{"id":670,"date":"2024-08-23T09:11:49","date_gmt":"2024-08-23T01:11:49","guid":{"rendered":"http:\/\/www.gmail10000.com\/blog\/?p=670"},"modified":"2024-08-23T09:11:49","modified_gmt":"2024-08-23T01:11:49","slug":"%e6%90%9c%e7%b4%a2%e6%9c%ba%e5%99%a8%e5%ad%a6%e4%b9%a0%e6%8c%87%e5%8d%97%ef%bc%9a%e5%85%b3%e9%94%ae%e6%9c%af%e8%af%ad%e3%80%81%e6%a6%82%e5%bf%b5%e5%92%8c%e7%ae%97%e6%b3%95","status":"publish","type":"post","link":"http:\/\/www.gmail10000.com\/blog\/?p=670","title":{"rendered":"\u641c\u7d22\u673a\u5668\u5b66\u4e60\u6307\u5357\uff1a\u5173\u952e\u672f\u8bed\u3001\u6982\u5ff5\u548c\u7b97\u6cd5"},"content":{"rendered":"<h1><\/h1>\n<h2 class=\"subhead\"><span>\u60f3\u8981\u4e86\u89e3\u673a\u5668\u5b66\u4e60\u5982\u4f55\u5f71\u54cd\u641c\u7d22\uff1f\u4e86\u89e3 Google \u5982\u4f55\u5728\u641c\u7d22\u4e2d\u4f7f\u7528\u673a\u5668\u5b66\u4e60\u6a21\u578b\u548c\u7b97\u6cd5\u3002<\/span><\/h2>\n<div id=\"st-1\">\n<div class=\"st-btn st-last st-custom-button\" data-network=\"searchbot\" data-bs-toggle=\"modal\" data-bs-target=\"#SearchBotModal\"><\/div>\n<\/div>\n<div class=\"body-content pt-3\">\n<div class=\"bialty-container\">\n<p><span>\u8bf4\u5230\u673a\u5668\u5b66\u4e60\uff0c\u6709\u4e00\u4e9b\u5e7f\u6cdb\u7684\u6982\u5ff5\u548c\u672f\u8bed\u662f\u6bcf\u4e2a\u4ece\u4e8b\u641c\u7d22\u7684\u4eba\u90fd\u5e94\u8be5\u77e5\u9053\u7684\u3002\u6211\u4eec\u90fd\u5e94\u8be5\u77e5\u9053\u673a\u5668\u5b66\u4e60\u7684\u5e94\u7528\u9886\u57df\uff0c\u4ee5\u53ca\u5b58\u5728\u7684\u4e0d\u540c\u7c7b\u578b\u7684\u673a\u5668\u5b66\u4e60\u3002<\/span><\/p>\n<p><span>\u7ee7\u7eed\u9605\u8bfb\uff0c\u4ee5\u66f4\u597d\u5730\u4e86\u89e3\u673a\u5668\u5b66\u4e60\u5982\u4f55\u5f71\u54cd\u641c\u7d22\u3001\u641c\u7d22\u5f15\u64ce\u5728\u505a\u4ec0\u4e48\u4ee5\u53ca\u5982\u4f55\u8bc6\u522b\u673a\u5668\u5b66\u4e60\u5728\u8d77\u4f5c\u7528\u3002\u8ba9\u6211\u4eec\u4ece\u51e0\u4e2a\u5b9a\u4e49\u5f00\u59cb\u3002\u7136\u540e\u6211\u4eec\u5c06\u8ba8\u8bba\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\u548c\u6a21\u578b\u3002<\/span><\/p>\n<h2 id=\"h-machine-learning-terms\" class=\"wp-block-heading\"><span>\u673a\u5668\u5b66\u4e60\u672f\u8bed<\/span><\/h2>\n<p><span>\u4ee5\u4e0b\u662f\u4e00\u4e9b\u91cd\u8981\u7684\u673a\u5668\u5b66\u4e60\u672f\u8bed\u7684\u5b9a\u4e49\uff0c\u5176\u4e2d\u5927\u90e8\u5206\u5c06\u5728\u672c\u6587\u7684\u67d0\u4e2a\u90e8\u5206\u8ba8\u8bba\u3002\u8fd9\u5e76\u4e0d\u662f\u4e00\u4efd\u6db5\u76d6\u6240\u6709\u673a\u5668\u5b66\u4e60\u672f\u8bed\u7684\u7efc\u5408\u8bcd\u6c47\u8868\u3002\u5982\u679c\u60a8\u9700\u8981\uff0cGoogle<\/span><a href=\"https:\/\/developers.google.com\/machine-learning\/glossary\"><span>\u5728\u6b64\u5904<\/span><\/a><span>\u63d0\u4f9b\u4e86\u4e00\u4e2a\u5f88\u597d\u7684\u8bcd\u6c47\u8868\u3002<\/span><\/p>\n<p>&nbsp;<\/p>\n<ul>\n<li><strong><span>\u7b97\u6cd5<\/span><\/strong><span>\uff1a\u5bf9\u6570\u636e\u8fdb\u884c\u6570\u5b66\u8fd0\u7b97\u4ee5\u4ea7\u751f\u8f93\u51fa\u3002\u9488\u5bf9\u4e0d\u540c\u7684\u673a\u5668\u5b66\u4e60\u95ee\u9898\uff0c\u6709\u4e0d\u540c\u7c7b\u578b\u7684\u7b97\u6cd5\u3002<\/span><\/li>\n<li><strong><span>\u4eba\u5de5\u667a\u80fd (AI)<\/span><\/strong><span>\uff1a\u8ba1\u7b97\u673a\u79d1\u5b66\u7684\u4e00\u4e2a\u9886\u57df\uff0c\u4e13\u6ce8\u4e8e\u4f7f\u8ba1\u7b97\u673a\u83b7\u5f97\u590d\u5236\u6216\u53d7\u4eba\u7c7b\u667a\u80fd\u542f\u53d1\u7684\u6280\u80fd\u6216\u80fd\u529b\u3002\u00a0<\/span><\/li>\n<li><strong><span>\u8bed\u6599\u5e93<\/span><\/strong><span>\uff1a\u4e66\u9762\u6587\u672c\u7684\u96c6\u5408\u3002\u901a\u5e38\u4ee5\u67d0\u79cd\u65b9\u5f0f\u7ec4\u7ec7\u3002<\/span><\/li>\n<li><strong><span>\u5b9e\u4f53<\/span><\/strong><span>\uff1a\u72ec\u7279\u3001\u5355\u4e00\u3001\u5b9a\u4e49\u660e\u786e\u4e14\u53ef\u533a\u5206\u7684\u4e8b\u7269\u6216\u6982\u5ff5\u3002\u60a8\u53ef\u4ee5\u5927\u81f4\u5c06\u5176\u89c6\u4e3a\u540d\u8bcd\uff0c\u4f46\u5176\u542b\u4e49\u6bd4\u540d\u8bcd\u8981\u5bbd\u6cdb\u4e00\u4e9b\u3002\u7279\u5b9a\u8272\u8c03\u7684\u7ea2\u8272\u5c31\u662f\u4e00\u4e2a\u5b9e\u4f53\u3002\u5b83\u662f\u72ec\u4e00\u65e0\u4e8c\u7684\uff0c\u56e0\u4e3a\u6ca1\u6709\u5176\u4ed6\u989c\u8272\u4e0e\u5b83\u5b8c\u5168\u76f8\u540c\uff0c\u5b83\u662f\u5b9a\u4e49\u660e\u786e\u7684\uff08\u60f3\u60f3\u5341\u516d\u8fdb\u5236\u4ee3\u7801\uff09\uff0c\u5b83\u662f\u53ef\u533a\u5206\u7684\uff0c\u56e0\u4e3a\u60a8\u53ef\u4ee5\u5c06\u5b83\u4e0e\u4efb\u4f55\u5176\u4ed6\u989c\u8272\u533a\u5206\u5f00\u6765\u3002<\/span><\/li>\n<li><strong><span>\u673a\u5668\u5b66\u4e60<\/span><\/strong><span>\uff1a\u4eba\u5de5\u667a\u80fd\u7684\u4e00\u4e2a\u9886\u57df\uff0c\u4e13\u6ce8\u4e8e\u521b\u5efa\u7b97\u6cd5\u3001\u6a21\u578b\u548c\u7cfb\u7edf\u6765\u6267\u884c\u4efb\u52a1\uff0c\u5e76\u4e14\u901a\u5e38\u5728\u65e0\u9700\u660e\u786e\u7f16\u7a0b\u7684\u60c5\u51b5\u4e0b\u6539\u8fdb\u81ea\u8eab\u6267\u884c\u8be5\u4efb\u52a1\u7684\u80fd\u529b\u3002<\/span><\/li>\n<li><strong><span>\u6a21\u578b\uff1a<\/span><\/strong><span>\u6a21\u578b\u7ecf\u5e38\u4e0e\u7b97\u6cd5\u6df7\u6dc6\u3002\u9664\u975e\u60a8\u662f\u673a\u5668\u5b66\u4e60\u5de5\u7a0b\u5e08\uff0c\u5426\u5219\u8fd9\u79cd\u533a\u522b\u53ef\u80fd\u5f88\u6a21\u7cca\u3002\u672c\u8d28\u4e0a\uff0c\u533a\u522b\u5728\u4e8e\u7b97\u6cd5\u53ea\u662f\u4ea7\u751f\u8f93\u51fa\u503c\u7684\u516c\u5f0f\uff0c\u800c\u6a21\u578b\u5219\u662f\u8be5\u7b97\u6cd5\u5728\u9488\u5bf9\u7279\u5b9a\u4efb\u52a1\u8fdb\u884c\u8bad\u7ec3\u540e\u4ea7\u751f\u7684\u7ed3\u679c\u7684\u8868\u793a\u3002\u56e0\u6b64\uff0c\u5f53\u6211\u4eec\u8bf4\u201cBERT \u6a21\u578b\u201d\u65f6\uff0c\u6211\u4eec\u6307\u7684\u662f\u9488\u5bf9\u7279\u5b9a NLP \u4efb\u52a1\u8fdb\u884c\u8bad\u7ec3\u7684 BERT\uff08\u54ea\u4e2a\u4efb\u52a1\u548c\u6a21\u578b\u5927\u5c0f\u5c06\u51b3\u5b9a\u54ea\u4e2a\u7279\u5b9a\u7684 BERT \u6a21\u578b\uff09\u3002\u00a0<\/span><\/li>\n<li><strong><span>\u81ea\u7136\u8bed\u8a00\u5904\u7406\uff08NLP\uff09\uff1a<\/span><\/strong><span>\u63cf\u8ff0\u5904\u7406\u57fa\u4e8e\u8bed\u8a00\u7684\u4fe1\u606f\u4ee5\u5b8c\u6210\u4efb\u52a1\u7684\u5de5\u4f5c\u9886\u57df\u7684\u901a\u7528\u672f\u8bed\u3002<\/span><\/li>\n<li><strong><span>\u795e\u7ecf\u7f51\u7edc<\/span><\/strong><span>\uff1a\u4e00\u79cd\u6a21\u578b\u67b6\u6784\uff0c\u7075\u611f\u6765\u81ea\u5927\u8111\uff0c\u5305\u62ec\u4e00\u4e2a\u8f93\u5165\u5c42\uff08\u4fe1\u53f7\u8fdb\u5165\u7684\u5730\u65b9\u2014\u2014\u5bf9\u4e8e\u4eba\u7c7b\u6765\u8bf4\uff0c\u4f60\u53ef\u4ee5\u8ba4\u4e3a\u5b83\u662f\u89e6\u6478\u7269\u4f53\u65f6\u53d1\u9001\u5230\u5927\u8111\u7684\u4fe1\u53f7\uff09\u3001\u591a\u4e2a\u9690\u85cf\u5c42\uff08\u63d0\u4f9b\u8bb8\u591a\u4e0d\u540c\u7684\u8def\u5f84\uff0c\u8f93\u5165\u53ef\u4ee5\u8c03\u6574\u4ee5\u4ea7\u751f\u8f93\u51fa\uff09\u548c\u8f93\u51fa\u5c42\u3002\u4fe1\u53f7\u8fdb\u5165\uff0c\u6d4b\u8bd5\u591a\u4e2a\u4e0d\u540c\u7684\u201c\u8def\u5f84\u201d\u4ee5\u4ea7\u751f\u8f93\u51fa\u5c42\uff0c\u5e76\u88ab\u7f16\u7a0b\u4e3a\u8d8b\u5411\u4e8e\u66f4\u597d\u7684\u8f93\u51fa\u6761\u4ef6\u3002\u4ece\u89c6\u89c9\u4e0a\u770b\uff0c\u5b83\u53ef\u4ee5\u8868\u793a\u4e3a\uff1a<\/span><\/li>\n<\/ul>\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-383918 entered lazyloaded\" src=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2022\/04\/neural-network.jpg.webp\" sizes=\"auto, (max-width: 640px) 100vw, 640px\" srcset=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2022\/04\/neural-network.jpg.webp 640w,https:\/\/searchengineland.com\/wp-content\/seloads\/2022\/04\/neural-network-600x305.jpg.webp 600w,https:\/\/searchengineland.com\/wp-content\/seloads\/2022\/04\/neural-network-200x102.jpg.webp 200w,https:\/\/searchengineland.com\/wp-content\/seloads\/2022\/04\/neural-network-150x76.jpg.webp 150w\" alt=\"\u795e\u7ecf\u7f51\u7edc\" width=\"640\" height=\"325\" data-lazy-srcset=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2022\/04\/neural-network.jpg.webp 640w,https:\/\/searchengineland.com\/wp-content\/seloads\/2022\/04\/neural-network-600x305.jpg.webp 600w,https:\/\/searchengineland.com\/wp-content\/seloads\/2022\/04\/neural-network-200x102.jpg.webp 200w,https:\/\/searchengineland.com\/wp-content\/seloads\/2022\/04\/neural-network-150x76.jpg.webp 150w\" data-lazy-sizes=\"(max-width: 640px) 100vw, 640px\" data-lazy-src=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2022\/04\/neural-network.jpg.webp\" data-ll-status=\"loaded\" \/><\/figure>\n<h2 id=\"h-artificial-intelligence-vs-machine-learning-what-s-the-difference\" class=\"wp-block-heading\"><span>\u4eba\u5de5\u667a\u80fd\u4e0e\u673a\u5668\u5b66\u4e60\uff1a\u6709\u4ec0\u4e48\u533a\u522b\uff1f<\/span><\/h2>\n<p><span>\u6211\u4eec\u7ecf\u5e38\u542c\u5230\u4eba\u5de5\u667a\u80fd\u548c\u673a\u5668\u5b66\u4e60\u8fd9\u4e24\u4e2a\u8bcd\u4e92\u6362\u4f7f\u7528\u3002\u5b83\u4eec\u5e76\u4e0d\u5b8c\u5168\u76f8\u540c\u3002<\/span><\/p>\n<p><span>\u4eba\u5de5\u667a\u80fd\u662f\u8ba9\u673a\u5668\u6a21\u4eff\u667a\u80fd\u7684\u9886\u57df\uff0c\u800c\u673a\u5668\u5b66\u4e60\u662f\u8ffd\u6c42\u65e0\u9700\u4e3a\u67d0\u9879\u4efb\u52a1\u660e\u786e\u7f16\u7a0b\u5373\u53ef\u5b66\u4e60\u7684\u7cfb\u7edf\u3002<\/span><\/p>\n<p><span>\u4ece\u89c6\u89c9\u4e0a\u6765\u8bf4\uff0c\u4f60\u53ef\u4ee5\u8fd9\u6837\u60f3\uff1a<\/span><\/p>\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-383916 entered lazyloaded\" src=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2022\/04\/computer-science-artificial-intelligence-machine-learning-venn-600x600.png.webp\" sizes=\"auto, (max-width: 600px) 100vw, 600px\" srcset=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2022\/04\/computer-science-artificial-intelligence-machine-learning-venn-600x600.png.webp 600w,https:\/\/searchengineland.com\/wp-content\/seloads\/2022\/04\/computer-science-artificial-intelligence-machine-learning-venn-338x338.png.webp 338w,https:\/\/searchengineland.com\/wp-content\/seloads\/2022\/04\/computer-science-artificial-intelligence-machine-learning-venn-113x113.png.webp 113w,https:\/\/searchengineland.com\/wp-content\/seloads\/2022\/04\/computer-science-artificial-intelligence-machine-learning-venn-95x95.png.webp 95w,https:\/\/searchengineland.com\/wp-content\/seloads\/2022\/04\/computer-science-artificial-intelligence-machine-learning-venn-96x96.png.webp 96w,https:\/\/searchengineland.com\/wp-content\/seloads\/2022\/04\/computer-science-artificial-intelligence-machine-learning-venn-150x150.png.webp 150w,https:\/\/searchengineland.com\/wp-content\/seloads\/2022\/04\/computer-science-artificial-intelligence-machine-learning-venn.png.webp 622w\" alt=\"\u8ba1\u7b97\u673a\u79d1\u5b66\u4eba\u5de5\u667a\u80fd\u673a\u5668\u5b66\u4e60\u7ef4\u6069\" width=\"600\" height=\"600\" data-lazy-srcset=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2022\/04\/computer-science-artificial-intelligence-machine-learning-venn-600x600.png.webp 600w,https:\/\/searchengineland.com\/wp-content\/seloads\/2022\/04\/computer-science-artificial-intelligence-machine-learning-venn-338x338.png.webp 338w,https:\/\/searchengineland.com\/wp-content\/seloads\/2022\/04\/computer-science-artificial-intelligence-machine-learning-venn-113x113.png.webp 113w,https:\/\/searchengineland.com\/wp-content\/seloads\/2022\/04\/computer-science-artificial-intelligence-machine-learning-venn-95x95.png.webp 95w,https:\/\/searchengineland.com\/wp-content\/seloads\/2022\/04\/computer-science-artificial-intelligence-machine-learning-venn-96x96.png.webp 96w,https:\/\/searchengineland.com\/wp-content\/seloads\/2022\/04\/computer-science-artificial-intelligence-machine-learning-venn-150x150.png.webp 150w,https:\/\/searchengineland.com\/wp-content\/seloads\/2022\/04\/computer-science-artificial-intelligence-machine-learning-venn.png.webp 622w\" data-lazy-sizes=\"(max-width: 600px) 100vw, 600px\" data-lazy-src=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2022\/04\/computer-science-artificial-intelligence-machine-learning-venn-600x600.png.webp\" data-ll-status=\"loaded\" \/><\/figure>\n<h2 id=\"h-google-s-machine-learning-related-algorithms\" class=\"wp-block-heading\"><span>\u8c37\u6b4c\u7684\u673a\u5668\u5b66\u4e60\u76f8\u5173\u7b97\u6cd5<\/span><\/h2>\n<p><span>\u6240\u6709\u4e3b\u6d41\u641c\u7d22\u5f15\u64ce\u90fd\u4ee5\u4e00\u79cd\u6216\u591a\u79cd\u65b9\u5f0f\u4f7f\u7528\u673a\u5668\u5b66\u4e60\u3002\u4e8b\u5b9e\u4e0a\uff0c<\/span><span>\u5fae\u8f6f\u6b63\u5728\u53d6\u5f97\u4e00\u4e9b\u91cd\u5927\u7a81\u7834<\/span><span>\u3002Facebook \u7b49\u793e\u4ea4\u7f51\u7edc\u4e5f\u901a\u8fc7 Meta AI \u548c WebFormer \u7b49\u6a21\u578b\u5b9e\u73b0\u4e86\u8fd9\u4e00\u7a81\u7834\u3002\u00a0<\/span><\/p>\n<p><span>\u4f46\u672c\u6587\u7684\u91cd\u70b9\u662f SEO\u3002\u867d\u7136 Bing \u662f\u4e00\u5bb6\u641c\u7d22\u5f15\u64ce\uff0c\u5728\u7f8e\u56fd\u5e02\u573a\u5360\u6709 6.61% \u7684\u4efd\u989d\uff0c\u4f46\u5728\u672c\u6587\u4e2d\u6211\u4eec\u4e0d\u4f1a\u91cd\u70b9\u4ecb\u7ecd\u5b83\uff0c\u56e0\u4e3a\u6211\u4eec\u5c06\u63a2\u8ba8\u6d41\u884c\u4e14\u91cd\u8981\u7684\u641c\u7d22\u76f8\u5173\u6280\u672f\u3002<\/span><\/p>\n<p><span>Google \u4f7f\u7528\u4e86\u5927\u91cf\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\u3002\u4f60\u3001\u6211\uff0c\u6216\u8005\u4efb\u4f55 Google \u5de5\u7a0b\u5e08\u90fd\u4e0d\u53ef\u80fd\u4e86\u89e3\u6240\u6709\u7b97\u6cd5\u3002\u9664\u6b64\u4e4b\u5916\uff0c\u8bb8\u591a\u7b97\u6cd5\u53ea\u662f\u641c\u7d22\u9886\u57df\u7684\u65e0\u540d\u82f1\u96c4\uff0c\u6211\u4eec\u4e0d\u9700\u8981\u5168\u9762\u63a2\u7d22\u5b83\u4eec\uff0c\u56e0\u4e3a\u5b83\u4eec\u53ea\u662f\u8ba9\u5176\u4ed6\u7cfb\u7edf\u8fd0\u884c\u5f97\u66f4\u597d\u3002\u00a0<\/span><\/p>\n<p><span>\u5c31\u4e0a\u4e0b\u6587\u800c\u8a00\uff0c\u8fd9\u4e9b\u5c06\u5305\u62ec\u5982\u4e0b\u7b97\u6cd5\u548c\u6a21\u578b\uff1a<\/span><\/p>\n<ul>\n<li><strong><span>Google FLAN<\/span><\/strong><span>\u00a0\u2013 \u5b83\u53ea\u662f\u52a0\u901f\u4e86\u5b66\u4e60\u4ece\u4e00\u4e2a\u9886\u57df\u8f6c\u79fb\u5230\u53e6\u4e00\u4e2a\u9886\u57df\u7684\u8fc7\u7a0b\uff0c\u5e76\u964d\u4f4e\u4e86\u8ba1\u7b97\u6210\u672c\u3002\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff1a\u5728\u673a\u5668\u5b66\u4e60\u4e2d\uff0c\u9886\u57df\u4e0d\u662f\u6307\u7f51\u7ad9\uff0c\u800c\u662f\u6307\u5b83\u5b8c\u6210\u7684\u4efb\u52a1\u6216\u4efb\u52a1\u96c6\u7fa4\uff0c\u4f8b\u5982\u81ea\u7136\u8bed\u8a00\u5904\u7406 (NLP) \u4e2d\u7684\u60c5\u7eea\u5206\u6790\u6216\u8ba1\u7b97\u673a\u89c6\u89c9 (CV) \u4e2d\u7684\u5bf9\u8c61\u68c0\u6d4b\u3002<\/span><\/li>\n<li><strong><span>V-MoE\u2014\u2014<\/span><\/strong><span>\u8be5\u6a21\u578b\u7684\u552f\u4e00\u4efb\u52a1\u662f\u5141\u8bb8\u4f7f\u7528\u8f83\u5c11\u7684\u8d44\u6e90\u8bad\u7ec3\u5927\u578b\u89c6\u89c9\u6a21\u578b\u3002\u6b63\u662f\u8fd9\u6837\u7684\u53d1\u5c55\u901a\u8fc7\u6269\u5c55\u6280\u672f\u80fd\u529b\u6765\u63a8\u52a8\u8fdb\u6b65\u3002<\/span><\/li>\n<li><strong><span>\u5b50\u4f2a\u6807\u7b7e<\/span><\/strong><span>\u2014\u2014\u8be5\u7cfb\u7edf\u53ef\u63d0\u9ad8\u89c6\u9891\u4e2d\u7684\u52a8\u4f5c\u8bc6\u522b\u80fd\u529b\uff0c\u534f\u52a9\u5b8c\u6210\u5404\u79cd\u4e0e\u89c6\u9891\u76f8\u5173\u7684\u7406\u89e3\u548c\u4efb\u52a1\u3002<\/span><\/li>\n<\/ul>\n<p><span>\u8fd9\u4e9b\u90fd\u4e0d\u4f1a\u76f4\u63a5\u5f71\u54cd\u6392\u540d\u6216\u5e03\u5c40\u3002\u4f46\u5b83\u4eec\u4f1a\u5f71\u54cd Google \u7684\u6210\u529f\u7a0b\u5ea6\u3002<\/span><\/p>\n<p><span>\u73b0\u5728\u8ba9\u6211\u4eec\u6765\u770b\u770b\u4e0e Google \u6392\u540d\u76f8\u5173\u7684\u6838\u5fc3\u7b97\u6cd5\u548c\u6a21\u578b\u3002<\/span><\/p>\n<h3 id=\"h-rankbrain\" class=\"wp-block-heading\"><span>RankBrain<\/span><\/h3>\n<p><span>\u8fd9\u5c31\u662f\u4e00\u5207\u7684\u5f00\u59cb\u2014\u2014\u5c06\u673a\u5668\u5b66\u4e60\u5f15\u5165\u8c37\u6b4c\u7684\u7b97\u6cd5\u3002<\/span><\/p>\n<p><span>RankBrain \u7b97\u6cd5\u4e8e 2015 \u5e74\u63a8\u51fa<\/span><span>\uff0c\u5e94\u7528\u4e8e Google \u4e4b\u524d\u672a\u66fe\u89c1\u8fc7\u7684\u67e5\u8be2\uff08\u5360 15%\uff09\u3002\u5230 2016 \u5e74 6 \u6708\uff0c\u8be5\u7b97\u6cd5\u5df2\u6269\u5c55\u5230\u6db5\u76d6\u6240\u6709\u67e5\u8be2\u3002<\/span><\/p>\n<p><span>\u7ee7\u8702\u9e1f\u548c\u77e5\u8bc6\u56fe\u8c31\u7b49\u91cd\u5927\u8fdb\u5c55\u4e4b\u540e\uff0cRankBrain \u5e2e\u52a9 Google \u4ece\u5c06\u4e16\u754c\u89c6\u4e3a\u5b57\u7b26\u4e32\uff08\u5173\u952e\u5b57\u548c\u5355\u8bcd\u548c\u5b57\u7b26\u96c6\uff09\u6269\u5c55\u5230\u4e8b\u7269\uff08\u5b9e\u4f53\uff09\u3002\u4f8b\u5982\uff0c\u5728\u6b64\u4e4b\u524d\uff0cGoogle \u57fa\u672c\u4e0a\u4f1a\u5c06\u6211\u5c45\u4f4f\u7684\u57ce\u5e02\uff08\u7ef4\u591a\u5229\u4e9a\uff0cBC\uff09\u89c6\u4e3a\u4e24\u4e2a\u7ecf\u5e38\u540c\u65f6\u51fa\u73b0\u7684\u5355\u8bcd\uff0c\u4f46\u4e5f\u7ecf\u5e38\u5355\u72ec\u51fa\u73b0\uff0c\u5e76\u4e14\u5f53\u5b83\u4eec\u540c\u65f6\u51fa\u73b0\u65f6\uff0c\u53ef\u80fd\u4f46\u5e76\u4e0d\u603b\u662f\u610f\u5473\u7740\u4e0d\u540c\u7684\u4e1c\u897f\u3002<\/span><\/p>\n<p><span>\u5728 RankBrain \u4e4b\u540e\uff0c\u4ed6\u4eec\u5c06 Victoria, BC \u89c6\u4e3a\u4e00\u4e2a\u5b9e\u4f53 &#8211; \u53ef\u80fd\u662f\u673a\u5668 ID\uff08\/m\/07ypt\uff09 &#8211; \u56e0\u6b64\u5373\u4f7f\u4ed6\u4eec\u53ea\u70b9\u51fb\u201cVictoria\u201d\u8fd9\u4e2a\u8bcd\uff0c\u5982\u679c\u4ed6\u4eec\u80fd\u591f\u5efa\u7acb\u4e0a\u4e0b\u6587\uff0c\u4ed6\u4eec\u5c31\u4f1a\u5c06\u5176\u89c6\u4e3a\u4e0e Victoria, BC \u76f8\u540c\u7684\u5b9e\u4f53\u3002<\/span><\/p>\n<p><span>\u6709\u4e86\u5b83\uff0c\u4ed6\u4eec\u5c31\u80fd\u201c\u770b\u5230\u201d\u5173\u952e\u8bcd\u4ee5\u5916\u7684\u610f\u4e49\uff0c\u5c31\u50cf\u6211\u4eec\u7684\u5927\u8111\u4e00\u6837\u3002\u6bd5\u7adf\uff0c\u5f53\u4f60\u8bfb\u5230\u201c\u6211\u9644\u8fd1\u7684\u62ab\u8428\u201d\u65f6\uff0c\u4f60\u662f\u7406\u89e3\u4e86\u4e09\u4e2a\u5355\u8bcd\u7684\u610f\u601d\uff0c\u8fd8\u662f\u5728\u8111\u6d77\u4e2d\u60f3\u8c61\u51fa\u4e86\u62ab\u8428\u7684\u6837\u5b50\uff0c\u5e76\u7406\u89e3\u4e86\u4f60\u6240\u5728\u7684\u4f4d\u7f6e\uff1f<\/span><\/p>\n<p><span>\u7b80\u800c\u8a00\u4e4b\uff0cRankBrain \u5e2e\u52a9\u7b97\u6cd5\u5c06\u4fe1\u53f7\u5e94\u7528\u4e8e\u4e8b\u7269\u800c\u4e0d\u662f\u5173\u952e\u8bcd\u3002<\/span><\/p>\n<h3 id=\"h-bert\" class=\"wp-block-heading\"><span>BERT<\/span><\/h3>\n<p><span>BERT\uff08\u6765\u81ea<strong>Transformer<\/strong>\u7684<\/span><strong><span>\u53cc\u5411<\/span><\/strong><strong><span>\u7f16\u7801<\/span><\/strong><span>\u5668<\/span><strong><span>\u8868\u793a<\/span><\/strong><span>\uff09\u3002\u00a0<\/span><\/p>\n<p><span>\u968f\u77402019 \u5e74<\/span><span>BERT \u6a21\u578b\u5f15\u5165\u8c37\u6b4c\u7b97\u6cd5<\/span><span>\uff0c\u8c37\u6b4c\u5bf9\u6982\u5ff5\u7684\u7406\u89e3\u4ece\u5355\u5411\u8f6c\u53d8\u4e3a\u53cc\u5411\u3002<\/span><\/p>\n<p><span>\u8fd9\u4e0d\u662f\u4e00\u4e2a\u5e73\u51e1\u7684\u53d8\u5316\u3002<\/span><\/p>\n<p><span>\u8c37\u6b4c\u5728 2018 \u5e74\u5ba3\u5e03\u5f00\u6e90 BERT \u6a21\u578b\u65f6\u9644\u5e26\u7684\u89c6\u89c9\u56fe\u6709\u52a9\u4e8e\u63cf\u7ed8\u8fd9\u4e00\u753b\u9762\uff1a<\/span><\/p>\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-383920 entered lazyloaded\" src=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2022\/04\/bert.png.webp\" sizes=\"auto, (max-width: 768px) 100vw, 768px\" srcset=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2022\/04\/bert.png.webp 768w,https:\/\/searchengineland.com\/wp-content\/seloads\/2022\/04\/bert-600x139.png.webp 600w,https:\/\/searchengineland.com\/wp-content\/seloads\/2022\/04\/bert-200x46.png.webp 200w,https:\/\/searchengineland.com\/wp-content\/seloads\/2022\/04\/bert-150x35.png.webp 150w\" alt=\"\u4f2f\u7279\" width=\"768\" height=\"178\" data-lazy-srcset=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2022\/04\/bert.png.webp 768w,https:\/\/searchengineland.com\/wp-content\/seloads\/2022\/04\/bert-600x139.png.webp 600w,https:\/\/searchengineland.com\/wp-content\/seloads\/2022\/04\/bert-200x46.png.webp 200w,https:\/\/searchengineland.com\/wp-content\/seloads\/2022\/04\/bert-150x35.png.webp 150w\" data-lazy-sizes=\"(max-width: 768px) 100vw, 768px\" data-lazy-src=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2022\/04\/bert.png.webp\" data-ll-status=\"loaded\" \/><\/figure>\n<p><span>\u65e0\u9700\u8be6\u7ec6\u4e86\u89e3\u673a\u5668\u5b66\u4e60\u4e2d token \u548c transformer \u7684\u5de5\u4f5c\u539f\u7406\uff0c\u53ea\u9700\u67e5\u770b\u8fd9\u4e09\u5e45\u56fe\u548c\u7bad\u5934\uff0c\u5e76\u601d\u8003\u5728 BERT \u7248\u672c\u4e2d\uff0c\u6bcf\u4e2a\u5355\u8bcd\u5982\u4f55\u4ece\u4e24\u8fb9\u7684\u5355\u8bcd\uff08\u5305\u62ec\u591a\u4e2a\u5355\u8bcd\uff09\u4e2d\u83b7\u53d6\u4fe1\u606f\uff0c\u5c31\u8db3\u4ee5\u6ee1\u8db3\u6211\u4eec\u7684\u9700\u6c42\u3002\u00a0<\/span><\/p>\n<p><span>\u4ee5\u524d\uff0c\u6a21\u578b\u53ea\u80fd\u4ece\u4e00\u4e2a\u65b9\u5411\u4e0a\u5e94\u7528\u6765\u81ea\u5355\u8bcd\u7684\u6d1e\u5bdf\u529b\uff0c\u800c\u73b0\u5728\uff0c\u5b83\u4eec\u53ef\u4ee5\u4ece\u4e24\u4e2a\u65b9\u5411\u4e0a\u83b7\u5f97\u57fa\u4e8e\u5355\u8bcd\u7684\u4e0a\u4e0b\u6587\u7406\u89e3\u3002<\/span><\/p>\n<p><span>\u4e00\u4e2a\u7b80\u5355\u7684\u4f8b\u5b50\u53ef\u80fd\u662f\u201c\u6c7d\u8f66\u662f\u7ea2\u8272\u7684\u201d\u3002<\/span><\/p>\n<p><span>\u53ea\u6709\u5728 BERT \u88ab\u6b63\u786e\u7406\u89e3\u4e3a\u7ea2\u8272\u4e4b\u540e\uff0c\u6c7d\u8f66\u7684\u989c\u8272\u624d\u4f1a\u88ab\u7406\u89e3\uff0c\u56e0\u4e3a\u76f4\u5230\u90a3\u65f6\uff0c\u201c\u7ea2\u8272\u201d\u8fd9\u4e2a\u8bcd\u624d\u51fa\u73b0\u5728\u201c\u6c7d\u8f66\u201d\u8fd9\u4e2a\u8bcd\u4e4b\u540e\uff0c\u800c\u8be5\u4fe1\u606f\u624d\u88ab\u53d1\u56de\u3002<\/span><\/p>\n<p><span>\u987a\u4fbf\u8bf4\u4e00\u53e5\uff0c\u5982\u679c\u60a8\u60f3\u4f7f\u7528 BERT\uff0c<\/span><span>GitHub \u4e0a\u63d0\u4f9b\u4e86<\/span><span>\u5404\u79cd\u6a21\u578b\u3002<\/span><\/p>\n<h3 id=\"h-lamda\" class=\"wp-block-heading\"><span>\u62c9\u7f8e\u88d4\u7f8e\u56fd\u4eba\u53d1\u5c55\u534f\u4f1a<\/span><\/h3>\n<p><span>LaMDA<\/span><span>\u5c1a\u672a\u6b63\u5f0f\u90e8\u7f72\uff0c\u4e8e 2021 \u5e74 5 \u6708\u5728 Google I\/O \u5927\u4f1a\u4e0a\u9996\u6b21\u5ba3\u5e03\u3002<\/span><\/p>\n<p><span>\u9700\u8981\u6f84\u6e05\u7684\u662f\uff0c\u5f53\u6211\u5199\u201c\u5c1a\u672a\u90e8\u7f72\u201d\u65f6\uff0c\u6211\u7684\u610f\u601d\u662f\u201c\u636e\u6211\u6240\u77e5\u201d\u3002\u6bd5\u7adf\uff0c\u6211\u4eec\u5728 RankBrain \u88ab\u90e8\u7f72\u5230\u7b97\u6cd5\u4e2d\u51e0\u4e2a\u6708\u540e\u624d\u53d1\u73b0\u5b83\u3002\u8bdd\u867d\u5982\u6b64\uff0c\u4e00\u65e6\u90e8\u7f72\uff0c\u5b83\u5c06\u662f\u9769\u547d\u6027\u7684\u3002<\/span><\/p>\n<p><span>LaMDA \u662f\u4e00\u79cd\u5bf9\u8bdd\u8bed\u8a00\u6a21\u578b\uff0c\u5b83\u4f3c\u4e4e\u8d85\u8d8a\u4e86\u5f53\u524d\u6700\u5148\u8fdb\u7684\u6280\u672f\u3002<\/span><\/p>\n<p><span>LaMDA \u7684\u91cd\u70b9\u4e3b\u8981\u6709\u4e24\u4e2a\u65b9\u9762\uff1a<\/span><\/p>\n<ol>\n<li><span>\u63d0\u9ad8\u5bf9\u8bdd\u7684\u5408\u7406\u6027\u548c\u9488\u5bf9\u6027\u3002\u672c\u8d28\u4e0a\uff0c\u5c31\u662f\u786e\u4fdd\u804a\u5929\u4e2d\u7684\u56de\u590d\u65e2\u5408\u7406<\/span><strong><span>\u53c8<\/span><\/strong><span>\u5177\u4f53\u3002\u4f8b\u5982\uff0c\u5bf9\u4e8e\u5927\u591a\u6570\u95ee\u9898\uff0c\u201c\u6211\u4e0d\u77e5\u9053\u201d\u7684\u56de\u7b54\u662f\u5408\u7406\u7684\uff0c\u4f46\u5e76\u4e0d\u5177\u4f53\u3002\u53e6\u4e00\u65b9\u9762\uff0c\u5bf9\u4e8e\u201c\u4f60\u597d\u5417\uff1f\u201d\u8fd9\u6837\u7684\u95ee\u9898\u7684\u56de\u7b54\uff0c\u5373\u201c\u6211\u559c\u6b22\u5728\u96e8\u5929\u559d\u9e2d\u6c64\u3002\u8fd9\u5f88\u50cf\u653e\u98ce\u7b5d\u3002\u201d\u975e\u5e38\u5177\u4f53\uff0c\u4f46\u4e0d\u592a\u5408\u7406\u3002LaMDA<\/span><br \/>\n<span>\u6709\u52a9\u4e8e\u89e3\u51b3\u8fd9\u4e24\u4e2a\u95ee\u9898\u3002<\/span><\/li>\n<li><span>\u5f53\u6211\u4eec\u4ea4\u6d41\u65f6\uff0c\u5f88\u5c11\u662f\u7ebf\u6027\u5bf9\u8bdd\u3002\u5f53\u6211\u4eec\u8003\u8651\u8ba8\u8bba\u53ef\u80fd\u4ece\u54ea\u91cc\u5f00\u59cb\u548c\u5728\u54ea\u91cc\u7ed3\u675f\u65f6\uff0c\u5373\u4f7f\u8ba8\u8bba\u7684\u662f\u4e00\u4e2a\u5355\u4e00\u4e3b\u9898\uff08\u4f8b\u5982\uff0c\u201c\u4e3a\u4ec0\u4e48\u6211\u4eec\u672c\u5468\u7684\u6d41\u91cf\u4e0b\u964d\u4e86\uff1f\u201d\uff09\uff0c\u6211\u4eec\u901a\u5e38\u4e5f\u4f1a\u8ba8\u8bba\u5230\u6211\u4eec\u65e0\u6cd5\u9884\u6d4b\u7684\u4e0d\u540c\u4e3b\u9898\u3002<\/span><br \/>\n<span>\u4efb\u4f55\u4f7f\u7528\u8fc7\u804a\u5929\u673a\u5668\u4eba\u7684\u4eba\u90fd\u77e5\u9053\uff0c\u5b83\u4eec\u5728\u8fd9\u4e9b\u60c5\u51b5\u4e0b\u8868\u73b0\u7cdf\u7cd5\u3002\u5b83\u4eec\u4e0d\u80fd\u5f88\u597d\u5730\u9002\u5e94\uff0c\u4e5f\u4e0d\u80fd\u5f88\u597d\u5730\u5c06\u8fc7\u53bb\u7684\u4fe1\u606f\u5e26\u5165\u672a\u6765\uff08\u53cd\u4e4b\u4ea6\u7136\uff09\u3002LaMDA<\/span><br \/>\n<span>\u8fdb\u4e00\u6b65\u89e3\u51b3\u4e86\u8fd9\u4e2a\u95ee\u9898\u3002<\/span><\/li>\n<\/ol>\n<p><span>\u4ee5\u4e0b\u662f\u6765\u81ea Google \u7684\u4e00\u4e2a\u793a\u4f8b\u5bf9\u8bdd\uff1a<\/span><\/p>\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-383921 entered lazyloaded\" src=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2022\/04\/LaMDA.gif\" alt=\"\u62c9\u7f8e\u88d4\u7f8e\u56fd\u4eba\u53d1\u5c55\u534f\u4f1a\" width=\"1205\" height=\"460\" data-lazy-src=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2022\/04\/LaMDA.gif\" data-ll-status=\"loaded\" \/><\/figure>\n<p><span>\u6211\u4eec\u53ef\u4ee5\u770b\u5230\u5b83\u7684\u9002\u5e94\u80fd\u529b\u8fdc\u6bd4\u4eba\u4eec\u5bf9\u804a\u5929\u673a\u5668\u4eba\u7684\u9884\u671f\u8981\u597d\u5f97\u591a\u3002<\/span><\/p>\n<p><span>\u6211\u770b\u5230 Google Assistant \u4e2d\u5b9e\u73b0\u4e86 LaMDA\u3002\u4f46\u5982\u679c\u6211\u4eec\u4ed4\u7ec6\u60f3\u60f3\uff0c\u589e\u5f3a\u7406\u89e3\u67e5\u8be2\u6d41\u7a0b\u5728\u4e2a\u4eba\u5c42\u9762\u5982\u4f55\u8fd0\u4f5c\u7684\u80fd\u529b\u65e0\u7591\u5c06\u6709\u52a9\u4e8e\u5b9a\u5236\u641c\u7d22\u7ed3\u679c\u5e03\u5c40\uff0c\u4ee5\u53ca\u5411\u7528\u6237\u5448\u73b0\u989d\u5916\u7684\u4e3b\u9898\u548c\u67e5\u8be2\u3002<\/span><\/p>\n<p><span>\u57fa\u672c\u4e0a\uff0c\u6211\u5f88\u786e\u5b9a\u6211\u4eec\u4f1a\u770b\u5230\u53d7 LaMDA \u542f\u53d1\u7684\u6280\u672f\u6e17\u900f\u5230\u975e\u804a\u5929\u641c\u7d22\u9886\u57df\u3002<\/span><\/p>\n<h3 id=\"h-kelm\" class=\"wp-block-heading\"><span>\u51ef\u5c14\u59c6<\/span><\/h3>\n<p><span>\u4e0a\u9762\u6211\u4eec\u5728\u8ba8\u8bba RankBrain \u65f6\u63d0\u5230\u4e86\u673a\u5668 ID \u548c\u5b9e\u4f53\u3002\u800c 2021 \u5e74 5 \u6708\u53d1\u5e03\u7684 KELM \u5219\u5c06\u5176\u63d0\u5347\u5230\u4e86\u4e00\u4e2a\u5168\u65b0\u7684\u6c34\u5e73\u3002<\/span><\/p>\n<p><span>KELM \u8bde\u751f\u7684\u521d\u8877\u662f\u4e3a\u4e86\u51cf\u5c11\u641c\u7d22\u4e2d\u7684\u504f\u89c1\u548c\u6709\u5bb3\u4fe1\u606f\u3002\u7531\u4e8e\u5b83\u57fa\u4e8e\u53ef\u4fe1\u4fe1\u606f\uff08Wikidata\uff09\uff0c\u56e0\u6b64\u53ef\u4ee5\u5f88\u597d\u5730\u7528\u4e8e\u6b64\u76ee\u7684\u3002\u00a0<\/span><\/p>\n<p><span>KELM \u4e0e\u5176\u8bf4\u662f\u4e00\u4e2a\u6a21\u578b\uff0c\u4e0d\u5982\u8bf4\u662f\u4e00\u4e2a\u6570\u636e\u96c6\u3002\u57fa\u672c\u4e0a\uff0c\u5b83\u662f\u673a\u5668\u5b66\u4e60\u6a21\u578b\u7684\u8bad\u7ec3\u6570\u636e\u3002\u5bf9\u4e8e\u6211\u4eec\u7684\u76ee\u7684\u800c\u8a00\uff0c\u66f4\u6709\u8da3\u7684\u662f\uff0c\u5b83\u544a\u8bc9\u6211\u4eec Google \u5904\u7406\u6570\u636e\u7684\u65b9\u6cd5\u3002<\/span><\/p>\n<p><span>\u7b80\u800c\u8a00\u4e4b\uff0c\u8c37\u6b4c\u91c7\u7528\u4e86\u82f1\u6587 Wikidata \u77e5\u8bc6\u56fe\u8c31\uff0c\u5b83\u662f\u4e09\u5143\u7ec4\uff08\u4e3b\u9898\u5b9e\u4f53\u3001\u5173\u7cfb\u3001\u5bf9\u8c61\u5b9e\u4f53\uff08\u6c7d\u8f66\u3001\u989c\u8272\u3001\u7ea2\u8272\uff09\uff09\u7684\u96c6\u5408\uff0c\u5e76\u5c06\u5176\u8f6c\u6362\u4e3a\u5404\u79cd\u5b9e\u4f53\u5b50\u56fe\u5e76\u5c06\u5176\u8bed\u8a00\u5316\u3002\u8fd9\u5728\u56fe\u50cf\u4e2d\u6700\u5bb9\u6613\u89e3\u91ca\uff1a<\/span><\/p>\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-383922 entered lazyloaded\" src=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2022\/04\/kelm.png.webp\" sizes=\"auto, (max-width: 622px) 100vw, 622px\" srcset=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2022\/04\/kelm.png.webp 622w,https:\/\/searchengineland.com\/wp-content\/seloads\/2022\/04\/kelm-600x314.png.webp 600w,https:\/\/searchengineland.com\/wp-content\/seloads\/2022\/04\/kelm-200x105.png.webp 200w,https:\/\/searchengineland.com\/wp-content\/seloads\/2022\/04\/kelm-150x78.png.webp 150w\" alt=\"\u51ef\u5c14\u59c6\" width=\"622\" height=\"325\" data-lazy-srcset=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2022\/04\/kelm.png.webp 622w,https:\/\/searchengineland.com\/wp-content\/seloads\/2022\/04\/kelm-600x314.png.webp 600w,https:\/\/searchengineland.com\/wp-content\/seloads\/2022\/04\/kelm-200x105.png.webp 200w,https:\/\/searchengineland.com\/wp-content\/seloads\/2022\/04\/kelm-150x78.png.webp 150w\" data-lazy-sizes=\"(max-width: 622px) 100vw, 622px\" data-lazy-src=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2022\/04\/kelm.png.webp\" data-ll-status=\"loaded\" \/><\/figure>\n<p><span>\u5728\u8fd9\u5f20\u56fe\u7247\u4e2d\u6211\u4eec\u770b\u5230\uff1a<\/span><\/p>\n<ul>\n<li><span>\u8be5\u4e09\u5143\u7ec4\u63cf\u8ff0\u4e86\u4e2a\u4eba\u5173\u7cfb\u3002<\/span><\/li>\n<li><span>\u5b9e\u4f53\u5b50\u56fe\u6620\u5c04\u4e0e\u4e2d\u5fc3\u5b9e\u4f53\u76f8\u5173\u7684\u591a\u4e2a\u4e09\u5143\u7ec4\u3002<\/span><\/li>\n<li><span>\u5b9e\u4f53\u5b50\u56fe\u7684\u6587\u672c\u7248\u672c\u3002<\/span><\/li>\n<li><span>\u6b63\u786e\u7684\u53e5\u5b50\u3002<\/span><\/li>\n<\/ul>\n<p><span>\u7136\u540e\u5176\u4ed6\u6a21\u578b\u53ef\u4ee5\u4f7f\u7528\u5b83\u6765\u5e2e\u52a9\u8bad\u7ec3\u5b83\u4eec\u8bc6\u522b\u4e8b\u5b9e\u5e76\u8fc7\u6ee4\u6709\u5bb3\u4fe1\u606f\u3002<\/span><\/p>\n<p><span>Google \u5df2\u5c06\u8bed\u6599\u5e93\u5f00\u6e90\uff0c<\/span><span>\u53ef\u5728 GitHub \u4e0a\u627e\u5230<\/span><span>\u3002\u5982\u679c\u4f60\u60f3\u4e86\u89e3\u66f4\u591a\u4fe1\u606f\uff0c\u67e5\u770b\u4ed6\u4eec\u7684\u63cf\u8ff0\u5c06\u6709\u52a9\u4e8e\u4f60\u4e86\u89e3\u5b83\u7684\u5de5\u4f5c\u539f\u7406\u548c\u7ed3\u6784\u3002<\/span><\/p>\n<h3 id=\"h-mum\" class=\"wp-block-heading\"><span>\u5988\u5988<\/span><\/h3>\n<p><span>MUM \u4e5f\u4e8e 2021 \u5e74 5 \u6708\u7684 Google I\/O \u5927\u4f1a\u4e0a\u5ba3\u5e03\u3002<\/span><\/p>\n<p><span>\u5c3d\u7ba1\u5b83\u5177\u6709\u9769\u547d\u6027\uff0c\u4f46\u63cf\u8ff0\u8d77\u6765\u5374\u5f88\u7b80\u5355\u3002<\/span><\/p>\n<p><span>MUM \u4ee3\u8868<\/span><strong><span>\u591a<\/span><\/strong><span>\u4efb\u52a1<\/span><strong><span>\u7edf\u4e00<\/span><\/strong><span>\u6a21\u578b<\/span><strong><span>\uff0c<\/span><\/strong><span>\u5b83\u662f\u591a\u6a21\u5f0f\u7684\u3002\u8fd9\u610f\u5473\u7740\u5b83\u201c\u7406\u89e3\u201d\u4e0d\u540c\u7684\u5185\u5bb9\u683c\u5f0f\uff0c\u5982\u6d4b\u8bd5\u3001\u56fe\u50cf\u3001\u89c6\u9891\u7b49\u3002\u8fd9\u4f7f\u5176\u80fd\u591f\u4ece\u591a\u79cd\u6a21\u5f0f\u4e2d\u83b7\u53d6\u4fe1\u606f\u5e76\u505a\u51fa\u54cd\u5e94\u3002\u00a0<\/span><\/p>\n<p><em><strong><span>\u53e6\u5916\uff1a<\/span><\/strong><span>\u8fd9\u4e0d\u662f MultiModel \u67b6\u6784\u7684\u7b2c\u4e00\u6b21\u4f7f\u7528\u3002\u5b83\u662f\u7531 Google<\/span><span>\u4e8e 2017 \u5e74<\/span><span>\u9996\u6b21\u63d0\u51fa\u7684\u3002<\/span><\/em><\/p>\n<p><span>\u6b64\u5916\uff0c\u7531\u4e8e MUM \u4ee5\u4e8b\u7269\u800c\u975e\u5b57\u7b26\u4e32\u4e3a\u4f9d\u636e\uff0c\u56e0\u6b64\u5b83\u53ef\u4ee5\u8de8\u8bed\u8a00\u6536\u96c6\u4fe1\u606f\uff0c\u7136\u540e\u4ee5\u7528\u6237\u81ea\u5df1\u7684\u8bed\u8a00\u63d0\u4f9b\u7b54\u6848\u3002\u8fd9\u4e3a\u4fe1\u606f\u8bbf\u95ee\u5e26\u6765\u4e86\u5de8\u5927\u6539\u8fdb\uff0c\u5c24\u5176\u662f\u5bf9\u4e8e\u90a3\u4e9b\u4f7f\u7528\u4e92\u8054\u7f51\u4e0a\u4e0d\u53d7\u6b22\u8fce\u7684\u8bed\u8a00\u7684\u4eba\u6765\u8bf4\uff0c\u4f46\u5373\u4f7f\u662f\u82f1\u8bed\u4f7f\u7528\u8005\u4e5f\u5c06\u76f4\u63a5\u53d7\u76ca\u3002<\/span><\/p>\n<p><span>Google \u4e3e\u7684\u4f8b\u5b50\u662f\u4e00\u4f4d\u60f3\u8981\u6500\u767b\u5bcc\u58eb\u5c71\u7684\u5f92\u6b65\u65c5\u884c\u8005\u3002\u4e00\u4e9b\u6700\u597d\u7684\u63d0\u793a\u548c\u4fe1\u606f\u53ef\u80fd\u662f\u7528\u65e5\u8bed\u5199\u7684\uff0c\u7528\u6237\u5b8c\u5168\u65e0\u6cd5\u7406\u89e3\uff0c\u56e0\u4e3a\u5373\u4f7f\u4ed6\u4eec\u53ef\u4ee5\u7ffb\u8bd1\uff0c\u4ed6\u4eec\u4e5f\u4e0d\u77e5\u9053\u8be5\u5982\u4f55\u627e\u5230\u5b83\u3002<\/span><\/p>\n<p><span>\u5173\u4e8e MUM \u7684\u4e00\u4e2a\u91cd\u8981\u63d0\u793a\u662f\uff0c\u8be5\u6a21\u578b\u4e0d\u4ec5\u7406\u89e3\u5185\u5bb9\uff0c\u8fd8\u53ef\u4ee5\u751f\u6210\u5185\u5bb9\u3002\u56e0\u6b64\uff0c\u5b83\u4e0d\u662f\u88ab\u52a8\u5730\u5c06\u7528\u6237\u5f15\u5bfc\u81f3\u7ed3\u679c\uff0c\u800c\u662f\u53ef\u4ee5\u4fc3\u8fdb\u4ece\u591a\u4e2a\u6765\u6e90\u6536\u96c6\u6570\u636e\u5e76\u81ea\u884c\u63d0\u4f9b\u53cd\u9988\uff08\u9875\u9762\u3001\u8bed\u97f3\u7b49\uff09\u3002<\/span><\/p>\n<p><span>\u5bf9\u4e8e\u5305\u62ec\u6211\u5728\u5185\u7684\u5f88\u591a\u4eba\u6765\u8bf4\uff0c\u8fd9\u53ef\u80fd\u4e5f\u662f\u8fd9\u9879\u6280\u672f\u4ee4\u4eba\u62c5\u5fe7\u7684\u4e00\u4e2a\u65b9\u9762\u3002<\/span><\/p>\n<h3 id=\"h-where-else-machine-learning-is-used\" class=\"wp-block-heading\"><span>\u673a\u5668\u5b66\u4e60\u5728\u5176\u4ed6\u9886\u57df\u7684\u5e94\u7528<\/span><\/h3>\n<p><span>\u6211\u4eec\u53ea\u8c08\u5230\u4e86\u4e00\u4e9b\u4f60\u53ef\u80fd\u542c\u8bf4\u8fc7\u7684\u5173\u952e\u7b97\u6cd5\uff0c\u6211\u8ba4\u4e3a\u8fd9\u4e9b\u7b97\u6cd5\u5bf9\u81ea\u7136\u641c\u7d22\u6709\u91cd\u5927\u5f71\u54cd\u3002\u4f46\u8fd9\u8fd8\u8fdc\u8fdc\u4e0d\u662f\u673a\u5668\u5b66\u4e60\u5e94\u7528\u7684\u5168\u90e8\u3002\u00a0<\/span><\/p>\n<p><span>\u4f8b\u5982\uff0c\u6211\u4eec\u8fd8\u53ef\u4ee5\u95ee\uff1a<\/span><\/p>\n<ul>\n<li><span>\u5728\u5e7f\u544a\u4e2d\uff0c\u662f\u4ec0\u4e48\u63a8\u52a8\u4e86\u81ea\u52a8\u7ade\u4ef7\u7b56\u7565\u548c\u5e7f\u544a\u81ea\u52a8\u5316\u80cc\u540e\u7684\u7cfb\u7edf\uff1f<\/span><\/li>\n<li><span>\u5728\u65b0\u95fb\u4e2d\uff0c\u7cfb\u7edf\u5982\u4f55\u77e5\u9053\u5982\u4f55\u5bf9\u6545\u4e8b\u8fdb\u884c\u5206\u7ec4\uff1f<\/span><\/li>\n<li><span>\u5728\u56fe\u50cf\u4e2d\uff0c\u7cfb\u7edf\u5982\u4f55\u8bc6\u522b\u5177\u4f53\u7269\u4f53\u548c\u7269\u4f53\u7c7b\u578b\uff1f<\/span><\/li>\n<li><span>\u5728Email\u4e2d\uff0c\u7cfb\u7edf\u5982\u4f55\u8fc7\u6ee4\u5783\u573e\u90ae\u4ef6\uff1f<\/span><\/li>\n<li><span>\u5728\u7ffb\u8bd1\u4e2d\uff0c\u7cfb\u7edf\u5982\u4f55\u5904\u7406\u5b66\u4e60\u65b0\u5355\u8bcd\u548c\u77ed\u8bed\uff1f<\/span><\/li>\n<li><span>\u5728\u89c6\u9891\u4e2d\uff0c\u7cfb\u7edf\u5982\u4f55\u5b66\u4e60\u4e0b\u4e00\u6b65\u63a8\u8350\u54ea\u4e9b\u89c6\u9891\uff1f<\/span><\/li>\n<\/ul>\n<p><span>\u6240\u6709\u8fd9\u4e9b\u95ee\u9898\u4ee5\u53ca\u6570\u767e\u751a\u81f3\u6570\u5343\u4e2a\u5176\u4ed6\u95ee\u9898\u90fd\u6709\u76f8\u540c\u7684\u7b54\u6848\uff1a<\/span><\/p>\n<p><strong><span>\u673a\u5668\u5b66\u4e60\u3002<\/span><\/strong><\/p>\n<h2 id=\"h-types-of-machine-learning-algorithms-and-models\" class=\"wp-block-heading\"><span>\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\u548c\u6a21\u578b\u7684\u7c7b\u578b<\/span><\/h2>\n<p><span>\u73b0\u5728\u8ba9\u6211\u4eec\u4e86\u89e3\u4e00\u4e0b\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\u548c\u6a21\u578b\u7684\u4e24\u4e2a\u76d1\u7763\u7ea7\u522b\u2014\u2014\u76d1\u7763\u5b66\u4e60\u548c\u65e0\u76d1\u7763\u5b66\u4e60\u3002\u4e86\u89e3\u6211\u4eec\u6b63\u5728\u7814\u7a76\u7684\u7b97\u6cd5\u7c7b\u578b\u4ee5\u53ca\u5728\u54ea\u91cc\u5bfb\u627e\u5b83\u4eec\u5f88\u91cd\u8981\u3002<\/span><\/p>\n<h3 id=\"h-supervised-learning\" class=\"wp-block-heading\"><span>\u76d1\u7763\u5b66\u4e60<\/span><\/h3>\n<p><span>\u7b80\u800c\u8a00\u4e4b\uff0c\u901a\u8fc7\u76d1\u7763\u5b66\u4e60\uff0c\u7b97\u6cd5\u53ef\u4ee5\u83b7\u5f97\u5b8c\u5168\u6807\u8bb0\u7684\u8bad\u7ec3\u548c\u6d4b\u8bd5\u6570\u636e\u3002<\/span><\/p>\n<p><span>\u4e5f\u5c31\u662f\u8bf4\uff0c\u6709\u4eba\u5df2\u7ecf\u52aa\u529b\u6807\u8bb0\u4e86\u6570\u5343\uff08\u6216\u6570\u767e\u4e07\uff09\u4e2a\u793a\u4f8b\uff0c\u4ee5\u4fbf\u5728\u53ef\u9760\u7684\u6570\u636e\u4e0a\u8bad\u7ec3\u6a21\u578b\u3002\u4f8b\u5982\uff0c\u5728<\/span><em><span>x<\/span><\/em><span>\u5f20\u7a7f\u7740\u7ea2\u8272\u886c\u886b\u7684\u4eba\u7684\u7167\u7247\u4e2d\u6807\u8bb0\u7ea2\u8272\u886c\u886b\u3002<\/span><\/p>\n<p><span>\u76d1\u7763\u5b66\u4e60\u5728\u5206\u7c7b\u548c\u56de\u5f52\u95ee\u9898\u4e2d\u5f88\u6709\u7528\u3002\u5206\u7c7b\u95ee\u9898\u76f8\u5f53\u7b80\u5355\u3002\u786e\u5b9a\u67d0\u4e8b\u7269\u662f\u5426\u5c5e\u4e8e\u67d0\u4e2a\u7fa4\u4f53\u3002\u00a0<\/span><\/p>\n<p><span>\u4e00\u4e2a\u7b80\u5355\u7684\u4f8b\u5b50\u5c31\u662f Google Photos\u3002<\/span><\/p>\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-383923 entered lazyloaded\" src=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2022\/04\/dave-davies-on-stage.png.webp\" sizes=\"auto, (max-width: 676px) 100vw, 676px\" srcset=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2022\/04\/dave-davies-on-stage.png.webp 676w,https:\/\/searchengineland.com\/wp-content\/seloads\/2022\/04\/dave-davies-on-stage-593x338.png.webp 593w,https:\/\/searchengineland.com\/wp-content\/seloads\/2022\/04\/dave-davies-on-stage-198x113.png.webp 198w,https:\/\/searchengineland.com\/wp-content\/seloads\/2022\/04\/dave-davies-on-stage-150x85.png.webp 150w\" alt=\"\u6234\u592b\u00b7\u6234\u7ef4\u65af\u5728\u821e\u53f0\u4e0a\" width=\"676\" height=\"385\" data-lazy-srcset=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2022\/04\/dave-davies-on-stage.png.webp 676w,https:\/\/searchengineland.com\/wp-content\/seloads\/2022\/04\/dave-davies-on-stage-593x338.png.webp 593w,https:\/\/searchengineland.com\/wp-content\/seloads\/2022\/04\/dave-davies-on-stage-198x113.png.webp 198w,https:\/\/searchengineland.com\/wp-content\/seloads\/2022\/04\/dave-davies-on-stage-150x85.png.webp 150w\" data-lazy-sizes=\"(max-width: 676px) 100vw, 676px\" data-lazy-src=\"https:\/\/searchengineland.com\/wp-content\/seloads\/2022\/04\/dave-davies-on-stage.png.webp\" data-ll-status=\"loaded\" \/><\/figure>\n<p><span>\u8c37\u6b4c\u5bf9\u6211\u8fdb\u884c\u4e86\u5206\u7c7b\uff0c\u4e5f\u5bf9\u5404\u4e2a\u9636\u6bb5\u8fdb\u884c\u4e86\u5206\u7c7b\u3002\u4ed6\u4eec\u6ca1\u6709\u624b\u52a8\u6807\u8bb0\u8fd9\u4e9b\u7167\u7247\u3002\u4f46\u6a21\u578b\u5c06\u6839\u636e\u624b\u52a8\u6807\u8bb0\u7684\u9636\u6bb5\u6570\u636e\u8fdb\u884c\u8bad\u7ec3\u3002\u4efb\u4f55\u4f7f\u7528\u8fc7 Google Photos \u7684\u4eba\u90fd\u77e5\u9053\uff0c\u4ed6\u4eec\u4f1a\u5b9a\u671f\u8981\u6c42\u4f60\u786e\u8ba4\u7167\u7247\u548c\u7167\u7247\u4e2d\u7684\u4eba\u7269\u3002\u6211\u4eec\u662f\u624b\u52a8\u6807\u8bb0\u8005\u3002<\/span><\/p>\n<p><span>\u66fe\u7ecf\u4f7f\u7528\u8fc7 ReCAPTCHA 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id=\"h-unsupervised-learning\" class=\"wp-block-heading\"><span>\u65e0\u76d1\u7763\u5b66\u4e60<\/span><\/h3>\n<p><span>\u5728\u65e0\u76d1\u7763\u5b66\u4e60\u4e2d\uff0c\u7cfb\u7edf\u4f1a\u5f97\u5230\u4e00\u7ec4\u672a\u6807\u8bb0\u7684\u6570\u636e\uff0c\u5e76\u8ba9\u5176\u81ea\u884c\u51b3\u5b9a\u5982\u4f55\u5904\u7406\u8fd9\u4e9b\u6570\u636e\u3002<\/span><\/p>\n<p><span>\u6ca1\u6709\u6307\u5b9a\u6700\u7ec8\u76ee\u6807\u3002\u7cfb\u7edf\u53ef\u80fd\u4f1a\u5c06\u76f8\u4f3c\u7684\u9879\u76ee\u805a\u96c6\u5728\u4e00\u8d77\uff0c\u5bfb\u627e\u5f02\u5e38\u503c\uff0c\u627e\u5230\u76f8\u4e92\u5173\u7cfb\u7b49\u3002<\/span><\/p>\n<p><span>\u5f53\u4f60\u62e5\u6709\u5927\u91cf\u6570\u636e\uff0c\u800c\u65e0\u6cd5\u6216\u4e8b\u5148\u4e0d\u77e5\u9053\u5982\u4f55\u4f7f\u7528\u8fd9\u4e9b\u6570\u636e\u65f6\uff0c\u5c31\u53ef\u4ee5\u4f7f\u7528\u65e0\u76d1\u7763\u5b66\u4e60\u3002<\/span><\/p>\n<p><span>\u4e00\u4e2a\u5f88\u597d\u7684\u4f8b\u5b50\u53ef\u80fd\u662f\u8c37\u6b4c\u65b0\u95fb\u3002<\/span><\/p>\n<p><span>Google 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