60\u672c\u8eab\u5c31\u61c2\u5f97\u5982\u4f55\u8a13\u7df4\u6a21\u578b\uff0c\u6211\u5011\u6703\u63a8\u85a6\u4f7f\u7528 Vertex AI Workbench\uff0c\u9019\u53ef\u4ee5\u6709\u6548\u6e1b\u5c11\u8a13\u7df4\u6210\u672c\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u4e09\u3001Vertex AI Workbench \u5be6\u4f5c<\/strong><\/h2>\n\n\n\n<p>\u5047\u8a2d\u516c\u53f8\u4f86\u4e86\u4e00\u4f4d NLP \u5c08\u9577\u7684\u54e1\u5de5\uff0c\u53ef\u4ee5\u5e6b\u6211\u5011\u5efa\u6a21\u5206\u6790\u3002\u9019\u6a23\u6211\u5011\u5c31\u53ef\u4ee5\u4f7f\u7528 Vertex AI Workbench\uff0c\u5176\u63d0\u4f9b\u591a\u7a2e\u7684\u4e3b\u6a5f\u898f\u683c\u4ee5\u53ca\u74b0\u5883\uff0c\u96a8\u9078\u96a8\u7528\u4ee5\u79d2\u8a08\u8cbb\u7684\u7279\u6027\uff0c\u64c1\u6709\u66f4\u591a\u5f48\u6027\uff0c\u4e0d\u5fc5\u82b1\u5927\u9322\u5347\u7d1a\u5be6\u9ad4\u4e3b\u6a5f\uff0c\u4e5f\u6e1b\u8f15\u74b0\u5883\u67b6\u8a2d\u7684\u9ebb\u7169\u3002\u63a5\u4e0b\u4f86\u6211\u5011\u5c31\u4ee5 Vertex AI Workbench \u4f86\u5be6\u4f5c\u6587\u672c\u5206\u985e\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>1. \u5efa\u7acb\u7b46\u8a18\u672c<\/strong><\/h3>\n\n\n\n<p>a. \u9078\u64c7\u74b0\u5883\uff1aPython 3 (with Intel\u00ae MKL and CUDA 11.0)<\/p>\n\n\n\n<p>b. \u9078\u64c7 GPU\uff1aNVIDIA Tesla K80<\/p>\n\n\n\n<p>c. \u52fe\u9078\u81ea\u52d5\u5b89\u88dd NVIDIA GPU<\/p>\n\n\n\n<figure class=\"wp-block-image size-full is-resized\"><a href=\"https:\/\/www.wingwill.com.tw\/wp-content\/uploads\/2022\/09\/google-cloud-vertex-AI-automl-blog16-18.png\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/www.wingwill.com.tw\/wp-content\/uploads\/2022\/09\/google-cloud-vertex-AI-automl-blog16-18.png\" alt=\"Google Cloud Vertex AI Workbench \u5efa\u7acb\u7b46\u8a18\u672c :\u52fe\u9078\u81ea\u52d5\u5b89\u88dd NVIDIA GPU\" class=\"wp-image-40699\" width=\"840\" height=\"816\" title=\"Google Cloud Vertex AI Workbench \u5efa\u7acb\u7b46\u8a18\u672c :\u52fe\u9078\u81ea\u52d5\u5b89\u88dd NVIDIA GPU\" srcset=\"https:\/\/www.wingwill.com.tw\/wp-content\/uploads\/2022\/09\/google-cloud-vertex-AI-automl-blog16-18.png 1472w, https:\/\/www.wingwill.com.tw\/wp-content\/uploads\/2022\/09\/google-cloud-vertex-AI-automl-blog16-18-300x291.png 300w, https:\/\/www.wingwill.com.tw\/wp-content\/uploads\/2022\/09\/google-cloud-vertex-AI-automl-blog16-18-1024x995.png 1024w, https:\/\/www.wingwill.com.tw\/wp-content\/uploads\/2022\/09\/google-cloud-vertex-AI-automl-blog16-18-768x746.png 768w, https:\/\/www.wingwill.com.tw\/wp-content\/uploads\/2022\/09\/google-cloud-vertex-AI-automl-blog16-18-1200x1166.png 1200w, https:\/\/www.wingwill.com.tw\/wp-content\/uploads\/2022\/09\/google-cloud-vertex-AI-automl-blog16-18-594x577.png 594w\" sizes=\"(max-width: 840px) 100vw, 840px\" \/><\/a><\/figure>\n\n\n\n<div class=\"wp-block-group is-layout-flow wp-block-group-is-layout-flow\"><div class=\"wp-block-group__inner-container\">\n<h3 class=\"wp-block-heading\"><strong>2. \u9032\u5165 Notebook \u74b0\u5883<\/strong><\/h3>\n\n\n\n<p>\u7b49\u5f85 Notebook \u5b8c\u6210\u5f8c\uff0c\u9ede\u9078\u300cJUPYTERLAB\u300d\u9032\u5165 Notebook \u74b0\u5883\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><a href=\"https:\/\/www.wingwill.com.tw\/wp-content\/uploads\/2022\/09\/google-cloud-vertex-AI-automl-blog16-14.png\"><img loading=\"lazy\" decoding=\"async\" width=\"1911\" height=\"348\" src=\"https:\/\/www.wingwill.com.tw\/wp-content\/uploads\/2022\/09\/google-cloud-vertex-AI-automl-blog16-14.png\" alt=\"Google Cloud Vertex AI Workbench \u5be6\u4f5c-\u9032\u5165 Notebook \u74b0\u5883\" class=\"wp-image-40725\" title=\"Google Cloud Vertex AI Workbench \u5be6\u4f5c-\u9032\u5165 Notebook \u74b0\u5883\" srcset=\"https:\/\/www.wingwill.com.tw\/wp-content\/uploads\/2022\/09\/google-cloud-vertex-AI-automl-blog16-14.png 1911w, https:\/\/www.wingwill.com.tw\/wp-content\/uploads\/2022\/09\/google-cloud-vertex-AI-automl-blog16-14-300x55.png 300w, https:\/\/www.wingwill.com.tw\/wp-content\/uploads\/2022\/09\/google-cloud-vertex-AI-automl-blog16-14-1024x186.png 1024w, https:\/\/www.wingwill.com.tw\/wp-content\/uploads\/2022\/09\/google-cloud-vertex-AI-automl-blog16-14-768x140.png 768w, https:\/\/www.wingwill.com.tw\/wp-content\/uploads\/2022\/09\/google-cloud-vertex-AI-automl-blog16-14-1536x280.png 1536w, https:\/\/www.wingwill.com.tw\/wp-content\/uploads\/2022\/09\/google-cloud-vertex-AI-automl-blog16-14-1200x219.png 1200w, https:\/\/www.wingwill.com.tw\/wp-content\/uploads\/2022\/09\/google-cloud-vertex-AI-automl-blog16-14-594x108.png 594w\" sizes=\"(max-width: 1911px) 100vw, 1911px\" \/><\/a><\/figure>\n<\/div><\/div>\n\n\n\n<div class=\"wp-block-group is-layout-flow wp-block-group-is-layout-flow\"><div class=\"wp-block-group__inner-container\">\n<div class=\"wp-block-group is-layout-flow wp-block-group-is-layout-flow\"><div class=\"wp-block-group__inner-container\">\n<h3 class=\"wp-block-heading\"><strong>3. \u4e0a\u50b3\u6587\u672c\u8cc7\u6599<\/strong><\/h3>\n\n\n\n<p>\u9ede\u9078\u4e0a\u50b3\u5716\u793a\uff0c\u5c07 CSV \u532f\u5165 Notebook \u74b0\u5883<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><a href=\"https:\/\/www.wingwill.com.tw\/wp-content\/uploads\/2022\/09\/google-cloud-vertex-AI-automl-blog16-16.png\"><img loading=\"lazy\" decoding=\"async\" width=\"1999\" height=\"1089\" src=\"https:\/\/www.wingwill.com.tw\/wp-content\/uploads\/2022\/09\/google-cloud-vertex-AI-automl-blog16-16.png\" alt=\"Google Cloud Vertex AI Workbench : \u4e0a\u50b3\u6587\u672c\u8cc7\u6599\" class=\"wp-image-40693\" title=\"Google Cloud Vertex AI Workbench : \u4e0a\u50b3\u6587\u672c\u8cc7\u6599\" srcset=\"https:\/\/www.wingwill.com.tw\/wp-content\/uploads\/2022\/09\/google-cloud-vertex-AI-automl-blog16-16.png 1999w, https:\/\/www.wingwill.com.tw\/wp-content\/uploads\/2022\/09\/google-cloud-vertex-AI-automl-blog16-16-300x163.png 300w, https:\/\/www.wingwill.com.tw\/wp-content\/uploads\/2022\/09\/google-cloud-vertex-AI-automl-blog16-16-1024x558.png 1024w, https:\/\/www.wingwill.com.tw\/wp-content\/uploads\/2022\/09\/google-cloud-vertex-AI-automl-blog16-16-768x418.png 768w, https:\/\/www.wingwill.com.tw\/wp-content\/uploads\/2022\/09\/google-cloud-vertex-AI-automl-blog16-16-1536x837.png 1536w, https:\/\/www.wingwill.com.tw\/wp-content\/uploads\/2022\/09\/google-cloud-vertex-AI-automl-blog16-16-1200x654.png 1200w, https:\/\/www.wingwill.com.tw\/wp-content\/uploads\/2022\/09\/google-cloud-vertex-AI-automl-blog16-16-594x324.png 594w\" sizes=\"(max-width: 1999px) 100vw, 1999px\" \/><\/a><\/figure>\n<\/div><\/div>\n<\/div><\/div>\n\n\n\n<p>\u6211\u5011\u4e0a\u50b3\u7684\u6a94\u6848\u683c\u5f0f\u662f\u5177\u6709\u6a19\u982d\u7684CSV\u6a94<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><a href=\"https:\/\/www.wingwill.com.tw\/wp-content\/uploads\/2022\/09\/google-cloud-vertex-AI-automl-blog16-3.png\"><img loading=\"lazy\" decoding=\"async\" width=\"1084\" height=\"196\" src=\"https:\/\/www.wingwill.com.tw\/wp-content\/uploads\/2022\/09\/google-cloud-vertex-AI-automl-blog16-3.png\" alt=\"Google Cloud Vertex AI Workbench \u5be6\u4f5c-\u4e0a\u50b3\u6587\u672c\u8cc7\u6599\" class=\"wp-image-40707\" title=\"Google Cloud Vertex AI Workbench \u5be6\u4f5c-\u4e0a\u50b3\u6587\u672c\u8cc7\u6599\" srcset=\"https:\/\/www.wingwill.com.tw\/wp-content\/uploads\/2022\/09\/google-cloud-vertex-AI-automl-blog16-3.png 1084w, https:\/\/www.wingwill.com.tw\/wp-content\/uploads\/2022\/09\/google-cloud-vertex-AI-automl-blog16-3-300x54.png 300w, https:\/\/www.wingwill.com.tw\/wp-content\/uploads\/2022\/09\/google-cloud-vertex-AI-automl-blog16-3-1024x185.png 1024w, https:\/\/www.wingwill.com.tw\/wp-content\/uploads\/2022\/09\/google-cloud-vertex-AI-automl-blog16-3-768x139.png 768w, https:\/\/www.wingwill.com.tw\/wp-content\/uploads\/2022\/09\/google-cloud-vertex-AI-automl-blog16-3-594x107.png 594w\" sizes=\"(max-width: 1084px) 100vw, 1084px\" \/><\/a><\/figure>\n\n\n\n<div class=\"wp-block-group is-layout-flow wp-block-group-is-layout-flow\"><div class=\"wp-block-group__inner-container\">\n<div class=\"wp-block-group is-layout-flow wp-block-group-is-layout-flow\"><div class=\"wp-block-group__inner-container\">\n<h3 class=\"wp-block-heading\"><strong>4. \u7a0b\u5f0f\u78bc\u64b0\u5beb<\/strong><\/h3>\n\n\n\n<p>\u4ee5\u4e0b\u662f\u6211\u5011\u7528\u4f86\u793a\u7bc4\u7684<a href=\"https:\/\/gist.github.com\/B046090010\/fd532b7ab8ee6b6d220f186bf4289230\">\u7a0b\u5f0f\u78bc<\/a>\uff0c\u4f7f\u7528 simpletransformers \u5957\u4ef6\u4f86\u9032\u884c Bert \u7684\u5be6\u4f5c\uff0c\u800c\u9810\u8a13\u7df4\u6a21\u578b\u5247\u662f\u4e2d\u7814\u9662\u7684 CKIP\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><a href=\"https:\/\/www.wingwill.com.tw\/wp-content\/uploads\/2022\/09\/google-cloud-vertex-AI-automl-blog16-10.png\"><img loading=\"lazy\" decoding=\"async\" width=\"1011\" height=\"912\" src=\"https:\/\/www.wingwill.com.tw\/wp-content\/uploads\/2022\/09\/google-cloud-vertex-AI-automl-blog16-10.png\" alt=\"Google Cloud Vertex AI Workbench \u5be6\u4f5c-\u7a0b\u5f0f\u78bc\u64b0\u5beb\" class=\"wp-image-40680\" title=\"Google Cloud Vertex AI Workbench \u5be6\u4f5c-\u7a0b\u5f0f\u78bc\u64b0\u5beb\" srcset=\"https:\/\/www.wingwill.com.tw\/wp-content\/uploads\/2022\/09\/google-cloud-vertex-AI-automl-blog16-10.png 1011w, https:\/\/www.wingwill.com.tw\/wp-content\/uploads\/2022\/09\/google-cloud-vertex-AI-automl-blog16-10-300x271.png 300w, https:\/\/www.wingwill.com.tw\/wp-content\/uploads\/2022\/09\/google-cloud-vertex-AI-automl-blog16-10-768x693.png 768w, https:\/\/www.wingwill.com.tw\/wp-content\/uploads\/2022\/09\/google-cloud-vertex-AI-automl-blog16-10-594x536.png 594w\" sizes=\"(max-width: 1011px) 100vw, 1011px\" \/><\/a><\/figure>\n<\/div><\/div>\n<\/div><\/div>\n\n\n\n<p>a. \u5b89\u88dd\u5957\u4ef6\uff08install package &amp; env\uff09<\/p>\n\n\n\n<p>\u9996\u5148\u6211\u5011\u8981\u5148\u5b89\u88dd simpletransformers \u548c torchvision \u7684\u5957\u4ef6\uff0c\u5176\u4ed6\u7684\u5e38\u7528\u5957\u4ef6 Vertex AI \u5df2\u7d93\u5148\u5e6b\u6211\u5011\u88dd\u597d\u4e86\u3002<\/p>\n\n\n\n<p>b. \u6a21\u578b\u53c3\u6578\u8a2d\u5b9a\uff08setting parameter of model\uff09<\/p>\n\n\n\n<p>\u56e0\u70ba\u53ea\u662f\u7bc4\u4f8b\uff0c\u56e0\u6b64\u6211\u5011\u7684 epoch \u6b21\u6578\u8a2d\u70ba 1\uff0c\u8868\u793a\u6211\u5011\u53ea\u6703\u8a13\u7df4\u5b8c\u6574\u7684\u8cc7\u6599\u53ca\u4e00\u6b21\u3002<\/p>\n\n\n\n<p>c. \u5efa\u7acb\u5206\u985e\u6a21\u578b\uff08create a classification model\uff09<\/p>\n\n\n\n<p>\u4f7f\u7528 ckiplab \u7684\u9810\u8a13\u7df4\u6a21\u578b\u5be6\u4f5c\u5206\u985e\u6a21\u578b\uff0cuse_cuda=True \u4ee3\u8868\u6211\u5011\u5c07\u4f7f\u7528 GPU \u4f86\u9032\u884c\u8a13\u7df4\u3002<\/p>\n\n\n\n<p>d. \u8cc7\u6599\u524d\u8655\u7406\uff08data pre-processing\uff09<\/p>\n\n\n\n<p>\u4f7f\u7528 pandas \u532f\u5165 csv \u4e26\u9032\u884c\u6a19\u982d\u7684\u66f4\u6539\uff0c\u56e0\u70ba simpletransformers \u7684\u9810\u8a2d\u6b04\u4f4d\u70ba text \u8207 labels\u3002<\/p>\n\n\n\n<p>e. \u8cc7\u6599\u5206\u5272\uff08data split\uff09<\/p>\n\n\n\n<p>\u4f7f\u7528 sklearn \u5c07 80% \u8cc7\u6599\u96c6\u4f5c\u70ba\u8a13\u7df4\u96c6\uff0c20% \u70ba\u6e2c\u8a66\u96c6\u3002<\/p>\n\n\n\n<p>f. \u6a21\u578b\u8a55\u4f30\uff08model evaluation\uff09<\/p>\n\n\n\n<p>\u4f7f\u7528 sklearn \u9032\u884c\u6a21\u578b\u8a55\u4f30\uff0c\u6b64\u6a21\u578b\u7684 Accuracy \u7d04\u70ba 0.8\uff0cepoch \u8d8a\u9ad8 Accuracy \u80fd\u66f4\u9ad8\u3002<\/p>\n\n\n\n<p>g. \u9810\u6e2c\u7d50\u679c\uff08predict outcome\uff09<\/p>\n\n\n\n<p>\u904b\u7528\u6b64\u6a21\u578b\u4f86\u67e5\u770b\u6e2c\u8a66\u96c6\u7684\u6a21\u578b\u88ab\u9810\u6e2c\u70ba 1\uff08\u6c11\u9032\u9ee8\uff09 \u6216 0\uff08\u975e\u6c11\u9032\u9ee8\uff09\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>\u56db\u3001\u7e3d\u7d50<\/strong><\/h2>\n\n\n\n<figure class=\"wp-block-table is-style-stripes\"><table class=\"has-very-light-gray-to-cyan-bluish-gray-gradient-background has-background\"><thead><tr><th>\u8a13\u7df4\u65b9\u6cd5<br><\/th><th>AutoML<\/th><th>Workbench Notebook<\/th><\/tr><\/thead><tbody><tr><td>\u9069\u7528\u5c0d\u8c61<\/td><td>\u975e AI \u5c08\u9577\u7684\u4f7f\u7528\u8005<\/td><td>AI \u5de5\u7a0b\u5e2b<\/td><\/tr><tr><td>\u6240\u9700\u6280\u80fd<\/td><td>\u80fd\u5c07\u8cc7\u6599\u8f49\u63db\u6210\u6307\u5b9a\u7684\u683c\u5f0f<\/td><td>AI \u6a21\u578b\u8a13\u7df4\u80fd\u529b<\/td><\/tr><tr><td>\u4f7f\u7528\u9580\u6abb<\/td><td>\u4f4e\u3000\u2b55<\/td><td>\u9ad8<\/td><\/tr><tr><td>\u96f2\u7aef\u8cc7\u6e90\u8a08\u8cbb<\/td><td>\u9ad8<\/td><td>\u4f4e\u3000\u2b55<\/td><\/tr><tr><td>\u6a21\u578b\u8a13\u7df4\u6642\u9593<\/td><td>\u4e2d<\/td><td>\u9ad8\u6216\u4f4e\uff08\u53d6\u6c7a\u65bc\u4f7f\u7528\u8005\uff09<\/td><\/tr><tr><td>\u7cbe\u78ba\u5ea6<\/td><td>\u4e2d<\/td><td>\u9ad8\u6216\u4f4e\uff08\u53d6\u6c7a\u65bc\u4f7f\u7528\u8005\uff09<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>\u4e0a\u8868\u7c21\u55ae\u6574\u7406\u4e86 AutoML \u8207 Workbench Notebook \u7684\u512a\u52a3\u52e2\u3002Google Cloud AutoML \u63d0\u4f9b\u81ea\u52d5\u5316\u7684 AI \u8a13\u7df4\uff0c\u4f7f\u7528\u9580\u6abb\u4f4e\uff0c\u4f46\u8cbb\u7528\u8f03\u8cb4\u4e14\u8017\u6642\u8f03\u9577\u3002\u81f3\u65bc Workbench Notebook \u96d6\u7136\u4f7f\u7528\u9580\u6abb\u9ad8\uff0c\u4f46\u80fd\u8b93\u4f7f\u7528\u8005\u6709\u66f4\u5f48\u6027\u7684\u9078\u64c7\uff0c\u5982\u679c\u4f7f\u7528\u8005\u77e5\u9053\u5982\u4f55\u6709\u6548\u8a13\u7df4\u6a21\u578b\uff0c\u5c31\u80fd\u5feb\u901f\u8a13\u7df4\u51fa\u9ad8\u7cbe\u6e96\u5ea6\u7684\u6a21\u578b\u3002\u76f8\u53cd\u5730\uff0c\u5982\u679c\u4f7f\u7528\u8005\u4e0d\u719f AI \u53ef\u80fd\u6703\u5728\u6311\u9078\u6a21\u578b\u8207\u53c3\u6578\u6642\u8017\u8cbb\u5927\u91cf\u6642\u9593\uff0c\u4f46\u9810\u6e2c\u7cbe\u6e96\u5ea6\u537b\u5dee\u5f37\u4eba\u610f\u3002<\/p>\n\n\n\n<p>\u56e0\u6b64\u7a76\u7adf\u8981\u4f7f\u7528 AutoML \u9084\u662f Workbench Notebook \uff0c\u4ecd\u7136\u9700\u8981\u4f9d\u7167\u4f7f\u7528\u8005\u81ea\u8eab\u7684\u9700\u6c42\u4f86\u505a\u9069\u7576\u7684\u9078\u64c7\u3002AI \u6a21\u578b\u8981\u5be6\u969b\u61c9\u7528\u65bc\u771f\u5be6\u5834\u57df\uff0c\u9664\u4e86\u8981\u63d0\u5347\u6a21\u578b\u6e96\u78ba\u5ea6\uff0c\u6574\u500b\u6d41\u7a0b\u7684\u81ea\u52d5\u5316\u4e5f\u5f88\u91cd\u8981\uff0c\u5f9e\u8cc7\u6599\u7684\u8f38\u5165\u5132\u5b58\u5230\u6a21\u578b\u7684\u9810\u6e2c\u8f38\u51fa\uff0cVertex AI \u4e5f\u80fd\u642d\u914d\u5176\u4ed6 GCP \u670d\u52d9\u4f86\u5b8c\u6210\uff0c\u5982\u679c\u60f3\u4e86\u89e3\u9019\u4e9b\u61c9\u7528\u4e5f\u6b61\u8fce\u4f86\u4fe1\u8aee\u8a62\u3002<\/p>\n\n\n\n<div style=\"height:30px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h2 class=\"has-white-color has-text-color wp-block-heading\" style=\"font-size:2px\">\u6559\u4f60\u5982\u4f55\u7528 Vertex AI \u5be6\u73fe\u6587\u672c\u5206\u985e<\/h2>\n\n\n\n<p class=\"has-background\" style=\"background-color:#f5f5f5\"><strong>\u767c\u5e03\u65e5\u671f : 2022-09  |  Jeff<\/strong><\/p>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-28f84493 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:100%\">\n<p>\u95b1\u8b80\u66f4\u591a :    <a href=\"https:\/\/www.wingwill.com.tw\/zh\/zh-tw\/%e9%83%a8%e8%90%bd%e6%a0%bc\/google-cloud-vertex-ai\/\">\u5f9e 0 \u5230 1 \u6559\u4f60\u5982\u4f55\u7528 AI \u9032\u884c\u7455\u75b5\u6aa2\u6e2c \u2013 Vertex AI<\/a><\/p>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-group is-layout-flow wp-block-group-is-layout-flow\"><div class=\"wp-block-group__inner-container\">\n<h1 class=\"has-white-color has-text-color wp-block-heading\" style=\"font-size:5px\">\u5f9e 0 \u5230 1 \u6559\u4f60\u5982\u4f55\u7528 AI \u9032\u884c\u7455\u75b5\u6aa2\u6e2c | Google Cloud Vertex AI<\/h1>\n\n\n\n<h2 class=\"has-white-color has-text-color wp-block-heading\" style=\"font-size:5px\">|  <strong>Google \u7684\u6a5f\u5668\u5b78\u7fd2\u5e73\u53f0 Vertex AI<\/strong><\/h2>\n\n\n\n<h3 class=\"has-white-color has-text-color wp-block-heading\" style=\"font-size:5px\"><strong>|  Vertex AI<\/strong> &#8211; \u4f7f\u7528\u6574\u5408\u5f0f\u4eba\u5de5\u667a\u6167\u5e73\u53f0\u4e2d\u7684\u9810\u5148\u8a13\u7df4\u548c\u81ea\u8a02\u5de5\u5177\uff0c\u52a0\u5feb\u5efa\u7acb\u3001\u90e8\u7f72\u53ca\u64f4\u5145\u6a5f\u5668\u5b78\u7fd2\u6a21\u578b\u7684\u901f\u5ea6<\/h3>\n<\/div><\/div>\n\n\n\n<figure class=\"wp-block-image size-large is-style-default\"><a href=\"https:\/\/www.wingwill.com.tw\/zh\/zh-tw\/cloud-professional-service\/\"><img loading=\"lazy\" decoding=\"async\" width=\"800\" height=\"300\" src=\"https:\/\/www.wingwill.com.tw\/wp-content\/uploads\/2021\/03\/cloud-professional-service-800x300-1.png\" alt=\"\u7fbd\u6607\u570b\u969b-\u4f01\u696d\u4e0a\u96f2\u898f\u5283\u8a55\u4f30\u670d\u52d9\" class=\"wp-image-19179\" srcset=\"https:\/\/www.wingwill.com.tw\/wp-content\/uploads\/2021\/03\/cloud-professional-service-800x300-1.png 800w, https:\/\/www.wingwill.com.tw\/wp-content\/uploads\/2021\/03\/cloud-professional-service-800x300-1-300x113.png 300w, https:\/\/www.wingwill.com.tw\/wp-content\/uploads\/2021\/03\/cloud-professional-service-800x300-1-768x288.png 768w, https:\/\/www.wingwill.com.tw\/wp-content\/uploads\/2021\/03\/cloud-professional-service-800x300-1-594x223.png 594w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/><\/a><\/figure>\n\n\n\n<p><\/p>","protected":false},"excerpt":{"rendered":"<p>\u4e0d\u60f3\u6d6a\u8cbb\u4eba\u529b\u5728\u7522\u7dda\u4e0a\u7684\u7d30\u7463\u4efb\u52d9\uff1f\u60f3\u904b\u7528 AI \u81ea\u52d5\u5316\u6aa2\u6e2c\u7455\u75b5\uff0c\u537b\u82e6\u7121\u6280\u8853\uff1f\u5982\u679c\u4f60\u4e5f\u6709\u9019\u4e9b\u554f\u984c\uff0c\u6216\u8a31\u4f60\u8a72\u8003\u616eGoogle\u7684\u6a5f\u5668\u5b78\u7fd2\u5e73\u53f0 Vertex AI \u3002\u8a72\u5e73\u81fa\u53ef\u900f\u904e UI \u548c API \u8f15\u9b06\u5efa\u69cb\u3001\u8a13\u7df4\u548c\u90e8\u7f72\u5927\u898f\u6a21\u6a5f\u5668\u5b78\u7fd2\u6a21\u578b\u7684\u904e\u7a0b\u3002\u5373\u4f7f\u662f\u5b8c\u5168\u4e0d\u61c2 AI \u7684\u4f7f\u7528\u8005\uff0c\u4e5f\u53ef\u4ee5\u8a13\u7df4\u51fa\u9ad8\u7cbe\u6e96\u5ea6\u7684\u6a21\u578b\uff0c\u61c9\u7528\u5834\u57df\u542b\u5716\u7247\u3001\u6587\u5b57\u3001\u5f71\u7247\u7b49<\/p>","protected":false},"author":7,"featured_media":18893,"menu_order":18,"comment_status":"closed","ping_status":"closed","template":"","format":"standard","meta":{"_acf_changed":false,"inline_featured_image":false,"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center 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center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"sector":[7177,7178,7179,7180,7181,7182,7183,7184],"solutions":[7190,7193],"brand":[7165],"class_list":["post-78120","products","type-products","status-publish","format-standard","has-post-thumbnail","hentry","sector-mfg","sector-finance","sector-retail","sector-medbio","sector-logistics","sector-public","sector-gaming","sector-software","solutions-cloud-architecture-optimization","solutions-ai-machine-learning","brand-google-cloud"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v25.5 (Yoast SEO v26.3) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\u6559\u4f60\u5982\u4f55\u7528 Google Cloud Vertex AI \u5be6\u73fe\u6587\u672c\u5206\u985e - \u7fbd\u6607\u570b\u969b WingWill<\/title>\n<meta name=\"description\" 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