{"id":17422,"date":"2021-03-16T14:51:51","date_gmt":"2021-03-16T06:51:51","guid":{"rendered":"https:\/\/blog.tibame.com\/?p=17422"},"modified":"2021-06-28T11:58:53","modified_gmt":"2021-06-28T03:58:53","slug":"ai-60%e5%95%8f-q5-%e4%bb%80%e9%ba%bc%e6%98%af%e8%b3%87%e6%96%99%e7%a7%91%e5%ad%b8%ef%bc%9f","status":"publish","type":"post","link":"https:\/\/blog.tibame.com\/?p=17422","title":{"rendered":"\u3010AI60\u554f\u3011Q5 \u4ec0\u9ebc\u662f\u8cc7\u6599\u79d1\u5b78\uff1f"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">\u8cc7\u6599\u79d1\u5b78(data science)\uff0c\u7c21\u55ae\u8aaa\u5c31\u662f\u900f\u904e\u300c\u8cc7\u6599\u300d\u63d0\u53d6\u6709\u7528\u300c\u77e5\u8b58\u300d\u7684\u6280\u80fd\u548c\u6280\u8853\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b83\u5305\u542b\u591a\u7a2e\u9818\u57df\u4e2d\u7684\u7406\u8ad6\uff0c\u5982\uff1a\u6578\u5b78\u3001\u7d71\u8a08\u3001\u8cc7\u6599\u63a2\u52d8\u3001\u5716\u578b\u8b58\u5225\u3001\u6a5f\u5668\u5b78\u7fd2\u3001\u6df1\u5ea6\u5b78\u7fd2\u3001\u8cc7\u6599\u8996\u89ba\u5316\u3001\u8cc7\u6599\u5009\u5132\u3001\u8cc7\u6599\u6a21\u578b\u4ee5\u53ca\u9ad8\u6548\u80fd\u8a08\u7b97 (\u57165-1) \u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u904b\u7528\u5404\u7a2e\u8cc7\u6599\u5e6b\u52a9\u975e\u8a72\u9818\u57df\u7684\u4eba\u58eb\u4f86\u7406\u89e3\u5c0d\u61c9\u554f\u984c\uff0c\u8b93\u6211\u5011\u77e5\u9053\u5982\u4f55\u6b63\u78ba\u8655\u7406\u8cc7\u6599\uff0c\u4e26\u91dd\u5c0d\u653f\u5e9c\u3001\u751f\u7269\u5b78\u3001\u793e\u6703\u79d1\u5b78&#8230;\u7b49\u9818\u57df\uff0c\u9032\u884c\u76f8\u95dc\u7814\u7a76\u3002\u540c\u6642\uff0c\u8cc7\u6599\u79d1\u5b78\u4e5f\u5c0d\u4f01\u696d\u5728\u5546\u696d\u7af6\u722d\u6709\u6975\u5927\u7684\u52a9\u529b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" width=\"1024\" height=\"512\" src=\"https:\/\/blog.wiedu.tw\/wp-content\/uploads\/2021\/03\/AI-60\u554f_Q5_p1-1024x512.png\" alt=\"\" class=\"wp-image-17512\" srcset=\"https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/03\/AI-60\u554f_Q5_p1-1024x512.png 1024w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/03\/AI-60\u554f_Q5_p1-300x150.png 300w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/03\/AI-60\u554f_Q5_p1-768x384.png 768w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><figcaption> <br \/> <br \/>5-1 \u8cc7\u6599\u79d1\u5b78 <\/figcaption><\/figure>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u6211\u5011\u53ef\u4ee5\u628a\u8cc7\u6599\u79d1\u5b78\u7684\u9032\u884c\u904e\u7a0b\u6b78\u7d0d\u6210\uff1a\u900f\u904e\u5c0d\u9818\u57df\u77e5\u8b58 (Domain Knowledge) \u7684\u7406\u89e3\uff0c\u4e26\u5c07\u76f8\u95dc\u7684\u5546\u696d\u554f\u984c\uff0c\u900f\u904e\u8cc7\u6599\u63a2\u52d8\u6216\u4eba\u5de5\u667a\u6167\u7684\u6280\u8853\u5206\u6790\uff0c\u4e26\u4e14\u904b\u7528\u8cc7\u6599\u5de5\u7a0b (Data Engineering) \u4f86\u5c0e\u5165\u73fe\u6709\u6216\u6b63\u5728\u958b\u767c\u7684\u7cfb\u7d71\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5982\u4e0b\u97626\u500b\u6b65\u9a5f (\u57165-2)\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" width=\"1024\" height=\"410\" src=\"https:\/\/blog.wiedu.tw\/wp-content\/uploads\/2021\/03\/AI-60\u554f_Q5_p2-1024x410.png\" alt=\"\" class=\"wp-image-17513\" srcset=\"https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/03\/AI-60\u554f_Q5_p2-1024x410.png 1024w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/03\/AI-60\u554f_Q5_p2-300x120.png 300w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/03\/AI-60\u554f_Q5_p2-768x307.png 768w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><figcaption>5-2  \u8cc7\u6599\u79d1\u5b78\u767c\u5c55\u6d41\u7a0b <\/figcaption><\/figure>\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\"><strong>1. \u4e86\u89e3\u696d\u52d9 (Business Understanding)<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u9996\u5148\u6211\u5011\u8981\u4e86\u89e3\u4f01\u696d\u696d\u52d9\u662f\u600e\u9ebc\u904b\u4f5c\u7684\uff0c\u9664\u4e86\u4f01\u696d\u672c\u8eab\u7684\u77e5\u8b58\u4e4b\u5916\uff0c\u4e5f\u6709\u8a31\u591a\u7d44\u7e54\u5167\u81ea\u5df1\u7368\u6709\u7684\u5236\u5ea6\u6216\u6d41\u7a0b\uff0c\u90fd\u662f\u8981\u5728\u9019\u500b\u904e\u7a0b\u4e2d\u7406\u89e3\u3002<\/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\"><strong>2. \u4e86\u89e3\u8cc7\u6599 (Data Understanding)<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u63a5\u4e0b\u4f86\u8981\u4e86\u89e3\u8cc7\u6599\uff0c\u4e86\u89e3\u8cc7\u6599\u53ef\u4ee5\u5206\u6210\u5169\u500b\u90e8\u5206\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>\u7b2c\u4e00\u3001\u4e86\u89e3\u73fe\u5728\u6b63\u5728\u641c\u96c6\u7684\u8cc7\u6599\u6709\u54ea\u4e9b\uff1f<\/strong><\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">\u50cf\u6709\u90a3\u4e9b\u5ba2\u6236\u8cc7\u6599\u3001\u8ce3\u4e86\u90a3\u4e9b\u5546\u54c1\u3001\u5eab\u5b58\u3001\u51fa\u8ca8\u983b\u7387\u3001\u9000\u8ca8&#8230;\u7b49\u7b49\u7d00\u9304\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>\u7b2c\u4e8c\u3001\u4e86\u89e3\u73fe\u5728\u6b63\u641c\u96c6\u7684\u8cc7\u6599\u6709\u4ec0\u9ebc\u73fe\u8c61\uff1f<\/strong><\/h4>\n\n\n\n<p class=\"wp-block-paragraph\">\u50cf\u5ba2\u6236\u8a02\u8ca8\u4e00\u5b63\u4e4b\u5f8c\u5c31\u6c92\u6709\u7e8c\u8a02\u4e86\uff0c\u4f46\u4e0d\u77e5\u9053\u662f\u4ec0\u9ebc\u539f\u56e0\uff0c\u60f3\u77e5\u9053\u5546\u54c1\u600e\u9ebc\u6a23\u66f4\u597d\u8ce3&#8230;\u7b49\u3002<\/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\">3. <strong>\u8cc7\u6599\u6e96\u5099 (Data Preparation<\/strong>)<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u63a5\u4e0b\u4f86\u6211\u5011\u958b\u59cb\u5c07\u6709\u7d00\u9304\u7684\u8cc7\u6599\u6e05\u7406\u53ca\u8f49\u6210\u8cc7\u6599\u5206\u6790\u53ef\u7528\u7684\u6b63\u78ba\u683c\u5f0f\u8cc7\u6599\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f8b\u5982\uff1a\u5ba2\u6236\u5728\u4e0d\u540c\u6a94\u6848\u7684\u6027\u5225\u683c\u5f0f\u4e0d\u540c\uff0c\u9700\u8981\u6709\u500b\u5de5\u5177\u81ea\u52d5\u6216\u624b\u52d5\u6821\u6b63\u3002\u6216\u6a94\u6848\u4e2d\u6709\u907a\u6f0f\u7684\u8cc7\u6599\uff0c\u8b6c\u5982\u5fd8\u8a18\u5beb\u50f9\u683c\uff0c\u6211\u5011\u8981\u88dc\u4e0a\u6216\u8005\u662f\u8996\u70ba\u907a\u6f0f\u8cc7\u6599\u3002<\/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\">4. <strong>\u5efa\u6a21 (Modeling)<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u627e\u4e00\u500b\u9069\u5408\u7684\u6a21\u578b\uff0c\u8b93\u6211\u5011\u7684\u7cfb\u7d71\u5728\u63a5\u53d7\u4e86\u524d\u9762\u6e96\u5099\u7684\u8cc7\u6599\u4e4b\u5f8c\uff0c\u53ef\u4ee5\u56de\u7b54\u4f60\u60f3\u63d0\u51fa\u7684\u554f\u984c\u3002<\/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\">5. <strong>\u8a55\u4f30 (Evaluation)<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u73fe\u5728\u6a21\u578b\u5efa\u7acb\u51fa\u4f86\u4e86\uff0c\u6211\u5011\u9700\u8981\u505a\u5e7e\u9805\u8a55\u4f30\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>\u662f\u4e0d\u662f\u53ea\u662f\u6a23\u672c\u904e\u9069\u6216\u53d6\u6a23\u8aa4\u5dee\uff1a<br \/>\u6211\u5011\u53ea\u641c\u96c6\u4e86\u90e8\u5206\u7684\u8cc7\u6599\uff0c\u65bc\u662f\u6c92\u6709\u53ef\u5206\u6790\u7684\u5c0d\u8c61\u8cc7\u6599\u3002<\/li><\/ul>\n\n\n\n<ul class=\"wp-block-list\"><li>\u662f\u4e0d\u662f\u771f\u7684\u6709\u89e3\u6c7a\u60f3\u8981\u89e3\u6c7a\u7684\u554f\u984c<\/li><\/ul>\n\n\n\n<ul class=\"wp-block-list\"><li>\u5728\u89e3\u6c7a\u554f\u984c\u7684\u540c\u6642\uff0c\u6703\u9020\u6210\u4ec0\u9ebc\u6a23\u7684\u6548\u679c\u3002<\/li><\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u5728\u9019\u500b\u968e\u6bb5\uff0c\u9019\u4e9b\u554f\u984c\u90fd\u61c9\u8a72\u8981\u76e1\u53ef\u80fd\u5730\u88ab\u8b58\u5225\u51fa\u4f86\uff0c\u4ee5\u7528\u4f86\u8a55\u4f30\u662f\u5426\u8981\u958b\u59cb\u61c9\u7528\u3002<\/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\"><strong>6. \u90e8\u7f72 (Deployment)<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u6211\u5011\u8a2d\u8a08\u597d\u4e00\u5957\u65b0\u7684\u7cfb\u7d71\uff0c\u9996\u5148\u8981\u8ddf\u820a\u6709\u7684\u90e8\u5206\u7d50\u5408\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f8b\u5982\uff1a\u8b93\u539f\u4f86\u7cfb\u7d71\u5728\u8f38\u5165\u5ba2\u6236\u8cc7\u6599\u7684\u540c\u6642\u5c31\u76f4\u63a5\u5c0e\u5165\u65b0\u7684\u8cc7\u6599\u6d41\u7a0b\u3002\u4e26\u4e14\u5728\u4e0b\u6b21\u5ba2\u6236\u6e96\u5099\u8981\u7e8c\u7d04\u7684\u6642\u5019\u4e3b\u52d5\u767c\u8a0a\u606f\u8a62\u554f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u63a5\u4e0b\u4f86\uff0c\u6211\u5011\u4e5f\u6703\u56e0\u70ba\u9019\u4e00\u9023\u4e32\u7684\u904e\u7a0b\u4e2d\uff0c\u767c\u73fe\u539f\u672c\u6c92\u6709\u6ce8\u610f\u5230\u7684\u5546\u696d\u554f\u984c\u6216\u6a5f\u6703\uff0c\u63a5\u4e0b\u4f86\u5728\u90e8\u7f72\u5f8c\u4e5f\u53ef\u4ee5\u958b\u59cb\u4e0b\u4e00\u8f2a\u7684\u8fed\u4ee3\u3002<\/p>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p class=\"has-text-color has-very-dark-gray-color wp-block-paragraph\">\u7def\u80b2TibaMe\u5df2\u7d93\u670910\u842c\u4eba\u6b21\u4f86\u5b78\u7fd2AI\/\u8cc7\u6599\u79d1\u5b78\u77e5\u8b58\u6216\u6280\u8853\uff0c\u82e5\u4f60\u60f3\u9032\u4e00\u6b65\u4e86\u89e3\u6216\u5b78\u7fd2 AI \/ \u8cc7\u6599\u79d1\u5b78\u7684\u76f8\u95dc\u77e5\u8b58\u6216\u6280\u80fd\uff0c\u6b61\u8fce\u4f86TibaMe &#x1f449;<a href=\"https:\/\/www.tibame.com\/eventpage\/ai_datascientist\">https:\/\/www.tibame.com\/eventpage\/ai_datascientist&nbsp;<\/a><\/p>\n\n\n\n<figure class=\"wp-block-image is-resized\"><a href=\"https:\/\/www.tibame.com\/eventpage\/ai_datascientist\" target=\"_blank\" rel=\"noreferrer noopener\"><img decoding=\"async\" src=\"https:\/\/blog.wiedu.tw\/wp-content\/uploads\/2021\/05\/19201080-1024x576.png\" alt=\"AI\u8cc7\u6599\u79d1\u5b78\u5bb6-\u4e09\u968e\u6bb5\u5168\u65b9\u4f4d\u5b78\u7a0b\u73ed\" class=\"wp-image-18807\" width=\"512\" height=\"288\" srcset=\"https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/05\/19201080-1024x576.png 1024w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/05\/19201080-300x169.png 300w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/05\/19201080-768x432.png 768w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/05\/19201080-1920x1080.png 1920w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/05\/19201080-1170x658.png 1170w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/05\/19201080-585x329.png 585w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/05\/19201080.png 1921w\" sizes=\"(max-width: 512px) 100vw, 512px\" \/><\/a><figcaption><a href=\"https:\/\/www.tibame.com\/eventpage\/ai_datascientist\" target=\"_blank\" rel=\"noreferrer noopener\" aria-label=\"AI\u8cc7\u6599\u79d1\u5b78\u5bb6-\u4e09\u968e\u6bb5\u5168\u65b9\u4f4d\u5b78\u7a0b\u73ed (\u5728\u65b0\u5206\u9801\u4e2d\u958b\u555f)\">AI\u8cc7\u6599\u79d1\u5b78\u5bb6-\u4e09\u968e\u6bb5\u5168\u65b9\u4f4d\u5b78\u7a0b\u73ed<\/a><\/figcaption><\/figure>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e0b\u7bc7\u958b\u59cb\u5c07\u70ba\u5927\u5bb6\u8aaa\u660e\u4ec0\u9ebc\u662f<strong>\u5546\u52d9\u667a\u6167<\/strong>\u3002<\/p>\n\n\n\n<p class=\"has-text-color has-very-dark-gray-color wp-block-paragraph\">\u6bcf\u90314\u5247\uff0c\u6bcf\u65e55\u5206\u9418\uff0c <a href=\"https:\/\/blog.wiedu.tw\/?author=44\">\u63d0\u62d4\u6211\u5712\u4e01<\/a>\u966a\u4f60\u5feb\u901f\u6dfb\u88dcAI\/\u8cc7\u6599\u79d1\u5b78\u77e5\u8b58\u8207\u6280\u80fd\u3002 <\/p>\n\n\n\n<p class=\"has-text-color has-very-dark-gray-color wp-block-paragraph\">\u82e5\u4f60\u60f3\u4e86\u89e3\u66f4\u591aAI\/\u8cc7\u6599\u79d1\u5b78\u7684\u5c0f\u77e5\u8b58\u3001\u53ca\u5404\u7522\u696d\u7684\u76f8\u95dc\u61c9\u7528\uff0c\u6b61\u8fce\u8a02\u95b1TibaMe 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