{"id":64327,"date":"2022-04-13T12:10:00","date_gmt":"2022-04-13T04:10:00","guid":{"rendered":"https:\/\/www.growthhk.cn\/?p=64327"},"modified":"2022-04-13T12:10:09","modified_gmt":"2022-04-13T04:10:09","slug":"%e9%83%81%e4%b8%bd%e8%90%8d%ef%bc%9a%e5%93%88%e5%95%b0%e5%87%ba%e8%a1%8c%e7%b2%be%e5%87%86%e8%90%a5%e9%94%80%e6%a1%86%e6%9e%b6%e5%8f%8a%e7%ae%97%e6%b3%95%e5%ae%9e%e8%b7%b5%ef%bd%9cdatafuntalk","status":"publish","type":"post","link":"https:\/\/www.growthhk.cn\/cgo\/product\/64327.html","title":{"rendered":"\u90c1\u4e3d\u840d\uff1a\u54c8\u5570\u51fa\u884c\u7cbe\u51c6\u8425\u9500\u6846\u67b6\u53ca\u7b97\u6cd5\u5b9e\u8df5\uff5cDataFunTalk"},"content":{"rendered":"\n<p><strong>\u5bfc\u8bfb\uff1a<\/strong>\u672c\u6b21\u8ddf\u5927\u5bb6\u5206\u4eab\u7684\u662f\u54c8\u5570\u51fa\u884c\u7cbe\u51c6\u8425\u9500\u573a\u666f\u7684\u7b97\u6cd5\u4e0e\u5b9e\u8df5\uff0c\u5305\u62ec\u4ee5\u4e0b\u51e0\u5927\u90e8\u5206\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>\u7cbe\u51c6\u8425\u9500\u7684\u80cc\u666f\u548c\u4ef7\u503c<\/li><li>\u7cbe\u51c6\u8425\u9500\u6846\u67b6<\/li><li>\u7cbe\u51c6\u8425\u9500\u7b97\u6cd5\u80fd\u529b<\/li><li>\u672a\u6765\u65b9\u5411<\/li><\/ul>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/www.growthhk.cn\/wp-content\/uploads\/2022\/04\/4a13021bc0c34f5482ba6aab6060fdf9.jpg\" alt=\"\u90c1\u4e3d\u840d\uff1a\u54c8\u5570\u51fa\u884c\u7cbe\u51c6\u8425\u9500\u6846\u67b6\u53ca\u7b97\u6cd5\u5b9e\u8df5\"\/><\/figure>\n\n\n\n<p><strong>01<\/strong><\/p>\n\n\n\n<p><strong>\u7cbe\u51c6\u8425\u9500\u7684\u80cc\u666f\u548c\u4ef7\u503c<\/strong><\/p>\n\n\n\n<p>\u9996\u5148\u548c\u5927\u5bb6\u5206\u4eab\u7cbe\u51c6\u8425\u9500\u7684\u80cc\u666f\u548c\u4ef7\u503c\u3002<\/p>\n\n\n\n<p><strong>1. \u7cbe\u51c6\u8425\u9500\u7684\u4e1a\u52a1\u80cc\u666f<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/www.growthhk.cn\/wp-content\/uploads\/2022\/04\/8f6fdf0b0e87453e877e11a379798caf.png\" alt=\"\u90c1\u4e3d\u840d\uff1a\u54c8\u5570\u51fa\u884c\u7cbe\u51c6\u8425\u9500\u6846\u67b6\u53ca\u7b97\u6cd5\u5b9e\u8df5\"\/><\/figure>\n\n\n\n<p>\u54c8\u5570\u7531\u51fa\u884c\u9010\u6e10\u8fc8\u5411\u670d\u52a1\u7535\u5546\uff0c\u9664\u4e86\u4e24\u8f6e\u4ee5\u5916\uff0c\u8fd8\u5305\u62ec\u672c\u5730\u751f\u6d3b\u3001\u9152\u5e97\u548c\u7535\u52a8\u8f66\u7b49\u591a\u79cd\u4e1a\u52a1\u3002\u9700\u8981\u901a\u8fc7\u7cbe\u51c6\u8425\u9500\u53bb\u5b9e\u73b0\u5404\u4e2a\u65b0\u4e1a\u52a1\u7684\u7528\u6237\u589e\u957f\u3002\u6211\u4eec\u7684\u4e1a\u52a1\u76ee\u6807\u662f\u901a\u8fc7\u7528\u6237\u5168\u751f\u547d\u5468\u671f\u7cbe\u51c6\u8425\u9500\u548c\u7cbe\u7ec6\u5316\u8fd0\u8425\uff0c\u53bb\u63d0\u5347\u7528\u6237\u589e\u957f\u7684\u5317\u6781\u661f\u76ee\u6807\u3002<\/p>\n\n\n\n<p><strong>2. \u7cbe\u51c6\u8425\u9500\u7684\u573a\u666f\u548c\u6d41\u7a0b<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/www.growthhk.cn\/wp-content\/uploads\/2022\/04\/ff6220a7373b4d98a45c8e590d9e3224.png\" alt=\"\u90c1\u4e3d\u840d\uff1a\u54c8\u5570\u51fa\u884c\u7cbe\u51c6\u8425\u9500\u6846\u67b6\u53ca\u7b97\u6cd5\u5b9e\u8df5\"\/><\/figure>\n\n\n\n<p>\u6309\u7167\u7528\u6237\u751f\u547d\u5468\u671f\u6765\u5212\u5206\uff0c\u7cbe\u51c6\u8425\u9500\u7684\u573a\u666f\u4e3b\u8981\u5206\u4e3a\u4e09\u4e2a\u65b9\u9762\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li><strong>\u62c9\u65b0<\/strong>\uff1a\u4e3b\u8981\u662f\u5145\u5206\u53bb\u6316\u6398\u4e00\u4e9b\u6f5c\u5728\u7528\u6237\u3002<\/li><li><strong>\u6d3b\u8dc3<\/strong>\uff1a\u4e3b\u8981\u662f\u4e3a\u4e86\u7559\u5b58\u548c\u4fc3\u6d3b\u76ee\u524d\u5df2\u7ecf\u6709\u7684\u5b58\u91cf\u7528\u6237\u3002<\/li><li><strong>\u633d\u7559<\/strong>\uff1a\u4e3b\u8981\u662f\u901a\u8fc7\u4e00\u4e9b\u7cbe\u51c6\u8425\u9500\u7684\u65b9\u5f0f\u53bb\u53ec\u56de\u4e00\u4e9b\u6d41\u5931\u7528\u6237\uff0c\u6700\u7ec8\u53bb\u63d0\u5347\u5404\u4e2a\u65b0\u4e1a\u52a1\u7684DAU\u3002<\/li><\/ul>\n\n\n\n<p>\u6d41\u7a0b\u5305\u62ec\u4e09\u5927\u90e8\u5206\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>\u9996\u5148\u662f<strong>who<\/strong>\uff0c\u4e5f\u5c31\u662f\u76ee\u6807\u7fa4\u7ec4\uff1b<\/li><li>\u63a5\u4e0b\u6765<strong>what<\/strong>\uff0c\u6295\u4ec0\u4e48\u5185\u5bb9\uff1b<\/li><li>\u4e4b\u540e\u662f<strong>how<\/strong>\uff0c\u4ee5\u4ec0\u4e48\u6837\u7684\u65b9\u5f0f\u53bb\u6295\u3002<\/li><\/ul>\n\n\n\n<p>\u6700\u540e\u8fdb\u884c\u7cbe\u51c6\u8425\u9500\u3002<\/p>\n\n\n\n<p><strong>3. \u7cbe\u51c6\u8425\u9500\u4e1a\u52a1\u75db\u70b9<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/www.growthhk.cn\/wp-content\/uploads\/2022\/04\/948ac274af2348f49066499cb283c08b.png\" alt=\"\u90c1\u4e3d\u840d\uff1a\u54c8\u5570\u51fa\u884c\u7cbe\u51c6\u8425\u9500\u6846\u67b6\u53ca\u7b97\u6cd5\u5b9e\u8df5\"\/><\/figure>\n\n\n\n<p>\u7cbe\u51c6\u8425\u9500\u4e1a\u52a1\u4e3b\u8981\u5305\u542b\u4ee5\u4e0b\u56db\u4e2a\u75db\u70b9:<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>\u5bfb\u627e\u7cbe\u51c6\u4eba\u7fa4\u7684\u6548\u7387\u4f4e\uff1a\u4e3b\u8981\u8868\u73b0\u5728\u662f\u8981\u51ed\u8fd0\u8425\u4eba\u5de5\u5927\u91cf\u7684\u53bb\u6d4b\u8bd5\u3002<\/li><li>ROI \u6bd4\u8f83\u4f4e\uff1a\u4e3b\u8981\u8868\u73b0\u5728\u8425\u9500\u6210\u672c\u5f88\u9ad8\uff0c\u4f46\u662f\u5b9e\u9645\u7684\u6536\u76ca\u5374\u662f\u5f88\u4f4e\u3002<\/li><li>\u7b97\u6cd5\u8986\u76d6\u9762\u4f4e\uff0c\u63a5\u5165\u6548\u7387\u8f83\u4f4e\uff1a\u4e3b\u8981\u8868\u73b0\u5728\u4ec5\u80fd\u591f\u8986\u76d6\u90e8\u5206\u4eba\u7fa4\u7684\u90e8\u5206\u573a\u666f\uff0c\u5b9a\u5236\u5316\u662f\u5f88\u4e25\u91cd\u7684\u3002<\/li><li>\u672a\u5f62\u6210\u4f53\u7cfb\u5316\uff1a\u4e3b\u8981\u8868\u73b0\u5728\u7f3a\u4e4f\u8425\u9500\u540e\u7684\u5206\u6790\u4f18\u5316\uff0c\u6ca1\u6709\u5f62\u6210\u4e00\u4e2a\u7cbe\u51c6\u8425\u9500\u7684\u95ed\u73af\u3002<\/li><\/ul>\n\n\n\n<p><strong>4. \u7cbe\u51c6\u8425\u9500\u9879\u76ee\u4ef7\u503c<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/www.growthhk.cn\/wp-content\/uploads\/2022\/04\/25692e8363ab46988a0a7662f4d85bc1.png\" alt=\"\u90c1\u4e3d\u840d\uff1a\u54c8\u5570\u51fa\u884c\u7cbe\u51c6\u8425\u9500\u6846\u67b6\u53ca\u7b97\u6cd5\u5b9e\u8df5\"\/><\/figure>\n\n\n\n<p>\u7cbe\u51c6\u8425\u9500\u7684\u9879\u76ee\u4ef7\u503c\u4e3b\u8981\u4f53\u73b0\u5728\u4ee5\u4e0b\u4e24\u4e2a\u65b9\u9762:<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li><strong>\u63d0\u6548<\/strong>\uff1a\u4e3b\u8981\u8868\u73b0\u5728\u4e24\u70b9\uff0c\u7b2c\u4e00\u70b9\u662f\u63d0\u5347\u7cbe\u51c6\u8425\u9500\u7684\u6548\u7387\uff0c\u4e3b\u8981\u8868\u73b0\u5728\u8fd0\u8425\u53ef\u4ee5\u76f4\u63a5\u5bf9\u7b97\u6cd5\u7684\u7cbe\u51c6\u4eba\u7fa4\u5305\u53bb\u8fdb\u884c\u8425\u9500\uff0c\u4e0d\u7528\u53bb\u505a\u524d\u671f\u7684\u5927\u91cf\u6d4b\u8bd5\u3002\u7b2c\u4e8c\u70b9\uff0c\u4e3b\u8981\u662f\u63d0\u5347\u8f6c\u5316\u7387\uff0c\u4e3b\u8981\u662f\u901a\u8fc7\u7cbe\u51c6\u8425\u9500\u4eba\u7fa4\u6a21\u578b\u7684\u642d\u5efa\uff0c\u53bb\u63d0\u5347\u4e1a\u52a1\u70b9\u51fb\u7387\uff0c\u9884\u8ba1\u63d0\u5347CTR\u7684\u5e45\u5ea6\u662f20%\u3002<\/li><li><strong>\u589e\u6536<\/strong>\uff1a\u901a\u8fc7\u7cbe\u51c6\u8425\u9500\u53ef\u4ee5\u63d0\u5347\u4e1a\u52a1\u7684\u8ba2\u5355\u91cf\uff0c\u9884\u8ba1\u53ef\u4ee5\u63d0\u534720%\u3002<\/li><\/ul>\n\n\n\n<p><strong>02<\/strong><\/p>\n\n\n\n<p><strong>\u7cbe\u51c6\u8425\u9500\u6846\u67b6<\/strong><\/p>\n\n\n\n<p>\u5728\u642d\u5efa\u7cbe\u51c6\u8425\u9500\u6846\u67b6\u4e4b\u524d\uff0c\u9700\u8981\u6df1\u5165\u4e86\u89e3\u4e1a\u52a1\uff0c\u627e\u5230\u54c8\u5570\u7cbe\u51c6\u8425\u9500\u573a\u666f\u7684\u7279\u70b9\uff0c\u5e76\u627e\u5230\u5bf9\u5e94\u7684\u89e3\u6cd5\u3002<\/p>\n\n\n\n<p><strong>1. \u7cbe\u51c6\u8425\u9500\u573a\u666f\u7279\u70b9\u4e0e\u89e3\u6cd5<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/www.growthhk.cn\/wp-content\/uploads\/2022\/04\/4785796290e949cebea161000dc5b9a9.png\" alt=\"\u90c1\u4e3d\u840d\uff1a\u54c8\u5570\u51fa\u884c\u7cbe\u51c6\u8425\u9500\u6846\u67b6\u53ca\u7b97\u6cd5\u5b9e\u8df5\"\/><\/figure>\n\n\n\n<p>\u901a\u8fc7\u524d\u671f\u7684\u6570\u636e\u5206\u6790\u548c\u8c03\u7814\u53d1\u73b0\uff0c\u76ee\u524d\u54c8\u5570\u7cbe\u51c6\u8425\u9500\u7684\u573a\u666f\u7279\u70b9\u548c\u6211\u4eec\u9488\u5bf9\u6027\u7684\u89e3\u6cd5\u4e3b\u8981\u6709\u4ee5\u4e0b\u4e09\u65b9\u9762\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>\u7cbe\u51c6\u8425\u9500\u573a\u666f\u4f17\u591a\uff0c\u5b9a\u5236\u5316\u91cd\u590d\u5f00\u53d1\uff1a\u7b97\u6cd5\u4ece\u6a21\u5757\u5316\u9010\u6b65\u8d70\u5411\u7ec4\u4ef6\u5316\uff0c\u4ee5\u53ca\u6700\u7ec8\u8d70\u5411\u7684\u5e73\u53f0\u5316\u3002<\/li><li>\u9ad8\u8d28\u91cf\u4eba\u7fa4\u9700\u8981\u7ee7\u7eed\u6269\u91cf\uff1a\u91c7\u7528\u76ee\u524d\u4e1a\u754c\u6bd4\u8f83\u5148\u8fdb\u7684\u534a\u76d1\u7763\u6846\u67b6Pu-Learning\u3002<\/li><li>\u79cd\u5b50\u7528\u6237\u8fc7\u5c11\uff0c\u4e0d\u8db3\u4ee5\u7b97\u6cd5\u5efa\u6a21\uff1a\u53bb\u901a\u8fc7\u4e00\u4e9b\u65e0\u76d1\u7763\u7684\u5b66\u4e60\u65b9\u6cd5\uff0c\u8fdb\u884c\u667a\u80fd\u653e\u91cf\u3002<\/li><\/ul>\n\n\n\n<p><strong>2. \u7cbe\u51c6\u8425\u9500\u4e1a\u52a1\u6846\u67b6<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/www.growthhk.cn\/wp-content\/uploads\/2022\/04\/3cac3b4b3f5443299cd8e43527b13faf.png\" alt=\"\u90c1\u4e3d\u840d\uff1a\u54c8\u5570\u51fa\u884c\u7cbe\u51c6\u8425\u9500\u6846\u67b6\u53ca\u7b97\u6cd5\u5b9e\u8df5\"\/><\/figure>\n\n\n\n<p>\u7cbe\u51c6\u8425\u9500\u7684\u4e1a\u52a1\u6846\u67b6\u4e3b\u8981\u5206\u4e3a\u4ee5\u4e0b\u4e09\u5927\u6a21\u5757:<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li><strong>\u7279\u5f81\u5904\u7406<\/strong>\uff1a\u4e3b\u8981\u5206\u4e3a\u79bb\u7ebf\u7279\u5f81\u5904\u7406\u548c\u5b9e\u65f6\u7279\u5f81\u5904\u7406\uff0c\u79bb\u7ebf\u7684\u7279\u5f81\u5904\u7406\u4e3b\u8981\u662f\u901a\u8fc7\u57cb\u70b9\u6570\u636e\u8ba1\u7b97\u51fa\u7684\u79bb\u7ebf\u8868\u63d0\u524d\u5b58\u50a8\u5230\u673a\u5668\u672c\u5730\u3002\u5b9e\u65f6\u7279\u5f81\u4e3b\u8981\u662f\u901a\u8fc7Flink\u53bb\u8ba1\u7b97\u4e00\u4e9b\u5b9e\u65f6\u7279\u5f81\uff0c\u5c06\u5176\u5b58\u50a8\u5728Redis\u4e2d\u3002<\/li><li><strong>\u7cbe\u51c6\u8425\u9500<\/strong>\uff1a\u5305\u62ec\u7b97\u6cd5\u3001\u7528\u6237\u5206\u6790\u5e73\u53f0\u548c\u6295\u653e\u5e73\u53f0\u6a21\u5757\u3002\u9996\u5148\u662f\u7b97\u6cd5\uff0c\u7b97\u6cd5\u4e3b\u8981\u5206\u4e3a\u4e24\u4e2a\u70b9\uff0c\u7b2c\u4e00\u4e2a\u5c31\u662f\u884c\u4e1a\u5305\uff0c\u6240\u8c13\u7684\u884c\u4e1a\u5305\u5c31\u662f\u5728Pu-Learning\u6846\u67b6\u4e0b\u7684LookAlike\u5efa\u6a21\u65b9\u6cd5\u3002\u7b2c\u4e8c\u70b9\u662f\u667a\u80fd\u653e\u91cf\uff0c\u901a\u8fc7Graph Embedding\u65e0\u76d1\u7763\u5b66\u4e60\u7684\u65b9\u5f0f\u53bb\u5f97\u5230\u7528\u6237\u4e4b\u95f4\u7684embedding\uff0c\u4e4b\u540e\u901a\u8fc7\u5411\u91cf\u5f15\u64ce\u53bb\u8ba1\u7b97\u7528\u6237\u548c\u7528\u6237\u4e4b\u95f4\u7684\u76f8\u4f3c\u5ea6\uff0c\u5f97\u5230\u6bcf\u4e2a\u7528\u6237\u7684top n\u76f8\u4f3c\u7528\u6237\u3002\u5176\u6b21\u662f\u7528\u6237\u5206\u6790\u5e73\u53f0\u6a21\u5757\uff0c\u8fd0\u8425\u9996\u5148\u521b\u5efa\u7531\u539f\u5b50\u6807\u7b7e\u7ec4\u6210\u7684\u79cd\u5b50\u4eba\u7fa4\u7fa4\u7ec4\uff0c\u7136\u540e\u9009\u62e9\u662f\u5426\u8fdb\u884c\u667a\u80fd\u653e\u91cf\uff0c\u5982\u82e5\u9009\u62e9\uff0c\u7b97\u6cd5\u5c06\u4f1a\u8fd4\u56de\u653e\u91cf\u540e\u7684\u76ee\u6807\u7fa4\u7ec4\u3002\u518d\u6b21\u662f\u6295\u653e\u5e73\u53f0\uff0c\u5f53\u8fd0\u8425\u5728\u8fdb\u884c\u4efb\u52a1\u6295\u653e\u65f6\uff0c\u9996\u5148\u9700\u8981\u521b\u5efa\u4efb\u52a1\uff0c\u7136\u540e\u9009\u62e9\u4efb\u52a1\u65b9\u6848\uff0c\u8fd9\u4e2a\u65b9\u6848\u5c31\u662f\u7528\u6237\u5206\u6790\u5e73\u53f0\u8fd4\u56de\u7684\u76ee\u6807\u7fa4\u7ec4\uff0c\u4e4b\u540e\u8fdb\u884c\u4efb\u52a1\u7684\u4e0b\u53d1\uff0c\u4ee5\u53ca\u4e00\u4e9bab\u6548\u679c\u7684\u56de\u6536\u3002<\/li><li><strong>\u7b97\u6cd5\u573a\u666f<\/strong>\uff1a\u4e3b\u8981\u662f\u4e1a\u52a1\u62c9\u65b0\u3001\u4e1a\u52a1\u4fc3\u6d3b\u548c\u4e1a\u52a1\u6d41\u5931\u3002\u6d3b\u52a8\u65b9\u9762\uff0c\u4e3b\u8981\u5305\u542b\u8d44\u6e90\u4f4d\u7684\u6295\u653e\uff0cBanner\uff0c\u7ad9\u5185\u4fe1\uff0c\u6216\u8005\u662fpush\u3002<\/li><\/ul>\n\n\n\n<p><strong>3. \u7cbe\u51c6\u8425\u9500\u6280\u672f\u6846\u67b6<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/www.growthhk.cn\/wp-content\/uploads\/2022\/04\/73ca6571bccc49c9992e379665e2e902.png\" alt=\"\u90c1\u4e3d\u840d\uff1a\u54c8\u5570\u51fa\u884c\u7cbe\u51c6\u8425\u9500\u6846\u67b6\u53ca\u7b97\u6cd5\u5b9e\u8df5\"\/><\/figure>\n\n\n\n<p>\u63a5\u4e0b\u6765\u7ad9\u5728\u6280\u672f\u7684\u89c6\u89d2\u53bb\u770b\u7cbe\u51c6\u8425\u9500\u7684\u6846\u67b6\u3002<\/p>\n\n\n\n<p>\u8fd0\u8425\u5728\u521b\u5efa\u8425\u9500\u4efb\u52a1\u65f6\uff0c\u9996\u5148\u9009\u62e9\u4efb\u52a1\u65b9\u6848\uff0c\u8fd9\u4e2a\u65b9\u6848\u80cc\u540e\u662f\u7528\u6237\u7684\u76ee\u6807\u7fa4\u7ec4\uff0c\u6b64\u7fa4\u7ec4\u7531\u4e24\u4e2a\u90e8\u5206\u6784\u6210\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li><strong>\u7531\u884c\u4e1a\u5305\u5f62\u6210\u7684\u7fa4\u7ec4<\/strong>\uff1a\u901a\u8fc7\u4e00\u4e9b\u79bb\u7ebf\u7684\u6837\u672c\u548c\u7279\u5f81\uff0c\u79bb\u7ebf\u8bad\u7ec3\u6a21\u578b\uff0c\u5c06\u6a21\u578b\u90e8\u7f72\u5728DataMan\uff0c\u6700\u540e\u5f62\u6210\u4e00\u4e2a\u79bb\u7ebf\u7684\u9884\u6d4b\u4efb\u52a1\u3002\u6b64\u4efb\u52a1\u5c06\u8f93\u51fa\u7684\u6570\u636e\u5b58\u50a8\u5728hive\u8868\uff0c\u6b64\u540e\u5c06\u8868\u6570\u636e\u5b58\u50a8\u5728ES\u4e2d\uff0c\u5f62\u6210\u6807\u7b7e\uff0c\u6700\u7ec8\u6784\u6210\u76ee\u6807\u7fa4\u7ec4\u3002<\/li><li><strong>\u667a\u80fd\u653e\u91cf\u670d\u52a1\u653e\u91cf\u540e\u7684\u76ee\u6807\u7fa4\u7ec4<\/strong>\uff1a\u4e1a\u52a1\u524d\u7aef\u6536\u96c6\u884c\u4e3a\u57cb\u70b9\u6570\u636e\uff0c\u5c06\u5176\u5b58\u50a8\u5728kafka\u4e2d\uff0c\u7136\u540e\u901a\u8fc7flink\u5b9e\u65f6\u8ba1\u7b97\uff0c\u5c06\u8ba1\u7b97\u51fa\u7684\u5b9e\u65f6\u7279\u5f81\uff0c\u5b58\u50a8\u5728Redis\uff0c\u5f53\u667a\u80fd\u653e\u91cf\u670d\u52a1\u4f7f\u7528\u65f6\uff0c\u76f4\u63a5\u4ece\u7279\u5f81\u5e73\u53f0\u53d6\u6570\u636e\u3002<\/li><\/ul>\n\n\n\n<p><strong>03<\/strong><\/p>\n\n\n\n<p><strong>\u7cbe\u51c6\u8425\u9500\u7b97\u6cd5\u80fd\u529b<\/strong><\/p>\n\n\n\n<p><strong>1. Pu-Learning\u6846\u67b6\u4e0b\u7684LookAlike\u5efa\u6a21\u65b9\u6cd5<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/www.growthhk.cn\/wp-content\/uploads\/2022\/04\/4cc6a6bc5eed469a85b46762aac8004d.png\" alt=\"\u90c1\u4e3d\u840d\uff1a\u54c8\u5570\u51fa\u884c\u7cbe\u51c6\u8425\u9500\u6846\u67b6\u53ca\u7b97\u6cd5\u5b9e\u8df5\"\/><\/figure>\n\n\n\n<p>\u4ec0\u4e48\u662flookAlike\uff1f\u5b83\u4e0d\u662f\u4e00\u79cd\u7279\u5b9a\u7684\u7b97\u6cd5\uff0c\u800c\u662f\u4e00\u79cd\u601d\u60f3\uff0c\u4e3b\u8981\u662f\u6839\u636e\u79cd\u5b50\u7528\u6237\u53bb\u5bfb\u627e\u76f8\u4f3c\u7684\u62d3\u5c55\u4eba\u7fa4\u3002<\/p>\n\n\n\n<p>\u600e\u4e48\u505alookAlike\uff1f\u4e3b\u8981\u5206\u4e3a\u4e24\u4e2a\u65b9\u6cd5\uff1a\u5229\u7528\u673a\u5668\u5b66\u4e60\u6a21\u578b\u8fdb\u884c\u9690\u5f0f\u4eba\u7fa4\u62d3\u5c55\uff1b\u5229\u7528\u793e\u4ea4\u56fe\u7ed3\u6784\u7684\u76f8\u4f3c\u4eba\u7fa4\u62d3\u5c55\u3002\u5176\u4e2d\u673a\u5668\u5b66\u4e60\u6a21\u578b\u4e3b\u8981\u5206\u4e3a\u6709\u76d1\u7763\u3001\u534a\u76d1\u7763\u548c\u65e0\u76d1\u7763\u4e09\u7c7b\uff0c\u5728\u6709\u76d1\u7763\u5b66\u4e60\uff0c\u5206\u7c7b\u8fc7\u7a0b\u4e2d\uff0c\u6240\u6709\u7684\u8bad\u7ec3\u6570\u636e\u90fd\u662f\u6709\u6807\u7b7e\u7684\uff1b\u5728\u534a\u76d1\u7763\u5b66\u4e60\u4e2d\uff0c\u8bad\u7ec3\u6570\u636e\u7684\u4e00\u90e8\u5206\u662f\u6709\u6807\u7b7e\u7684\uff0c\u53e6\u4e00\u90e8\u5206\u6ca1\u6709\u6807\u7b7e\uff0c\u5e76\u4e14\u6ca1\u6807\u7b7e\u6570\u636e\u7684\u91cf\u5e38\u5e38\u8fdc\u5927\u4e8e\u6709\u6807\u7b7e\u7684\u91cf\u3002\u800c\u5728\u65e0\u76d1\u7763\u5b66\u4e60\u4e2d\u662f\u6ca1\u6709\u6807\u7b7e\u7684\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/www.growthhk.cn\/wp-content\/uploads\/2022\/04\/9518254b0241496b8ce4b3b32d16c864.png\" alt=\"\u90c1\u4e3d\u840d\uff1a\u54c8\u5570\u51fa\u884c\u7cbe\u51c6\u8425\u9500\u6846\u67b6\u53ca\u7b97\u6cd5\u5b9e\u8df5\"\/><\/figure>\n\n\n\n<p>\u5728\u505alookAlike\u7684\u65f6\u5019\u9047\u5230\u7684\u6311\u6218\uff0c\u4ee5\u53ca\u5bf9\u5e94\u89e3\u51b3\u65b9\u6848\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>\u65b0\u4e1a\u52a1\u7528\u6237\u7279\u5f81\u7a00\u758f\uff1a\u7a00\u758f\u4e3b\u8981\u8868\u73b0\u5728\uff0c\u54c8\u5570\u76ee\u524d\u4ee5\u4e24\u8f6e\u6d41\u91cf\u7ed9\u65b0\u4e1a\u52a1\u5bfc\u6d41\uff0c\u5e76\u4e14\u4e24\u8f6e\u7684\u7528\u6237\u7fa4\u4f53\u57fa\u6570\u662f\u6bd4\u8f83\u5927\u7684\u3002\u4f46\u662f\u65b0\u4e1a\u52a1\u5728\u8d77\u91cf\u65f6\uff0c\u7528\u6237\u5f80\u5f80\u662f\u6bd4\u8f83\u5c11\u7684\uff0c\u6240\u4ee5\u4f1a\u5bfc\u81f4\u7528\u6237\u884c\u4e3a\u7279\u5f81\u7684\u7a00\u758f\u3002\u5bf9\u6b64\uff0c\u91c7\u7528\u7684\u89e3\u51b3\u65b9\u6848\u662f\u4f7f\u7528\u4e24\u8f6e\u7279\u5f81\u3002<\/li><li>\u53ef\u7528\u7279\u5f81\u8f83\u5c11\uff1a\u5bf9\u6b64\u89e3\u51b3\u65b9\u6848\u662f\u5206\u6790\u5404\u4e1a\u52a1\u95f4\u7684\u5171\u6027\uff0c\u5f97\u5230\u4e1a\u52a1\u4e4b\u95f4\u7684\u4ea4\u53c9\u7279\u5f81\u3002<\/li><li>\u9ad8\u8d28\u91cf\u4eba\u7fa4\u9700\u8981\u7ee7\u7eed\u6269\u91cf\uff1a\u5bf9\u6b64\u91c7\u7528\u7684\u65b9\u6848\u662f\u91c7\u7528\u7684\u662f\u4e1a\u754c\u76ee\u524d\u6bd4\u8f83\u5148\u8fdb\u7684Pu-Learning\u6846\u67b6\u3002<\/li><\/ul>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/www.growthhk.cn\/wp-content\/uploads\/2022\/04\/fc736e2fade648d080a09ea1dc0ce5d2.png\" alt=\"\u90c1\u4e3d\u840d\uff1a\u54c8\u5570\u51fa\u884c\u7cbe\u51c6\u8425\u9500\u6846\u67b6\u53ca\u7b97\u6cd5\u5b9e\u8df5\"\/><\/figure>\n\n\n\n<p>\u9762\u5bf9\u591a\u4e2a\u4e1a\u52a1\u591a\u9636\u6bb5\u53d1\u5c55\u7684\u65f6\u5019\uff0c\u7b97\u6cd5\u8fed\u4ee3\u5206\u4e3a\u4ee5\u4e0b\u4e24\u4e2a\u9636\u6bb5\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li><strong>\u91c7\u7528GBM\u6709\u76d1\u7763\u5b66\u4e60\u6a21\u578b<\/strong>\u3002\u6b63\u6837\u672c\u662f\u65b0\u4e1a\u52a1\u771f\u5b9e\u8f6c\u5316\u7684\u79cd\u5b50\u7528\u6237\uff0c\u8d1f\u6837\u672c\u662f\u4ece\u4e00\u4e9b\u672a\u8f6c\u5316\u7684\u7528\u6237\u91cc\u9762\u968f\u673a\u53bb\u9009\u53d6\u7684\u4e00\u90e8\u5206\u6837\u672c\u3002\u7531\u4e8e\u5404\u4e2a\u4e1a\u52a1\u95f4\u5b58\u5728\u5dee\u5f02\uff0c\u4e1a\u52a1\u6210\u679c\u63d0\u534730%-130% \u4e0d\u7b49\u3002<\/li><li><strong>\u91c7\u7528TSA\u534a\u76d1\u7763\u6a21\u578b<\/strong>\u3002\u6b64\u6a21\u578b\u4e3b\u8981\u5206\u4e3a\u4e24\u6b65\uff0c\u7b2c\u4e00\u6b65\u5728\u672a\u6807\u8bb0\u6837\u672c\u4e2d\u8bc6\u522b\u51fa\u4e00\u4e9b\u53ef\u9760\u7684\u8d1f\u6837\u672c\uff0c\u7b2c\u4e8c\u6b65\u5728\u6b63\u6837\u672c\u548c\u7b2c\u4e00\u6b65\u83b7\u5f97\u7684\u53ef\u9760\u8d1f\u6837\u672c\u4e0a\u8fdb\u884c\u6709\u76d1\u7763\u7684\u5b66\u4e60\u3002<\/li><\/ul>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/www.growthhk.cn\/wp-content\/uploads\/2022\/04\/ad0cf1e0af074ef7872d72bad8b2d4fc.png\" alt=\"\u90c1\u4e3d\u840d\uff1a\u54c8\u5570\u51fa\u884c\u7cbe\u51c6\u8425\u9500\u6846\u67b6\u53ca\u7b97\u6cd5\u5b9e\u8df5\"\/><\/figure>\n\n\n\n<p>\u4f20\u7edfTSA\u5efa\u6a21\u6d41\u7a0b\u5982\u4e0b\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>\u7b2c\u4e00\u6b65\uff1a\u5c06\u6b63\u6837\u672c\u6df7\u5165\u672a\u6807\u6ce8\u6837\u672c\u4e2d\uff08\u95f4\u8c0d\u6837\u672c\uff09\uff0c\u5c06\u4ed6\u4eec\u7edf\u4e00\u89c6\u4e3a\u8d1f\u6837\u672c\u8fdb\u884c\u7b2c\u4e00\u6b21\u7684\u6a21\u578b\u8bad\u7ec3\uff0c\u8bad\u7ec3\u5b8c\u4e4b\u540e\uff0c\u4e3b\u8981\u662f\u901a\u8fc7\u9009\u62e9\u6b63\u6837\u672c\u7684\u5206\u6570\u8303\u56f4\u53bb\u9009\u62e9\u51fa\u4e00\u4e9b\u53ef\u9760\u7684\u8d1f\u6837\u672c\u3002\u5177\u4f53\u5982\u4e0a\u56fe\u3002<\/li><li>\u7b2c\u4e8c\u6b65\uff1a\u5728\u6b63\u6837\u672c\u548c\u7b2c\u4e00\u6b65\u5f97\u5230\u7684\u53ef\u9760\u8d1f\u6837\u672c\u4e0a\u8fdb\u884c\u76d1\u7763\u5b66\u4e60\u3002<\/li><\/ul>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/www.growthhk.cn\/wp-content\/uploads\/2022\/04\/b176413908b348f88427c4b260fbe0ab.png\" alt=\"\u90c1\u4e3d\u840d\uff1a\u54c8\u5570\u51fa\u884c\u7cbe\u51c6\u8425\u9500\u6846\u67b6\u53ca\u7b97\u6cd5\u5b9e\u8df5\"\/><\/figure>\n\n\n\n<p>\u4f18\u5316\u7684TAS\u5efa\u6a21\u6d41\u7a0b\u5982\u4e0b\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>\u5bf9\u4f20\u7edfTSA\u7684\u7b2c\u4e00\u6b65\uff0c\u91c7\u7528EM\u6a21\u578b\u3002\u5176\u4e2dEM\u4e2d\u4e3a\u95f4\u8c0d\u6837\u672c\u5206\u5e03\u7684\u6700\u5c0f\u503c\uff0c\u4e3a\u7b97\u6cd5\u79bb\u7ebf\u6307\u6807recall\u5f88\u9ad8\u65f6\u7684\u6982\u7387\u3002<\/li><li>\u5bf9\u6b63\u6837\u672c\u8fdb\u884c\u6570\u636e\u589e\u5f3a\uff0c\u5373\u5bf9\u6b63\u6837\u672c\u8fdb\u884c\u6269\u5145\uff0c\u6269\u5145\u7684\u65b9\u6cd5\u662f\u5c06[\u04542,1]\u95f4\u7684\u6837\u672c\u4e5f\u89c6\u4e3a\u771f\u6b63\u6837\u672c\uff0c\u800c[0,\u04541]\u95f4\u7684\u6837\u672c\u89c6\u4e3a\u771f\u8d1f\u6837\u672c\uff0c\u8f93\u5165\u5230DeepFM\u6a21\u578b\u8fdb\u884c\u8bad\u7ec3\u3002<\/li><\/ul>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/www.growthhk.cn\/wp-content\/uploads\/2022\/04\/c11d18b2607c463d926801cae3e3038e.png\" alt=\"\u90c1\u4e3d\u840d\uff1a\u54c8\u5570\u51fa\u884c\u7cbe\u51c6\u8425\u9500\u6846\u67b6\u53ca\u7b97\u6cd5\u5b9e\u8df5\"\/><\/figure>\n\n\n\n<p>\u4f18\u5316TSA\u7684\u4e1a\u52a1\u6210\u679c\uff1a\u5728\u4fdd\u8bc1\u5c31\u662fROI\u4e0d\u964d\u4f4e\u7684\u60c5\u51b5\u4e0b\uff0c\u4eba\u7fa4\u6570\u91cf\u6269 3-10 \u500d\u3002<\/p>\n\n\n\n<p><strong>2. Graph Embedding\u5728\u7cbe\u51c6\u8425\u9500\u4e0a\u7684\u5de5\u4e1a\u7ea7\u5e94\u7528<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/www.growthhk.cn\/wp-content\/uploads\/2022\/04\/8a1d3a2876fa47afabf3b9cec05036fb.png\" alt=\"\u90c1\u4e3d\u840d\uff1a\u54c8\u5570\u51fa\u884c\u7cbe\u51c6\u8425\u9500\u6846\u67b6\u53ca\u7b97\u6cd5\u5b9e\u8df5\"\/><\/figure>\n\n\n\n<p>Graph Embedding\uff0c\u4e3b\u8981\u662f\u57fa\u4e8e\u7528\u6237\u5173\u7cfb\u94fe\u53bb\u5bfb\u627e\u76f8\u4f3c\u7684\u4eba\u7fa4\u3002\u5206\u4e3a\u4e24\u4e2a\u6b65\u9aa4\uff0c\u9996\u5148\u662f\u83b7\u53d6\u7528\u6237Embedding\uff0c\u5176\u6b21\u8ba1\u7b97\u7528\u6237\u95f4Embedding\u76f8\u4f3c\u5ea6\u3002\u9996\u5148\u662fEmbedding\u7684\u83b7\u53d6\uff0c\u4e3b\u8981\u662f\u5229\u7528\u67d0\u79cd\u65e0\u76d1\u7763\u673a\u5668\u5b66\u4e60\u65b9\u6cd5\u5f97\u5230\u3002<\/p>\n\n\n\n<p>\u5728\u505aGraph Embedding\u65f6\u9762\u5bf9\u7684\u6311\u6218\u548c\u5bf9\u5e94\u65b9\u6848\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>\u79cd\u5b50\u4eba\u7fa4\u5c11\uff0c\u5982\u4f55\u6269\u91cf\uff1a\u65e0\u76d1\u7763\u8ba1\u7b97Embedding\u76f8\u4f3c\u5ea6\u3002<\/li><li>\u5982\u4f55\u6784\u56fe\uff1a\u65f6\u7a7a\u4fe1\u606f\u6784\u56fe\u3002<\/li><li>\u5982\u4f55\u589e\u5f3a\u5e8f\u7684\u6982\u5ff5\uff1aAPP\u70b9\u51fb\u5e8f\u5217\u3002<\/li><\/ul>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/www.growthhk.cn\/wp-content\/uploads\/2022\/04\/81d0ff4f39034e52895f94ea25daddcf.png\" alt=\"\u90c1\u4e3d\u840d\uff1a\u54c8\u5570\u51fa\u884c\u7cbe\u51c6\u8425\u9500\u6846\u67b6\u53ca\u7b97\u6cd5\u5b9e\u8df5\"\/><\/figure>\n\n\n\n<p>\u65f6\u7a7a\u4fe1\u606f\u6784\u56fe\u7531\u70b9\u3001\u8fb9\u6784\u6210\u3002\u70b9\u6307\u7684\u662f\u7528\u6237\u3002\u8fb9\u6307\u7684\u662f\u7528\u6237\u4e0e\u7528\u6237\u5728\u540c\u4e00\u5730\u5757\u3001\u540c\u4e00\u65f6\u95f4\u3001\u540c\u65f6\u53d1\u751f\u7684\u884c\u4e3a\u3002\u5176\u4e2d\u7528\u6237\u884c\u4e3a\uff0c\u4e3b\u8981\u5305\u62ec\u7528\u6237\u5bf9\u5355\u8f66\u7684\u626b\u7801\u548c\u5173\u9501\u7b49\u3002\u6743\u91cd\u662f\u65e0\u5411\u7b49\u6743\uff0c\u5373\u5f53\u7528\u6237\u5728\u4e00\u4e2a\u5730\u5757\u4e00\u4e2a\u65f6\u95f4\u6bb5\u540c\u65f6\u53d1\u751f\u67d0\u79cd\u884c\u4e3a\u65f6\uff0c\u5b83\u4eec\u4e4b\u95f4\u4f1a\u6709\u4e00\u6761\u8fb9\uff0c\u5e76\u4e14\u6b64\u8fb9\u662f\u7b49\u6743\u91cd\u7684\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/www.growthhk.cn\/wp-content\/uploads\/2022\/04\/8f69c591c4d4448fab6b174c9eac4c62.png\" alt=\"\u90c1\u4e3d\u840d\uff1a\u54c8\u5570\u51fa\u884c\u7cbe\u51c6\u8425\u9500\u6846\u67b6\u53ca\u7b97\u6cd5\u5b9e\u8df5\"\/><\/figure>\n\n\n\n<p>\u7136\u540e\u91c7\u7528DeepWalk\u5f97\u5230\u7528\u6237\u7684Embedding\u3002DeepWalk\u7684\u539f\u7406\u662f\u5148\u5728\u56fe\u4e2d\u968f\u673a\u8d70\u51fa\u4e00\u4e2a\u8def\u5f84\uff0c\u4e4b\u540e\u5c06\u8def\u5f84\u5e8f\u5217\u8f93\u5165\u5230Skip-Gram\u91cc\u8fdb\u884c\u8bad\u7ec3\uff0c\u6700\u540e\u5f97\u5230\u7528\u6237\u7684\u5411\u91cf\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/www.growthhk.cn\/wp-content\/uploads\/2022\/04\/af67eb0342064e2393fc75985c9be6b2.png\" alt=\"\u90c1\u4e3d\u840d\uff1a\u54c8\u5570\u51fa\u884c\u7cbe\u51c6\u8425\u9500\u6846\u67b6\u53ca\u7b97\u6cd5\u5b9e\u8df5\"\/><\/figure>\n\n\n\n<p>\u4f46\u662f\u4e0a\u8ff0\u505a\u6cd5\u5b58\u5728\u4e00\u5b9a\u7684\u4e0d\u8db3\uff0c\u5373\u53ea\u8003\u8651\u4e86\u7528\u6237\u548c\u7528\u6237\u4e4b\u95f4\u7684\u5173\u7cfb\uff0c\u6ca1\u6709\u5c06\u7528\u6237\u4e4b\u95f4\u672c\u8eab\u7684\u4e00\u4e9b\u7279\u6027\u52a0\u5230\u6a21\u578b\u4e2d\u3002\u56e0\u6b64\u540e\u7eed\u7b2c\u4e8c\u4e2a\u8fed\u4ee3\u7248\u672c\u91c7\u7528\u7684\u662fEGES\u6a21\u578b\uff0c\u5176\u4e3b\u8981\u548c\u4ee5\u4e0a\u505a\u6cd5\u6709\u4e24\u70b9\u4e0d\u540c\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>\u7b2c\u4e00\u70b9\uff1a\u628a\u7528\u6237Side information\u52a0\u5165\u5230\u6a21\u578b\u3002<\/li><li>\u7b2c\u4e8c\u70b9\uff1a\u4e0d\u540c\u7c7b\u578b\u7528\u6237Side information\u8bbe\u7f6e\u4e0d\u540c\u6743\u91cd\u3002<\/li><\/ul>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/www.growthhk.cn\/wp-content\/uploads\/2022\/04\/dc80f747809f4b70b30b1c6406cb02ba.png\" alt=\"\u90c1\u4e3d\u840d\uff1a\u54c8\u5570\u51fa\u884c\u7cbe\u51c6\u8425\u9500\u6846\u67b6\u53ca\u7b97\u6cd5\u5b9e\u8df5\"\/><\/figure>\n\n\n\n<p>\u5728\u524d\u9762\u4e24\u4e2a\u7b97\u6cd5\u8fed\u4ee3\u7248\u672c\u4e2d\uff0c\u4e3b\u8981\u662f\u4e24\u8f6e\u7684\u9a91\u884c\u884c\u4e3a\uff0c\u7528\u6237\u95f4\u7684\u5173\u7cfb\u4ee5\u53ca\u7528\u6237\u672c\u8eab\u7279\u6027\u4e09\u5927\u65b9\u9762\u7684\u7279\u5f81\uff0c\u4f46\u662f\u8981\u8003\u8651\u54c8\u5570APP\u7684\u6240\u6709\u7528\u6237\uff0c\u6240\u4ee5\u7b2c\u4e09\u4e2a\u8fed\u4ee3\u90e8\u5206\u662f\u5c06\u4e00\u4e9bAPP\u7684\u884c\u4e3a\u5e8f\u5217\u7ed9\u52a0\u8fdb\u53bb\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/www.growthhk.cn\/wp-content\/uploads\/2022\/04\/c2024bd2c82c4117b79df2c93b559eb6.png\" alt=\"\u90c1\u4e3d\u840d\uff1a\u54c8\u5570\u51fa\u884c\u7cbe\u51c6\u8425\u9500\u6846\u67b6\u53ca\u7b97\u6cd5\u5b9e\u8df5\"\/><\/figure>\n\n\n\n<p>\u5de5\u4e1a\u7ea7\u5411\u91cf\u76f8\u4f3c\u5ea6\u7684\u8ba1\u7b97\u65b9\u6cd5\uff0c\u91c7\u7528\u5411\u91cf\u5f15\u64ceMilvus\uff0c\u5b83\u7684\u4e3b\u8981\u4f18\u70b9\u6709\u4e24\u4e2a\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>\u7b2c\u4e00\uff1a\u53ef\u8fbe\u5230\u8fd1\u5b9e\u65f6\u67e5\u8be2\u7684\u6548\u679c\u3002<\/li><li>\u7b2c\u4e8c\uff1a\u96c6\u6210\u4e86\u591a\u4e2a\u5411\u91cf\u7d22\u5f15\u5e93\uff0c\u53ef\u5728\u9650\u5b9a\u7684\u65f6\u95f4\u5185\u7ed9\u4e1a\u52a1\u8fd4\u56de\u7ed3\u679c\u3002<\/li><\/ul>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/www.growthhk.cn\/wp-content\/uploads\/2022\/04\/2ed47e8d3b204c9791f8efbb1889e5f2.png\" alt=\"\u90c1\u4e3d\u840d\uff1a\u54c8\u5570\u51fa\u884c\u7cbe\u51c6\u8425\u9500\u6846\u67b6\u53ca\u7b97\u6cd5\u5b9e\u8df5\"\/><\/figure>\n\n\n\n<p>\u6b64\u6b21\u4e1a\u52a1\u6210\u679c\u4e3b\u8981\u4f53\u73b0\u5728\u4e24\u4e2a\u65b9\u9762\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>\u8986\u76d6\u5ea6\uff1a\u5168\u9762\u5e73\u53f0\u5316\uff0c0\u6210\u672c\u652f\u6301\u667a\u80fd\u653e\u91cf\u4eba\u7fa4\u5305\uff0c\u5e76\u8986\u76d660%\u573a\u666f\u3002<\/li><li>\u63d0\u5347\u5ea6\uff1aROI\u63d0\u534720+%\u3002<\/li><\/ul>\n\n\n\n<p><br><strong>04<\/strong><\/p>\n\n\n\n<p><strong>\u672a\u6765\u65b9\u5411<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/www.growthhk.cn\/wp-content\/uploads\/2022\/04\/a5991b2ee1f04ee1abc7991c46e695b5.png\" 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