{"id":632,"date":"2023-02-05T20:23:49","date_gmt":"2023-02-05T12:23:49","guid":{"rendered":"https:\/\/twocups.cn\/?p=632"},"modified":"2023-02-05T20:31:44","modified_gmt":"2023-02-05T12:31:44","slug":"52","status":"publish","type":"post","link":"https:\/\/twocups.cn\/index.php\/2023\/02\/05\/52\/","title":{"rendered":"\u3010\u63a8\u8350\u7cfb\u7edf\u7cfb\u5217\u3011Amazon\u7684\u63a8\u8350\u7cfb\u7edf\u662f\u5982\u4f55\u8fd0\u884c\u7684\uff1f"},"content":{"rendered":"\n<p><img width=\"80\" src=\"https:\/\/twocups.cn\/wp-content\/uploads\/2019\/12\/logo\u6a2a.png\" alt=\"\">\u7248\u6743\u58f0\u660e\uff1a\u672c\u6587\u4e3a\u535a\u4e3b\u539f\u521b\u6587\u7ae0\uff0c\u8f6c\u8f7d\u8bf7\u6ce8\u660e\u51fa\u5904\uff1a<a href=\"https:\/\/twocups.cn\/index.php\/2023\/02\/05\/52\/\">https:\/\/twocups.cn\/index.php\/2023\/02\/05\/52\/<\/a><\/p>\n\n\n\n<h2>\u524d\u5e8f\u3001\u63a8\u8350\u7cfb\u7edf\u662f\u4ec0\u4e48\uff1f<\/h2>\n\n\n\n<p>\u63a8\u8350\u7cfb\u7edf[\u53c2\u8003\u6587\u732e1]\u5206\u4e3a<strong>\u5e7f\u4e49\u63a8\u8350\u7cfb\u7edf<\/strong>\u548c<strong>\u72ed\u4e49\u63a8\u8350\u7cfb\u7edf<\/strong>\u3002\u5e7f\u4e49\u63a8\u8350\u7cfb\u7edf\u7684\u7279\u70b9\u662f\u7ed9\u67d0\u4e2a\u4eba\u63a8\u9001\/\u5f15\u8350\/\u5206\u914d\u67d0\u4e2a\u7269\u54c1\uff0c\u72ed\u4e49\u63a8\u8350\u7cfb\u7edf\u7684\u7279\u70b9\u662f\u4ece\u6d77\u91cf\u7684\u7269\u54c1\u6c60\u4e2d\u6311\u51fa\u5f53\u524d\u7528\u6237\u611f\u5174\u8da3\u7684\u7269\u54c1\u3002\u8fd9\u91cc\u6211\u4eec\u53ea\u8ba8\u8bba<strong>\u72ed\u4e49\u63a8\u8350\u7cfb\u7edf<\/strong>\u3002<\/p>\n\n\n\n<p><strong>\u63a8\u8350\u7cfb\u7edf<\/strong>\u5c31\u662f\u6839\u636e\u7528\u6237\u7684\u5386\u53f2\u884c\u4e3a\u3001\u793e\u4ea4\u5173\u7cfb\u3001\u5174\u8da3\u70b9\u3001\u6240\u5904\u4e0a\u4e0b\u6587\u73af\u5883\u7b49\u4fe1\u606f\u53bb\u5224\u65ad\u7528\u6237\u5f53\u524d\u9700\u8981\u6216\u611f\u5174\u8da3\u7684\u7269\u54c1\/\u670d\u52a1\u7684\u4e00\u7c7b\u5e94\u7528\u3002\u63a8\u8350\u7cfb\u7edf\u672c\u8eab\u662f\u4e00\u79cd\u4fe1\u606f\u8fc7\u6ee4\u7684\u65b9\u6cd5\uff0c\u4e0e\u641c\u7d22\u548c\u7c7b\u76ee\u5bfc\u822a\u7ec4\u6210\u4e09\u5927\u4e3b\u6d41\u7684\u4fe1\u606f\u8fc7\u6ee4\u65b9\u6cd5\u3002\u6211\u4eec\u53ef\u4ee5\u4ece\u4e0d\u540c\u7684\u89d2\u5ea6\u770b\u63a8\u8350\u7cfb\u7edf\u7684\u7528\u5904\uff1a\u5bf9\u7528\u6237\u800c\u8a00\uff0c\u63a8\u8350\u7cfb\u7edf\u80fd\u5e2e\u52a9\u7528\u6237\u627e\u5230\u559c\u6b22\u7684\u7269\u54c1\/\u670d\u52a1\uff0c\u5e2e\u5fd9\u8fdb\u884c\u51b3\u7b56\uff1b\u5bf9\u670d\u52a1\u63d0\u4f9b\u65b9\u800c\u8a00\uff0c\u63a8\u8350\u7cfb\u7edf\u53ef\u4ee5\u7ed9\u7528\u6237\u63d0\u4f9b\u4e2a\u6027\u5316\u7684\u670d\u52a1\uff0c\u63d0\u9ad8\u7528\u6237\u4fe1\u4efb\u5ea6\u548c\u7c98\u6027\uff0c\u589e\u52a0\u8425\u6536\u3002\u636e\u8bf4\uff0cNetflix\u67092\/3 \u88ab\u89c2\u770b\u7684\u7535\u5f71\u6765\u81ea\u63a8\u8350\u7cfb\u7edf\uff0cGoogle\u65b0\u95fb\u670938%\u7684\u70b9\u51fb\u91cf\u6765\u81ea\u63a8\u8350\u7cfb\u7edf\uff1bAmazon\u7535\u5546\u670935%\u7684\u9500\u91cf\u6765\u81ea\u63a8\u8350\u7cfb\u7edf\u7684\u63a8\u8350\u3002<\/p>\n\n\n\n<p>\u5982\u679c\u60f3\u8981\u7b80\u5355\u4e86\u89e3\u4e00\u4e0b\u63a8\u8350\u7cfb\u7edf\uff0c\u53ef\u4ee5\u770b\u4e0b\u6211\u4e4b\u524d\u7684\u6587\u7ae0\u3002\u4e0d\u8fc7\u4e0d\u770b\u4e5f\u6ca1\u4e8b\uff0c\u8fd9\u7bc7\u6587\u7ae0\u4e2d\u6d89\u53ca\u5230\u7684\u63a8\u8350\u7cfb\u7edf\u77e5\u8bc6\u6211\u4f1a\u518d\u63d0\u4e00\u904d\u7684\u3002<\/p>\n\n\n\n<h2>\u4e00\u3001Amazon\u7684\u63a8\u8350\u90e8\u5206\u957f\u4ec0\u4e48\u6837\uff1f<\/h2>\n\n\n\n<p>\u7b80\u5355\u6765\u8bf4\uff0c\u4f60\u5728\u8d2d\u7269\u7f51\u7ad9\u4e0a\u770b\u5230\u7684\u90a3\u4e9b\u957f\u5f97\u50cf\u5e7f\u544a\u7684\u6a21\u5757\uff0c\u9664\u4e86\u6709\u4e00\u90e8\u5206\u662f\u771f\u7684\u5e7f\u544a\uff0c\u5269\u4e0b\u7684\u90fd\u662f\u63a8\u8350\u3002\u5f53\u7136\uff0c\u8fd9\u662f\u975e\u5e38\u4e0d\u4e25\u8c28\u7684\u8bf4\u6cd5\uff0c\u56e0\u4e3a\u5e7f\u544a\u4e5f\u7b97\u662f\u63a8\u8350\u7684\u4e00\u79cd\u5c55\u73b0\u5f62\u5f0f\uff0c\u4e0d\u5e94\u8be5\u548c\u63a8\u8350\u533a\u522b\u5f00\u6765\u3002\u4f46\u8fd9\u79cd\u8bf4\u6cd5\u80fd\u8ba9\u4f60\u8fc5\u901f\u4e86\u89e3\u5230\u4f60\u770b\u5230\u9875\u9762\u4e2d\u54ea\u4e9b\u90e8\u5206\u662f\u63a8\u8350\u3002<\/p>\n\n\n\n<p>\u63a5\u4e0b\u6765\u4f1a\u5c55\u793a\u4e3b\u6d41\u7684\u8d2d\u7269\u7f51\u7ad9\uff08\u7f51\u9875\u7248\uff09\u7684<strong>\u9996\u9875<\/strong>\u4e2d\u63a8\u8350\u90e8\u5206\u7684\u6837\u5f0f\u3002\u5f53\u7136\uff0c\u63a8\u8350\u90e8\u5206\u4e0d\u53ea\u6709\u5728\u9996\u9875\u5b58\u5728\u3002\u5728\u4f60\u8d2d\u7269\u8fc7\u7a0b\u4e2d\u3001\u8d2d\u7269\u6210\u529f\u540e\uff0c\u7cfb\u7edf\u90fd\u4f1a\u6e90\u6e90\u4e0d\u65ad\u5730\u4e3a\u4f60\u63a8\u8350\u4f60\u53ef\u80fd\u4f1a\u611f\u5174\u8da3\u7684\u5546\u54c1\u3002<\/p>\n\n\n\n<ol><li><strong>Amazon -\u56fd\u5916<\/strong><\/li><\/ol>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img loading=\"lazy\" width=\"1024\" height=\"519\" src=\"https:\/\/twocups.cn\/wp-content\/uploads\/2023\/02\/amazon\u63a8\u8350_amazon\u9996\u9875\u63a8\u8350-1024x519.png\" alt=\"\" class=\"wp-image-634\" srcset=\"https:\/\/twocups.cn\/wp-content\/uploads\/2023\/02\/amazon\u63a8\u8350_amazon\u9996\u9875\u63a8\u8350-1024x519.png 1024w, https:\/\/twocups.cn\/wp-content\/uploads\/2023\/02\/amazon\u63a8\u8350_amazon\u9996\u9875\u63a8\u8350-300x152.png 300w, https:\/\/twocups.cn\/wp-content\/uploads\/2023\/02\/amazon\u63a8\u8350_amazon\u9996\u9875\u63a8\u8350-768x389.png 768w, https:\/\/twocups.cn\/wp-content\/uploads\/2023\/02\/amazon\u63a8\u8350_amazon\u9996\u9875\u63a8\u8350-1536x778.png 1536w, https:\/\/twocups.cn\/wp-content\/uploads\/2023\/02\/amazon\u63a8\u8350_amazon\u9996\u9875\u63a8\u8350-2048x1038.png 2048w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure><\/div>\n\n\n\n<ol start=\"2\"><li><strong>ebay -\u56fd\u5916<\/strong><\/li><\/ol>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img loading=\"lazy\" width=\"1024\" height=\"519\" src=\"https:\/\/twocups.cn\/wp-content\/uploads\/2023\/02\/amazon\u63a8\u8350_ebay\u9996\u9875\u63a8\u8350-1024x519.png\" alt=\"\" class=\"wp-image-635\" srcset=\"https:\/\/twocups.cn\/wp-content\/uploads\/2023\/02\/amazon\u63a8\u8350_ebay\u9996\u9875\u63a8\u8350-1024x519.png 1024w, https:\/\/twocups.cn\/wp-content\/uploads\/2023\/02\/amazon\u63a8\u8350_ebay\u9996\u9875\u63a8\u8350-300x152.png 300w, https:\/\/twocups.cn\/wp-content\/uploads\/2023\/02\/amazon\u63a8\u8350_ebay\u9996\u9875\u63a8\u8350-768x389.png 768w, https:\/\/twocups.cn\/wp-content\/uploads\/2023\/02\/amazon\u63a8\u8350_ebay\u9996\u9875\u63a8\u8350-1536x778.png 1536w, https:\/\/twocups.cn\/wp-content\/uploads\/2023\/02\/amazon\u63a8\u8350_ebay\u9996\u9875\u63a8\u8350-2048x1038.png 2048w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure><\/div>\n\n\n\n<ol start=\"3\"><li><strong>walmark -\u56fd\u5916<\/strong><\/li><\/ol>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img loading=\"lazy\" width=\"1024\" height=\"519\" src=\"https:\/\/twocups.cn\/wp-content\/uploads\/2023\/02\/amazon\u63a8\u8350_Walmart\u9996\u9875\u63a8\u8350-1024x519.png\" alt=\"\" class=\"wp-image-637\" srcset=\"https:\/\/twocups.cn\/wp-content\/uploads\/2023\/02\/amazon\u63a8\u8350_Walmart\u9996\u9875\u63a8\u8350-1024x519.png 1024w, https:\/\/twocups.cn\/wp-content\/uploads\/2023\/02\/amazon\u63a8\u8350_Walmart\u9996\u9875\u63a8\u8350-300x152.png 300w, https:\/\/twocups.cn\/wp-content\/uploads\/2023\/02\/amazon\u63a8\u8350_Walmart\u9996\u9875\u63a8\u8350-768x389.png 768w, https:\/\/twocups.cn\/wp-content\/uploads\/2023\/02\/amazon\u63a8\u8350_Walmart\u9996\u9875\u63a8\u8350-1536x778.png 1536w, https:\/\/twocups.cn\/wp-content\/uploads\/2023\/02\/amazon\u63a8\u8350_Walmart\u9996\u9875\u63a8\u8350-2048x1038.png 2048w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure><\/div>\n\n\n\n<ol start=\"4\"><li><strong>\u6dd8\u5b9d -\u56fd\u5185<\/strong><\/li><\/ol>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img loading=\"lazy\" width=\"1024\" height=\"519\" src=\"https:\/\/twocups.cn\/wp-content\/uploads\/2023\/02\/amazon\u63a8\u8350_\u6dd8\u5b9d\u9996\u9875\u63a8\u8350-1024x519.png\" alt=\"\" class=\"wp-image-640\" srcset=\"https:\/\/twocups.cn\/wp-content\/uploads\/2023\/02\/amazon\u63a8\u8350_\u6dd8\u5b9d\u9996\u9875\u63a8\u8350-1024x519.png 1024w, https:\/\/twocups.cn\/wp-content\/uploads\/2023\/02\/amazon\u63a8\u8350_\u6dd8\u5b9d\u9996\u9875\u63a8\u8350-300x152.png 300w, https:\/\/twocups.cn\/wp-content\/uploads\/2023\/02\/amazon\u63a8\u8350_\u6dd8\u5b9d\u9996\u9875\u63a8\u8350-768x389.png 768w, https:\/\/twocups.cn\/wp-content\/uploads\/2023\/02\/amazon\u63a8\u8350_\u6dd8\u5b9d\u9996\u9875\u63a8\u8350-1536x778.png 1536w, https:\/\/twocups.cn\/wp-content\/uploads\/2023\/02\/amazon\u63a8\u8350_\u6dd8\u5b9d\u9996\u9875\u63a8\u8350-2048x1038.png 2048w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure><\/div>\n\n\n\n<ol start=\"5\"><li><strong>\u5929\u732b -\u56fd\u5185<\/strong><\/li><\/ol>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img loading=\"lazy\" width=\"1024\" height=\"519\" src=\"https:\/\/twocups.cn\/wp-content\/uploads\/2023\/02\/amazon\u63a8\u8350_\u5929\u732b\u9996\u9875\u63a8\u8350-1024x519.png\" alt=\"\" class=\"wp-image-641\" srcset=\"https:\/\/twocups.cn\/wp-content\/uploads\/2023\/02\/amazon\u63a8\u8350_\u5929\u732b\u9996\u9875\u63a8\u8350-1024x519.png 1024w, https:\/\/twocups.cn\/wp-content\/uploads\/2023\/02\/amazon\u63a8\u8350_\u5929\u732b\u9996\u9875\u63a8\u8350-300x152.png 300w, https:\/\/twocups.cn\/wp-content\/uploads\/2023\/02\/amazon\u63a8\u8350_\u5929\u732b\u9996\u9875\u63a8\u8350-768x389.png 768w, https:\/\/twocups.cn\/wp-content\/uploads\/2023\/02\/amazon\u63a8\u8350_\u5929\u732b\u9996\u9875\u63a8\u8350-1536x778.png 1536w, https:\/\/twocups.cn\/wp-content\/uploads\/2023\/02\/amazon\u63a8\u8350_\u5929\u732b\u9996\u9875\u63a8\u8350-2048x1038.png 2048w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure><\/div>\n\n\n\n<ol start=\"6\"><li><strong>\u4eac\u4e1c -\u56fd\u5185<\/strong><\/li><\/ol>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-large\"><img loading=\"lazy\" width=\"1024\" height=\"519\" src=\"https:\/\/twocups.cn\/wp-content\/uploads\/2023\/02\/amazon\u63a8\u8350_\u4eac\u4e1c\u9996\u9875\u63a8\u8350-1024x519.png\" alt=\"\" class=\"wp-image-639\" srcset=\"https:\/\/twocups.cn\/wp-content\/uploads\/2023\/02\/amazon\u63a8\u8350_\u4eac\u4e1c\u9996\u9875\u63a8\u8350-1024x519.png 1024w, https:\/\/twocups.cn\/wp-content\/uploads\/2023\/02\/amazon\u63a8\u8350_\u4eac\u4e1c\u9996\u9875\u63a8\u8350-300x152.png 300w, https:\/\/twocups.cn\/wp-content\/uploads\/2023\/02\/amazon\u63a8\u8350_\u4eac\u4e1c\u9996\u9875\u63a8\u8350-768x389.png 768w, https:\/\/twocups.cn\/wp-content\/uploads\/2023\/02\/amazon\u63a8\u8350_\u4eac\u4e1c\u9996\u9875\u63a8\u8350-1536x778.png 1536w, https:\/\/twocups.cn\/wp-content\/uploads\/2023\/02\/amazon\u63a8\u8350_\u4eac\u4e1c\u9996\u9875\u63a8\u8350-2048x1038.png 2048w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><\/figure><\/div>\n\n\n\n<p>\u4e00\u4e2a\u8d2d\u7269\u7f51\u7ad9\u9996\u9875\u7684\u5c55\u793a\u90e8\u5206\u6709\u4e09\u6837\u91cd\u8981\u7684\u90e8\u5206\uff1a<strong>\u641c\u7d22\u3001\u5bfc\u822a\u548c\u63a8\u8350<\/strong>\u3002<\/p>\n\n\n\n<ul><li>\u641c\u7d22\uff1a\u5f53\u4f60\u5e26\u7740\u660e\u786e\u7684\u76ee\u7684\u6027\u53bb\u8d2d\u7269\u65f6\uff0c\u5c31\u4f1a\u4f7f\u7528\u641c\u7d22\u3002\u4f8b\u5982\u6211\u60f3\u4e70\u67d0\u672c\u4e66\uff0c\u6211\u76f4\u63a5\u641c\u7d22\u4e66\u540d\u5373\u53ef\u3002<\/li><li>\u5bfc\u822a\uff1a\u4f60\u5bf9\u60f3\u4e70\u7684\u4e1c\u897f\u6709\u4e00\u4e2a\u5927\u6982\u7684\u8303\u56f4\uff0c\u4f46\u662f\u4e0d\u786e\u5b9a\u5230\u5e95\u9009\u62e9\u54ea\u4e00\u6b3e\u5546\u54c1\uff0c\u4f60\u5c31\u4f1a\u4f7f\u7528\u5bfc\u822a\u3002\u4f8b\u5982\u6211\u517b\u4e86\u4e00\u53ea\u5ba0\u7269\uff0c\u5e76\u4e14\u60f3\u4e3a\u5b83\u9009\u8d2d\u4e00\u4e9b\u65e5\u7528\u54c1\uff0c\u4f46\u6211\u4e0d\u6e05\u695a\u5177\u4f53\u9700\u8981\u8d2d\u4e70\u54ea\u4e9b\u7269\u54c1\uff0c\u6211\u5c31\u4f1a\u8fdb\u5165\u5ba0\u7269\u5206\u7c7b\u8fdb\u884c\u8d2d\u7269\u3002<\/li><li>\u63a8\u8350\uff1a\u4f60\u8d2d\u7269\u65f6\u6ca1\u6709\u660e\u786e\u7684\u76ee\u7684\uff0c\u5c31\u4f1a\u4f7f\u7528\u63a8\u8350\u6765\u627e\u627e\u81ea\u5df1\u5fc3\u4eea\u7684\u5546\u54c1\u3002\u4f8b\u5982\u5f88\u591a\u59b9\u5b50\u4eec\u90fd\u7231\u6ca1\u4e8b\u5237\u8d2d\u7269\u7f51\u7ad9\uff0c\u770b\u770b\u80fd\u4e0d\u80fd\u5237\u5230\u81ea\u5df1\u559c\u6b22\u7684\u5546\u54c1\u3002<\/li><\/ul>\n\n\n\n<p>\u56fd\u5916\u8d2d\u7269\u7f51\u7ad9\u8fd9\u4e09\u8005\u5728\u9996\u9875\u4e2d\u7684\u5360\u6bd4\u5206\u914d\u548c\u56fd\u5185\u662f\u4e0d\u540c\u7684\uff0c\u8fd9\u662f\u7531\u4e8e\u4e0d\u540c\u8d2d\u7269\u7f51\u7ad9\u7684\u7528\u6237\u7fa4\u4f53\u3001\u4e3b\u8425\u4e1a\u52a1\u548c\u804c\u80fd\u90fd\u4e0d\u5c3d\u76f8\u540c\u3002<\/p>\n\n\n\n<h2>\u4e8c\u3001Amazon\u7684\u63a8\u8350\u7cfb\u7edf\u67b6\u6784<\/h2>\n\n\n\n<p>Amazon\u7684\u63a8\u8350\u7cfb\u7edf\u7684\u8be6\u7ec6\u67b6\u6784\u5c1a\u672a\u516c\u5f00\uff0c\u56e0\u4e3a\u5b83\u662f\u516c\u53f8\u7684\u6838\u5fc3\u5546\u4e1a\u673a\u5bc6\u3002\u4f46\u662f\uff0cAmazon\u7684\u63a8\u8350\u7cfb\u7edf\u67b6\u6784\u4e5f\u662f\u4f1a\u9075\u5faa<strong>\u5de5\u4e1a\u7ea7\u7684\u63a8\u8350\u7cfb\u7edf\u67b6\u6784<\/strong>\uff0c\u5982\u4e0b\u56fe\u6240\u793a[\u53c2\u8003\u6587\u732e2]\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large is-resized\"><img loading=\"lazy\" src=\"https:\/\/twocups.cn\/wp-content\/uploads\/2023\/02\/amazon\u63a8\u8350_\u5de5\u4e1a\u7ea7\u63a8\u8350\u7cfb\u7edf\u67b6\u6784-1024x497.jpg\" alt=\"\" class=\"wp-image-638\" width=\"768\" height=\"373\" srcset=\"https:\/\/twocups.cn\/wp-content\/uploads\/2023\/02\/amazon\u63a8\u8350_\u5de5\u4e1a\u7ea7\u63a8\u8350\u7cfb\u7edf\u67b6\u6784-1024x497.jpg 1024w, https:\/\/twocups.cn\/wp-content\/uploads\/2023\/02\/amazon\u63a8\u8350_\u5de5\u4e1a\u7ea7\u63a8\u8350\u7cfb\u7edf\u67b6\u6784-300x146.jpg 300w, https:\/\/twocups.cn\/wp-content\/uploads\/2023\/02\/amazon\u63a8\u8350_\u5de5\u4e1a\u7ea7\u63a8\u8350\u7cfb\u7edf\u67b6\u6784-768x373.jpg 768w, https:\/\/twocups.cn\/wp-content\/uploads\/2023\/02\/amazon\u63a8\u8350_\u5de5\u4e1a\u7ea7\u63a8\u8350\u7cfb\u7edf\u67b6\u6784-1536x745.jpg 1536w, https:\/\/twocups.cn\/wp-content\/uploads\/2023\/02\/amazon\u63a8\u8350_\u5de5\u4e1a\u7ea7\u63a8\u8350\u7cfb\u7edf\u67b6\u6784.jpg 1777w\" sizes=\"(max-width: 768px) 100vw, 768px\" \/><\/figure>\n\n\n\n<h3>\u53ec\u56de<\/h3>\n\n\n\n<p>Amazon\u8be6\u60c5\u9875\u63a8\u8350\u573a\u666f\u4e2d\u6700\u5e38\u7528\u7684\u4e24\u79cd\u901a\u7528\u53ec\u56de\u7b56\u7565\u662f\uff1a<strong>\u57fa\u4e8eitem\u8868\u793a\u5411\u91cf\u7684\u76f8\u4f3c\u5ea6\u7684\u53ec\u56de<\/strong>\uff0c<strong>\u548c\u57fa\u4e8eitem\u5173\u8054\u89c4\u5219\u7684\u53ec\u56de<\/strong>[\u53c2\u8003\u6587\u732e3]\u3002<\/p>\n\n\n\n<ul><li>\u57fa\u4e8eitem\u8868\u793a\u5411\u91cf\u7684\u76f8\u4f3c\u5ea6\u7684\u53ec\u56de\uff0c\u5e38\u89c1\u7684item\u8868\u793a\u65b9\u6cd5\u5982\u4e0b\uff1a\u7269\u54c1item\u7684\u663e\u5f0f\u753b\u50cf\u7684\u8868\u793a\uff0c\u7269\u54c1item\u7684\u6574\u4e2aembedding\u5411\u91cf\u7684\u8868\u793a\uff0c\u7528\u6237-\u7269\u54c1\u4ea4\u4e92\u77e9\u9635\u4e2ditem\u5bf9\u5e94\u5217\u5411\u91cf\u7684\u8868\u793a\uff08\u5047\u8bbe\u7528\u6237\u662f\u884c\uff0c\u7269\u54c1\u662f\u5217\uff09\uff1b<\/li><li>\u57fa\u4e8eitem\u5173\u8054\u89c4\u5219\u7684\u53ec\u56de\uff08\u5e38\u7528\u5728\u7535\u5546\u4e2d\u7684\u8d2d\u7269\u8f66\u9875\u9762\u63a8\u8350\u6216\u8005\u8d2d\u4e70\u9875\u9762\u63a8\u8350\u4e2d\uff09\uff0c\u627e\u51fa\u6240\u6709\u7528\u6237\u8d2d\u4e70\u7684\u6240\u6709\u7269\u54c1\u6570\u636e\u91cc\u9891\u7e41\u51fa\u73b0\u7684Item\u5e8f\u5217\uff0c\u6765\u505a\u9891\u7e41\u96c6\u6316\u6398\uff0c\u627e\u5230\u6ee1\u8db3\u652f\u6301\u5ea6(\u5373\u4e24\u4e2a\u5546\u54c1\u88ab\u540c\u65f6\u8d2d\u4e70\u7684\u6982\u7387)\u9608\u503c\u7684\u5173\u8054\u7269\u54c1\u3002\u5173\u8054\u89c4\u5219\u5206\u6790\u4e2d\u7684\u5173\u952e\u6982\u5ff5\u5305\u62ec\uff1a<ul><li><strong>\u652f\u6301\u5ea6(Support)<\/strong>\uff1a\u5b83\u662f\u4e24\u4ef6\u5546\u54c1\uff08A\u2229B\uff09\u5728\u603b\u9500\u552e\u7b14\u6570(N)\u4e2d\u51fa\u73b0\u7684\u6982\u7387\uff0c\u5373A\u4e0eB\u540c\u65f6\u88ab\u8d2d\u4e70\u7684\u6982\u7387\uff1b<\/li><li><strong>\u7f6e\u4fe1\u5ea6(Confidence)<\/strong>\uff1a\u5b83\u662f\u8d2d\u4e70A\u540e\u518d\u8d2d\u4e70B\u7684\u6761\u4ef6\u6982\u7387\uff1b<\/li><li><strong>\u63d0\u5347\u5ea6(Lift)<\/strong>\uff1a\u5b83\u8868\u793a\u5148\u8d2d\u4e70A\u5bf9\u8d2d\u4e70B\u7684\u6982\u7387\u7684\u63d0\u5347\u4f5c\u7528\uff0c\u7528\u6765\u5224\u65ad\u89c4\u5219\u662f\u5426\u6709\u5b9e\u9645\u4ef7\u503c\uff0c\u5373\u4f7f\u7528\u89c4\u5219\u540e\u5546\u54c1\u5728\u8d2d\u7269\u8f66\u4e2d\u51fa\u73b0\u7684\u6b21\u6570\u662f\u5426\u9ad8\u4e8e\u5546\u54c1\u5355\u72ec\u51fa\u73b0\u5728\u8d2d\u7269\u8f66\u4e2d\u7684\u9891\u7387\u3002<\/li><\/ul><\/li><\/ul>\n\n\n\n<p>\u5728\u8fdb\u884c\u53ec\u56de\u7684\u65f6\u5019\uff0c\u7ecf\u5e38\u9700\u8981\u6784\u5efa<strong>\u7d22\u5f15<\/strong>\u3002\u5bf9\u6240\u6709\u7684\u7528\u6237\u8fdb\u884c\u7d22\u5f15\u662f\u975e\u5e38\u8017\u5b58\u50a8\u548c\u8d39\u65f6\u7684\uff0c\u6240\u4ee5\u5728\u6784\u5efa\u7d22\u5f15\u7684\u65f6\u5019\uff0c\u53ef\u80fd\u9009\u62e9\u6708\u6d3b\u7528\u6237\u6765\u6784\u5efa\u7d22\u5f15\u662f\u5408\u9002\u7684\u3002\u5728\u505a\u5b9e\u65f6\u53ec\u56de\u7684\u65f6\u5019\uff0c\u7528\u6237\u7684\u884c\u4e3a\u5e8f\u5217\u7279\u5f81\u9664\u4e86\u53ef\u4ee5\u8003\u8651\u63a8\u8350\u4e1a\u52a1\u76f8\u5173\u7684\u884c\u4e3a\uff0c\u8fd8\u53ef\u4ee5\u8003\u8651\u540c\u4e00\u4e2a\u5e94\u7528\u7684\u5176\u4ed6\u5f62\u6001\u6bd4\u5982\u7528\u6237\u5728\u641c\u7d22\u4e1a\u52a1\u4e2d\u7684\u884c\u4e3a\u3002\u6bd4\u5982Youtube DNN\u53ec\u56de\u6a21\u578b\u7684\u7279\u5f81\uff0c\u9664\u4e86\u6709\u7528\u6237\u6700\u8fd1\u89c2\u770b\u8fc7\u7684video id\u5e8f\u5217\/video embedding\uff0c\u8fd8\u6709\u8be5\u7528\u6237\u6700\u8fd1\u641c\u7d22\u8fc7\u7684word\u5e8f\u5217\u6216\u8005word\u7684embedding\u3002<\/p>\n\n\n\n<h3>\u6392\u5e8f<\/h3>\n\n\n\n<p>\u6392\u5e8f\u9636\u6bb5\u76ee\u524d\u4e3b\u6d41\u7684\u90fd\u662f\u57fa\u4e8e<strong>\u4f20\u7edf\u673a\u5668\u5b66\u4e60<\/strong>\u6216\u8005<strong>\u6df1\u5ea6\u5b66\u4e60<\/strong>\u7684\u6a21\u578b\uff0c\u6392\u5e8f\u6a21\u578b\u7684\u7814\u7a76\u4e00\u76f4\u90fd\u662f\u63a8\u8350\u7cfb\u7edf\u9886\u57df\u7684\u70ed\u70b9\uff0c\u56fd\u5185\u5916\u5927\u5382\u90fd\u5728\u8fd9\u4e2a\u9886\u57df\u5927\u5c55\u62f3\u811a\u3002\u5f53\u524d\u7684\u6392\u5e8f\u6a21\u578b\u6709\u5982\u4e0b\u8d8b\u52bf\uff1a<strong>\u5f15\u5165\u884c\u4e3a\u5e8f\u5217\u7279\u5f81<\/strong>\u3001<strong>\u5f15\u5165\u6ce8\u610f\u529b\u673a\u5236<\/strong>\uff08\u6bd4\u5982DIN\uff0cDIEN\u7b49\uff09\u3001<strong>\u5f15\u5165\u591a\u4efb\u52a1\/\u591a\u76ee\u6807<\/strong>\uff08\u6bd4\u5982ESMM\uff0cMMOE\uff0cESMM2\uff0cPLE\u7b49\uff09\u3001<strong>\u5f15\u5165\u591a\u6a21\u6001<\/strong>\u3002<\/p>\n\n\n\n<p>\u4e4b\u540e\u8fd8\u4f1a\u7ecf\u5386<strong>\u91cd\u6392<\/strong>\u9636\u6bb5\u3002\u91cd\u6392\u9636\u6bb5\u4e3b\u8981\u5c31\u662f\u4e1a\u52a1\u8fd0\u8425\u4eba\u5458\u7528\u5404\u79cd\u7b56\u7565\uff0f\u89c4\u5219\u8fdb\u884c\u5e72\u9884\u3002\u91cd\u6392\u4e3b\u8981\u4ece\u4ee5\u4e0b\u51e0\u4e2a\u65b9\u9762\u6765\u8fdb\u884c\u5e72\u9884\uff1a<\/p>\n\n\n\n<ul><li><strong>\u4f18\u9009\u7269\u54c1\u7684\u66dd\u5149<\/strong>\uff1a\u7ed9\u4f18\u8d28\u7684\u7269\u54c1\u66f4\u591a\u7684\u66dd\u5149\u673a\u4f1a\uff08\u9996\u9875\u63a8\u8350\u4e00\u822c\u4f1a\u8003\u8651\uff09<\/li><li><strong>\u63a2\u7d22\u4e0e\u5229\u7528<\/strong>\uff1a\u4e3a\u4e86\u53d1\u73b0\u7528\u6237\u53ef\u80fd\u66f4\u591a\u7684\u5174\u8da3\u70b9\uff0c\u4ee5\u53ca\u7ed9\u957f\u5c3e\u7269\u54c1\u548c\u51b7\u542f\u52a8\u7269\u54c1\u66f4\u591a\u7684\u66dd\u5149\u673a\u4f1a<\/li><li><strong>\u66dd\u5149\u4f4d\u7f6e\u7684\u7f16\u6392<\/strong>\uff1a\u8003\u8651\u662f\u5426\u505a\u5206\u533a\u6df7\u5408\u63a8\u8350\u4ee5\u53ca\u6bcf\u4e2a\u5206\u533a\u66dd\u5149\u4f4d\u7f6e\u5b89\u6392\uff0c\u662f\u5426\u7ed9\u957f\u5c3e\u7269\u54c1\u548c\u51b7\u542f\u52a8\u7269\u54c1\u56fa\u5b9a\u66dd\u5149\u4f4d\u7f6e\uff0c\u662f\u5426\u6709\u5176\u4ed6\u5f62\u5f0f\u6bd4\u5982\u5e7f\u544a\u548c\u63a8\u8350\u5217\u8868\u7684\u6df7\u6392<\/li><li><strong>\u7ed3\u679c\u7684\u591a\u6837\u6027<\/strong>\uff1a\u9700\u8981\u8986\u76d6\u7528\u6237\u4e0d\u540c\u7684\u5174\u8da3\u9886\u57df\uff0c\u5373\u63a8\u8350\u7ed3\u679c\u9700\u8981\u5177\u6709\u591a\u6837\u6027<\/li><li><strong>\u7ed3\u679c\u7684\u65b0\u9896\u6027<\/strong>\uff1a\u5411\u7528\u6237\u63a8\u8350\u975e\u70ed\u95e8\u975e\u6d41\u884c\u7269\u54c1\u7684\u80fd\u529b<\/li><li><strong>\u7ed3\u679c\u7684\u4fe1\u4efb\u5ea6<\/strong>\uff1a\u589e\u52a0\u7cfb\u7edf\u900f\u660e\u5ea6\uff0c\u63d0\u4f9b\u63a8\u8350\u89e3\u91ca\uff0c\u8ba9\u7528\u6237\u4e86\u89e3\u63a8\u8350\u7cfb\u7edf\u7684\u8fd0\u884c\u673a\u5236<\/li><li><strong>\u7ed3\u679c\u7684\u65f6\u6548\u6027<\/strong>\uff1a\u9700\u8981\u5728\u7269\u54c1\u8fd8\u5177\u6709\u65f6\u6548\u6027\u65f6\u5c31\u5c06\u5b83\u4eec\u63a8\u7ed9\u7528\u6237<\/li><li><strong>\u8fc7\u6ee4<\/strong>\uff1a\u8fc7\u6ee4\u64cd\u4f5c\u5728\u91cd\u6392\u9636\u6bb5\u548c\u53ec\u56de\u9636\u6bb5\u90fd\u9700\u8981\uff0c\u4f8b\u5982\u628a\u7528\u6237\u6700\u8fd1\u521a\u4e70\u8fc7\u7684\u5546\u54c1\u4ee5\u53ca\u7c7b\u4f3c\u7684\u5546\u54c1\u4ece\u63a8\u8350\u5217\u8868\u4e2d\u53bb\u6389<\/li><\/ul>\n\n\n\n<h3>\u6a21\u578b<\/h3>\n\n\n\n<p>\u4e0a\u56fe\u4e2d\u7684<strong>\u5e38\u89c4\u6a21\u578b<\/strong>\u6307\u7684\u662f\u5468\u671f\u79bb\u7ebf\u8bad\u7ec3\u5e76\u66f4\u65b0\u4e3a\u7ebf\u4e0a\u7684\u6a21\u578b\uff0c\u800c<strong>\u5b9e\u65f6\u6a21\u578b<\/strong>\u6307\u7684\u662f\u5b9e\u65f6\u6536\u96c6\u7528\u6237\u884c\u4e3a\u53cd\u9988\uff0c\u5e76\u9009\u62e9\u8bad\u7ec3\u5b9e\u4f8b\uff0c\u5b9e\u65f6\u62bd\u53d6\u62fc\u63a5\u7279\u5f81\uff0c\u5e76\u8fd1\u4e4e\u5b9e\u65f6\u5730\u6bd4\u5982\u5206\u949f\u7ea7\u522b\u66f4\u65b0\u5728\u7ebf\u63a8\u8350\u6a21\u578b\u3002\u8fd9\u6837\u505a\u7684\u597d\u5904\u662f\u7528\u6237\u7684\u6700\u65b0\u5174\u8da3\u80fd\u591f\u8fd1\u4e4e\u5b9e\u65f6\u5730\u4f53\u73b0\u5230\u63a8\u8350\u7ed3\u679c\u91cc\u3002\u8fd9\u91cc\u7684\u5e38\u89c4\u6a21\u578b\u548c\u5b9e\u65f6\u6a21\u578b\u5171\u5b58\u7684\u539f\u56e0\u53ef\u80fd\u662f\u67d0\u8def\u53ec\u56de\u6a21\u578b\u6216\u8005\u6392\u5e8f\u6a21\u578b\u6ca1\u6709\u529e\u6cd5\u505a\u589e\u91cf\u8bad\u7ec3\u6216\u5f53\u524d\u5e38\u89c4\u6a21\u578b\u548c\u5b9e\u65f6\u6a21\u578b\u5904\u4e8eA\/B Test\u90e8\u7f72\u4e2d\uff0c\u6216\u8005\u5e38\u89c4\u6a21\u578b\u4f5c\u4e3afallback\u9009\u62e9\u3002<\/p>\n\n\n\n<h3>\u8865\u5145\uff1aNetflix\u7684\u63a8\u8350\u7cfb\u7edf\u67b6\u6784<\/h3>\n\n\n\n<p>\u867d\u7136Amazon\u7684\u63a8\u8350\u7cfb\u7edf\u67b6\u6784\u65e0\u6cd5\u83b7\u53d6\uff0c\u4f46\u662f\u6709\u7684\u7f51\u7ad9\u5c31\u4f1a\u516c\u5f00\u81ea\u5df1\u7684\u63a8\u8350\u7cfb\u7edf\u67b6\u6784\u3002<strong>Netflix<\/strong>\u7684\u4e2a\u6027\u5316\u63a8\u8350\u7cfb\u7edf\u67b6\u6784(2013\u5e74)\u5982\u4e0b\u56fe\u6240\u793a[\u53c2\u8003\u6587\u732e4]\u3002<\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter size-full\"><img loading=\"lazy\" width=\"581\" height=\"640\" src=\"https:\/\/twocups.cn\/wp-content\/uploads\/2023\/02\/amazon\u63a8\u8350_netflixt\u63a8\u8350\u7cfb\u7edf\u67b6\u6784.jpg\" alt=\"\" class=\"wp-image-636\" srcset=\"https:\/\/twocups.cn\/wp-content\/uploads\/2023\/02\/amazon\u63a8\u8350_netflixt\u63a8\u8350\u7cfb\u7edf\u67b6\u6784.jpg 581w, https:\/\/twocups.cn\/wp-content\/uploads\/2023\/02\/amazon\u63a8\u8350_netflixt\u63a8\u8350\u7cfb\u7edf\u67b6\u6784-272x300.jpg 272w\" sizes=\"(max-width: 581px) 100vw, 581px\" \/><\/figure><\/div>\n\n\n\n<p>Netflix\u7684\u63a8\u8350\u7cfb\u7edf\u5206\u4e3a<strong>\u79bb\u7ebf<\/strong>\uff0c<strong>\u8fd1\u5728\u7ebf<\/strong>\uff0c<strong>\u5728\u7ebf<\/strong>\u4e09\u4e2a\u90e8\u5206\u3002\u5728\u7ebf\u90e8\u5206\u8981\u5c3d\u53ef\u80fd\u6ee1\u8db3\u4f4e\u5ef6\u8fdf\u7684 SLA\u4ee5\u54cd\u5e94\u5b9e\u65f6\u7684\u5ba2\u6237\u7aef\u8bf7\u6c42\u3002\u7ebf\u4e0a\u7684\u53ec\u56de\uff0c\u6392\u5e8f\u9636\u6bb5\u7684\u9884\u6d4b\u4ee5\u53ca\u4e1a\u52a1\u7b56\u7565\u5904\u7406\u4e5f\u5c5e\u4e8eonline\u90e8\u5206\u3002\u79bb\u7ebf\u90e8\u5206\u662f\u4f5c\u4e3a\u5728\u7ebf\u90e8\u5206\u7684\u4e00\u4e2afallback\u9009\u9879\uff08\u5373\u4e00\u79cd\u4f18\u96c5\u964d\u7ea7\u7684\u65b9\u6cd5\uff09\uff0c\u540c\u65f6\u5b83\u80fd\u63d0\u4f9b\u4e00\u90e8\u5206\u6700\u7ec8\u6216\u8005\u4e2d\u95f4\u7684\u63a8\u8350\u7ed3\u679c\uff08\u6bd4\u5982\u4f5c\u4e3a\u4e00\u8def\u53ec\u56de\u6216\u8005\u5206\u533a\u6df7\u5408\u63a8\u8350\u7684\u4e00\u4e2a\u5206\u533a\uff09\uff0c\u53e6\u5916\u5b83\u80fd\u63d0\u4f9b\u90e8\u5206\u5b57\u6bb5\u7684\u9884\u8ba1\u7b97\uff08\u6bd4\u5982\u7528\u6237\u753b\u50cf\u548c\u7269\u54c1\u753b\u50cf\uff09\u3002\u5f53\u7136\u6a21\u578b\u7684\u79bb\u7ebf\u8bad\u7ec3\u4e5f\u5c5e\u4e8e\u8fd9\u4e2a\u90e8\u5206\u3002\u8fd1\u5728\u7ebf\u90e8\u5206\u9664\u4e86\u53ef\u4ee5\u589e\u91cf\u8bad\u7ec3\u5e76\u8fd1\u5b9e\u65f6\uff08\u6bd4\u5982\u5206\u949f\u7ea7\u522b\uff09\u7684\u66f4\u65b0\u5728\u7ebf\u6a21\u578b\uff0c\u8fd8\u53ef\u4ee5\u6839\u636e\u6700\u65b0\u4e8b\u4ef6\u8865\u5145\u79bb\u7ebf\u53ec\u56de\u7ed3\u679c\uff0c\u4ee5\u53ca\u6839\u636e\u7528\u6237\u6700\u65b0\u6d4f\u89c8\u8bb0\u5f55\u63d0\u53d6\u7684\u5174\u8da3\u6807\u7b7e\u8865\u5145\u5230\u7528\u6237\u753b\u50cf\u4e2d\u3002<\/p>\n\n\n\n<h2>\u4e09\u3001\u5386\u53f2\u6cbf\u9769\uff1aAmazon\u63a8\u8350\u7cfb\u7edf\u768420\u5e74\u53d8\u8fc1\u53f2<\/h2>\n\n\n\n<p>2017\u5e743\u6708\uff0cAmazon\u7684<strong>Brent Smith<\/strong>\u5728IEEE Internet Computing\u4e0a\u53d1\u8868\u4e86\u6587\u7ae0\u300aTwo Decades of Recommender Systems at Amazon.com\uff08Amazon\u63a8\u8350\u7cfb\u7edf\u768420\u5e74\u53d8\u8fc1\u53f2\uff09\u300b[\u53c2\u8003\u6587\u732e5]\u3002\u8fd9\u4f4d\u4f5c\u8005\u53ef\u4e0d\u4e00\u822c\uff0c\u4ed6\u662fItemCF\u7684\u53d1\u660e\u4eba\uff0c\u4e5f\u7b97\u662f\u63a8\u8350\u7cfb\u7edf\u884c\u4e1a\u7684\u201c\u7956\u5e08\u7237\u201d\u3002<strong>ItemCF<\/strong>\u662f\u57fa\u4e8e\u7269\u54c1\u7684\u534f\u540c\u8fc7\u6ee4\u7b97\u6cd5\uff0c\u8be5\u7b97\u6cd5\u901a\u8fc7\u5206\u6790\u7528\u6237\u7684\u884c\u4e3a\u8bb0\u5f55\u8ba1\u7b97\u7269\u54c1\u4e4b\u95f4\u7684\u76f8\u4f3c\u5ea6\uff0c\u8be6\u60c5\u53ef\u4ee5\u770b\u6211\u4e4b\u524d\u7684\u6587\u7ae0<\/p>\n\n\n\n<p>Amazon\u5728<strong>1998\u5e74<\/strong>\u4e0a\u7ebf\u4e86<strong>ItemCF<\/strong>\u7b97\u6cd5\uff0c\u5c06\u63a8\u8350\u7cfb\u7edf\u63a8\u5411\u670d\u52a1\u767e\u4e07\u7ea7\u7528\u6237\u548c\u5904\u7406\u767e\u4e07\u7ea7\u5546\u54c1\u8fd9\u6837\u4e00\u4e2a\u524d\u6240\u672a\u89c1\u7684\u89c4\u6a21\u3002\u5e76\u4e14\u81ea\u4eceAmazon\u57282003\u5e74\u4e8eIEEE Internet Computing\u4e0a\u53d1\u8868\u5173\u4e8e\u8fd9\u4e00\u7b97\u6cd5\u7684\u6587\u7ae0\u4e4b\u540e\uff0c\u8be5\u7b97\u6cd5\u5728\u4e92\u8054\u7f51\u4e0a\u5f00\u59cb\u5e7f\u6cdb\u6d41\u4f20\uff0c\u5305\u62ecYouTube\uff0cNetflix\u548c\u5176\u4ed6\u5f88\u591a\u516c\u53f8\u5728\u5185\u90fd\u5728\u4f7f\u7528\u3002\u8be5\u7b97\u6cd5\u7684\u6210\u529f\u6765\u6e90\u4e8e\u4ee5\u4e0b\u51e0\u4e2a\u65b9\u9762\uff1a<\/p>\n\n\n\n<ul><li>\u7b80\u5355\u3001\u53ef\u6269\u5c55\u3002<\/li><li>\u7ecf\u5e38\u80fd\u7ed9\u51fa\u4ee4\u4eba\u60ca\u559c\u548c\u6709\u7528\u7684\u63a8\u8350\u3002<\/li><li>\u53ef\u6839\u636e\u7528\u6237\u7684\u65b0\u4fe1\u606f\u7acb\u523b\u66f4\u65b0\u63a8\u8350\u3002<\/li><li>\u53ef\u89e3\u91ca\u6027\u5f3a\u3002<\/li><\/ul>\n\n\n\n<p>\u6839\u636eAmazon\u5728<strong>2003\u5e74<\/strong>\u53d1\u8868\u7684\u6587\u7ae0\u4e2d\u63cf\u8ff0\u7684\u5185\u5bb9\u6765\u770b\uff0c\u8fd9\u4e9b\u5e74Amazon\u63a8\u8350\u7cfb\u7edf\u66fe\u7ecf\u9762\u4e34\u5f88\u591a\u5f88\u91cd\u5927\u7684\u6311\u6218\uff0c\u540c\u65f6\u4e5f\u7ecf\u5386\u4e86\u6781\u5927\u7684\u53d1\u5c55\u3002<\/p>\n\n\n\n<p>\u6700\u521d\uff0cBrent Smith\u53d1\u660eItemCF\u65f6\uff0cAmazon\u8fd8\u53ea\u662f\u4e00\u4e2a\u7f51\u4e0a\u4e66\u5e97\u3002\u81ea\u4ece\u4f7f\u7528\u4e86ItemCF\uff0cAmazon\u7684\u9500\u552e\u989d\u589e\u957f\u4e86\u4e0d\u6b62\u4e00\u767e\u500d\uff0c\u5e76\u4e14\u4ece\u56fe\u4e66\u6269\u5c55\u5230\u4ee5\u975e\u51fa\u7248\u7269\u4e3a\u4e3b\uff0c\u4ece\u7b14\u8bb0\u672c\u7535\u8111\u5230\u5973\u88c5\u3002<\/p>\n\n\n\n<p>\u6b63\u5982Amazon\u57282003\u5e74\u7684\u6587\u7ae0\u4e2d\u6240\u63cf\u8ff0\u7684\u4e00\u6837\uff0c<strong>ItemCF\u7b97\u6cd5<\/strong>\u662f\u5f88\u76f4\u89c2\u7684\u3002\u5728<strong>90\u5e74\u4ee3\u4e2d\u671f<\/strong>\uff0c\u534f\u540c\u8fc7\u6ee4\u7b97\u6cd5\u4e3b\u8981\u8fd8\u662f\u57fa\u4e8e\u7528\u6237\u7684\uff0c\u8fd9\u610f\u5473\u7740\u7b97\u6cd5\u7684\u7b2c\u4e00\u6b65\u662f\u8981\u901a\u8fc7\u641c\u7d22\u6240\u6709\u7684\u7528\u6237\u6765\u8ba1\u7b97\u67d0\u4e2a\u7528\u6237\u5728\u5174\u8da3\u65b9\u9762\u7684\u76f8\u4f3c\u7528\u6237\uff08\u4f8b\u5982\u62e5\u6709\u76f8\u4f3c\u7684\u8d2d\u4e70\u6a21\u5f0f\uff09\uff0c\u4e4b\u540e\u518d\u770b\u8fd9\u4e9b\u76f8\u4f3c\u7528\u6237\u770b\u8fc7\u54ea\u4e9b\u8fd9\u4e2a\u7528\u6237\u6ca1\u6709\u770b\u8fc7\u7684\u4e1c\u897f\u3002\u4e0e\u4e4b\u76f8\u53cd\uff0cAmazon\u7684\u7b97\u6cd5\u7b2c\u4e00\u6b65\u662f\u8ba1\u7b97\u6bcf\u4e2a\u7269\u54c1\u7684\u76f8\u5173\u7269\u54c1\u3002\u8fd9\u91cc\u7684\u201c\u76f8\u5173\u201d\u53ef\u4ee5\u8868\u793a\u591a\u79cd\u542b\u4e49\uff0c\u4f46\u5728\u8fd9\u91cc\uff0c\u53ef\u4ee5\u5c06\u5176\u6a21\u7cca\u5730\u5b9a\u4e49\u4e3a\u201c\u4e70\u4e86\u4e00\u4e2a\u7269\u54c1\u7684\u4eba\u5177\u6709\u975e\u5e38\u5927\u7684\u53ef\u80fd\u6027\u4f1a\u8d2d\u4e70\u53e6\u5916\u4e00\u4e2a\u7269\u54c1\u201d\u3002\u6240\u4ee5\uff0c\u5bf9\u4e8e\u6bcf\u4e2a\u7269\u54c1\uff0c\u6211\u4eec\u5e0c\u671b\u5f97\u5230\u6240\u6709\u8d2d\u4e70\u4e86\u8be5\u7269\u54c1\u7684\u7528\u6237\u6781\u9ad8\u6982\u7387\u4f1a\u8d2d\u4e70\u7684\u5176\u4ed6\u7269\u54c1\u3002<\/p>\n\n\n\n<p>\u4e00\u65e6\u8fd9\u5f20\u7269\u54c1\u76f8\u5173\u7684\u8868\u6784\u5efa\u597d\uff0c\u6211\u4eec\u53ef\u4ee5\u901a\u8fc7\u4e00\u7cfb\u5217\u7684\u67e5\u627e\u6765\u6784\u5efa\u63a8\u8350\u7cfb\u7edf\u3002\u5bf9\u4e8e\u4e00\u4e2a\u7528\u6237\u5f53\u524d\u573a\u666f\u4e0b\u548c\u5386\u53f2\u5174\u8da3\u4e2d\u7684\u6bcf\u4e2a\u90e8\u5206\uff0cAmazon\u5bfb\u627e\u5230\u5176\u76f8\u5173\u7269\u54c1\uff0c\u5c06\u5b83\u4eec\u7ed3\u5408\u8d77\u6765\u5f97\u5230\u7528\u6237\u6700\u53ef\u80fd\u611f\u5174\u8da3\u7684\u7269\u54c1\uff0c\u8fc7\u6ee4\u6389\u5df2\u7ecf\u88ab\u770b\u8fc7\u6216\u8d2d\u4e70\u8fc7\u7684\uff0c\u5269\u4e0b\u7684\u5c31\u662f\u5c31\u662f\u5f85\u63a8\u8350\u7684\u7269\u54c1\u3002<\/p>\n\n\n\n<p>\u4ee5\u4e0a\u8bf4\u7684\u5c31\u662fItemCF\u7684<strong>\u6838\u5fc3\u601d\u60f3<\/strong>\uff0c\u5b83\u76f8\u8f83\u4e8e\u65e7\u7684\u57fa\u4e8e\u7528\u6237\u7684\u534f\u540c\u8fc7\u6ee4\u7b97\u6cd5\uff08UserCF\uff09\u5177\u6709\u5f88\u591a\u4f18\u52bf\u3002\u6700\u91cd\u8981\u7684\u662f\uff0c\u4e3b\u8981\u7684\u8ba1\u7b97\uff08\u76f8\u5173\u7269\u54c1\u7684\u6279\u91cf\u8ba1\u7b97\uff09\u90fd\u662f\u5728\u79bb\u7ebf\u53d1\u751f\u7684\u3002\u800c\u63a8\u8350\u7684\u8ba1\u7b97\u8fc7\u7a0b\u53ef\u4ee5\u901a\u8fc7\u5b9e\u65f6\u7684\u4e00\u7cfb\u5217\u67e5\u627e\u6765\u5b8c\u6210\u3002\u5f53\u6570\u636e\u91cf\u5145\u8db3\u65f6\uff0c\u63a8\u8350\u7ed3\u679c\u7684\u8d28\u91cf\u5c31\u4f1a\u975e\u5e38\u597d\u3002\u867d\u7136\u4e8c\u5341\u5e74\u6765\u5404\u79cd\u65b0\u7b97\u6cd5\u5728\u4e0d\u65ad\u88ab\u53d1\u660e\uff0c\u4f46\u5728\u53ef\u89c2\u6d4b\u5230\u7684\u8d28\u91cf\u65b9\u9762\uff0cItemCF\u4ecd\u7136\u6781\u5177\u7ade\u4e89\u529b\u3002\u8be5\u7b97\u6cd5\u80fd\u591f\u65e0\u635f\u5730\u6269\u5c55\u5230\u4ebf\u7ea7\u7528\u6237\u548c\u5343\u4e07\u7ea7\u7269\u54c1\uff0c\u800c\u4e0d\u9700\u8981\u62bd\u6837\u6216\u4f7f\u7528\u5176\u4ed6\u4f1a\u5f71\u54cd\u63a8\u8350\u8d28\u91cf\u7684\u624b\u6bb5\u3002\u8be5\u7b97\u6cd5\u5728\u7528\u6237\u5174\u8da3\u66f4\u65b0\u65f6\u53ef\u4ee5\u7acb\u523b\u968f\u4e4b\u66f4\u65b0\u3002\u6700\u540e\uff0c\u8be5\u7b97\u6cd5\u7684\u7ed3\u679c\u53ef\u4ee5\u7528\u5f88\u76f4\u89c2\u7684\u65b9\u5f0f\u6765\u89e3\u91ca\uff0c\u56e0\u4e3a\u5176\u6765\u6e90\u5c31\u662f\u7528\u6237\u8bb0\u5f97\u81ea\u5df1\u66fe\u7ecf\u4e70\u8fc7\u7684\u7269\u54c1\u5217\u8868\u3002<\/p>\n\n\n\n<p>\u5728<strong>2003\u5e74<\/strong>\u65f6\uff0cItemCF\u5df2\u7ecf\u5728Amazon\u5e7f\u6cdb\u4f7f\u7528\u4e86\u3002Amazon\u5728\u4e3b\u9875\u975e\u5e38\u663e\u773c\u7684\u4f4d\u7f6e\u653e\u7f6e\u4e86\u57fa\u4e8e\u7528\u6237\u8d2d\u4e70\u5386\u53f2\u548c\u6d4f\u89c8\u884c\u4e3a\u7684\u4e2a\u6027\u5316\u63a8\u8350\u6a21\u5757\u3002\u641c\u7d22\u7ed3\u679c\u9875\u4f1a\u7ed9\u51fa\u548c\u7528\u6237\u641c\u7d22\u76f8\u5173\u7684\u63a8\u8350\u3002\u8d2d\u7269\u8f66\u4f1a\u7ed9\u7528\u6237\u63a8\u8350\u5176\u4ed6\u53ef\u4ee5\u52a0\u5165\u8d2d\u7269\u8f66\u7684\u5546\u54c1\uff0c\u53ef\u80fd\u4f1a\u523a\u6fc0\u7528\u6237\u5728\u6700\u540e\u4e00\u523b\u5b8c\u6210\u6346\u7ed1\u8d2d\u4e70\uff0c\u6216\u8005\u5bf9\u7528\u6237\u5df2\u7ecf\u6253\u7b97\u8d2d\u4e70\u7684\u5546\u54c1\u5f62\u6210\u8865\u5145\u3002\u5728\u7528\u6237\u8ba2\u5355\u7684\u5c3e\u90e8\uff0c\u4f1a\u51fa\u73b0\u66f4\u591a\u7684\u63a8\u8350\uff0c\u7ed9\u51fa\u5efa\u8bae\u7528\u6237\u4e4b\u540e\u53ef\u80fd\u8d2d\u4e70\u7684\u4e1c\u897f\u3002\u501f\u52a9\u7535\u5b50\u90ae\u4ef6\u3001\u5217\u8868\u9875\u3001\u5546\u54c1\u8be6\u60c5\u9875\u4ee5\u53ca\u5176\u4ed6\u9875\u9762\uff0c\u5f88\u591aAmazon\u4e0a\u7684\u9875\u9762\u591a\u5c11\u90fd\u4f1a\u6709\u4e9b\u63a8\u8350\u6a21\u5757\uff0c\u5f00\u59cb\u5f62\u6210\u4e00\u4e2a\u5343\u4eba\u5343\u9762\u7684\u5546\u5e97\u3002<\/p>\n\n\n\n<p>\u5728<strong>2010\u5e74<\/strong>\u65f6\uff0cYouTube\u5ba3\u79f0\u4ed6\u4eec\u4f7f\u7528ItemCF\u6765\u505a\u89c6\u9891\u63a8\u8350\u3002\u5e76\u4e14\u5f88\u591a\u5f00\u6e90\u5de5\u5177\u548c\u7b2c\u4e09\u65b9\u5382\u5546\u90fd\u4f7f\u7528\u4e86ItemCF\u7b97\u6cd5\uff0c\u8fd9\u4f7f\u5f97\u8be5\u7b97\u6cd5\u5728\u7f51\u4e0a\u96f6\u552e\u3001\u65c5\u884c\u3001\u65b0\u95fb\u3001\u5e7f\u544a\u7b49\u884c\u4e1a\u4e2d\u5f00\u59cb\u5e7f\u6cdb\u51fa\u73b0\u3002\u5728\u540e\u9762\u7684\u51e0\u5e74\u4e2d\uff0c\u6839\u636e\u5fae\u8f6f\u7814\u7a76\u9662\u7684\u4f30\u8ba1\uff0cAmazon\u4e0a\u5927\u7ea630%\u7684\u9875\u9762\u6d4f\u89c8\u6765\u81ea\u4e8e\u63a8\u8350\u7cfb\u7edf\u3002\u540c\u6837\uff0cNetflix\u4e5f\u5728\u5e7f\u6cdb\u4f7f\u7528\u63a8\u8350\u7cfb\u7edf\uff0c\u4ed6\u4eec\u7684\u9996\u5e2d\u4ea7\u54c1\u5b98\u58f0\u79f080%\u4ee5\u4e0a\u7684\u7535\u5f71\u89c2\u770b\u6765\u81ea\u4e8e\u63a8\u8350\u7cfb\u7edf\uff0c\u5e76\u5ba3\u79f0Netflix\u63a8\u8350\u7cfb\u7edf\u7684\u4ef7\u503c\u6bcf\u5e74\u9ad8\u8fbe\u5341\u4ebf\u7f8e\u5143\uff0c\u751a\u81f3\u662f\u66f4\u591a\u3002<\/p>\n\n\n\n<p>\u8be5\u6587\u7ae0\u4e2d\u5269\u4e0b\u7684\u5185\u5bb9\u4e3b\u8981\u8bb2\u8ff0\u4e86\u63a8\u8350\u7cfb\u7edf\u65f6\u5982\u4f55\u5b9a\u4e49\u548c\u8bc4\u4ef7\u76f8\u5173\u6027\u7684\uff0c\u4ee5\u53ca\u65f6\u95f4\u5bf9\u4e8e\u6539\u8fdb\u63a8\u8350\u7cfb\u7edf\u8d28\u91cf\u7684\u91cd\u8981\u6027\u3002\u6709\u9700\u8981\u7684\u540c\u5b66\u53ef\u4ee5\u76f4\u63a5\u770b\u539f\u6587\u4e86\u89e3\u4e00\u4e0b\uff0c\u539f\u6587\u89c1\u53c2\u8003\u6587\u732e5\u3002<\/p>\n\n\n\n<h2>\u56db\u3001Amazon\u7684\u76f8\u5173\u9875\u9762<\/h2>\n\n\n\n<p>Amazon\u7684\u5b98\u65b9\u767d\u76ae\u4e66\uff1a<a href=\"https:\/\/aws.amazon.com\/whitepapers\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/aws.amazon.com\/whitepapers<\/a><\/p>\n\n\n\n<p>Amazon\u7684\u5b98\u65b9\u6280\u672f\u535a\u5ba2\uff1a<a href=\"https:\/\/aws.amazon.com\/blogs\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/aws.amazon.com\/blogs<\/a><\/p>\n\n\n\n<p>Amazon\u7684\u5ba2\u6237\u6848\u4f8b\u6210\u529f\u9875\u9762\uff1a<a href=\"https:\/\/aws.amazon.com\/solutions\/case-studies\/\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/aws.amazon.com\/solutions\/case-studies\/<\/a><\/p>\n\n\n\n<p>Amazon\u4e1a\u7ee9\u7684\u76f8\u5173\u62a5\u544a\uff1a<a href=\"https:\/\/ir.aboutamazon.com\/\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/ir.aboutamazon.com\/<\/a><\/p>\n\n\n\n<h2>\u4e94\u3001\u63a8\u8350\u7cfb\u7edf\u7684\u672a\u6765\u662f\u4ec0\u4e48\uff1f<\/h2>\n\n\n\n<p>\u6709\u4eba\u8bf4\u63a8\u8350\u7cfb\u7edf\u7684\u672a\u6765\u662f\u7b97\u6cd5\uff0c\u4f46\u7b97\u6cd5\u53ea\u662f\u5b9e\u73b0\u7684\u65b9\u5f0f\u3002\u90a3\u63a8\u8350\u7cfb\u7edf\u7684<strong>\u6700\u7ec8\u8868\u73b0\u5f62\u5f0f<\/strong>\u4f1a\u65f6\u600e\u4e48\u6837\u7684\u5462\uff1f<\/p>\n\n\n\n<p>\u6211\u4eec\u53ef\u4ee5\u628a\u672a\u6765\u7684\u63a8\u8350\u7cfb\u7edf\u60f3\u8c61\u6210\u4e00\u79cd\u667a\u80fd\u4ea4\u4e92\uff0c\u4f7f\u8d2d\u7269\u5c31\u50cf\u5bf9\u8bdd\u4e00\u6837\u7b80\u5355\u3002<\/p>\n\n\n\n<p>\u8fd8\u8bb0\u5f97\u7b2c\u4e00\u7ae0\u4e2d\u63d0\u5230\u7684\u641c\u7d22\u548c\u63a8\u8350\u7684\u533a\u522b\u5417\uff1f\u6709\u660e\u786e\u76ee\u7684\u5219\u4f7f\u7528\u641c\u7d22\uff0c\u6ca1\u6709\u660e\u786e\u76ee\u7684\u5219\u4f7f\u7528\u63a8\u8350\u3002\u641c\u7d22\u66f4\u5bb9\u6613\u5feb\u901f\u5730\u8d2d\u7269\uff0c\u4f46\u63a8\u8350\u4e0d\u4e00\u5b9a\uff0c\u4ec0\u4e48\u65f6\u5019\u80fd\u5237\u51fa\u81ea\u5df1\u60f3\u8981\u7684\u5546\u54c1\u90a3\u8981\u770b\u7cfb\u7edf\u7684\u8d28\u91cf\u4ee5\u53ca\u81ea\u5df1\u7684\u8fd0\u6c14\u3002\u800c\u6211\u5e0c\u671b\u672a\u6765\u7684\u63a8\u8350\u7cfb\u7edf\u50cf\u4e00\u4e2a\u4e86\u89e3\u6211\u7684\u670b\u53cb\uff0c\u5b83\u4e86\u89e3\u6211\u7684\u7231\u597d\uff0c\u966a\u6211\u4e00\u8d77\u8d2d\u7269\uff0c\u6bd4\u6211\u66f4\u52a0\u6e05\u695a\u6211\u7684\u9700\u6c42\uff0c\u80fd\u8ba9\u6211\u611f\u53d7\u5230\u79d1\u6280\u65e0\u5904\u4e0d\u5728\u3002\u800c\u6211\uff0c\u53ea\u9700\u8981\u548c\u4ed6\u804a\u804a\u5929\uff0c\u63cf\u8ff0\u4e00\u4e0b\u6211\u6b64\u6b21\u7684\u9700\u6c42\u5373\u53ef\u3002\u800c\u76ee\u524d\u4e3b\u6d41\u8d2d\u7269\u7f51\u7ad9\u7684\u63a8\u8350\u90e8\u5206\u90fd\u8fd8\u662f\u4f1a\u7ecf\u5e38\u5237\u51fa\u4e00\u4e9b\u7528\u6237\u4e0d\u611f\u5174\u8da3\u7684\u5546\u54c1\uff0c\u5f88\u591a\u4eba\u90fd\u4f1a\u5410\u69fd\uff1a\u201c\u4f60\u600e\u4e48\u8fd8\u4e0d\u4e86\u89e3\u6211\u5462\u201d\u3002<\/p>\n\n\n\n<p>\u66fe\u7ecf\u6211\u4ee5\u4e3a\u6211\u60f3\u8c61\u4e2d\u7684\u63a8\u8350\u7cfb\u7edf\u53ea\u4f1a\u51fa\u73b0\u5728\u5f88\u9065\u8fdc\u7684\u672a\u6765\uff0c\u4f46\u662f\u81ea\u4eceOpenAI\u57282022\u5e7411\u6708\u63a8\u51fa<strong>ChatGPT<\/strong>\u4ee5\u540e\uff0c\u6211\u7a81\u7136\u89c9\u5f97\u672a\u6765\u5e76\u4e0d\u9065\u8fdc\u3002\u6211\u8d8a\u6765\u8d8a\u89c9\u5f97\uff0c\u4eba\u5de5\u667a\u80fd\u4f1a\u6539\u53d8\u8fd9\u4e2a\u65f6\u4ee3\u3002<\/p>\n\n\n\n<p>\u56de\u770b\u8fc7\u53bb\uff0c\u4ece1998\u5e74\u5f00\u59cb\uff0cAmazon\u5728\u767e\u4e07\u7ea7\u5546\u54c1\u4e0a\u6784\u5efa\u4e86\u63a8\u8350\u7cfb\u7edf\uff0c\u6765\u5e2e\u52a9\u767e\u4e07\u7ea7\u7528\u6237\uff0c\u5e2e\u52a9\u4eba\u4eec\u53d1\u73b0\u81ea\u5df1\u65e0\u6cd5\u627e\u5230\u7684\u4e1c\u897f\u3002\u770b\u770b\u73b0\u5728\uff0c\u8be5\u9886\u57df\u4ecd\u7136\u5145\u6ee1\u673a\u4f1a\u3002\u5343\u4eba\u5343\u9762\u7684\u7528\u6237\u4f53\u9a8c\u4ecd\u7136\u662f\u4e00\u4e2a\u6ca1\u6709\u4eba\u80fd\u591f\u5b8c\u5168\u505a\u5230\u7684\u613f\u666f\u3002\u4ecd\u7136\u6709\u5f88\u591a\u673a\u4f1a\u53ef\u4ee5\u7ed9\u7cfb\u7edf\u7684\u6bcf\u4e2a\u90e8\u5206\u6dfb\u52a0\u667a\u80fd\u548c\u4e2a\u6027\u5316\uff0c\u5236\u9020\u4e00\u4e2a\u61c2\u4f60\u559c\u597d\u3001\u61c2\u5176\u4ed6\u4eba\u559c\u597d\u3001\u540c\u65f6\u4e5f\u77e5\u9053\u4f60\u6709\u4ec0\u4e48\u9009\u62e9\u7684\u8001\u53cb\u822c\u7684\u4f53\u9a8c\u3002<\/p>\n\n\n\n<h2>\u53c2\u8003\u6587\u732e<\/h2>\n\n\n\n<ol><li>AWS\u5b98\u65b9\u535a\u5ba2\uff1a\u63a8\u8350\u7cfb\u7edf\u7cfb\u5217\u4e4b\u63a8\u8350\u7cfb\u7edf\u6982\u89c8\uff08\u4e0a\uff09 <a href=\"https:\/\/aws.amazon.com\/cn\/blogs\/china\/recommended-system-overview-of-recommended-system-series-part-1\/\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/aws.amazon.com\/cn\/blogs\/china\/recommended-system-overview-of-recommended-system-series-part-1\/<\/a><\/li><li>\u63a8\u8350\u7cfb\u7edf\u53ec\u56de\u56db\u6a21\u578b\u4e4b\u4e8c\uff1a\u6c89\u91cd\u7684FFM\u6a21\u578b <a href=\"https:\/\/zhuanlan.zhihu.com\/p\/59528983\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/zhuanlan.zhihu.com\/p\/59528983<\/a><\/li><li>AWS\u5b98\u65b9\u535a\u5ba2\uff1a\u63a8\u8350\u7cfb\u7edf\u7cfb\u5217\u4e4b\u63a8\u8350\u7cfb\u7edf\u6982\u89c8\uff08\u4e0b\uff09 <a href=\"https:\/\/aws.amazon.com\/cn\/blogs\/china\/recommended-system-overview-of-recommended-system-series-part-2\/\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/aws.amazon.com\/cn\/blogs\/china\/recommended-system-overview-of-recommended-system-series-part-2\/<\/a><\/li><li>Netflix\u5b98\u65b9\u535a\u5ba2\uff1aSystem Architectures for Personalization and Recommendation <a href=\"https:\/\/netflixtechblog.com\/system-architectures-for-personalization-and-recommendation-e081aa94b5d8\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/netflixtechblog.com\/system-architectures-for-personalization-and-recommendation-e081aa94b5d8<\/a><\/li><li>ItemCF\u7684\u53d1\u660e\u4ebaBrent Smith\uff1aTwo Decades of Recommender Systems at Amazon.com <a href=\"https:\/\/assets.amazon.science\/76\/9e\/7eac89c14a838746e91dde0a5e9f\/two-decades-of-recommender-systems-at-amazon.pdf\" target=\"_blank\" rel=\"noreferrer noopener\">https:\/\/assets.amazon.science\/76\/9e\/7eac89c14a838746e91dde0a5e9f\/two-decades-of-recommender-systems-at-amazon.pdf<\/a><\/li><\/ol>\n","protected":false},"excerpt":{"rendered":"<p>\u7248\u6743\u58f0\u660e\uff1a\u672c\u6587\u4e3a\u535a\u4e3b\u539f\u521b\u6587\u7ae0\uff0c\u8f6c\u8f7d\u8bf7\u6ce8\u660e\u51fa\u5904\uff1ahttps:\/\/twocups.cn\/index.php\/202 [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":642,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":[],"categories":[99],"tags":[137,138,130],"_links":{"self":[{"href":"https:\/\/twocups.cn\/index.php\/wp-json\/wp\/v2\/posts\/632"}],"collection":[{"href":"https:\/\/twocups.cn\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/twocups.cn\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/twocups.cn\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/twocups.cn\/index.php\/wp-json\/wp\/v2\/comments?post=632"}],"version-history":[{"count":0,"href":"https:\/\/twocups.cn\/index.php\/wp-json\/wp\/v2\/posts\/632\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/twocups.cn\/index.php\/wp-json\/wp\/v2\/media\/642"}],"wp:attachment":[{"href":"https:\/\/twocups.cn\/index.php\/wp-json\/wp\/v2\/media?parent=632"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/twocups.cn\/index.php\/wp-json\/wp\/v2\/categories?post=632"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/twocups.cn\/index.php\/wp-json\/wp\/v2\/tags?post=632"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}