{"id":40418,"date":"2025-07-31T21:03:22","date_gmt":"2025-07-31T13:03:22","guid":{"rendered":"https:\/\/17aitech.com\/?p=40418"},"modified":"2025-07-31T21:03:22","modified_gmt":"2025-07-31T13:03:22","slug":"hinton%e4%b8%8e%e5%a7%9a%e6%9c%9f%e6%99%ba%e5%af%b9%e8%b0%88%ef%bc%9a%e8%ae%a4%e4%b8%ba%e4%ba%ba%e7%b1%bb%e7%9a%84%e6%84%8f%e8%af%86%e7%89%b9%e6%ae%8a%ef%bc%8c%e9%82%a3%e6%98%af%e5%8d%b1%e9%99%a9","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=40418","title":{"rendered":"Hinton\u4e0e\u59da\u671f\u667a\u5bf9\u8c08\uff1a\u8ba4\u4e3a\u4eba\u7c7b\u7684\u610f\u8bc6\u7279\u6b8a\uff0c\u90a3\u662f\u5371\u9669\u7684\u65e0\u7a3d\u4e4b\u8c08"},"content":{"rendered":"<p class=\"rich_media_title \" id=\"activity-name\" style='margin-top: 0px;margin-bottom: 14px;padding: 0px;font-weight: 500;font-size: 22px;line-height: 1.4;font-family: \"PingFang SC\", system-ui, -apple-system, BlinkMacSystemFont, \"Helvetica Neue\", \"Hiragino Sans GB\", \"Microsoft YaHei UI\", \"Microsoft 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Hinton\u7ed9\u5927\u5bb6\u5e26\u6765\u4e86\u51e0\u4e2a\u8bdd\u9898\u4e0e\u6545\u4e8b\uff0c\u51e0\u4e4e\u6bcf\u4e00\u4e2a\u90fd\u662f\u5173\u4e8e\u4eba\u4e0eAI\u7684\u3002<\/p>\n<p>\u7b2c\u4e00\u4e2a\u662f\u5173\u4e8e\u4eba\u8111\u4e0eTransformer\u7684\u3002<\/p>\n<p>\u4ed6\u8ba4\u4e3a\u524d\u8005\u66f4\u597d\u89e3\u51b3\u4e86\u65f6\u5e8f\u95ee\u9898\uff0c\u53ef\u4ee5\u7ed9\u540e\u8005\u4ee5\u501f\u9274\u3002\u540c\u65f6\uff0c\u4ed6\u8ba4\u4e3a\u4eba\u8111\u672c\u8eab\u53ef\u4ee5\u88ab\u89c6\u4f5c\u62e5\u6709\u201c\u7c97\u7565\u7684\u201dTransformer\u6a21\u578b\u529f\u80fd\u7684\u610f\u8bc6\u4f53\u3002<\/p>\n<p>\u7b2c\u4e8c\u4e2a\u662f\u5173\u4e8e\u4eba\u7c7b\u7684\u672a\u6765\u4e0eAI\u9053\u5fb7\u7684\u3002<\/p>\n<p>\u4ed6\u628a\u8fd9\u89c6\u4e3a\u76ee\u524d\u4e9f\u5f85\u89e3\u51b3\u7684\u6700\u91cd\u8981\u7684\u95ee\u9898\uff0cHinton\u8bf4\uff0c\u8981\u5851\u9020\u4e00\u4e2a\u5584\u826f\u7684AI\u6216\u8bb8\u5f88\u50cf\u517b\u80b2\u5b69\u5b50\u3002<\/p>\n<p>\u201c\u517b\u5b69\u5b50\u7684\u65f6\u5019\uff0c\u4f60\u53ef\u4ee5\u7ed9\u4ed6\u5b9a\u89c4\u77e9\uff0c\u4f46\u90a3\u51e0\u4e4e\u4e0d\u8d77\u4ec0\u4e48\u4f5c\u7528\u3002\u4f60\u53ef\u4ee5\u5956\u8d4f\u60e9\u7f5a\u4ed6\uff0c\u6709\u4e00\u70b9\u6548\u679c\u3002\u6216\u8005\u4f60\u53ef\u4ee5\u7ed9\u4ed6\u5c55\u793a\u597d\u7684\u884c\u4e3a\u699c\u6837\u3002\u5982\u679c\u7236\u6bcd\u8868\u73b0\u51fa\u826f\u597d\u7684\u884c\u4e3a\uff0c\u5b69\u5b50\u901a\u5e38\u4f1a\u6210\u957f\u4e3a\u4e00\u4e2a\u54c1\u5fb7\u9ad8\u5c1a\u7684\u4eba\u3002\u201d<\/p>\n<p>Hinton\u627f\u8ba4\uff0c\u65e0\u8bba\u662f\u505a\u201c\u5584\u826f\u201d\u7684\u8bed\u6599\u5e93\uff0c\u8fd8\u662f\u6539\u9020\u4eba\u7c7b\u793e\u4f1a\uff0c\u8ba9\u4e16\u754c\u6574\u4f53\u90fd\u53d8\u5f97\u5584\u826f\uff0c\u5176\u5b9e\u662f\u4e00\u4ef6\u5f88\u96be\u7684\u4efb\u52a1\u3002\u800c\u6f5c\u5728\u7684\u89e3\u51b3\u65b9\u6848\u4e4b\u4e00\uff0c\u6216\u8bb8\u662f\u6211\u4eec\u5148\u8bad\u7ec3\u4e00\u4e2a\u521d\u6b65\u5584\u826f\u7684AI\uff0c\u7136\u540e\u518d\u4ee5\u6b64\u4e3a\u57fa\u7840\uff0c\u4e00\u6b65\u6b65\u8bad\u7ec3\u51fa\u66f4\u5584\u826f\u7684AI\u3002<\/p>\n<p>\u7b2c\u4e09\u4e2a\u662f\u5173\u4e8e\u5927\u6a21\u578b\u4e0e\u610f\u8bc6\u7684\u3002<\/p>\n<p>Hinton\u8bb2\u4e86\u4e24\u4e2a\u6545\u4e8b\uff0c\u4e00\u4e2a\u662f\u4ed6\u4e0e\u5973\u513f\u5173\u4e8e\u9e66\u9e49\u7684\u8fa9\u8bba\u3002<\/p>\n<p>\u4ed6\u8ba4\u4e3a\u9e66\u9e49\u53ef\u4ee5\u7406\u89e3\u4e8b\u60c5\uff0c\u5927\u6a21\u578b\u4e5f\u53ef\u4ee5\uff0c\u800c\u5927\u90e8\u5206\u8bed\u8a00\u5b66\u5bb6\u5176\u5b9e\u90fd\u9519\u4e86\u3002\u4e0e\u65e9\u524d\u7684\u6f14\u8bb2\u4e00\u81f4\uff0c\u4ed6\u8bf4\u201c\u4efb\u4f55\u771f\u6b63\u7528\u8fc7\u5927\u578b\u8bed\u8a00\u6a21\u578b\u7684\u4eba\uff0c\u90fd\u4e0d\u53ef\u80fd\u76f8\u4fe1\u5b83\u4eec\u542c\u4e0d\u61c2\u4f60\u5728\u8bf4\u4ec0\u4e48\u3002\u201d<\/p>\n<p>\u4ed6\u4e0d\u8ba4\u4e3a\u4eba\u7c7b\u610f\u8bc6\u5b58\u5728\u67d0\u79cd\u5e26\u6709\u795e\u79d8\u6027\u8272\u5f69\u7684\u201c\u5185\u5728\u5267\u573a\u201d\u3002\u4ed6\u8ba4\u4e3a\uff0c\u5982\u679cAI\u751a\u81f3\u5df2\u7ecf\u53ef\u4ee5\u5206\u6e05\u695a\u201c\u4e3b\u89c2\u4f53\u9a8c\u201d\u4e0e\u201c\u5ba2\u89c2\u5b58\u5728\u201d\u4e4b\u95f4\u7684\u504f\u8bef\u3001\u80fd\u5f04\u6e05\u695a\u81ea\u5df1\u662f\u5426\u201c\u8bef\u89e3\u201d\u4e86\u522b\u4eba\u7684\u8bdd\uff0c\u90a3\u6ca1\u6709\u7406\u7531\u8ba4\u4e3a\uff0c\u5927\u6a21\u578b\u53ea\u662f\u673a\u68b0\u5730\u9884\u6d4b\uff0c\u800c\u7f3a\u4e4f\u771f\u6b63\u7684\u201c\u7406\u89e3\u201d\u80fd\u529b\u3002<\/p>\n<p>Hinton\u8bf4\uff0c\u201c\u5982\u679c\u4f60\u771f\u60f3\u628a\u4e0b\u4e00\u4e2a\u8bcd\u9884\u6d4b\u597d\uff08\u5c24\u5176\u5f53\u5b83\u662f\u56de\u7b54\u4e00\u4e2a\u95ee\u9898\u7684\u7b2c\u4e00\u4e2a\u8bcd\u65f6\uff09\uff0c\u4f60\u5c31\u9700\u8981\u5df2\u7ecf\u7406\u89e3\u4e86\u522b\u4eba\u8bf4\u7684\u8bdd\u3002\u201d\u201c\u4ec5\u4ec5\u901a\u8fc7\u52aa\u529b\u9884\u6d4b\u4e0b\u4e00\u4e2a\u8bcd\uff0c\u5982\u679c\u4f60\u60f3\u628a\u5b83\u505a\u5230\u6781\u81f4\uff0c\u4f60\u5c31\u8feb\u4f7f\u7cfb\u7edf\u53bb\u7406\u89e3\u90a3\u4e2a\u95ee\u9898\u3002\u201d<\/p>\n<p>\u66f4\u7cdf\u7cd5\u7684\u4e8b\u60c5\u662f\uff0cHinton\u8ba4\u4e3a\uff0c\u8fd9\u79cd\u5c06\u4eba\u7c7b\u610f\u8bc6\u201c\u7279\u6b8a\u5316\u201d\u7684\u53d9\u4e8b\uff0c\u4e0d\u4ec5\u662f\u65e0\u7a3d\u4e4b\u8c08\u800c\u4e14\u662f\u5371\u9669\u7684\u3002<\/p>\n<p>\u4ed6\u8bf4\uff0c\u201c\u6211\u89c9\u5f97\u8bb8\u591a\u4eba\u5bf9\u8d85\u7ea7\u667a\u80fd\u7684\u6050\u60e7\u6ca1\u6709\u5e94\u6709\u7684\u90a3\u4e48\u5927\uff0c\u56e0\u4e3a\u4ed6\u4eec\u4ecd\u76f8\u4fe1\u6211\u4eec\u8eab\u4e0a\u6709\u67d0\u79cd\u7279\u6b8a\u7684\u4e1c\u897f\u2014\u2014\u4e3b\u89c2\u4f53\u9a8c\u3001\u611f\u77e5\u80fd\u529b\u6216\u610f\u8bc6\u2014\u2014\u662f\u8fd9\u4e9b\u5176\u5b83\u7cfb\u7edf\u6c38\u8fdc\u65e0\u6cd5\u62e5\u6709\u7684\u3002\u4e5f\u5c31\u662f\u8bf4\uff0c\u6211\u4eec\u5f88\u7279\u522b\uff0c\u6211\u4eec\u6709\u4e00\u79cd\u9b54\u6cd5\u6210\u5206\u2014\u2014\u610f\u8bc6\u6216\u4e3b\u89c2\u4f53\u9a8c\u2014\u2014\u800c AI \u6ca1\u6709\u3002\u6240\u4ee5\u6211\u4eec\u89c9\u5f97\u4f1a\u6ca1\u4e8b\uff0c\u56e0\u4e3a\u6211\u4eec\u6709\u5b83\u4eec\u6ca1\u6709\u7684\u4e1c\u897f\u3002\u201d<\/p>\n<p>\u4ece\u67d0\u79cd\u7a0b\u5ea6\u4e0a\u6765\u8bf4\uff0cGeoffery Hinton\u5176\u5b9e\u5728\u6311\u6218\u67d0\u79cd\u53e4\u5df2\u6709\u4e4b\u7684\u4eba\u7c7b\u4e2d\u5fc3\u4e3b\u4e49\u7684\u53d9\u4e8b\u2014\u2014\u8fd9\u79cd\u601d\u60f3\u8ba4\u4e3a\u4eba\u7c7b\u6bd4\u9e66\u9e49\u66f4\u9ad8\u7ea7\uff0c\u81ea\u7136\u4e5f\u6bd4AI\u66f4\u7279\u6b8a\u3002<\/p>\n<p>\u4f46\u90a3\u201c\u662f\u5371\u9669\u7684\u65e0\u7a3d\u4e4b\u8c08\uff0c\u56e0\u4e3a\u5b83\u4f1a\u8ba9\u6211\u4eec\u81ea\u6ee1\uff08complacent\uff09\u201d\uff0c\u4ece\u800c\u8ba9\u4eba\u7c7b\u6700\u7ec8\u4f4e\u4f30AI\u5bf9\u6211\u4eec\u7684\u51b2\u51fb\uff0cHinton\u8868\u793a\u3002<\/p>\n<p>\u6216\u8005\u6b63\u5982\u59da\u671f\u667a\u5728\u5bf9\u8bdd\u4e2d\u6240\u8bf4\u7684\uff1a<\/p>\n<p>\u201c\u6211\u60f3\u6211\u4eec\u6216\u8bb8\u592a\u5fc3\u9ad8\u6c14\u50b2\u4e86\u3002\u6211\u4eec\u4ee5\u4e3a\u6211\u4eec\u53ef\u4ee5\u62e5\u6709\u4e00\u5207\uff0c\u4f46\u6574\u4e2a\u5b87\u5b99\u5e76\u4e0d\u90a3\u4e48\u4ec1\u6148\u3002\u6211\u8ba4\u4e3a\u6211\u4eec\u638c\u63e1\u7684\u91cf\u5b50\u3001\u6838\u4ee5\u53ca\u751f\u7269\u5408\u6210\u7684\u79d8\u5bc6\u77e5\u8bc6\u5e76\u975e\u6beb\u65e0\u4ee3\u4ef7\u3002\u201d<\/p>\n<p>\u6211\u4eec\u6216\u8bb8\u6b63\u5728\u5904\u5728\u7269\u79cd\u4e0e\u6587\u660e\u53d8\u5316\u7684\u5341\u5b57\u8def\u53e3\uff0c\u5927\u6a21\u578b\u4e0d\u4ec5\u53ef\u80fd\u98a0\u8986\u73b0\u6709\u7684\u751f\u4ea7\u5173\u7cfb\uff0c\u4e5f\u6781\u5927\u5730\u6311\u6218\u7740\u4eba\u7c7b\u5bf9\u81ea\u6211\u610f\u8bc6\u7684\u56fa\u6709\u8ba4\u8bc6\u2014\u2014<\/p>\n<p>\u81ea\u7136\u5728\u67d0\u79cd\u7a0b\u5ea6\u4e0a\uff0c\u5b83\u4e5f\u5728\u6311\u6218\u4eba\u7c7b\u7684\u50b2\u6162\u3002<\/p>\n<p><\/p>\n<p style=\"text-align: center\"><a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/07\/frc-cb0722793ca2c7b8ae4f3ec641109db9.png\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/07\/frc-cb0722793ca2c7b8ae4f3ec641109db9.png\"><\/a><\/p>\n<p><\/p>\n<p>\u4e2d\u6587\u7ffb\u8bd1\u53c2\u8003\u5927\u4f1a\u8bba\u575b\u901f\u8bb0\uff0cAI\u79d1\u6280\u8bc4\u8bba\u5728\u4e0d\u5f71\u54cd\u539f\u610f\u7684\u57fa\u7840\u4e0a\uff0c\u5bf9\u90e8\u5206\u6587\u5b57\u505a\u4e86\u8c03\u6574\uff1a<\/p>\n<p><\/p>\n<p><\/p>\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_78 ez-toc-wrap-left-text counter-hierarchy ez-toc-counter ez-toc-light-blue ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">\u6587\u7ae0\u76ee\u5f55<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 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href=\"https:\/\/17aitech.com\/?p=40418\/#03_%E5%96%84%E8%89%AF%E6%98%AFAI%E6%9C%80%E9%87%8D%E8%A6%81%E7%9A%84%E6%9C%AA%E8%A7%A3%E4%B9%8B%E9%A2%98\" >03 \u5584\u826f\u662fAI\u6700\u91cd\u8981\u7684\u672a\u89e3\u4e4b\u9898<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-1'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/17aitech.com\/?p=40418\/#04_%E9%87%8F%E5%AD%90%E5%8A%9B%E5%AD%A6%E8%83%BD%E5%A1%AB%E8%A1%A5AI%E7%9A%84%E8%83%BD%E5%8A%9B%E7%A9%BA%E7%99%BD\" >04 \u91cf\u5b50\u529b\u5b66\u80fd\u586b\u8865AI\u7684\u80fd\u529b\u7a7a\u767d<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-1'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/17aitech.com\/?p=40418\/#05_%E6%88%91%E4%BB%AC%E9%9C%80%E8%A6%81%E6%9C%BA%E5%99%A8%E4%BA%BA%E5%BF%83%E7%90%86%E5%AD%A6\" >05 \u6211\u4eec\u9700\u8981\u673a\u5668\u4eba\u5fc3\u7406\u5b66<\/a><\/li><\/ul><\/nav><\/div>\n<h1 style=\"font-size: 32px;font-weight: bold;padding: 0px 4px 0px 0px;text-align: center;margin: 0px 0px 20px\"><span class=\"ez-toc-section\" id=\"01_Transformer%E4%B8%8E%E6%88%91%E4%BB%AC%E7%9A%84%E5%A4%A7%E8%84%91\"><\/span>01 Transformer\u4e0e\u6211\u4eec\u7684\u5927\u8111<span class=\"ez-toc-section-end\"><\/span><\/h1>\n<\/p>\n<p>\u59da\u671f\u667a\uff1a<\/p>\n<p>\u60a8\u662f\u795e\u7ecf\u7f51\u7edc\u9886\u57df\u7684\u5148\u9a71\uff0c\u66fe\u5229\u7528\u795e\u7ecf\u7f51\u7edc\u521b\u5efa\u8fc7\u4e00\u4e2a\u79f0\u4f5c\u201c\u5fae\u578b\u8bed\u8a00\u6a21\u578b\u201d\u7684\u4e1c\u897f\uff0c\u5b83\u6700\u7ec8\u6f14\u53d8\u6210\u4e86\u76ee\u524d\u6b63\u5728\u6539\u53d8\u6211\u4eec\u751f\u6d3b\u7684\u201c\u5927\u578b\u8bed\u8a00\u6a21\u578b\u201d\u3002<\/p>\n<p>\u53d7\u5927\u8111\u542f\u53d1\u7684\uff0c\u73b0\u5728\u6211\u4eec\u5df2\u7ecf\u521b\u9020\u51fa\u4e86\u8fd9\u79cd\u60ca\u4eba\u7684\u8ba1\u7b97\u673a\u67b6\u6784\uff0c\u5b83\u5728\u67d0\u4e9b\u65b9\u9762\u4f3c\u4e4e\u8d85\u8fc7\u4e86\u5927\u8111\u3002\u6211\u4eec\u662f\u5426\u8fd8\u6709\u4ec0\u4e48\u53ef\u4ee5\u5411\u8111\u79d1\u5b66\uff08\u6216\u8005\u66f4\u6b63\u5f0f\u5730\u8bf4\uff0c\u795e\u7ecf\u79d1\u5b66\uff09\u5b66\u4e60\u7684\uff1f<\/p>\n<p>Geoffery Hinton\uff1a<\/p>\n<p>\u6ca1\u9519\uff0c\u5982\u679c\u6ca1\u6709\u5927\u8111\u4f5c\u4e3a\u6a21\u578b\uff0c\u6211\u8ba4\u4e3a\u6839\u672c\u4e0d\u4f1a\u6709\u4eba\u53bb\u5c1d\u8bd5\u8ba9\u795e\u7ecf\u7f51\u7edc\u53d1\u6325\u4f5c\u7528\u3002\u901a\u8fc7\u8c03\u8282\u8fde\u63a5\u5f3a\u5ea6\u8ba9\u7b80\u5355\u5355\u5143\u7ec4\u6210\u7684\u7f51\u7edc\u8fdb\u884c\u5b66\u4e60\u7684\u8fd9\u4e2a\u60f3\u6cd5\uff0c\u5b8c\u5168\u662f\u6765\u81ea\u4e8e\u5927\u8111\u3002<\/p>\n<p>\u6211\u4eec\u662f\u5426\u5df2\u7ecf\u5230\u4e86\u8fd9\u6837\u4e00\u4e2a\u9636\u6bb5\uff1aAI \u5c06\u81ea\u884c\u817e\u98de\uff0c\u518d\u4e5f\u4e0d\u9700\u8981\u6765\u81ea\u5927\u8111\u7684\u542f\u53d1\uff1f\u6211\u8ba4\u4e3a\u8fd9\u5e76\u4e0d\u5b8c\u5168\u6b63\u786e\u3002\u6709\u4e00\u4e2a\u7279\u5b9a\u65b9\u9762\uff0c\u6211\u4eec\u73b0\u6709\u7684 AI \u6a21\u578b\u53ef\u4ee5\u4ece\u5927\u8111\u5f97\u5230\u5f88\u591a\u542f\u53d1\u2014\u2014<\/p>\n<p>\u5173\u4e8e\u62e5\u6709\u591a\u5c11\u79cd\u4e0d\u540c\u7684\u65f6\u95f4\u5c3a\u5ea6\u7684\u95ee\u9898\u3002<\/p>\n<p>\u5728\u6240\u6709\u7684 AI \u6a21\u578b\u4e2d\uff0c\u795e\u7ecf\u7f51\u7edc\u4e2d\u6743\u91cd\u7684\u8c03\u6574\u6709\u4e00\u4e2a\u6162\u901f\u7684\u65f6\u95f4\u5c3a\u5ea6\uff0c\u800c\u795e\u7ecf\u5143\u6d3b\u52a8\u7684\u53d8\u5316\u6709\u4e00\u4e2a\u5feb\u901f\u7684\u65f6\u95f4\u5c3a\u5ea6\u3002\u4e5f\u5c31\u662f\u8bf4\uff0c\u5f53\u4f60\u6539\u53d8\u8f93\u5165\u65f6\uff0c\u6240\u6709\u795e\u7ecf\u5143\u7684\u6d3b\u52a8\u90fd\u4f1a\u6539\u53d8\uff0c\u4f46\u6743\u91cd\u4fdd\u6301\u4e0d\u53d8\u2014\u2014\u6743\u91cd\u53ea\u4f1a\u6162\u6162\u53d1\u751f\u6539\u53d8\u3002<\/p>\n<p>\u5728\u771f\u5b9e\u7684\u5927\u8111\u4e2d\uff0c\u795e\u7ecf\u5143\u4e4b\u95f4\u7684\u8fde\u63a5\uff08\u4e5f\u5c31\u662f\u7a81\u89e6\uff09\u4f1a\u4ee5\u8bb8\u591a\u4e0d\u540c\u7684\u65f6\u95f4\u5c3a\u5ea6\u8fdb\u884c\u9002\u5e94\u3002\u6240\u4ee5\u5f88\u957f\u4e00\u6bb5\u65f6\u95f4\u4ee5\u6765\uff0c\u6211\u4e00\u76f4\u5efa\u8bae\u6211\u4eec\u5e94\u8be5\u5728\u795e\u7ecf\u7f51\u7edc\u4e2d\u5c1d\u8bd5\u5f15\u5165\u4e09\u79cd\u65f6\u95f4\u5c3a\u5ea6\u2014\u2014\u6211\u4eec\u5e94\u8be5\u6709\u7f13\u6162\u53d8\u5316\u7684\u6743\u91cd\uff0c\u5373\u666e\u901a\u6743\u91cd\uff1b\u8fd8\u5e94\u8be5\u6709\u5feb\u901f\u53d8\u5316\u7684\u6743\u91cd\u3002\u8fd9\u4e9b\u5feb\u901f\u53d8\u5316\u7684\u6743\u91cd\u80fd\u591f\u5feb\u901f\u9002\u5e94\uff0c\u4f46\u4e5f\u4f1a\u5feb\u901f\u8870\u51cf\u3002\u8fd9\u6837\u53ef\u4ee5\u63d0\u4f9b\u4e00\u79cd\u5bb9\u91cf\u6781\u9ad8\u7684\u77ed\u671f\u8bb0\u5fc6\u3002<\/p>\n<p>\u4f46\u4eba\u4eec\u6ca1\u6709\u8fd9\u6837\u505a\u662f\u6709\u539f\u56e0\u7684\u3002\uff08\u5c3d\u7ba1\uff09Ilya Sutskever\u00a0\u548c\u6211\u5728 2010 \u5e74\u5c1d\u8bd5\u8fc7\u8fd9\u6837\u505a\uff0c\u800c\u4e14\u6210\u529f\u4e86\u3002<\/p>\n<p>\u5982\u679c\u6bcf\u4e2a\u8bad\u7ec3\u6837\u672c\u90fd\u6709\u4e00\u5957\u4e0d\u540c\u7684\u6743\u91cd\uff0c\u90a3\u4e48\u5bf9\u4e8e\u6bcf\u4e2a\u8bad\u7ec3\u6837\u672c\u800c\u8a00\uff0c\u4e24\u79cd\u6743\u91cd\u4e4b\u548c\u90fd\u662f\u4e0d\u540c\u7684\uff08\u56e0\u4e3a\u5feb\u901f\u6743\u91cd\u4f1a\u5feb\u901f\u8c03\u6574\uff0c\u800c\u5b9e\u9645\u6743\u91cd\u662f\u6162\u901f\u6743\u91cd\u548c\u5feb\u901f\u6743\u91cd\u4e4b\u548c\uff09\u2014\u2014\u8fd9\u610f\u5473\u7740\u4f60\u65e0\u6cd5\u6709\u4e00\u5957\u7edf\u4e00\u7684\u6743\u91cd\u77e9\u9635\u7528\u4e8e\u8bb8\u591a\u4e0d\u540c\u7684\u8bad\u7ec3\u6837\u672c\u3002\u6240\u4ee5\u65e0\u6cd5\u8fdb\u884c\u77e9\u9635\u4e58\u6cd5\uff0c\u6700\u7ec8\u53ea\u80fd\u505a\u5411\u91cf-\u77e9\u9635\u4e58\u6cd5\uff0c\u8fd9\u6548\u7387\u4e0d\u9ad8\u3002<\/p>\n<p>\u4ec5\u4ec5\u56e0\u4e3a\u8fd9\u4e2a\u6280\u672f\u539f\u56e0\uff0c\u4eba\u4eec\u5c31\u6b64\u505c\u6b62\u4e86\u5bf9\u591a\u65f6\u95f4\u5c3a\u5ea6\u7684\u7814\u7a76\u3002<\/p>\n<p>\u4ece\u957f\u8fdc\u6765\u770b\uff0c\u6211\u8ba4\u4e3a\u6211\u4eec\u4f1a\u5728\u795e\u7ecf\u7f51\u7edc\u4e2d\u5f15\u5165\u591a\u79cd\u65f6\u95f4\u5c3a\u5ea6\u3002\u6211\u8ba4\u4e3a\u8fd9\u65b9\u9762\u6211\u4eec\u8fd8\u6ca1\u6709\u5145\u5206\u5229\u7528\u6765\u81ea\u5927\u8111\u7684\u542f\u53d1\u3002<\/p>\n<p>\u76ee\u524d\u4e3a\u6b62\uff0c\u8fd8\u6ca1\u6709\u4eba\u6cbf\u7740\u8fd9\u4e00\u601d\u8def\u4ea7\u51fa\u6bd4\u5f53\u524d\u5927\u578b\u8bed\u8a00\u6a21\u578b\u66f4\u597d\u7684\u4e1c\u897f\u3002\u56e0\u4e3a\u5728\u5f53\u524d\u7684\u8ba1\u7b97\u673a\u786c\u4ef6\u4e0a\uff0c\u8fd9\u662f\u65e0\u6cd5\u9ad8\u6548\u5b9e\u73b0\u7684\u3002<\/p>\n<p>\u59da\u671f\u667a\uff1a<\/p>\n<p>\u6211\u7b2c\u4e00\u6b21\u542c\u5230\u8fd9\u6837\u7684\u60f3\u6cd5\u3002\u5bf9\u6211\u6765\u8bf4\uff0c\u8fd9\u771f\u7684\u662f\u4e00\u4e2a\u65e2\u65b0\u9896\u53c8\u539f\u521b\u7684\u4e3b\u610f\u3002\u7279\u522b\u662f\u5bf9\u4e8e\u5728\u5ea7\u7684\u5e74\u8f7b\u79d1\u5b66\u5bb6\u800c\u8a00\uff0c\u5982\u679c\u6211\u662f\u4f60\u4eec\uff0c\u6211\u56de\u53bb\u5c31\u4f1a\u7acb\u523b\u5f00\u59cb\u505a\u5b9e\u9a8c\u3002<\/p>\n<p>\u4ece\u67d0\u79cd\u610f\u4e49\u4e0a\u8bf4\uff0c\u8fd9\u53ef\u80fd\u6b63\u662f\u521b\u9020\u51fa\u201c\u5fae\u578b\u8bed\u8a00\u6a21\u578b\u201d\u7ee7\u4efb\u8005\u7684\u5951\u673a\u3002\u79d1\u5b66\u544a\u8bc9\u6211\u4eec\uff0c\u6bcf\u4e00\u6b21\u79d1\u5b66\u9769\u547d\u90fd\u662f\u4e0d\u540c\u7684\u3002\u5982\u679c\u4f60\u8bd5\u56fe\u53bb\u590d\u5236\u4e0a\u4e00\u4ee3\u3001\u4e0a\u4e00\u573a\u9769\u547d\u7684\u6210\u529f\uff0c\u4f60\u5f88\u53ef\u80fd\u4f1a\u5931\u671b\u3002<\/p>\n<p>\u90a3\u4e48\uff0c\u6211\u4eec\u8be5\u5982\u4f55\u514b\u670d\u8fd9\u4e2a\u96be\u9898\uff0c\u5e76\u5728\u5c0f\u89c4\u6a21\u4e0a\u505a\u51fa\u4e00\u4e9b\u6210\u679c\u5462\uff1f\u5176\u5b9e\u5e76\u4e0d\u4e00\u5b9a\u9700\u8981\u5927\u578b\u7684\u6a21\u62df\u3002Jeffrey \u7684\u6210\u529f\u7ecf\u5386\u8bf4\u660e\uff0c\u5f53\u4f60\u771f\u7684\u662f\u4e00\u4f4d\u4f1f\u5927\u7684\u79d1\u5b66\u5bb6\u65f6\uff0c\u53ef\u4ee5\u7528\u975e\u5e38\u5c0f\u7684\u89c4\u6a21\u5c31\u5b8c\u6210\u76ee\u6807\uff08\u4e5f\u8bb8\u4e0d\u80fd\u50cf\u7269\u7406\u5b66\u90a3\u6837\u5728\u4fe1\u5c01\u80cc\u9762\u6f14\u7b97\u5c31\u884c\uff0c\u4f46\u53ea\u7528\u4e00\u4e2a\u5c0f\u578b\u7cfb\u7edf\u5c31\u8db3\u4ee5\u6f14\u793a\u51fa\u6548\u679c\uff09\u2014\u2014\u7136\u540e\u4f60\u5c31\u53ef\u4ee5\u8bf4\uff1a\u201c\u80fd\u5e2e\u6211\u628a\u5b83\u6269\u5c55\u5417\uff1f\u201d<\/p>\n<p>Geoffery Hinton\uff1a<\/p>\n<p>\u662f\u7684\uff0c\u6211\u5b8c\u5168\u540c\u610f\u90a3\u79cd\u65b9\u6cd5\u8bba\u3002<\/p>\n<p>\u59da\u671f\u667a\uff1a<\/p>\n<p>\u662f\uff0c\u4f46\u81f3\u5c11\u5bf9\u6211\u4eec\u6765\u8bf4\uff0c\u60f3\u51fa\u5982\u4f55\u5229\u7528\u5927\u8111\u7684\u751f\u7269\u7ed3\u6784\u5e76\u4e0d\u5bb9\u6613\u3002\u56e0\u4e3a\u6211\u4eec\u65e0\u6cd5\u50cf\u5bf9\u5927\u578b\u8bed\u8a00\u6a21\u578b\u90a3\u6837\u8f7b\u6613\u5730\u5728\u4eba\u4f53\u5927\u8111\u4e0a\u505a\u5b9e\u9a8c\uff0c\u83b7\u53d6\u6570\u636e\u5f88\u4e0d\u5bb9\u6613\u3002\u9664\u975e\u4ed6\u4eec\u5728\u7334\u5b50\u4e0a\u505a\u5b9e\u9a8c\uff08\u8fd9\u4e00\u70b9\u6211\u4e5f\u8868\u793a\u4fdd\u7559\uff09\u3002\u73b0\u5728\u53ef\u80fd\u6b63\u662f\u8be5\u53cd\u601d\u4e00\u4e0b\u8111\u79d1\u5b66\u80fd\u5426\u4ece\u5927\u578b\u8bed\u8a00\u6a21\u578b\u4e2d\u5b66\u5230\u70b9\u4ec0\u4e48\u7684\u65f6\u5019\u4e86\u2014\u2014\u5927\u578b\u8bed\u8a00\u6a21\u578b\u6216\u8bb8\u53ef\u4ee5\u4e3a\u5927\u8111\u7684\u8fd0\u4f5c\u65b9\u5f0f\u63d0\u4f9b\u4e00\u4e9b\u7ebf\u7d22\u3002<\/p>\n<p>\u6211\u6765\u95ee\u60a8\u7b2c\u4e8c\u4e2a\u95ee\u9898\uff1a\u60a8\u8ba4\u4e3a\u5728\u4eba\u7c7b\u5927\u8111\u4e2d\u662f\u5426\u5b58\u5728\u7c7b\u4f3c\u4e8e Transformer \u90a3\u6837\u7684\u7ed3\u6784\uff1f<\/p>\n<p>Geoffery Hinton\uff1a<\/p>\n<p>\u8fc7\u53bb\u4e8c\u5341\u5e74\u91cc\uff0c\u5927\u578b\u8bed\u8a00\u6a21\u578b\u4e43\u81f3 AI \u6574\u4f53\u7684\u6210\u529f\u786e\u5b9e\u5bf9\u795e\u7ecf\u79d1\u5b66\u4ea7\u751f\u4e86\u5f71\u54cd\u3002\u5728 AI \u53d6\u5f97\u5de8\u5927\u6210\u529f\u4e4b\u524d\uff0c\u795e\u7ecf\u79d1\u5b66\u5bb6\u4eec\u5e76\u4e0d\u6e05\u695a\u4e00\u79cd\u5b66\u4e60\u6280\u672f\u2014\u2014\u968f\u673a\u68af\u5ea6\u4e0b\u964d\uff08\u5c31\u662f\u8ba1\u7b97\u51fa\u68af\u5ea6\u7136\u540e\u6cbf\u68af\u5ea6\u4e0b\u964d\uff09\u2014\u2014\u662f\u5426\u80fd\u591f\u5728\u975e\u5e38\u5e9e\u5927\u7684\u7f51\u7edc\u4e2d\u53d1\u6325\u4f5c\u7528\u3002<\/p>\n<p>\u7b26\u53f7\u6d3e AI \u6709\u7740\u60a0\u4e45\u7684\u5386\u53f2\uff0c\u5176\u4e2d\u4eba\u4eec\u4e00\u76f4\u58f0\u79f0\u8fd9\u79cd\u65b9\u6cd5\u6c38\u8fdc\u884c\u4e0d\u901a\u3002\u800c\u5927\u578b\u8bed\u8a00\u6a21\u578b\u8bc1\u660e\u4e86\uff0c\u6cbf\u7740\u68af\u5ea6\u8fdb\u884c\u5b66\u4e60\u5728\u771f\u6b63\u5e9e\u5927\u7684\u7cfb\u7edf\u4e2d\u975e\u5e38\u6709\u6548\u3002\u8fd9\u7ed9\u795e\u7ecf\u79d1\u5b66\u4e0a\u4e86\u4e00\u8bfe\u3002<\/p>\n<p>\u81f3\u4e8e Transformer \uff1a\u4e4d\u770b\u4e4b\u4e0b\uff0c\u4f60\u6ca1\u6cd5\u628a\u5b83\u5957\u7528\u5230\u5927\u8111\u4e0a\u3002 Transformer \u4f1a\u8bb0\u4f4f\u8bb8\u591a\u524d\u9762\u8bcd\u8bed\u7684\u8868\u5f81\uff0c\u800c\u5728 Transformer \u91cc\uff0c\u90a3\u4e9b\u8868\u5f81\u662f\u4ee5\u795e\u7ecf\u6d3b\u52a8\u7684\u5f62\u5f0f\u88ab\u8bb0\u4f4f\u7684\u3002Transformer \u6709\u5f88\u591a\u5c42\uff0c\u5bf9\u4e8e\u4e4b\u524d\u6240\u6709\u90a3\u4e9b\u8bcd\uff0c\u4f60\u90fd\u5728\u4ee5\u795e\u7ecf\u6d3b\u52a8\u7684\u5f62\u5f0f\u8bb0\u4f4f\u5b83\u4eec\u3002\u8fd9\u5728\u5927\u8111\u4e2d\u662f\u5b8c\u5168\u4e0d\u53ef\u80fd\u7684\u2014\u2014\u4f60\u7684\u795e\u7ecf\u5143\u4e0d\u591f\u7528\u3002<\/p>\n<p>\u4f60\u65e0\u6cd5\u8bb0\u4f4f\u6240\u6709\u5148\u524d\u8bcd\u8bed\u7684\u6d3b\u52a8\u6a21\u5f0f\u3002\u8bcd\u4e00\u4e2a\u63a5\u4e00\u4e2a\u51fa\u73b0\uff0c\u4f60\u4f1a\u4e3a\u5b83\u4eec\u4ea7\u751f\u76f8\u5e94\u7684\u6d3b\u52a8\u6a21\u5f0f\u3002\u800c\u8fd9\u4e9b\u6d3b\u52a8\u6a21\u5f0f\u5fc5\u987b\u5728\u67d0\u79cd\u7a0b\u5ea6\u4e0a\u53d6\u51b3\u4e8e\u4f60\u5904\u7406\u4e4b\u524d\u90a3\u4e9b\u8bcd\u7684\u65b9\u5f0f\uff0c\u4f46\u4f60\u53c8\u65e0\u6cd5\u4ee5\u6d3b\u52a8\u6a21\u5f0f\u7684\u5f62\u5f0f\u5c06\u5b83\u4eec\u8bb0\u4f4f\u3002\u56e0\u6b64\uff0c\u8fd9\u6b63\u662f\u5feb\u901f\u6743\u91cd\u6d3e\u4e0a\u7528\u573a\u7684\u5730\u65b9\u3002<\/p>\n<p>\u4f60\u9700\u8981\u8fd9\u6837\u4e00\u79cd\u7cfb\u7edf\uff1a\u5bf9\u5148\u524d\u8bcd\u6c47\u7684\u8868\u5f81\u4e0d\u662f\u4ee5\u795e\u7ecf\u6d3b\u52a8\u6a21\u5f0f\u5b58\u50a8\u7684\uff0c\u800c\u662f\u4f5c\u4e3a\u8054\u60f3\u8bb0\u5fc6\u4e2d\u6743\u91cd\u7684\u4e34\u65f6\u4fee\u6539\u6765\u5b58\u50a8\uff0c\u4ee5\u4fbf\u4f60\u53ef\u4ee5\u8bbf\u95ee\u5b83\u4eec\u3002\u5f53\u524d\u8bcd\u6709\u5b83\u81ea\u5df1\u7684\u6d3b\u52a8\u6a21\u5f0f\uff0c\u4f60\u5c06\u5b83\u4f5c\u4e3a\u8f93\u5165\u63d0\u4f9b\u7ed9\u8054\u60f3\u8bb0\u5fc6\uff0c\u90a3\u4e48\u8054\u60f3\u8bb0\u5fc6\u8f93\u51fa\u7684\u5c31\u662f\u4e4b\u524d\u90a3\u4e9b\u8bcd\u7684\u8868\u5f81\uff0c\u5e76\u4e14\u8fd9\u4e9b\u8868\u5f81\u6839\u636e\u5b83\u4eec\u4e0e\u5f53\u524d\u8bcd\u7684\u76f8\u4f3c\u7a0b\u5ea6\u88ab\u8d4b\u4e88\u76f8\u5e94\u7684\u6743\u91cd\u3002<\/p>\n<p>\u901a\u8fc7\u8fd9\u6837\u505a\uff0c\u4f60\u5b9e\u9645\u4e0a\u53ef\u4ee5\u7528\u5feb\u901f\u6743\u91cd\u5b9e\u73b0\u4e00\u4e2a\u975e\u5e38\u7c97\u7565\u7684 Transformer \u7248\u672c\u3002\u867d\u7136\u4e0d\u5b8c\u5168\u4e00\u6837\uff0c\u4f46\u901a\u8fc7\u5feb\u901f\u6743\u91cd\u5b9e\u73b0\u7684\u65b9\u6cd5\u975e\u5e38\u76f8\u4f3c\u3002<\/p>\n<p>\u56e0\u6b64\uff0c\u6211\u81f3\u4eca\u5bf9\u5feb\u901f\u6743\u91cd\u611f\u5174\u8da3\u7684\u539f\u56e0\u4e4b\u4e00\u662f\uff0c\u6211\u8ba4\u4e3a\u8fd9\u662f\u8ba9\u5927\u8111\u505a\u51fa\u7c7b\u4f3c Transformer \u529f\u80fd\u7684\u552f\u4e00\u9014\u5f84\u3002<\/p>\n<p>\u59da\u671f\u667a\uff1a<\/p>\n<p>\u4f46\u8fd9\u5c31\u6709\u70b9\u5047\u5b9a\u4e86\uff1a\u5c3d\u7ba1\u5927\u8111\u4e0d\u540c\u4e8e\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff0c\u5b83\u4e5f\u4f7f\u7528\u7c7b\u4f3c\u8bcd\u5d4c\u5165\u7684\u4e1c\u897f\u3002\u5bf9\uff0c\u6709\u70b9\u90a3\u6837\u7684\u610f\u601d\u3002\u90a3\u4e48\uff0c\u662f\u5426\u6709\u5177\u4f53\u7684\u8bc1\u636e\u8868\u660e\u5927\u8111\u5728\u67d0\u79cd\u7a0b\u5ea6\u4e0a\u4ee5\u90a3\u6837\u7684\u65b9\u5f0f\u8fd0\u4f5c\uff0c\u8fd8\u662f\u8bf4\u90a3\u53ea\u662f\u2026\u2026<\/p>\n<p>Geoffery Hinton\uff1a<\/p>\n<p>\u6211\u60f3\u662f\u6709\u7684\u3002\u5f88\u4e45\u4ee5\u524d\u2014\u2014\u6211\u8bb0\u4e0d\u6e05\u5177\u4f53\u591a\u4e45\u4e86\uff0c\u5927\u6982 2009 \u5e74\u5de6\u53f3\u2014\u2014\u66fe\u6709\u4e00\u4e9b\u7814\u7a76\u901a\u8fc7 MRI \u83b7\u53d6\u5927\u8111\u4fe1\u606f\uff0c\u5c1d\u8bd5\u5224\u65ad\u4eba\u4eec\u5728\u60f3\u54ea\u4e2a\u5355\u8bcd\u3002\u7ed3\u679c\u6210\u529f\u4e86\u3002\u6240\u4ee5\uff0c\u4e00\u4e2a\u5355\u8bcd\u7684\u8868\u5f81\u5c31\u662f\u5927\u8111\u4e2d\u4e00\u79cd\u795e\u7ecf\u6d3b\u52a8\u6a21\u5f0f\uff0c\u800c\u4e14\u901a\u8fc7\u89c2\u5bdf\u8fd9\u79cd\u795e\u7ecf\u6d3b\u52a8\u6a21\u5f0f\uff0c\u4f60\u5927\u6982\u53ef\u4ee5\u731c\u51fa\u90a3\u662f\u4ec0\u4e48\u5355\u8bcd\u3002\u5f88\u660e\u663e\uff0c\u5927\u8111\u662f\u901a\u8fc7\u8bb8\u591a\u795e\u7ecf\u5143\u7684\u6d3b\u52a8\u6a21\u5f0f\u6765\u8868\u5f81\u5355\u8bcd\u7684\u3002<\/p>\n<p>\u59da\u671f\u667a\uff1a<\/p>\n<p>\u6211\u660e\u767d\u4e86\u3002\u6240\u4ee5\u6211\u60f3\u4f60\u4e4b\u524d\u7684\u8bf4\u6cd5\u5728\u67d0\u79cd\u7a0b\u5ea6\u4e0a\u89e3\u91ca\u4e86\uff0c\u5927\u8111\u627e\u5230\u4e86\u4e00\u79cd\u65b9\u6cd5\u6765\u8ddf\u8e2a\u8fd9\u4e2a\u8fc7\u7a0b\u4e2d\u5355\u8bcd\u5411\u91cf\u4e0d\u65ad\u53d8\u5316\u7684\u65f6\u95f4\u5e8f\u5217\u3002\u800c\u4e14\u5927\u8111\u8bbe\u6cd5\u4ee5\u4e00\u79cd\u6211\u4eec\u5c1a\u672a\u5b8c\u5168\u7406\u89e3\u7684\u65b9\u5f0f\u5c06\u5176\u538b\u7f29\u4e86\u3002<\/p>\n<p>Geoffery Hinton\uff1a<\/p>\n<p>\u662f\u7684\uff0c\u4f46\u8fd9\u53ef\u80fd\u610f\u5473\u7740\u5b83\u5728\u538b\u7f29\u975e\u5e38\u957f\u7684\u4e0a\u4e0b\u6587\u65f6\u4f1a\u4e22\u5931\u4e00\u90e8\u5206\u4fe1\u606f\u3002\u4e0d\u8fc7\u5b83\u4e5f\u4e0d\u4f1a\u5c31\u90a3\u6837\u5ffd\u7565\u5f88\u4e45\u4e4b\u524d\u7684\u8bcd\u2014\u2014\u90a3\u4e9b\u8bcd\u4ecd\u7136\u4fdd\u5b58\u5728\u8fd9\u4e9b\u5feb\u901f\u6743\u91cd\u4e2d\u3002\u6709\u4e00\u7bc7 2016 \u5e74\u7684\u8bba\u6587\u8ba8\u8bba\u4e86\u8fd9\u4e2a\u95ee\u9898\uff0c\u5b83\u7684\u7b2c\u4e00\u4f5c\u8005\u662f\u00a0Jimmy Ba\uff08\u4ed6\u7684\u4e2d\u6587\u540d\u5b57\u600e\u4e48\u8bfb\u6211\u4e0d\u6e05\u695a\uff09\u3002<\/p>\n<p>\u59da\u671f\u667a\uff1a<\/p>\n<p>Jimmy Ba\u662f\u4f60\u7684\uff1f<\/p>\n<p>Geoffery Hinton\uff1a<\/p>\n<p>\u5f53\u65f6\u6211\u5728\u6307\u5bfc\uff08advising\uff09\u4ed6\u3002\u8fd9\u4e2a\u7814\u7a76\u662f\u6211\u4eec\u4e00\u8d77\u5b8c\u6210\u7684\uff0c\u4ed6\u8d1f\u8d23\u4e86\u6240\u6709\u7f16\u7a0b\u5de5\u4f5c\u3002\u8fd9\u7bc7\u8bba\u6587\u53d1\u8868\u4e8e 2016 \u5e74\uff0c\u5c31\u5728 Transformer \u51fa\u73b0\u4e4b\u524d\u3002\u5b83\u5b9e\u9645\u4e0a\u5c55\u793a\u4e86\u5982\u4f55\u53ef\u4ee5\u5728\u5927\u8111\u4e2d\u5b9e\u73b0\u7c7b\u4f3c Transformer \u7684\u4e1c\u897f\u3002\u5b83\u7684\u6807\u9898\u597d\u50cf\u662f \u201cUsing Fast Weights to Attend to the Recent Past\u201d\u3002<\/p>\n<p><\/p>\n<h1 style=\"font-size: 32px;font-weight: bold;padding: 0px 4px 0px 0px;text-align: center;margin: 0px 0px 20px\"><span class=\"ez-toc-section\" id=\"02_%E7%89%B9%E6%AE%8A%E5%8C%96%E4%BA%BA%E7%B1%BB%E6%84%8F%E8%AF%86%E7%9A%84%E5%8F%99%E4%BA%8B%EF%BC%8C%E8%AE%A9%E6%88%91%E4%BB%AC%E4%BD%8E%E4%BC%B0AI%E9%A3%8E%E9%99%A9\"><\/span>02 \u7279\u6b8a\u5316\u4eba\u7c7b\u610f\u8bc6\u7684\u53d9\u4e8b\uff0c\u8ba9\u6211\u4eec\u4f4e\u4f30AI\u98ce\u9669<span class=\"ez-toc-section-end\"><\/span><\/h1>\n<\/p>\n<p>\u59da\u671f\u667a\uff1a<\/p>\n<p>\u73b0\u5728\u6211\u60f3\u8f6c\u5411\u4e00\u4e9b\u66f4\u54f2\u5b66\u6027\u7684\u95ee\u9898\u3002<\/p>\n<p>Jeffrey\uff0c\u6211\u4e0d\u786e\u5b9a\u4f60\u662f\u5426\u77e5\u9053\uff0cAlan Turing \u8fd9\u4e2a\u540d\u5b57\u7ffb\u8bd1\u6210\u4e2d\u6587\u5e26\u6709\u4e00\u4e2a\u201c\u7075\u201d\u5b57\uff0c\u800c\u201c\u7075\u201d\u5728\u4e2d\u6587\u91cc\u610f\u5473\u7740\u201c\u5f97\u5230\u542f\u53d1\u201d\u3002<\/p>\n<p>\u6240\u4ee5\u6211\u89c9\u5f97\uff0c\u8fd9\u6070\u597d\u4e0e\u4f60\u7684\u63cf\u8ff0\u975e\u5e38\u5951\u5408\uff1a\u56fe\u7075\u4e5f\u63d0\u5230\u4e86\u795e\u7ecf\u7f51\u7edc\u7684\u8fd9\u4e2a\u7406\u5ff5\u3002\u57fa\u4e8e\u6b64\uff0c\u6211\u60f3\u95ee\u4f60\u7684\u4e00\u4e2a\u95ee\u9898\u662f\uff1a\u6211\u8bb0\u5f97\u5728\u4eca\u5929\u65e9\u4e0a\u7684\u6f14\u8bb2\u4e2d\uff0c\u4f60\u6709\u4e00\u53e5\u975e\u5e38\u91cd\u8981\u7684\u8868\u8ff0\uff0c\u4f60\u8ba4\u4e3a\u5b8c\u5168\u53ef\u4ee5\u8bf4\u5927\u578b\u8bed\u8a00\u6a21\u578b\u7406\u89e3\u5b83\u4eec\u81ea\u5df1\u6240\u8bf4\u7684\u53e5\u5b50\u3002\u4f60\u53ef\u4ee5\u518d\u8be6\u7ec6\u9610\u8ff0\u4e00\u4e0b\u5417\uff1f<\/p>\n<p>Geoffery Hinton\uff1a<\/p>\n<p>\u6211\u8fd9\u91cc\u53ef\u4ee5\u8bb2\u4e00\u4e2a\u6545\u4e8b\uff1a\u6211\u66fe\u7b2c\u4e00\u6b21\u5728\u548c\u6211\u5973\u513f\u7684\u4e89\u8bba\u4e2d\u8f93\u7ed9\u4e86\u5979\uff0c\u90a3\u65f6\u5979\u624d 4 \u5c81\u3002<\/p>\n<p>\u5979\u4e0b\u697c\u6765\u5bf9\u6211\u8bf4\uff1a\u201c\u7238\u7238\uff0c\u4f60\u77e5\u9053\u5417\uff1f\u9e66\u9e49\u4f1a\u8bf4\u8bdd\u54e6\uff1f\u201d<\/p>\n<p>\u6211\u8bf4\uff1a\u201c\u4e0d\uff0cEmma\uff0c\u9e66\u9e49\u4e0d\u4f1a\u8bf4\u8bdd\u3002\u5b83\u4eec\u53ea\u662f\u80fd\u53d1\u51fa\u542c\u8d77\u6765\u50cf\u8bf4\u8bdd\u7684\u58f0\u97f3\uff0c\u4f46\u90a3\u53ea\u662f\u5b66\u820c\uff0c\u5b83\u4eec\u4e0d\u660e\u767d\u90a3\u4e9b\u58f0\u97f3\u7684\u542b\u4e49\u3002\u201d<\/p>\n<p>\u5979\u8bf4\uff1a\u201c\u4e0d\uff0c\u4f60\u9519\u4e86\uff0c\u7238\u7238\u3002\u5b83\u4eec\u4f1a\u8bf4\u8bdd\u3002\u201d<\/p>\n<p>\u4e8e\u662f\u6211\u8bf4\uff1a\u201c\u4e0d\uff0cEmma\uff0c\u5b83\u4eec\u5e76\u4e0d\u7406\u89e3\u8fd9\u4e9b\u8bcd\u7684\u610f\u601d\u3002\u201d<\/p>\n<p>\u5979\u8bf4\uff1a\u201c\u4f1a\u7684\u3002\u6211\u521a\u770b\u4e86\u4e00\u4e2a\u8282\u76ee\uff0c\u4e00\u4e2a\u5973\u58eb\u7ed9\u9e66\u9e49\u770b\u4e86\u4e00\u8f86\u6c7d\u8f66\uff0c\u9e66\u9e49\u5c31\u8bf4\u2018\u6c7d\u8f66\u2019\u3002\u201d<\/p>\n<p>\u5c31\u8fd9\u6837\uff0c\u6211\u5728\u548c\u6211 4 \u5c81\u5973\u513f\u7684\u4e89\u8bba\u4e2d\u8f93\u4e86\u3002<\/p>\n<p>\u800c\u6211\u89c9\u5f97\u5982\u4eca\u7684\u8bed\u8a00\u5b66\u5bb6\u5728\u67d0\u79cd\u7a0b\u5ea6\u4e0a\u4e5f\u6709\u70b9\u7c7b\u4f3c\u3002<\/p>\n<p>\u8bed\u8a00\u5b66\u5bb6\u4eec\u6700\u521d\u7684\u53cd\u5e94\u662f\uff1a\u201c\u54e6\uff0c\u8fd9\u4e9b\u73a9\u610f\u513f\u5e76\u4e0d\u4f1a\u8bf4\u8bdd\u3002\u8fd9\u4e9b\u73a9\u610f\u513f\u5e76\u4e0d\u7406\u89e3\u5b83\u4eec\u5728\u8bf4\u4ec0\u4e48\u3002\u8fd9\u4e9b\u4e1c\u897f\u53ea\u662f\u7528\u6765\u9884\u6d4b\u4e0b\u4e00\u4e2a\u8bcd\u7684\u7edf\u8ba1\u6280\u5de7\u3002\u5b83\u4eec\u6ca1\u6709\u4efb\u4f55\u7406\u89e3\u80fd\u529b\u3002\u201d\u4f46\u8fd9\u79cd\u770b\u6cd5\u6709\u597d\u51e0\u5904\u662f\u9519\u7684\u3002<\/p>\n<p>\u9996\u5148\uff0c\u5982\u679c\u4f60\u771f\u60f3\u628a\u4e0b\u4e00\u4e2a\u8bcd\u9884\u6d4b\u597d\uff08\u5c24\u5176\u5f53\u5b83\u662f\u56de\u7b54\u4e00\u4e2a\u95ee\u9898\u7684\u7b2c\u4e00\u4e2a\u8bcd\u65f6\uff09\uff0c\u4f60\u5c31\u9700\u8981\u5df2\u7ecf\u7406\u89e3\u4e86\u522b\u4eba\u8bf4\u7684\u8bdd\u3002\u6240\u4ee5\u6709\u8da3\u4e14\u5bf9\u6211\u4eec\u5927\u6709\u5e2e\u52a9\u7684\u4e00\u70b9\u662f\uff0c\u4ec5\u4ec5\u901a\u8fc7\u52aa\u529b\u9884\u6d4b\u4e0b\u4e00\u4e2a\u8bcd\uff0c\u5982\u679c\u4f60\u60f3\u628a\u5b83\u505a\u5230\u6781\u81f4\uff0c\u4f60\u5c31\u8feb\u4f7f\u7cfb\u7edf\u53bb\u7406\u89e3\u90a3\u4e2a\u95ee\u9898\u3002<\/p>\n<p>\u8bed\u8a00\u5b66\u5bb6\u4eec\u63d0\u51fa\u4e86\u5f88\u591a\u53cd\u5bf9\u610f\u89c1\uff0c\u73b0\u5728\u4ecd\u7136\u6709\u8bed\u8a00\u5b66\u5bb6\u8bf4\u8fd9\u4e9b\u4e1c\u897f\u4ec0\u4e48\u90fd\u4e0d\u7406\u89e3\u3002\u4f46\u6211\u8ba4\u4e3a\u73b0\u5728\u7684\u60c5\u51b5\u662f\uff0c\u4efb\u4f55\u771f\u6b63\u7528\u8fc7\u5927\u578b\u8bed\u8a00\u6a21\u578b\u7684\u4eba\uff0c\u90fd\u4e0d\u53ef\u80fd\u76f8\u4fe1\u5b83\u4eec\u542c\u4e0d\u61c2\u4f60\u5728\u8bf4\u4ec0\u4e48\u3002<\/p>\n<p>\u800c\u6211\u6700\u6709\u529b\u7684\u8bba\u636e\u662f\u8fd9\u6837\u7684\uff1a\u5047\u8bbe\u6211\u5bf9\u4e00\u4e2a\u5927\u578b\u8bed\u8a00\u6a21\u578b\u8bf4\uff1a\u201c\u6211\u5728\u98de\u5f80\u829d\u52a0\u54e5\u7684\u9014\u4e2d\u770b\u5230\u4e86\u5927\u5ce1\u8c37\u3002\u201d<\/p>\n<p>\u5927\u578b\u8bed\u8a00\u6a21\u578b\u56de\u7b54\uff1a\u201c\u90a3\u4e0d\u53ef\u80fd\u662f\u5bf9\u7684\u3002\u56e0\u4e3a\u5927\u5ce1\u8c37\u592a\u5927\u4e86\uff0c\u98de\u4e0d\u8d77\u6765\u3002\u201d<\/p>\n<p>\u7136\u540e\u6211\u5bf9\u6a21\u578b\u8bf4\uff1a\u201c\u4e0d\uff0c\u6211\u4e0d\u662f\u90a3\u4e2a\u610f\u601d\u3002\u6211\u7684\u610f\u601d\u662f\uff0c\u5728\u6211\u98de\u5f80\u829d\u52a0\u54e5\u7684\u9014\u4e2d\uff0c\u6211\u770b\u5230\u4e86\u5927\u5ce1\u8c37\u3002\u201d<\/p>\n<p>\u5927\u578b\u8bed\u8a00\u6a21\u578b\u8bf4\uff1a\u201c\u54e6\uff0c\u6211\u660e\u767d\u4e86\uff0c\u6211\u8bef\u4f1a\u4e86\u3002\u201d<\/p>\n<p>\u5982\u679c\u521a\u624d\u90a3\u7b97\u662f\u5b83\u7684\u8bef\u89e3\uff0c\u90a3\u5b83\u5728\u5176\u4ed6\u65f6\u5019\u53c8\u662f\u5728\u505a\u4ec0\u4e48\u5462\uff1f<\/p>\n<p>\u59da\u671f\u667a\uff1a<\/p>\n<p>\u6240\u4ee5\u8fd9\u79cd\u73b0\u8c61\u751a\u81f3\u5728\u4e00\u4e2a\u5fae\u578b\u8bed\u8a00\u6a21\u578b\u4e0a\u4e5f\u80fd\u51fa\u73b0\u3002<\/p>\n<p>Geoffery Hinton\uff1a<\/p>\n<p>\u7edd\u4e0d\u53ea\u662f\u201c\u5fae\u578b\u201d\u2026\u2026\u6211\u6765\u544a\u8bc9\u4f60\u5b83\u6709\u591a\u201c\u5fae\u5c0f\u201d\u3002\u5b83\u7684\u8bcd\u5d4c\u5165\u53ea\u6709 6 \u4e2a\u795e\u7ecf\u5143\uff0c\u7f51\u7edc\u4e2d\u7684\u6743\u91cd\u6570\u91cf\u5927\u7ea6\u662f 1000 \u4e2a\uff0c\u8bad\u7ec3\u6837\u672c\u7684\u6570\u91cf\u662f 10^6\uff08100 \u4e07\uff09\u3002\u89c4\u6a21\u975e\u5e38\u5c0f\u3002<\/p>\n<p>\u59da\u671f\u667a\uff1a<\/p>\n<p>\u5ef6\u4f38\u8fd9\u4e00\u601d\u8def\uff0c\u6211\u4f1a\u5047\u8bbe\u73b0\u5728\u90a3\u4e9b\u591a\u6a21\u6001\u804a\u5929\u673a\u5668\u4eba\u4e0d\u4ec5\u80fd\u591f\u201c\u7406\u89e3\u201d\uff0c\u5b83\u4eec\u8fd8\u80fd\u505a\u5230\u66f4\u591a\uff0c\u5bf9\u5417\uff1f<\/p>\n<p>Geoffery Hinton\uff1a<\/p>\n<p>\u662f\u7684\u3002\u6211\u8ba4\u4e3a\u6709\u4e00\u4e2a\u5f88\u5927\u7684\u95ee\u9898\uff08\u6211\u4eca\u5929\u65e9\u4e0a\u6f14\u8bb2\u4e2d\u6ca1\u63d0\u5230\uff09\uff0c\u5c31\u662f\u2014\u2014\u8fd9\u4e9b\u591a\u6a21\u6001\u804a\u5929\u673a\u5668\u4eba\u662f\u5426\u6709\u77e5\u89c9\uff1f<\/p>\n<p>\u4e0d\u540c\u7684\u4eba\u7528\u4e0d\u540c\u65b9\u5f0f\u8868\u8fbe\u8fd9\u4e2a\u95ee\u9898\u3002\u6709\u4e9b\u4eba\u95ee\uff0c\u5b83\u4eec\u6709\u77e5\u89c9\u5417\uff1f\u6709\u4e9b\u4eba\u95ee\uff0c\u5b83\u4eec\u6709\u610f\u8bc6\u5417\uff1f\u8fd8\u6709\u4eba\u95ee\uff0c\u5b83\u4eec\u6709\u4e3b\u89c2\u4f53\u9a8c\u5417\uff1f<\/p>\n<p>\u90a3\u4e48\u6211\u4eec\u6765\u8ba8\u8bba\u4e00\u4e0b\u4e3b\u89c2\u4f53\u9a8c\u7684\u95ee\u9898\u3002<\/p>\n<p>\u5728\u6211\u4eec\uff08\u81f3\u5c11\u662f\u6211\u7684\u6587\u5316\uff09\u6587\u5316\u4e2d\uff0c\u5927\u591a\u6570\u4eba\u8ba4\u4e3a\u6211\u4eec\u6709\u4e00\u4e2a\u53eb\u4f5c\u5fc3\u7075\u7684\u5185\u5728\u5267\u573a\uff0c\u5728\u8fd9\u4e2a\u5185\u5728\u5267\u573a\u4e2d\u53d1\u751f\u7684\u4e8b\u60c5\u53ea\u6709\u81ea\u5df1\u80fd\u770b\u5230\u2014\u2014\u4e3e\u4f8b\u6765\u8bf4\uff0c\u5982\u679c\u6211\u559d\u591a\u4e86\uff0c\u6211\u5bf9\u4f60\u8bf4\uff1a\u201c\u6211\u6709\u4e00\u79cd\u4e3b\u89c2\u4f53\u9a8c\uff0c\u89c9\u5f97\u6709\u7c89\u7ea2\u8272\u7684\u5c0f\u8c61\u5728\u6211\u9762\u524d\u6f02\u6d6e\u3002\u201d<\/p>\n<p>\u897f\u65b9\u6587\u5316\u4e2d\u7684\u5927\u591a\u6570\u4eba\u4f1a\u5c06\u6b64\u7406\u89e3\u4e3a\uff1a\u5b58\u5728\u4e00\u4e2a\u53eb\u5fc3\u7075\u7684\u5185\u5728\u5267\u573a\uff0c\u800c\u5728\u8fd9\u4e2a\u5267\u573a\u91cc\uff0c\u6709\u5c0f\u7c89\u7ea2\u8c61\u5728\u773c\u524d\u6f02\u6d6e\u3002\u5982\u679c\u4f60\u95ee\u8fd9\u4e9b\u5c0f\u8c61\u662f\u7531\u4ec0\u4e48\u6784\u6210\u7684\uff0c\u54f2\u5b66\u5bb6\u4f1a\u544a\u8bc9\u4f60\u5b83\u4eec\u662f\u7531\u611f\u8d28\uff08qualia\uff09\u6784\u6210\u7684\uff1a\u7531\u7c89\u7ea2\u8272\u7684\u611f\u8d28\u3001\u5927\u8c61\u7684\u611f\u8d28\u3001\u6f02\u6d6e\u7684\u611f\u8d28\u3001\u4e0d\u592a\u5927\u7684\u611f\u8d28\u548c\u6b63\u7740\u7684\u611f\u8d28\uff0c\u90fd\u7528\u611f\u8d28\u80f6\u6c34\u7c98\u5728\u4e00\u8d77\u2014\u2014<\/p>\n<p>\u7531\u6b64\u4f60\u53ef\u4ee5\u770b\u51fa\uff0c\u6211\u5e76\u4e0d\u592a\u76f8\u4fe1\u8fd9\u4e2a\u7406\u8bba\u3002<\/p>\n<p>\u73b0\u5728\uff0c\u6709\u4e00\u79cd\u5b8c\u5168\u4e0d\u540c\u7684\u7406\u8bba\uff0c\u6765\u81ea\u4e39\u00b7\u4e39\u5c3c\u7279\u7b49\u54f2\u5b66\u5bb6\u2014\u2014\u4ed6\u4eec\u8ba4\u4e3a\u6839\u672c\u4e0d\u5b58\u5728\u4ec0\u4e48\u5185\u5728\u5267\u573a\u3002<\/p>\n<p>\u4ed6\u4eec\u8ba4\u4e3a\uff0c\u5f53\u4f60\u8c08\u8bba\u4e3b\u89c2\u4f53\u9a8c\u65f6\uff0c\u4f60\u5e76\u4e0d\u662f\u5728\u8bf4\u81ea\u5df1\u5fc3\u4e2d\uff0c\u53ea\u6709\u81ea\u5df1\u80fd\u770b\u5230\u7684\u3001\u7eaf\u7cb9\u4e2a\u4f53\u7684\u4e8b\u60c5\u3002\u5176\u5b9e\u662f\u5728\u8bd5\u56fe\u5411\u522b\u4eba\u89e3\u91ca\u4f60\u7684\u611f\u77e5\u7cfb\u7edf\u54ea\u91cc\u51fa\u95ee\u9898\u4e86\u3002<\/p>\n<p>\u8ba9\u6211\u628a\u201c\u6211\u6709\u5c0f\u7c89\u7ea2\u8c61\u5728\u6211\u773c\u524d\u98d8\u6d6e\u7684\u4e3b\u89c2\u4f53\u9a8c\u201d\u8fd9\u53e5\u8bdd\u6362\u79cd\u8bf4\u6cd5\uff0c\u4e0d\u7528\u201c\u4e3b\u89c2\u4f53\u9a8c\u201d\u8fd9\u4e2a\u8bcd\u3002\u53ef\u4ee5\u8fd9\u6837\u8bf4\uff1a<\/p>\n<p>\u201c\u6211\u7684\u611f\u77e5\u7cfb\u7edf\u9a97\u4e86\u6211\u3002\u4f46\u662f\u5982\u679c\u5916\u90e8\u4e16\u754c\u4e2d\u771f\u7684\u6709\u5c0f\u7c89\u7ea2\u8c61\u5728\u6211\u9762\u524d\u98d8\u6d6e\uff0c\u90a3\u6211\u7684\u611f\u77e5\u7cfb\u7edf\u8bf4\u7684\u5c31\u662f\u771f\u8bdd\u3002\u201d<\/p>\n<p>\u56e0\u6b64\uff0c\u5f53\u4f60\u8c08\u8bba\u4e3b\u89c2\u4f53\u9a8c\u65f6\uff0c\u4f60\u662f\u5728\u5411\u4ed6\u4eba\u4f20\u8fbe\u4f60\u7684\u611f\u77e5\u7cfb\u7edf\u51fa\u4e86\u95ee\u9898\u3002\u8fd9\u5c31\u662f\u4f60\u79f0\u4e4b\u4e3a\u201c\u4e3b\u89c2\u201d\u7684\u539f\u56e0\uff0c\u800c\u4f60\u662f\u901a\u8fc7\u63cf\u8ff0\u4e00\u79cd\u5047\u60f3\u7684\u4e16\u754c\u72b6\u6001\u6765\u505a\u5230\u8fd9\u4e00\u70b9\u7684\u3002\u6240\u4ee5\u8fd9\u4e9b\u5c0f\u7c89\u7ea2\u8c61\u5e76\u4e0d\u662f\u7531\u4ec0\u4e48\u53eb\u611f\u8d28\u7684\u5947\u602a\u4e1c\u897f\u6784\u6210\u7684\u3002\u5b83\u4eec\u662f\u5047\u60f3\u7684\u771f\u5b9e\u7c89\u7ea2\u5c0f\u8c61\u2014\u2014\u201c\u7c89\u7ea2\u201d\u548c\u201c\u8c61\u201d\u90fd\u662f\u771f\u5b9e\u7684\uff0c\u53ea\u4e0d\u8fc7\u662f\u5047\u60f3\u7684\u3002<\/p>\n<p>\u73b0\u5728\u8ba9\u6211\u628a\u8fd9\u4e2a\u5957\u7528\u5230\u804a\u5929\u673a\u5668\u4eba\u4e0a\u3002\u5047\u8bbe\u6211\u6709\u4e00\u4e2a\u591a\u6a21\u6001\u804a\u5929\u673a\u5668\u4eba\u2014\u2014\u5b83\u4f1a\u8bf4\u8bdd\uff0c\u4f1a\u6307\u7269\uff0c\u914d\u6709\u6444\u50cf\u5934\u3002\u6211\u8bad\u7ec3\u5b83\uff0c\u7136\u540e\u5728\u5b83\u9762\u524d\u653e\u4e00\u4e2a\u7269\u4f53\uff0c\u5bf9\u5b83\u8bf4\uff1a\u201c\u6307\u4e00\u4e0b\u90a3\u4e2a\u7269\u4f53\u3002\u201d\u5b83\u6307\u5411\u4e86\u90a3\u4e2a\u7269\u4f53\u3002<\/p>\n<p>\u73b0\u5728\u6211\u5728\u6444\u50cf\u5934\u955c\u5934\u524d\u653e\u4e00\u5757\u68f1\u955c\uff0c\u5e72\u6270\u4e86\u5b83\u7684\u611f\u77e5\u7cfb\u7edf\u3002\u7136\u540e\u6211\u518d\u5728\u5b83\u9762\u524d\u653e\u4e00\u4e2a\u7269\u4f53\uff0c\u5bf9\u5b83\u8bf4\uff1a\u201c\u6307\u4e00\u4e0b\u90a3\u4e2a\u7269\u4f53\u3002\u201d\u7ed3\u679c\u5b83\u6307\u5411\u4e86\u90a3\u8fb9\u3002\u6211\u8bf4\uff1a\u201c\u4e0d\uff0c\u7269\u4f53\u4e0d\u5728\u90a3\u8fb9\uff0c\u5b83\u5176\u5b9e\u5c31\u5728\u4f60\u6b63\u524d\u65b9\u3002\u4f46\u6211\u5728\u4f60\u7684\u955c\u5934\u524d\u653e\u4e86\u4e00\u4e2a\u68f1\u955c\u3002\u201d<\/p>\n<p>\u804a\u5929\u673a\u5668\u4eba\u8bf4\uff1a\u201c\u54e6\uff0c\u6211\u660e\u767d\u4e86\uff0c\u662f\u68f1\u955c\u6298\u5c04\u4e86\u5149\u7ebf\u3002\u6240\u4ee5\u7269\u4f53\u5176\u5b9e\u5728\u90a3\u91cc\u3002\u53ef\u662f\u6211\u7684\u4e3b\u89c2\u4f53\u9a8c\u662f\u5b83\u5728\u90a3\u8fb9\u3002\u201d<\/p>\n<p>\u5982\u679c\u804a\u5929\u673a\u5668\u4eba\u8fd9\u4e48\u8bf4\uff0c\u90a3\u4e48\u5b83\u4f7f\u7528\u201c\u4e3b\u89c2\u4f53\u9a8c\u201d\u8fd9\u4e2a\u8bcd\u7684\u65b9\u5f0f\u548c\u6211\u4eec\u4eba\u7c7b\u7528\u7684\u4e00\u6a21\u4e00\u6837\u3002\u8fd9\u4e5f\u662f\u6211\u76f8\u4fe1\u5f53\u524d\u7684\u591a\u6a21\u6001\u804a\u5929\u673a\u5668\u4eba\u5728\u5176\u611f\u77e5\u7cfb\u7edf\u51fa\u9519\u65f6\u5177\u5907\u4e3b\u89c2\u4f53\u9a8c\u7684\u539f\u56e0\u3002\u800c\u5f53\u5b83\u4eec\u7684\u7cfb\u7edf\u8fd0\u4f5c\u6b63\u5e38\u65f6\uff0c\u90a3\u5c31\u662f\u5ba2\u89c2\u4f53\u9a8c\u2014\u2014\u6211\u4eec\u5c31\u4e0d\u4f1a\u8d39\u5fc3\u53bb\u4f7f\u7528\u201c\u4f53\u9a8c\u201d\u8fd9\u4e2a\u8bcd\u4e86\u3002<\/p>\n<p>\u59da\u671f\u667a\uff1a<\/p>\n<p>\u6211\u89c9\u5f97\u8fd9\u975e\u5e38\u6709\u8bf4\u670d\u529b\u3002\u6211\u540c\u610f\u4f60\u7684\u8bf4\u6cd5\uff1a\u4ece\u79d1\u5b66\u89d2\u5ea6\u8bb2\uff0c\u201c\u7406\u89e3\u201d\u53ea\u662f\u884c\u4e3a\u5c42\u9762\u7684\u8868\u73b0\u3002\u6240\u4ee5\u6211\u60f3\u95ee\u4f60\u8fd9\u6837\u4e00\u4e2a\u95ee\u9898\u3002\u54f2\u5b66\u5bb6\u4eec\u542c\u5230\u8fd9\u79cd\u8bba\u65ad\u65f6\uff0c\u4f1a\u8df3\u8d77\u6765\uff0c\u975e\u5e38\u607c\u706b\u3002<\/p>\n<p>Geoffery Hinton\uff1a<\/p>\n<p>\u54f2\u5b66\u5bb6\u90fd\u662f\u8fd9\u6837\u7684\u3002<\/p>\n<p>\u59da\u671f\u667a\uff1a<\/p>\n<p>\u662f\uff0c\u4f46\u5982\u679c\u6211\u4eec\u5355\u7eaf\u7ad9\u5728\u79d1\u5b66\u5bb6\u7684\u7acb\u573a\u6765\u770b\u5f85\uff0c\u8fd9\u4e9b\u95ee\u9898\u7684\u7b54\u6848\u91cd\u8981\u5417\uff1f\u56e0\u4e3a\u5f53\u4f60\u505a\u79d1\u5b66\u7814\u7a76\u3001\u4ece\u4e8b AI \u7814\u7a76\u3001\u8bbe\u8ba1\u7b97\u6cd5\u65f6\u2014\u2014<\/p>\n<p>\u5982\u679c\u6211\u4eec\u5728\u79d1\u5b66\u8ba8\u8bba\u4e2d\u5b8c\u5168\u6392\u9664\u6389\u8fd9\u4e9b\u95ee\u9898\uff0c\u5b83\u4e0d\u4f1a\u51cf\u5c11\u4ec0\u4e48\uff0c\u4e5f\u4e0d\u4f1a\u589e\u52a0\u4ec0\u4e48\u3002<\/p>\n<p>\u662f\u8fd9\u6837\u5417\uff1f<\/p>\n<p>Geoffery Hinton\uff1a<\/p>\n<p>\u6211\u8ba4\u4e3a\u8fd9\u66f4\u591a\u662f\u653f\u6cbb\u6027\u7684\u3002<\/p>\n<p>\u6211\u89c9\u5f97\u8bb8\u591a\u4eba\u5bf9\u8d85\u7ea7\u667a\u80fd\u7684\u6050\u60e7\u6ca1\u6709\u5e94\u6709\u7684\u90a3\u4e48\u5927\uff0c\u56e0\u4e3a\u4ed6\u4eec\u4ecd\u76f8\u4fe1\u6211\u4eec\u8eab\u4e0a\u6709\u67d0\u79cd\u7279\u6b8a\u7684\u4e1c\u897f\u2014\u2014\u4e3b\u89c2\u4f53\u9a8c\u3001\u611f\u77e5\u80fd\u529b\u6216\u610f\u8bc6\u2014\u2014\u662f\u8fd9\u4e9b\u5176\u5b83\u7cfb\u7edf\u6c38\u8fdc\u65e0\u6cd5\u62e5\u6709\u7684\u3002\u4e5f\u5c31\u662f\u8bf4\uff0c\u6211\u4eec\u5f88\u7279\u522b\u3002\u6211\u4eec\u6709\u4e00\u79cd\u9b54\u6cd5\u6210\u5206\u2014\u2014\u610f\u8bc6\u6216\u4e3b\u89c2\u4f53\u9a8c\u2014\u2014\u800c AI \u6ca1\u6709\u3002\u6240\u4ee5\u6211\u4eec\u89c9\u5f97\u4f1a\u6ca1\u4e8b\uff0c\u56e0\u4e3a\u6211\u4eec\u6709\u5b83\u4eec\u6ca1\u6709\u7684\u4e1c\u897f\u3002<\/p>\n<p>\u6211\u8ba4\u4e3a\u90a3\u662f\u65e0\u7a3d\u4e4b\u8c08\u3002\u800c\u4e14\u662f\u5371\u9669\u7684\u65e0\u7a3d\u4e4b\u8c08\uff0c\u56e0\u4e3a\u5b83\u4f1a\u8ba9\u6211\u4eec\u81ea\u6ee1\uff08complacent\uff09\u3002<\/p>\n<p><\/p>\n<h1 style=\"font-size: 32px;font-weight: bold;padding: 0px 4px 0px 0px;text-align: center;margin: 0px 0px 20px\"><span class=\"ez-toc-section\" id=\"03_%E5%96%84%E8%89%AF%E6%98%AFAI%E6%9C%80%E9%87%8D%E8%A6%81%E7%9A%84%E6%9C%AA%E8%A7%A3%E4%B9%8B%E9%A2%98\"><\/span>03 \u5584\u826f\u662fAI\u6700\u91cd\u8981\u7684\u672a\u89e3\u4e4b\u9898<span class=\"ez-toc-section-end\"><\/span><\/h1>\n<p><\/p>\n<p>\u59da\u671f\u667a\uff1a<\/p>\n<p>\u6211\u60f3\u6211\u4eec\u7b2c\u4e00\u90e8\u5206\u5dee\u4e0d\u591a\u8981\u7ed3\u675f\u4e86\uff0c\u4f46\u6211\u6709\u4e2a\u95ee\u9898\u4e00\u76f4\u8feb\u4e0d\u53ca\u5f85\u5730\u60f3\u95ee Jeffrey\uff1a\u4f60\u8ba4\u4e3a AI \u9886\u57df\u6700\u91cd\u8981\u7684\u672a\u89e3\u51b3\u95ee\u9898\u662f\u4ec0\u4e48\uff1f<\/p>\n<p>Geoffery Hinton\uff1a<\/p>\n<p>\u6211\u8ba4\u4e3a\u6700\u91cd\u8981\u7684\u672a\u89e3\u51b3\u95ee\u9898\u662f\uff1a\u5982\u4f55\u8bad\u7ec3\u51fa\u4e00\u4e2a\u6700\u7ec8\u662f\u5584\u826f\u7684 AI\u3002\u6211\u4eec\u9700\u8981\u627e\u51fa\u5982\u4f55\u8bad\u7ec3\u5b83\u4eec\uff0c\u4f7f\u5176\u4e0d\u60f3\u63a5\u7ba1\u4e00\u5207\uff0c\u800c\u76ee\u524d\u6ca1\u6709\u4eba\u77e5\u9053\u8be5\u600e\u4e48\u505a\u5230\u8fd9\u4e00\u70b9\u3002<\/p>\n<p>\u6211\u7684\u731c\u60f3\u662f\uff0c\u8fd9\u5f88\u50cf\u517b\u80b2\u5b69\u5b50\u3002<\/p>\n<p>\u517b\u5b69\u5b50\u7684\u65f6\u5019\uff0c\u4f60\u53ef\u4ee5\u7ed9\u4ed6\u5b9a\u89c4\u77e9\uff0c\u4f46\u90a3\u51e0\u4e4e\u4e0d\u8d77\u4ec0\u4e48\u4f5c\u7528\u3002\u4f60\u53ef\u4ee5\u5956\u8d4f\u60e9\u7f5a\u4ed6\uff0c\u6709\u4e00\u70b9\u6548\u679c\u3002<\/p>\n<p>\u6216\u8005\u4f60\u53ef\u4ee5\u7ed9\u4ed6\u5c55\u793a\u597d\u7684\u884c\u4e3a\u699c\u6837\u3002\u5982\u679c\u7236\u6bcd\u8868\u73b0\u51fa\u826f\u597d\u7684\u884c\u4e3a\uff0c\u5b69\u5b50\u901a\u5e38\u4f1a\u6210\u957f\u4e3a\u4e00\u4e2a\u54c1\u5fb7\u9ad8\u5c1a\u7684\u4eba\u3002<\/p>\n<p>\u6240\u4ee5\u6211\u89c9\u5f97\u6211\u4eec\u5e94\u8be5\u7528\u7cbe\u5fc3\u7b5b\u9009\u7684\u6570\u636e\u6765\u57f9\u517b AI\u2014\u2014\u5f53 AI \u5f00\u59cb\u5b66\u4e60\u65f6\uff0c\u5b83\u53ea\u63a5\u89e6\u597d\u7684\u884c\u4e3a\u3002\u6211\u4eec\u628a\u6240\u6709\u4eba\u7684\u4e0d\u826f\u884c\u4e3a\u5148\u5b58\u8d77\u6765\uff0c\u7b49\u5b83\u5b66\u4f1a\u4e86\u4ec0\u4e48\u662f\u597d\u7684\u884c\u4e3a\u4e4b\u540e\uff0c\u518d\u628a\u90a3\u4e9b\u4e0d\u826f\u884c\u4e3a\u7ed9\u5b83\u770b\u3002<\/p>\n<p>\u59da\u671f\u667a\uff1a<\/p>\n<p>\u662f\u554a\uff0c\u5982\u679c\u8fd9\u6837\u884c\u5f97\u901a\uff0c\u90a3\u80af\u5b9a\u80fd\u89e3\u51b3\u5f88\u591a\u6709\u5173 AI \u672a\u6765\u53d1\u5c55\u7684\u95ee\u9898\u3002<\/p>\n<p>\u4e0d\u8fc7\u8ba9\u6211\u518d\u8ffd\u95ee\u4e00\u4e0b\uff0c\u56e0\u4e3a\u6211\u89c9\u5f97\uff0c\u8981\u8bad\u7ec3\u51fa\u4e00\u4e2a\u5b8c\u5168\u5584\u826f\u7684 AI \u6bd4\u770b\u8d77\u6765\u8981\u96be\u3002<\/p>\n<p>Geoffery Hinton\uff1a<\/p>\n<p>\u6211\u4eec\u73b0\u5728\u8fd8\u4e0d\u77e5\u9053\u600e\u4e48\u505a\u5230\u2026\u2026<\/p>\n<p>\u59da\u671f\u667a\uff1a<\/p>\n<p>\u800c\u4e14\u6211\u6000\u7591\uff0c\u4f60\u591a\u5c11\u53ef\u4ee5\u8bc1\u660e\u90a3\u662f\u4e0d\u53ef\u80fd\u7684\u3002\u6211\u4e5f\u4e0d\u786e\u5b9a\u3002<\/p>\n<p>\u4f46\u6211\u540c\u610f\u4f60\u7684\u8bf4\u6cd5\uff0c\u8fd9\u786e\u5b9e\u662f AI \u6700\u5927\u7684\u672a\u89e3\u96be\u9898\u3002\u6240\u4ee5\u6211\u8ba4\u4e3a\u5e94\u8be5\u628a\u6b63\u53cd\u4e24\u9762\u7684\u6240\u6709\u53ef\u80fd\u6027\u90fd\u8003\u8651\u8fdb\u53bb\u3002<\/p>\n<p>\u8ba9\u6211\u7a0d\u5fae\u8c08\u4e00\u4e0b\u6211\u7684\u60f3\u6cd5\uff0c\u7b97\u662f\u5bf9\u4f60\u6240\u8bf4\u7684\u56de\u5e94\u2014\u2014<\/p>\n<p>\u6211\u76f8\u4fe1\uff0c\u8fd9\u4e2a\u4e16\u754c\u4e0a\u6709\u597d\u4eba\uff0c\u4e5f\u6709\u574f\u4eba\u3002\u4f46\u4e8b\u5b9e\u4e0a\uff0c\u597d\u4eba\u4e5f\u53ef\u80fd\u5728\u4e0d\u540c\u73af\u5883\u4e0b\u53d8\u6210\u574f\u4eba\u3002\u6240\u4ee5\u6211\u8ba4\u4e3a\uff0c\u201c\u5584\u826f\u201d\u8fd9\u79cd\u7279\u8d28\u4e5f\u662f\u548c\u60c5\u5883\u76f8\u5173\u7684\u3002\u5982\u679c\u4f60\u5728\u4e00\u4e2a\u73af\u5883\u6076\u52a3\u7684\u793e\u533a\u957f\u5927\uff0c\u8981\u6210\u4e3a\u5e38\u4eba\u773c\u4e2d\u7684\u597d\u4eba\u662f\u5f88\u96be\u7684\u3002<\/p>\n<p>\u6211\u7684\u62c5\u5fe7\u662f\uff0c\u5c31\u50cf\u4f60\u517b\u80b2\u4e00\u4e2a\u5b69\u5b50\u3002\u5982\u679c\u4ed6\u6210\u957f\u5728\u5bcc\u88d5\u5bb6\u5ead\u3001\u826f\u597d\u793e\u533a\uff0c\u4f60\u77e5\u9053\uff0c\u4ed6\u4f1a\u6210\u4e3a\u5f6c\u5f6c\u6709\u793c\u7684\u4eba\uff0c\u751a\u81f3\u62ff\u4e2a\u8bfa\u8d1d\u5c14\u5956\u4e4b\u7c7b\u7684\u3002<\/p>\n<p>\u4f46\u5728\u6781\u7aef\u538b\u529b\u4e0b\uff0c\u6bd4\u5982\u6218\u573a\u4e0a\uff08\u5f88\u591a\u65f6\u5019\uff0c\u4f60\u77e5\u9053\u54f2\u5b66\u5bb6\u8bf4\u8fd9\u4e9b\u60c5\u5f62\u4e0d\u4e00\u6837\u662f\u6709\u9053\u7406\u7684\uff0c\u56e0\u4e3a\u6709\u65f6\u4f60\u5fc5\u987b\u505a\u51fa\u4ef7\u503c\u5224\u65ad\uff0c\u8fd9\u7c7b\u4f8b\u5b50\u6709\u5f88\u591a\uff09\u3002\u5982\u679c\u673a\u5668\u4eba\u5728\u8bb8\u591a\u90a3\u6837\u7684\u60c5\u5883\u4e0b\u63a5\u53d7\u8bad\u7ec3\u2014\u2014\u56e0\u4e3a\u4f60\u77e5\u9053\uff0c\u8981\u771f\u6b63\u628a\u673a\u5668\u4eba\u8bad\u7ec3\u5f97\u5584\u826f\uff0c\u5c31\u5f97\u5728\u8bb8\u591a\u60c5\u5883\u4e0b\u8003\u9a8c\u5b83\u2014\u2014\u6211\u731c\u60f3\uff0c\u4e00\u53f0\u597d\u673a\u5668\u4eba\uff0c\u5982\u679c\u4f60\u8ba9\u5b83\u627f\u53d7\u5de8\u5927\u7684\u538b\u529b\uff0c\u5e76\u4e14\u4e00\u65e6\u505a\u9519\u5c31\u4f1a\u88ab\u9500\u6bc1\uff0c\u90a3\u4e48\u5b83\u5c31\u4f1a\u53d8\u5f97\u975e\u5e38\u51b7\u9177\u65e0\u60c5\u3002<\/p>\n<p>\u6240\u4ee5\u6211\u7684\u610f\u601d\u662f\uff0c\u6211\u89c9\u5f97\u8981\u505a\u5230\u4f60\u8bf4\u7684\u90a3\u4e00\u70b9\uff0c\u4e00\u4e2a\u5b8f\u4f1f\u7684\u7406\u60f3\u662f\u6211\u4eec\u5e94\u8be5\u9996\u5148\u6539\u9020\u4eba\u7c7b\u672c\u8eab\u3002\u5982\u679c\u6211\u4eec\u80fd\u5f97\u5230\u4e00\u4e2a\u5584\u826f\u5360\u4e0a\u98ce\u7684\u4e16\u754c\uff0c\u6ca1\u6709\u4eba\u5728\u6781\u7aef\u538b\u529b\u4e0b\u88ab\u8feb\u505a\u4e8b\uff0c\u7136\u540e\u6211\u4eec\u518d\u7528\u8fd9\u79cd\u65b9\u5f0f\u8bad\u7ec3\u673a\u5668\u4eba\uff0c\u90a3\u4e48\u6700\u540e\u5927\u5bb6\u90fd\u4f1a\u5f88\u6ee1\u610f\u3002<\/p>\n<p>\u4f46\u8fd9\u4e00\u5207\u2026\u2026\u90fd\u53ea\u662f\u4e00\u4e2a\u5047\u8bbe\u800c\u5df2\u3002<\/p>\n<p>\u5982\u679c\u6211\u4eec\u65e0\u6cd5\u8ba9\u4eba\u7c7b\u793e\u4f1a\u8fbe\u5230\u90a3\u79cd\u72b6\u6001\uff0c\u6211\u8ba4\u4e3a\uff0c\u6211\u4eec\u5c31\u65e0\u6cd5\u4fdd\u8bc1\u90a3\u4e9b\u5fc3\u6000\u4e0d\u8f68\u8005\u4e0d\u4f1a\u5236\u9020\u51fa\u5e26\u6709\u654c\u610f\u7684\u673a\u5668\u4eba\u6765\u6d88\u706d\u6240\u6709\u5584\u826f\u7684\u673a\u5668\u4eba\u3002<\/p>\n<p>Geoffery Hinton\uff1a<\/p>\n<p>\u4f46\u6211\u4eec\u6ca1\u6709\u90a3\u4e2a\u65f6\u95f4\u4e86\u3002\u4e8b\u5b9e\u4e0a\u4eba\u7c7b\u4e3a\u6b64\u5df2\u7ecf\u52aa\u529b\u4e86\u5f88\u4e45\u3002<\/p>\n<p>\u8054\u5408\u56fd\u5e76\u6ca1\u6709\u5b9e\u73b0\u6700\u521d\u7684\u8bbe\u60f3\uff0c\u8fdc\u6ca1\u6709\u8fbe\u5230\u5f53\u521d\u9884\u671f\u7684\u90a3\u6837\u6709\u5f71\u54cd\u529b\u3002\u6211\u8ba4\u4e3a\u6211\u4eec\u6ca1\u6cd5\u53ca\u65f6\u505a\u5230\u4f60\u8bf4\u7684\u90a3\u70b9\u3002\u6211\u4eec\u4e0d\u53ef\u80fd\u4ee5\u8db3\u591f\u5feb\u7684\u901f\u5ea6\u6539\u9769\u4eba\u7c7b\u793e\u4f1a\uff0c\u6765\u8d76\u4e0a\u5e94\u5bf9\u5373\u5c06\u5230\u6765\u7684\u8d85\u7ea7\u667a\u80fd AI \u5a01\u80c1\u3002<\/p>\n<p>\u8fd8\u6709\u4e00\u4e2a\u66ff\u4ee3\u65b9\u6848\uff0c\u542c\u8d77\u6765\u6709\u70b9\u50cf\u7845\u8c37\u7684\u60f3\u6cd5\uff1a\u5047\u8bbe\u6211\u4eec\u80fd\u9020\u51fa\u4e00\u4e2a\u5927\u4f53\u4e0a\u5584\u826f\u7684 AI\uff0c\u7136\u540e\u8ba9\u5b83\u53bb\u8bbe\u8ba1\u4e00\u4e2a\u66f4\u5584\u826f\u7684 AI\u3002\u4e5f\u8bb8\u8981\u771f\u6b63\u89e3\u51b3\u5982\u4f55\u5236\u9020\u5584\u826f AI \u7684\u95ee\u9898\uff0c\u4f60\u9700\u8981\u4e00\u4e2a\u6bd4\u6211\u4eec\u806a\u660e\u5f97\u591a\u7684 AI \u6765\u5b8c\u6210\u3002<\/p>\n<p>\u6240\u4ee5\u53ef\u80fd\u53ef\u4ee5\u7528\u9012\u5f52\u7684\u65b9\u5f0f\u8ba9 AI 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style=\"font-size: 32px;font-weight: bold;padding: 0px 4px 0px 0px;text-align: center;margin: 0px 0px 20px\"><span class=\"ez-toc-section\" id=\"04_%E9%87%8F%E5%AD%90%E5%8A%9B%E5%AD%A6%E8%83%BD%E5%A1%AB%E8%A1%A5AI%E7%9A%84%E8%83%BD%E5%8A%9B%E7%A9%BA%E7%99%BD\"><\/span>04 \u91cf\u5b50\u529b\u5b66\u80fd\u586b\u8865AI\u7684\u80fd\u529b\u7a7a\u767d<span class=\"ez-toc-section-end\"><\/span><\/h1>\n<p><\/p>\n<p>Geoffery Hinton\uff1a<\/p>\n<p>\u8f6e\u5230\u6211\u4e86\u3002\u4f60\u61c2\u5f88\u591a\u7269\u7406\uff0c\u6211\u81ea\u5df1\u51e0\u4e4e\u4e0d\u61c2\u7269\u7406\u3002\u6240\u4ee5\u6211\u6709\u51e0\u4e2a\u5173\u4e8e\u91cf\u5b50\u8ba1\u7b97\u7684\u95ee\u9898\u60f3\u95ee\u4f60\u3002<\/p>\n<p>\u7b2c\u4e00\u4e2a\u95ee\u9898\u662f\uff0c\u5927\u591a\u6570\u7269\u7406\u7406\u8bba\u5728\u6781\u7aef\u6761\u4ef6\u4e0b\u90fd\u4f1a\u5931\u6548\u3002\u6bd4\u5982\u8bf4\uff0c\u725b\u987f\u5b9a\u5f8b\u5728\u5f88\u957f\u65f6\u95f4\u91cc\u770b\u8d77\u6765\u90fd\u975e\u5e38\u6b63\u786e\uff0c\u7cbe\u786e\u9002\u7528\u3002\u4f46\u540e\u6765\u53d1\u73b0\uff0c\u5728\u975e\u5e38\u9ad8\u901f\u7684\u60c5\u5f62\u4e0b\uff0c\u725b\u987f\u5b9a\u5f8b\u5c31\u4e0d\u6210\u7acb\u4e86\uff0c\u4f60\u9700\u8981\u4e00\u4e2a\u66f4\u5b8f\u5927\u7684\u7406\u8bba\u3002<\/p>\n<p>\u4f60\u8ba4\u4e3a\u6709\u6ca1\u6709\u53ef\u80fd\uff0c\u6211\u4eec\u5bf9\u91cf\u5b50\u529b\u5b66\u7684\u7406\u89e3\u4e5f\u65e0\u6cd5\u4e00\u76f4\u6210\u7acb\uff1f\u4e5f\u5c31\u662f\u8bf4\uff0c\u5728\u67d0\u4e9b\u60c5\u51b5\u4e0b\u2014\u2014\u6bd4\u5982\u65e0\u6cd5\u4fdd\u6301\u975e\u5e38\u590d\u6742\u7684\u7ea0\u7f20\uff0c\u800c\u91cf\u5b50\u8ba1\u7b97\u4f9d\u8d56\u4e8e\u5b8c\u7f8e\u7ef4\u6301\u8fd9\u4e9b\u7ea0\u7f20\u2014\u2014<\/p>\n<p>\u5982\u679c\u5728\u67d0\u4e9b\u73af\u5883\u4e0b\u51fa\u73b0\u4e00\u70b9\u4e0d\u5b8c\u7f8e\uff0c\u6700\u7ec8\u91cf\u5b50\u8ba1\u7b97\u5b9e\u9645\u4e0a\u53ef\u80fd\u884c\u4e0d\u901a\uff1f\u6709\u8fd9\u79cd\u53ef\u80fd\u5417\uff1f<\/p>\n<p>\u59da\u671f\u667a\uff1a<\/p>\n<p>\u6211\u8ba4\u4e3a\u6309\u7167\u6b63\u7edf\u7684\u91cf\u5b50\u7406\u8bba\uff0c\u53ea\u8981\u91cf\u5b50\u7406\u8bba\u6210\u7acb\uff0c\u7ea0\u7f20\u591a\u5c11\u4e2a\u91cf\u5b50\u6bd4\u7279\u90fd\u4e0d\u5f71\u54cd\u5176\u6709\u6548\u6027\u3002\u4f46\u5728\u5b9e\u8df5\u4e2d\uff0c\u5c31\u76ee\u524d\u800c\u8a00\u2014\u2014\u6211\u6709\u4e2a\u7269\u7406\u5b66\u5bb6\u670b\u53cb\u544a\u8bc9\u6211\u2014\u2014\u7269\u7406\u5b66\u5bb6\u76ee\u524d\u80fd\u591f\u5b9e\u73b0\u6df1\u5ea6\u7ea0\u7f20\u7684\u6700\u5927\u7c92\u5b50\u6570\u5927\u6982\u662f 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style=\"color:#FD5D3C\">(\u516c\u4f17\u53f7\uff1a\u96f7\u5cf0\u7f51)<\/span>\uff09<\/p>\n<p>\u96f7\u5cf0\u7f51\u539f\u521b\u6587\u7ae0\uff0c\u672a\u7ecf\u6388\u6743\u7981\u6b62\u8f6c\u8f7d\u3002\u8be6\u60c5\u89c1<a href=\"https:\/\/r.xiumi.us\/board\/v5\/3qhbI\/392977584\" rel=\"nofollow\" target=\"_blank\">\u8f6c\u8f7d\u987b\u77e5<\/a>\u3002<\/p>\n<p>\n                        <a href=\"https:\/\/vip.yanxishe.com\/?from=leiphonearticle\" target=\"_blank\"><br \/>\n                            <a href=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/07\/frc-ef1b38dfb738ad25d47c69ef4a8cea34.jpeg\" data-fancybox=\"images\" data-fancybox=\"gallery\"><img decoding=\"async\" src=\"https:\/\/17aitech.com\/wp-content\/uploads\/2025\/07\/frc-ef1b38dfb738ad25d47c69ef4a8cea34.jpeg\"><\/a><br \/>\n                        <\/a>\n                    <\/p>\n<p>                                            \u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:<a href=\"https:\/\/www.leiphone.com\/category\/ai\/DEAsgGwDjj7xBb24.html\" target=\"_blank\">Hinton\u4e0e\u59da\u671f\u667a\u5bf9\u8c08\uff1a\u8ba4\u4e3a\u4eba\u7c7b\u7684\u610f\u8bc6\u7279\u6b8a\uff0c\u90a3\u662f\u5371\u9669\u7684\u65e0\u7a3d\u4e4b\u8c08<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u90a3\u4e2a\u56e0\u4e3a\u8170\u75db\u800c\u5750\u4e0d\u4e0b\u7684\u7537\u4eba\uff0c\u7ec8\u4e8e\u8fd8\u662f\u5728W [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":0,"comment_status":"open","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center 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