{"id":35724,"date":"2024-12-30T13:00:10","date_gmt":"2024-12-30T05:00:10","guid":{"rendered":"https:\/\/17aitech.com\/?p=35724"},"modified":"2024-12-30T13:00:10","modified_gmt":"2024-12-30T05:00:10","slug":"jeff-dean%e5%9b%9e%e5%bf%86%e8%b0%b7%e6%ad%8c%e8%b6%a3%e4%ba%8b%ef%bc%9a%e5%90%b4%e6%81%a9%e8%be%be%e6%bf%80%e5%8a%b1%e8%87%aa%e5%b7%b1%e7%bb%a7%e7%bb%ad%e7%a0%94%e7%a9%b6%ef%bc%8chinton%e6%9b%be","status":"publish","type":"post","link":"https:\/\/17aitech.com\/?p=35724","title":{"rendered":"Jeff Dean\u56de\u5fc6\u8c37\u6b4c\u8da3\u4e8b\uff1a\u5434\u6069\u8fbe\u6fc0\u52b1\u81ea\u5df1\u7ee7\u7eed\u7814\u7a76\uff0cHinton\u66fe\u662f\u6700\u5f3a\u300c\u5b9e\u4e60\u751f\u300d"},"content":{"rendered":"

\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:Jeff Dean\u56de\u5fc6\u8c37\u6b4c\u8da3\u4e8b\uff1a\u5434\u6069\u8fbe\u6fc0\u52b1\u81ea\u5df1\u7ee7\u7eed\u7814\u7a76\uff0cHinton\u66fe\u662f\u6700\u5f3a\u300c\u5b9e\u4e60\u751f\u300d<\/a><\/p>\n

1999 \u5e74 8 \u6708\uff0cJeff Dean \u52a0\u5165\u4e86\u8c37\u6b4c\uff0c\u6210\u4e3a\u65e9\u671f\u7b2c 20 \u53f7\u5458\u5de5\u3002\u4ed6\u5728 2011 \u5e74\u53c2\u4e0e\u521b\u7acb\u4e86 Google Brain \u56e2\u961f\uff0c\u4e13\u6ce8\u4e8e\u667a\u80fd\u673a\u5668\u9886\u57df\u7684\u8fdb\u5c55\u3002\u81ea\u90a3\u65f6\u8d77\uff0c\u4ed6\u7684\u5de5\u4f5c\u91cd\u5fc3\u8f6c\u5230\u4e86 AI \u548c ML \u9886\u57df\u7684\u7814\u7a76\u3001\u7cfb\u7edf\u548c\u5e94\u7528\uff0c\u5e76\u5f15\u9886\u4e86\u66f4\u5e7f\u6cdb AI\/ML \u548c\u8ba1\u7b97\u673a\u79d1\u5b66\u7814\u7a76\u793e\u533a\u7684\u53d1\u5c55\u65b9\u5411\u3002<\/p>\n

2020 \u5e74 12 \u6708\uff0cJeff Dean \u83b7\u5f97\u4e86 2021 \u5e74\u5ea6 IEEE \u51af\u8bfa\u4f9d\u66fc\u5956\uff0c\u4ee5\u8868\u5f70\u4ed6\u5bf9\u5927\u89c4\u6a21\u5206\u5e03\u5f0f\u8ba1\u7b97\u673a\u7cfb\u7edf\u548c\u4eba\u5de5\u667a\u80fd\u7cfb\u7edf\u79d1\u5b66\u4e0e\u5de5\u7a0b\u7684\u8d21\u732e\u30022023 \u5e74 4 \u6708\uff0c\u8c37\u6b4c\u5ba3\u5e03\u5c06\u65d7\u4e0b Google Brain \u548c DeepMind \u5408\u5e76\uff0c\u6210\u7acb\u4e86 Google DeepMind\u3002Jeff Dean \u6210\u4e3a\u8be5\u90e8\u95e8\u7684\u9996\u5e2d\u79d1\u5b66\u5bb6\u3002<\/p>\n

\u4f5c\u4e3a\u8c37\u6b4c\u7684 AI\u300c\u638c\u95e8\u4eba\u300d\uff0c\u5728\u8c37\u6b4c\u5de5\u4f5c\u4e86 25 \u5e74\u7684 Jeff Dean \u89c1\u8bc1\u7740 AI \u53d1\u5c55\u7684\u8fc7\u53bb\u3001\u73b0\u5728\u4e0e\u672a\u6765\u3002\u5728\u6700\u8fd1\u7684\u4e00\u6b21\u8bbf\u8c08\u4e2d\uff0c\u4ed6\u548c\u4f26\u6566\u5927\u5b66\u5b66\u9662\u7684\u526f\u6559\u6388 Hannah Fry \u7545\u8c08\u4e86\u8c37\u6b4c AI \u5e03\u5c40\u7684\u6628\u5929\u3001\u4eca\u5929\u4e0e\u660e\u5929\u3002<\/p>\n

<\/a><\/p>\n

\u5728\u8bbf\u8c08\u4e2d\uff0cJeff Dean \u5f00\u542f\u4e86\u56de\u5fc6\u6740\u3002<\/p>\n

90 \u5e74\u4ee3\uff0c\u795e\u7ecf\u7f51\u7edc\u7684\u6027\u80fd\u6709\u9650\u3002Jeff Dean \u5728\u672c\u79d1\u65f6\u66fe\u63a2\u7d22\u8fc7\u5927\u89c4\u6a21\u795e\u7ecf\u7f51\u7edc\uff0c\u4ee5\u5931\u8d25\u544a\u7ec8\uff0c\u540e\u6765\u5728\u8c37\u6b4c\uff0c\u662f\u548c\u5434\u6069\u8fbe\u7684\u4e00\u6b21\u8c08\u8bdd\u6fc0\u53d1\u4e86\u4ed6\u7ee7\u7eed\u6269\u5c55\u795e\u7ecf\u7f51\u7edc\u7684\u60f3\u6cd5\u3002<\/p>\n

\u5f7c\u65f6\uff0c\u5927\u6d0b\u5f7c\u5cb8\u7684 DeepMind \u6b63\u5728\u4e3b\u653b\u5f3a\u5316\u5b66\u4e60\uff0c\u6765\u8c37\u6b4c\u8bbf\u95ee\u7684\u53f2\u4e0a\u6700\u5f3a 60 \u5c81\u300c\u5b9e\u4e60\u751f\u300dHinton\uff08\u6ca1\u9519\uff0c\u5c31\u662f\u6df1\u5ea6\u5b66\u4e60\u4e4b\u7236\uff09\u63d0\u8bae\u53bb\u8003\u5bdf\uff0c\u8fd9\u624d\u6709\u4e86 Google \u548c DeepMind \u7684\u5f3a\u5f3a\u8054\u5408\u3002\u5982\u4eca\uff0cScaling \u548c\u5f3a\u5316\u5b66\u4e60\u90fd\u8ba9 AI \u7684\u667a\u80fd\u7a0b\u5ea6\u4e0a\u4e86\u4e00\u4e2a\u53f0\u9636\u3002<\/p>\n

Jeff Dean \u8fd8\u5206\u4eab\u4e86\u4e00\u4e2a\u6709\u8da3\u7684\u4e8b\u60c5\uff0cGemini \u8fd9\u4e2a\u540d\u5b57\u662f\u4ed6\u63d0\u51fa\u7684\u3002Jeff Dean \u8868\u793a Gemini \u4ee3\u8868\u53cc\u80de\u80ce\uff0c\u5c31\u50cf DeepMind \u548c Google Brain \u7684\u5408\u5e76\uff0c\u4ee3\u8868\u7740\u8fd9\u4e24\u4e2a\u90e8\u95e8\u5171\u540c\u81f4\u529b\u4e8e\u4e00\u4e2a\u96c4\u5fc3\u52c3\u52c3\u7684\u591a\u6a21\u6001\u9879\u76ee\u3002<\/p>\n

\u5927\u5bb6\u90fd\u5728\u8c08\u8bba\u7684 Transformer\uff0cJeff Dean \u4e5f\u8fdb\u884c\u4e86\u7b80\u5355\u660e\u4e86\u7684\u4ecb\u7ecd\u3002<\/p>\n

\u4ee5\u4e0b\u662f\u8bbf\u8c08\u4e3b\u8981\u5185\u5bb9\u7684\u6458\u5f55\uff1a<\/p>\n

\u91cd\u62fe\u795e\u7ecf\u7f51\u7edc\uff0c\u8d77\u56e0\u7adf\u7136\u662f\u548c\u5434\u6069\u8fbe\u804a\u5929\uff1f<\/strong><\/p>\n

\u4e3b\u6301\u4eba\uff1a\u4f60\u8fd8\u8bb0\u5f97\u4f60\u7b2c\u4e00\u6b21\u63a5\u89e6\u795e\u7ecf\u7f51\u7edc\u662f\u4ec0\u4e48\u65f6\u5019\u5417\uff1f<\/strong><\/p>\n

Jeff Dean\uff1a\u795e\u7ecf\u7f51\u7edc\u6709\u7740\u6709\u8da3\u7684\u5386\u53f2\u3002\u4eba\u5de5\u667a\u80fd\uff08AI\uff09\u672c\u8eab\u662f\u4e00\u95e8\u76f8\u5f53\u53e4\u8001\u7684\u5b66\u79d1\uff0c\u65e9\u671f\u7684 AI \u7814\u7a76\u4e3b\u8981\u662f\u8bd5\u56fe\u5b9a\u4e49\u4e00\u7cfb\u5217\u89c4\u5219\uff0c\u544a\u8bc9\u6211\u4eec\u4e16\u754c\u662f\u5982\u4f55\u8fd0\u4f5c\u7684\u3002\u8fd9\u4e00\u9636\u6bb5\u5927\u6982\u53d1\u751f\u5728 20 \u4e16\u7eaa 50 \u5e74\u4ee3\u300160 \u5e74\u4ee3\u548c 70 \u5e74\u4ee3\u3002\u540e\u6765\uff0c\u795e\u7ecf\u7f51\u7edc\u5728 70 \u5e74\u4ee3\u5f00\u59cb\u51fa\u73b0\uff0c\u5e76\u5728 80 \u5e74\u4ee3\u672b\u548c 90 \u5e74\u4ee3\u521d\u8fce\u6765\u4e86\u4e00\u6ce2\u70ed\u6f6e\u3002<\/p>\n

\u5927\u7ea6\u5728 1990 \u5e74\uff0c\u6211\u8fd8\u662f\u660e\u5c3c\u82cf\u8fbe\u5927\u5b66\u7684\u4e00\u540d\u672c\u79d1\u751f\u3002\u6211\u5f53\u65f6\u6b63\u5728\u4e0a\u5e76\u884c\u5904\u7406\u8bfe\u7a0b\uff0c\u5b66\u4e60\u5982\u4f55\u5c06\u4e00\u4e2a\u5927\u95ee\u9898\u5206\u89e3\u4e3a\u53ef\u4ee5\u5728\u4e0d\u540c\u8ba1\u7b97\u673a\u4e0a\u72ec\u7acb\u5b8c\u6210\u7684\u5c0f\u95ee\u9898\uff0c\u7136\u540e\u8ba9\u8fd9\u4e9b\u8ba1\u7b97\u673a\u4e00\u8d77\u534f\u4f5c\u89e3\u51b3\u95ee\u9898\u3002\u00a0<\/p>\n

\u4e3b\u6301\u4eba\uff1a\u90a3\u542c\u8d77\u6765\u6709\u70b9\u50cf\u6211\u4eec\u4eca\u5929\u6240\u8bf4\u7684\u5e76\u884c\u8ba1\u7b97\u80fd\u529b\u4e0d\u8db3\u7684\u95ee\u9898\u3002\u4f60\u4eec\u5f53\u65f6\u662f\u600e\u4e48\u8ba9\u8ba1\u7b97\u673a\u300c\u50cf\u56e2\u961f\u4e00\u6837\u300d\u5de5\u4f5c\u7684\uff1f\u00a0<\/strong><\/p>\n

Jeff Dean\uff1a\u5f53\u65f6\u795e\u7ecf\u7f51\u7edc\u662f\u4e00\u79cd\u7279\u6b8a\u7684\u673a\u5668\u5b66\u4e60\u548c AI \u65b9\u6cd5\uff0c\u57fa\u4e8e\u6211\u4eec\u5bf9\u5927\u8111\u5de5\u4f5c\u539f\u7406\u7684\u7c97\u7565\u8fd1\u4f3c \u2014\u2014 \u7279\u522b\u662f\u4eba\u7c7b\u6216\u5176\u4ed6\u751f\u7269\u7684\u5927\u8111\u5982\u4f55\u901a\u8fc7\u795e\u7ecf\u5143\u534f\u540c\u5de5\u4f5c\u3002\u8fd9\u5c31\u662f\u4e3a\u4ec0\u4e48\u5b83\u4eec\u88ab\u79f0\u4e3a\u300c\u795e\u7ecf\u7f51\u7edc\u300d\uff0c\u56e0\u4e3a\u5b83\u4eec\u7531\u4eba\u5de5\u795e\u7ecf\u5143\u7ec4\u6210\u3002\u6bcf\u4e2a\u795e\u7ecf\u5143\u4e0e\u5176\u4ed6\u795e\u7ecf\u5143\u76f8\u8fde\uff0c\u901a\u8fc7\u4fe1\u53f7\u4f20\u9012\u6765\u51b3\u5b9a\u662f\u5426\u5bf9\u67d0\u4e00\u7279\u5b9a\u8f93\u5165\u6a21\u5f0f\u505a\u51fa\u53cd\u5e94\u3002<\/p>\n

\u4e00\u4e2a\u795e\u7ecf\u7f51\u7edc\u901a\u5e38\u6709\u5f88\u591a\u5c42\u6b21\u3002\u8f83\u4f4e\u5c42\u6b21\u7684\u795e\u7ecf\u5143\u5b66\u4e60\u8bc6\u522b\u4e00\u4e9b\u7b80\u5355\u7684\u7279\u5f81\uff0c\u6bd4\u5982\u56fe\u50cf\u4e2d\u7684\u8272\u5757\u6216\u8fb9\u7f18\u3002\u7136\u540e\uff0c\u8f83\u9ad8\u5c42\u6b21\u7684\u795e\u7ecf\u5143\u4f1a\u5728\u8fd9\u4e9b\u7b80\u5355\u7279\u5f81\u7684\u57fa\u7840\u4e0a\u5b66\u4e60\u8bc6\u522b\u66f4\u590d\u6742\u7684\u6a21\u5f0f\uff0c\u6bd4\u5982\u7269\u4f53\u7684\u5f62\u72b6\uff0c\u751a\u81f3\u662f\u8138\u90e8\u7684\u7279\u5f81\u3002<\/p>\n

\u56e0\u6b64\uff0c\u901a\u8fc7\u6784\u5efa\u8fd9\u4e9b\u5206\u5c42\u7684\u5b66\u4e60\u62bd\u8c61\uff0c\u8fd9\u4e9b\u7cfb\u7edf\u5b9e\u9645\u4e0a\u53ef\u4ee5\u53d1\u5c55\u51fa\u975e\u5e38\u5f3a\u5927\u7684\u6a21\u5f0f\u8bc6\u522b\u80fd\u529b\u3002\u8fd9\u5c31\u662f 80 \u5e74\u4ee3\u672b\u548c 90 \u5e74\u4ee3\u521d\u5927\u5bb6\u5bf9\u795e\u7ecf\u7f51\u7edc\u611f\u5230\u5174\u594b\u7684\u539f\u56e0\u3002<\/p>\n

\u7136\u800c\uff0c\u5f53\u65f6\u7684\u7f51\u7edc\u89c4\u6a21\u975e\u5e38\u5c0f\uff0c\u53ea\u80fd\u8bc6\u522b\u4e00\u4e9b\u624b\u5199\u6570\u5b57\u6216\u975e\u5e38\u7b80\u5355\u7684\u4eba\u5de5\u6a21\u5f0f\uff0c\u8fdc\u4e0d\u80fd\u8bc6\u522b\u50cf\u4eba\u8138\u6216\u6c7d\u8f66\u8fd9\u6837\u7684\u590d\u6742\u5bf9\u8c61\u3002<\/p>\n

\u4eba\u4eec\u5f53\u65f6\u5f88\u5174\u594b\uff0c\u56e0\u4e3a\u8fd9\u4e9b\u7f51\u7edc\u53ef\u4ee5\u89e3\u51b3\u4e00\u4e9b\u57fa\u4e8e\u903b\u8f91\u89c4\u5219\u7684\u7cfb\u7edf\u65e0\u6cd5\u89e3\u51b3\u7684\u95ee\u9898\u3002\u795e\u7ecf\u7f51\u7edc\u53ef\u4ee5\u6cdb\u5316\u5230\u5904\u7406\u51cc\u4e71\u7684\u624b\u5199\u5b57\u7b26\uff0c\u800c\u57fa\u4e8e\u89c4\u5219\u7684\u7cfb\u7edf\u5f88\u96be\u505a\u5230\u8fd9\u4e00\u70b9\u3002<\/p>\n

\u5728\u542c\u4e86\u4e24\u6b21\u5173\u4e8e\u795e\u7ecf\u7f51\u7edc\u7684\u8bb2\u5ea7\u540e\uff0c\u6211\u5bf9\u6b64\u4ea7\u751f\u4e86\u6d53\u539a\u7684\u5174\u8da3\u3002\u6211\u51b3\u5b9a\u5199\u4e00\u7bc7\u5173\u4e8e\u5e76\u884c\u8bad\u7ec3\u795e\u7ecf\u7f51\u7edc\u7684\u9ad8\u7ea7\u8363\u8a89\u8bba\u6587\uff0c\u56e0\u4e3a\u6211\u8ba4\u4e3a\u6211\u4eec\u53ea\u9700\u8981\u66f4\u591a\u7684\u8ba1\u7b97\u80fd\u529b\u3002\u5982\u679c\u6211\u4eec\u53ef\u4ee5\u4f7f\u7528\u7cfb\u91cc\u7684\u4e00\u53f0 32 \u5904\u7406\u5668\u7684\u673a\u5668\uff0c\u662f\u4e0d\u662f\u5c31\u80fd\u8bad\u7ec3\u51fa\u4e00\u4e2a\u66f4\u5927\u7684\u795e\u7ecf\u7f51\u7edc\uff1f\u8fd9\u5c31\u662f\u6211\u82b1\u4e86\u51e0\u4e2a\u6708\u65f6\u95f4\u7814\u7a76\u7684\u5185\u5bb9\u3002<\/p>\n

\u4e3b\u6301\u4eba\uff1a\u90a3\u6709\u6548\u679c\u5417\uff1f\u00a0<\/strong><\/p>\n

Jeff Dean\uff1a\u662f\u7684\uff0c\u4f46\u4e0d\u5982\u6211\u60f3\u8c61\u7684\u90a3\u4e48\u597d\u3002\u6211\u5f53\u65f6\u662f\u4e2a\u5929\u771f\u7684\u672c\u79d1\u751f\uff0c\u8ba4\u4e3a 32 \u5904\u7406\u5668\u5c31\u80fd\u8ba9\u795e\u7ecf\u7f51\u7edc\u300c\u55e1\u55e1\u4f5c\u54cd\u300d\uff0c\u5feb\u901f\u8fd0\u8f6c\u8d77\u6765\uff0c\u4f46\u5b9e\u9645\u4e0a\uff0c\u6211\u4eec\u9700\u8981\u5927\u7ea6\u4e00\u767e\u4e07\u500d\u7684\u8ba1\u7b97\u80fd\u529b\uff0c\u624d\u80fd\u8ba9\u8fd9\u4e9b\u7f51\u7edc\u771f\u6b63\u89e3\u51b3\u5b9e\u9645\u95ee\u9898\u3002\u00a0<\/p>\n

\u4e0d\u8fc7\uff0c\u968f\u7740\u6469\u5c14\u5b9a\u5f8b\u5e26\u6765\u7684 20 \u5e74\u8ba1\u7b97\u8fdb\u6b65\uff0cCPU \u548c\u5176\u4ed6\u8ba1\u7b97\u8bbe\u5907\u53d8\u5f97\u8d8a\u6765\u8d8a\u5feb\uff0c\u6211\u4eec\u7ec8\u4e8e\u62e5\u6709\u4e86\u53ef\u4ee5\u5b9e\u9645\u5e94\u7528\u7684\u7cfb\u7edf\uff0c\u5176\u8ba1\u7b97\u80fd\u529b\u662f\u5f53\u65f6 32 \u5904\u7406\u5668\u673a\u5668\u7684\u4e00\u767e\u4e07\u500d\u3002<\/p>\n

\u540e\u6765\u6211\u91cd\u62fe\u5bf9\u795e\u7ecf\u7f51\u7edc\u7684\u5174\u8da3\u662f\u5728\u9047\u5230\u5434\u6069\u8fbe\u4e4b\u540e\u3002<\/strong>\u5f53\u65f6\uff0c\u4ed6\u662f\u65af\u5766\u798f\u5927\u5b66\u7684\u8001\u5e08\uff0c\u6bcf\u5468\u6709\u4e00\u5929\u5728\u8c37\u6b4c\u505a\u987e\u95ee\uff0c\u6211\u6709\u4e00\u6b21\u5728\u516c\u53f8\u7684\u5fae\u578b\u53a8\u623f\u91cc\u9047\u89c1\u4e86\u4ed6\u3002\u6211\u5f53\u65f6\u597d\u50cf\u95ee\u4e86\uff0c\u300c\u4f60\u5728\u8c37\u6b4c\u505a\u4ec0\u4e48\u5de5\u4f5c\uff1f\u300d\u4ed6\u8bf4\uff0c\u300c\u6211\u8fd8\u6ca1\u6709\u5f04\u6e05\u695a\uff0c\u56e0\u4e3a\u6211\u521a\u6765\u3002\u4f46\u662f\u6211\u5728\u65af\u5766\u798f\u5927\u5b66\u7684\u4e00\u4e9b\u5b66\u751f\u5728\u795e\u7ecf\u7f51\u7edc\u65b9\u9762\u53d6\u5f97\u4e86\u5f88\u597d\u7684\u6210\u7ee9\u3002\u300d\u6211\u8bf4\uff0c\u300c\u54e6\uff0c\u771f\u7684\u5417\uff1f\u90a3\u6211\u4eec\u4e3a\u4ec0\u4e48\u4e0d\u8bad\u7ec3\u4e00\u4e2a\u975e\u5e38\u5927\u7684\u795e\u7ecf\u7f51\u7edc\u5462\uff1f\u300d<\/p>\n

<\/a><\/p>\n

\u8fd9\u5c31\u662f\u8c37\u6b4c\u795e\u7ecf\u7f51\u7edc\u5de5\u4f5c\u7684\u8d77\u6e90\u3002\u7136\u540e\u6211\u4eec\u6210\u7acb\u4e86\u4e00\u4e2a\u540d\u4e3a\u8c37\u6b4c\u5927\u8111\u7684\u5c0f\u56e2\u961f\uff0c\u5f00\u59cb\u7814\u7a76\u5982\u4f55\u5229\u7528\u8c37\u6b4c\u7684\u8ba1\u7b97\u8d44\u6e90\u8bad\u7ec3\u975e\u5e38\u5927\u7684\u795e\u7ecf\u7f51\u7edc\u3002\u6240\u4ee5\u6211\u4eec\u5efa\u7acb\u4e86\u8f6f\u4ef6\u57fa\u7840\u8bbe\u65bd\uff0c\u4f7f\u6211\u4eec\u80fd\u591f\u83b7\u53d6\u795e\u7ecf\u7f51\u7edc\u63cf\u8ff0\uff0c\u7136\u540e\u5c06\u5176\u5206\u89e3\u6210\u53ef\u4ee5\u5728\u4e0d\u540c\u8ba1\u7b97\u673a\u4e0a\u3001\u7531\u56e2\u961f\u7684\u4e0d\u540c\u6210\u5458\u5b8c\u6210\u7684\u7247\u6bb5\u3002\u8fd9\u4e9b\u8ba1\u7b97\u673a\u4ee5\u5b83\u4eec\u9700\u8981\u7684\u65b9\u5f0f\u76f8\u4e92\u4ea4\u6d41\uff0c\u4ee5\u89e3\u51b3\u5982\u4f55\u5728 2000 \u53f0\u8ba1\u7b97\u673a\u4e0a\u8bad\u7ec3\u5355\u4e2a\u795e\u7ecf\u7f51\u7edc\u7684\u603b\u4f53\u95ee\u9898\u3002\u8fd9\u662f\u6211\u4eec\u4e3a\u771f\u6b63\u6269\u5927\u795e\u7ecf\u7f51\u7edc\u8bad\u7ec3\u800c\u5f00\u53d1\u7684\u6700\u65e9\u7684\u8f6f\u4ef6\u3002\u5b83\u8ba9\u6211\u4eec\u80fd\u591f\u8bad\u7ec3\u6bd4\u73b0\u6709\u795e\u7ecf\u7f51\u7edc\u5927 50 \u5230 100 \u500d\u7684\u6a21\u578b\u3002<\/p>\n

\u4e3b\u6301\u4eba\uff1a\u8fd9\u5927\u6982\u662f 2011 \u5e74\u7684\u65f6\u5019\uff0c\u5bf9\u5417\uff1f\u00a0<\/strong><\/p>\n

Jeff Dean\uff1a\u662f\u7684\uff0c\u90a3\u662f\u5728 2012 \u5e74\u521d\u3002<\/p>\n

\u4e3b\u6301\u4eba\uff1a\u6240\u4ee5\u8fd9\u662f\u56fe\u50cf\u8bc6\u522b\u9886\u57df\u53d6\u5f97\u91cd\u5927\u7a81\u7834\u4e4b\u524d\u7684\u4e8b\u60c5\uff0c\u5bf9\u5427\uff1f\u8fd9\u542c\u8d77\u6765\u50cf\u662f\u5f88\u65e9\u671f\u7684\u5de5\u4f5c\u3002\u5728\u5f88\u591a\u65b9\u9762\uff0c\u4f60\u5f53\u65f6\u505a\u7684\u4e8b\u60c5\u5176\u5b9e\u548c\u4f60\u4e4b\u524d\u505a\u7684\u4e00\u6837\uff0c\u53ea\u4e0d\u8fc7\u662f\u628a\u591a\u4e2a\u8ba1\u7b97\u673a\u7ed3\u5408\u8d77\u6765\u5de5\u4f5c\u3002\u00a0<\/strong><\/p>\n

Jeff Dean\uff1a\u662f\u7684\uff0c\u5c31\u50cf\u6211\u672c\u79d1\u6bd5\u4e1a\u8bba\u6587\u91cc\u505a\u7684\u90a3\u6837\u3002\u53ea\u4e0d\u8fc7\u8fd9\u6b21\u505a\u51fa\u7684\u795e\u7ecf\u7f51\u7edc\u771f\u7684\u80fd\u7528\u4e86\uff0c\u56e0\u4e3a\u6211\u4eec\u7684\u8ba1\u7b97\u673a\u53d8\u5f97\u66f4\u5feb\uff0c\u800c\u4e14\u6211\u4eec\u7528\u4e86\u66f4\u591a\u7684\u8ba1\u7b97\u673a\u3002<\/p>\n

\u4e3b\u6301\u4eba\uff1a\u4f46\u5728 2011 \u5e74\uff0c\u4f60\u89c9\u5f97\u8fd9\u662f\u4e00\u573a\u8d4c\u535a\u5417\uff1f<\/strong><\/p>\n

Jeff Dean\uff1a\u54e6\uff0c\u662f\u7684\uff0c\u7edd\u5bf9\u662f\u3002\u6211\u4eec\u5f53\u65f6\u6784\u5efa\u4e86\u4e00\u4e2a\u7cfb\u7edf\uff0c\u7528\u6765\u8bad\u7ec3\u8fd9\u4e9b\u795e\u7ecf\u7f51\u7edc\uff0c\u5e76\u5c1d\u8bd5\u4e0d\u540c\u7684\u65b9\u6cd5\u6765\u5206\u89e3\u8fd9\u4e9b\u7f51\u7edc\u3002\u6211\u628a\u8fd9\u4e2a\u7cfb\u7edf\u547d\u540d\u4e3a DistBelief\uff0c\u4e00\u90e8\u5206\u539f\u56e0\u662f\u56e0\u4e3a\u8bb8\u591a\u4eba\u8ba4\u4e3a\u8fd9\u4e0d\u4f1a\u771f\u6b63\u8d77\u4f5c\u7528\uff0c\u53e6\u4e00\u90e8\u5206\u539f\u56e0\u662f\u5b83\u662f\u4e00\u4e2a\u5206\u5e03\u5f0f\u7cfb\u7edf\uff0c\u9664\u4e86\u795e\u7ecf\u7f51\u7edc\u4e4b\u5916\uff0c\u6211\u4eec\u8fd8\u60f3\u8981\u8bad\u7ec3\u7684\u662f\u300c\u4fe1\u5ff5\u7f51\u7edc\u300d\u3002<\/p>\n

\u8c37\u6b4c\u6536\u8d2d DeepMind\uff0c\u63d0\u8bae\u6765\u81ea\u53f2\u4e0a\u6700\u5f3a 60 \u5c81\u300c\u5b9e\u4e60\u751f\u300dHinton<\/strong><\/p>\n

\u4e3b\u6301\u4eba\uff1a\u8fd9\u592a\u60ca\u4eba\u4e86\u3002\u5f53\u8fd9\u4e00\u5207\u53d1\u751f\u65f6\uff0c\u5728\u5927\u897f\u6d0b\u5f7c\u5cb8\uff0c\u4e00\u5bb6\u540d\u4e3a DeepMind \u7684\u516c\u53f8\u6b63\u5728\u5d2d\u9732\u5934\u89d2\u3002<\/strong><\/p>\n

<\/a><\/p>\n

2011 \u5e74\uff0cDemis Hassabis \u521b\u7acb\u4e86 DeepMind<\/em><\/p>\n

Jeff Dean\uff1a\u662f\u7684\u3002<\/p>\n

\u4e3b\u6301\u4eba\uff1a\u4f60\u5c31\u662f\u63d0\u51fa\u60f3\u53bb\u8003\u5bdf DeepMind \u7684\u4eba\uff0c\u5bf9\u5427\uff1f\u7ed9\u6211\u4eec\u8bb2\u8bb2\u8fd9\u4e2a\u6545\u4e8b\u5427\u3002<\/strong><\/p>\n

Jeff Dean\uff1a\u597d\u7684\u3002Jeffrey Hinton\uff0c\u4ed6\u662f\u975e\u5e38\u6709\u540d\u7684\u673a\u5668\u5b66\u4e60\u7814\u7a76\u8005\u3002\u4ed6\u5728\u8c37\u6b4c\u5ea6\u8fc7\u4e86\u4e00\u4e2a\u590f\u5929\uff0c\u90a3\u5927\u6982\u662f 2011 \u5e74\u3002\u6211\u4eec\u4e0d\u77e5\u9053\u8be5\u5982\u4f55\u7ed9\u4ed6\u5b9a\u4f4d\uff0c\u6240\u4ee5 Hinton \u88ab\u5f52\u7c7b\u6210\u5b9e\u4e60\u751f\u4e86<\/strong>\u3002\u60f3\u60f3\u8fd8\u633a\u597d\u7b11\u7684\u3002<\/p>\n

\u4e3b\u6301\u4eba\uff1a\u5386\u53f2\u4e0a\u6700\u9ad8\u7ea7\u7684\u5b9e\u4e60\u751f\u3002<\/strong><\/p>\n

<\/a><\/p>\n

\u5386\u53f2\u4e0a\u6700\u9ad8\u7ea7\u7684\u300c\u5b9e\u4e60\u751f\u300d<\/em><\/p>\n

Jeff Dean\uff1a\u6240\u4ee5\uff0c\u4ed6\u548c\u6211\u4e00\u8d77\u5de5\u4f5c\uff0c\u4e0d\u77e5\u600e\u5730\uff0c\u6211\u4eec\u53d1\u73b0\u4e86 DeepMind\u3002Hinton \u5e94\u8be5\u66f4\u4e86\u89e3 DeepMind\uff0c\u6bd4\u5982\u516c\u53f8\u7684\u6784\u6210\u3002\u5176\u4ed6\u4e00\u4e9b\u4eba\u4e5f\u63d0\u5230\u8fc7\uff0c\u8bf4\uff1a\u300c\u54e6\uff0c\u662f\u7684\uff0c\u82f1\u56fd\u6709\u8fd9\u4e48\u4e00\u5bb6\u516c\u53f8\u3002\u300d<\/p>\n

\u4e3b\u6301\u4eba\uff1a\u5f53\u65f6 DeepMind \u7684\u89c4\u6a21\u8fd8\u5f88\u5c0f\u3002<\/strong><\/p>\n

Jeff Dean\uff1a\u662f\u7684\uff0c\u5f53\u65f6\u4ed6\u4eec\u5927\u6982\u53ea\u6709 40 \u5230 50 \u4e2a\u4eba\u3002\u6240\u4ee5\u6211\u4eec\u51b3\u5b9a\u4ee3\u8868\u516c\u53f8\uff0c\u628a\u4ed6\u4eec\u5f53\u6210\u6f5c\u5728\u7684\u6536\u8d2d\u5bf9\u8c61\u8003\u5bdf\u3002\u540e\u6765\u6211\u5728\u52a0\u5dde\uff0cHinton \u56de\u5230\u4e86\u591a\u4f26\u591a\uff0c\u4ed6\u8981\u56de\u53bb\u6559\u8bfe\u3002<\/p>\n

\u8fd8\u6709\uff0cHinton \u7684\u80cc\u4e0d\u597d\uff0c\u6240\u4ee5\u4ed6\u4e0d\u80fd\u957f\u65f6\u95f4\u5750\u98de\u673a\uff0c\u56e0\u4e3a\u4ed6\u4e0d\u80fd\u5750\u4e0b\u6765\uff0c\u4ed6\u53ea\u80fd\u8eba\u4e0b\u6216\u7ad9\u8d77\u6765\u3002\u4f60\u5728\u98de\u673a\u8d77\u98de\u65f6\u7ad9\u8d77\u6765\uff0c\u673a\u957f\u53ef\u80fd\u8981\u4e0d\u5f00\u5fc3\u4e86\u3002\u90a3\u6211\u4eec\u5fc5\u987b\u60f3\u529e\u6cd5\u89e3\u51b3\uff0c\u4e8e\u662f\u6211\u4eec\u5728\u79c1\u4eba\u98de\u673a\u4e0a\u5b89\u6392\u4e86\u4e00\u5f20\u533b\u7597\u5e8a\u3002\u6211\u4eec\u4e00\u7fa4\u4eba\u4ece\u52a0\u5dde\u8d77\u98de\uff0c\u98de\u5f80\u591a\u4f26\u591a\uff0c\u5728\u505c\u673a\u576a\u4e0a\u63a5\u4e0a Hinton\uff0c\u5e76\u628a\u4ed6\u5b89\u7f6e\u5230\u98de\u673a\u4e0a\u7684\u533b\u7597\u5e8a\u4e0a\u3002<\/p>\n

\u518d\u4e00\u8d77\u98de\u5230\u82f1\u56fd\uff0c\u964d\u843d\u5728\u4e00\u4e2a\u5c0f\u673a\u573a\u3002\u673a\u573a\u5728\u90ca\u533a\u3002\u6211\u4eec\u4e0a\u4e86\u4e00\u8f86\u5546\u52a1\u8f66\uff0c\u6210\u7fa4\u7ed3\u961f\u5730\u53bb\u53c2\u89c2 DeepMind\u3002\u5f53\u65f6 DeepMind \u5927\u6982\u5728\u7f57\u7d20\u5e7f\u573a\u9644\u8fd1\u529e\u516c\u3002\u524d\u4e00\u5929\u665a\u4e0a\u6211\u4eec\u5750\u98de\u673a\u771f\u7684\u5f88\u7d2f\uff0c\u4f46 DeepMind \u5e26\u6765\u4e86\u8fde\u7eed 13 \u573a 20 \u5206\u949f\u7684\u8bb2\u5ea7\uff0c\u4ed6\u4eec\u6c47\u62a5\u5404\u81ea\u7684\u4e1a\u52a1\u3002<\/p>\n

\u4e3b\u6301\u4eba\uff1a\u4e00\u4e2a\u7ec4\u4e00\u4e2a\u7ec4\u5730\u6765\u5417\uff1f\u00a0<\/strong><\/p>\n

Jeff Dean\uff1a\u662f\u7684\u3002\u6240\u4ee5\u6211\u4eec\u770b\u5230\u4e86 DeepMind \u7684\u5de5\u4f5c\u6210\u679c\u3002<\/p>\n

\u4e3b\u6301\u4eba\uff1a\u5f53\u65f6\u65f6\u5dee\u8fd8\u6ca1\u5012\u8fc7\u6765\u5427\uff1f<\/strong><\/p>\n

Jeff Dean\uff1a\u662f\u7684\uff0c\u65f6\u5dee\u8fd8\u6ca1\u5012\u8fc7\u6765\u5462\uff01<\/p>\n

\u4e3b\u6301\u4eba\uff1a\u8fd9\u597d\u50cf\u60c5\u666f\u559c\u5267\u7684\u5267\u60c5\u3002\u00a0<\/strong><\/p>\n

Jeff Dean\uff1a\u6ca1\u9519\u3002\u6240\u4ee5\u6211\u4eec\u542c\u4e86\u4e00\u4e9b\u4ed6\u4eec\u6b63\u5728\u7814\u7a76\u7684 Atari \u7684\u62a5\u544a\uff0c\u540e\u6765\u4ed6\u4eec\u4e5f\u53d1\u8868\u4e86\u5982\u4f55\u8fd0\u7528\u5f3a\u5316\u5b66\u4e60\u8ba9 AI \u5b66\u4f1a\u73a9\u65e7\u7248 Atari 2600 \u6e38\u620f\u7684\u76f8\u5173\u8bba\u6587\uff0c\u6bd4\u5982\u300cbreakout\u300d\u6216\u8005\u63a5\u4e52\u4e53\u7403\uff0c\u5404\u79cd\u5404\u6837\u7684\u6709\u8da3\u5c0f\u6e38\u620f\u3002<\/p>\n

<\/a><\/p>\n

2016 \u5e74\uff0cDeepMind \u4e3a\u5f3a\u5316\u5b66\u4e60\u5f15\u5165\u65e0\u76d1\u7763\u8f85\u52a9\u4efb\u52a1\uff0c\u4f7f\u5f97\u4eba\u5de5\u667a\u80fd\u7684 Atari \u6e38\u620f\u6c34\u5e73\u8fbe\u5230\u4eba\u7c7b\u7684 9 \u500d\u3002<\/em><\/p>\n

\u4e3b\u6301\u4eba\uff1a\u56e0\u4e3a\u5f53\u65f6\u8c37\u6b4c\u8fd8\u6ca1\u5f00\u59cb\u505a\u5f3a\u5316\u5b66\u4e60\uff0c\u5bf9\u5427\uff1f\u00a0<\/strong><\/p>\n

Jeff Dean\uff1a\u662f\u7684\u3002\u6211\u4eec\u5f53\u65f6\u4e3b\u8981\u90fd\u5728\u6269\u5927\u89c4\u6a21\uff0c\u5927\u89c4\u6a21\u7684\u76d1\u7763\u548c\u65e0\u76d1\u7763\u5b66\u4e60\u3002<\/p>\n

\u4e3b\u6301\u4eba\uff1a\u5f3a\u5316\u5b66\u4e60\u66f4\u53d7\u5956\u52b1\u7684\u6fc0\u52b1\u3002\u00a0<\/strong><\/p>\n

Jeff Dean\uff1a\u662f\u554a\u3002\u6211\u8ba4\u4e3a\u8fd9\u4e9b\u6280\u672f\u90fd\u6709\u7528\uff0c\u5b83\u4eec\u5f80\u5f80\u7ed3\u5408\u8d77\u6765\u4f7f\u7528\u3002\u6211\u4eec\u53ef\u4ee5\u8fd9\u4e48\u6765\u7406\u89e3\u5f3a\u5316\u5b66\u4e60\uff1a\u6709\u67d0\u4e9b\u667a\u80fd\u4f53\u8981\u5728\u67d0\u4e2a\u73af\u5883\u4e2d\u8fdb\u884c\u4e00\u4e9b\u52a8\u4f5c\uff0c\u6bcf\u4e00\u6b65\u90fd\u6709\u5f88\u591a\u51b3\u7b56\u8981\u505a\uff0c\u6709\u5f88\u591a\u52a8\u4f5c\u53ef\u4ee5\u9009\u62e9\u3002<\/p>\n

\u4f8b\u5982\uff0c\u5728\u56f4\u68cb\u6e38\u620f\u4e2d\uff0c\u4f60\u53ef\u4ee5\u628a\u68cb\u5b50\u653e\u5728\u68cb\u76d8\u91cc\u7684\u4efb\u610f\u4f4d\u7f6e\uff0c\u4f60\u53ef\u4ee5\u4e0a\u4e0b\u5de6\u53f3\u79fb\u52a8 Atari \u7684\u64cd\u7eb5\u6746\uff0c\u4f60\u4e5f\u53ef\u4ee5\u6309\u63a7\u5236\u65b9\u5411\u7684\u6309\u94ae\u3002\u901a\u5e38\u5728\u8fd9\u79cd\u60c5\u51b5\u4e0b\uff0c\u4f60\u4e0d\u4f1a\u7acb\u5373\u5f97\u5230\u5956\u52b1\uff0c\u6bd4\u5982\u5728\u68cb\u76d8\u4e0a\u653e\u4e86\u4e00\u679a\u68cb\u5b50\uff0c\u4f60\u4e0d\u77e5\u9053\u8fd9\u4e00\u6b65\u8d70\u5f97\u597d\u4e0d\u597d\uff0c\u76f4\u5230\u6574\u4e2a\u68cb\u5c40\u7ed3\u675f\u4e86\u624d\u77e5\u9053\u3002\u00a0<\/p>\n

\u5f3a\u5316\u5b66\u4e60\u6709\u4e00\u4e2a\u6709\u8da3\u4e4b\u5904\uff0c\u5b83\u80fd\u591f\u5904\u7406\u8f83\u957f\u7684\u52a8\u4f5c\u5e8f\u5217\uff0c\u5e76\u6839\u636e\u4f60\u505a\u51fa\u8fd9\u4e9b\u52a8\u4f5c\u65f6\u7684\u9884\u671f\u7a0b\u5ea6\uff0c\u5c06\u5956\u52b1\u6216\u60e9\u7f5a\u5206\u914d\u7ed9\u4f60\u91c7\u53d6\u7684\u52a8\u4f5c\u5e8f\u5217\u3002\u6bd4\u5982\u8fd9\u662f\u4e00\u4e2a\u597d\u7684\u60f3\u6cd5\u5417\uff1fAI \u6309\u8fd9\u4e2a\u60f3\u6cd5\u8d62\u4e86\uff0c\u90a3\u5c31\u503e\u5411\u8fd9\u4e2a\u65b9\u5411\u4e00\u70b9\uff1b\u8f93\u4e86\uff0c\u90a3\u5c31\u522b\u592a\u89c9\u5f97\u90a3\u662f\u4e2a\u597d\u4e3b\u610f\u3002\u8fd9\u5927\u6982\u5c31\u662f\u5f3a\u5316\u5b66\u4e60\u7684\u4e3b\u8981\u601d\u60f3\u3002\u8fd9\u662f\u4e2a\u76f8\u5f53\u6709\u6548\u7684\u65b9\u6cd5\uff0c\u5c24\u5176\u662f\u5728\u4e0d\u6e05\u695a\u8fd9\u662f\u5426\u662f\u4e2a\u597d\u4e3b\u610f\u7684\u60c5\u51b5\u4e0b\u3002\u00a0<\/p>\n

\u76f8\u6bd4\u4e4b\u4e0b\uff0c\u76d1\u7763\u5b66\u4e60\u662f\u4f60\u6709\u8f93\u5165\uff0c\u5e76\u4e14\u6709\u5b9e\u9645\u7684\u8f93\u51fa\u3002\u4e3e\u4e00\u4e2a\u7ecf\u5178\u7684\u4f8b\u5b50\u6765\u8bf4\uff0c\u8fd9\u91cc\u6709\u4e00\u5806\u56fe\u50cf\uff0c\u6bcf\u5f20\u56fe\u7247\u90fd\u6807\u4e86\u4e00\u4e9b\u7279\u5f81\u3002\u6bd4\u5982\uff0c\u8fd9\u662f\u4e00\u5f20\u56fe\uff0c\u753b\u9762\u4e2d\u7684\u7269\u4f53\u662f\u6c7d\u8f66\u3002\u8fd9\u662f\u53e6\u4e00\u5f20\u56fe\uff0c\u753b\u9762\u4e2d\u7684\u7269\u4f53\u662f\u9e35\u9e1f\u3002\u8fd9\u91cc\u6709\u53e6\u4e00\u5f20\u56fe\uff0c\u753b\u9762\u4e2d\u7684\u7269\u4f53\u662f\u77f3\u69b4\u3002<\/p>\n

\u4e3b\u6301\u4eba\uff1a\u4f60\u53bb DeepMind \u8003\u5bdf\u7684\u65f6\u5019\uff0c\u505a\u4e86\u8981\u6536\u8d2d\u7684\u51b3\u5b9a\uff0c\u90a3 Demis \u7d27\u5f20\u5417\uff1f<\/strong><\/p>\n

Jeff Dean\uff1a\u4ed6\u7d27\u4e0d\u7d27\u5f20\uff0c\u6211\u4e0d\u77e5\u9053\u3002\u6211\u5f53\u65f6\u8bf4\uff1a\u300c\u597d\uff0c\u6211\u542c\u8fc7\u4e86\u8fd9\u4e9b\u7cbe\u5f69\u7684\u6f14\u8bb2\uff0c\u4f46\u662f\u6211\u80fd\u770b\u4e00\u70b9\u4ee3\u7801\u5417\uff1f\u300d\u56e0\u4e3a\u6211\u60f3\u786e\u8ba4\u8fd9\u4e9b\u6f14\u793a\u80cc\u540e\u786e\u5b9e\u6709\u771f\u5b9e\u7684\u4ee3\u7801\uff0c\u5e76\u4e14\u770b\u770b\u4ed6\u4eec\u7684\u7f16\u7801\u6807\u51c6\u5982\u4f55\uff0c\u50cf\u662f\u4eba\u4eec\u662f\u5426\u771f\u7684\u5199\u4e86\u6ce8\u91ca\uff0c\u7c7b\u4f3c\u8fd9\u6837\u7684\u4e1c\u897f\u3002<\/p>\n

Demis \u6709\u70b9\u4e0d\u786e\u5b9a\u3002\u6211\u8bf4\uff1a\u300c\u4e0d\u5fc5\u7ed9\u6211\u770b\u673a\u5bc6\u4ee3\u7801\uff0c\u53ea\u9700\u9009\u62e9\u4e00\u4e9b\u4ee3\u7801\u5e76\u5411\u6211\u5c55\u793a\u3002\u300d<\/p>\n

\u4e8e\u662f\u6211\u548c\u4e00\u4e2a\u5de5\u7a0b\u5e08\u8d70\u8fdb\u4e00\u95f4\u529e\u516c\u5ba4\uff0c\u6211\u4eec\u5750\u4e0b\u6765\u4e86 10 \u5206\u949f\u3002\u6211\u8bf4\uff1a\u300c\u597d\uff0c\u8fd9\u6bb5\u4ee3\u7801\u662f\u505a\u4ec0\u4e48\u7528\u7684\uff1f\u300d\u54e6\uff0c\u539f\u6765\u662f\u505a\u8fd9\u4e2a\u7684\u3002\u90a3\u6bb5\u662f\u505a\u4ec0\u4e48\u7528\u7684\uff1f\u5728\u54ea\u91cc\u80fd\u5411\u6211\u5c55\u793a\u8fd9\u4e00\u529f\u80fd\u7684\u5b9e\u73b0\uff1f\u6211\u5f88\u6ee1\u610f\u5730\u8d70\u51fa\u4e86\u90a3\u95f4\u529e\u516c\u5ba4\u3002<\/p>\n

\u4e3b\u6301\u4eba\uff1a\u4ed6\u4eec\u7684\u4ee3\u7801\u5f88\u6574\u6d01\u3002<\/strong><\/p>\n

Jeff Dean\uff1a\u90a3\u662f\u76f8\u5f53\u6574\u6d01\u3002<\/strong>\u5bf9\u4e8e\u8bd5\u56fe\u5feb\u901f\u53d1\u5c55\u7684\u5c0f\u516c\u53f8\u6765\u8bf4\uff0c\u5b83\u662f\u4e00\u79cd\u7814\u7a76\u4ee3\u7801\uff0c\u4f46\u4f60\u6e05\u695a\u5730\u77e5\u9053 DeepMind \u7684\u4ee3\u7801\u6709\u8da3\u4e14\u6709\u636e\u53ef\u67e5\u3002<\/p>\n

\u4e3b\u6301\u4eba\uff1a\u6211\u542c\u8bf4\u4f60\u7f16\u5199\u4ee3\u7801\u65f6\uff0c\u4f1a\u6dfb\u52a0\u4e00\u4e2a\u540d\u4e3a\u300clgtm\u300d\u7684\u4e1c\u897f\u3002<\/strong><\/p>\n

Jeff Dean\uff1a\u662f\u7684\uff0c\u5bf9\u6211\u6765\u8bf4\u5f88\u6709\u7528\u3002\u6211\u5728\u73b0\u5b9e\u751f\u6d3b\u4e2d\u4e5f\u7528\u5b83\uff0c\u4e0d\u4ec5\u4ec5\u662f\u4e3a\u4e86\u4ee3\u7801\u5ba1\u67e5\u3002<\/p>\n

\u4e3b\u6301\u4eba\uff1a\u597d\u5427\uff0c\u90a3\u4e48\u5728 DeepMind \u5c55\u793a\u7684 PPT \u4e2d\uff0c\u6709\u4ec0\u4e48\u5c55\u793a\u7ed9\u4f60\u7559\u4e0b\u5370\u8c61\u4e86\u5417\uff1f<\/strong><\/p>\n

Jeff Dean\uff1a\u4ed6\u4eec\u7684\u5de5\u4f5c\u770b\u8d77\u6765\u975e\u5e38\u6709\u8da3\uff0c\u7279\u522b\u662f\u5728\u5f3a\u5316\u5b66\u4e60\u8fd9\u65b9\u9762\u3002\u8c37\u6b4c\u4e13\u6ce8\u4e8e\u6269\u5927\u89c4\u6a21\uff0c\u6240\u4ee5\u6211\u4eec\u8bad\u7ec3\u7684\u6a21\u578b\u6bd4 DeepMind \u7684\u6a21\u578b\u5927\u5f97\u591a\u3002\u5f53\u65f6 DeepMind \u6b63\u5728\u505a\u5404\u79cd\u5c1d\u8bd5\uff0c\u4f46\u4ed6\u4eec\u5f53\u65f6\u4e3b\u8981\u7528\u5f3a\u5316\u5b66\u4e60\u89e3\u51b3 AI \u73a9\u6e38\u620f\u7684\u95ee\u9898\u3002\u6e38\u620f\u662f\u4e00\u4e2a\u5f88\u597d\u7684\u3001\u5e72\u51c0\u7684\u5f3a\u5316\u5b66\u4e60\u73af\u5883\uff0c\u4f46\u4f3c\u4e4e\u7ed3\u5408\u4e86\u5f3a\u5316\u5b66\u4e60\u52a0\u4e0a\u8c37\u6b4c\u4e00\u76f4\u5728\u505a\u7684\u6269\u5c55\uff0c\u6700\u540e\u7684\u6210\u679c\u5c06\u4f1a\u5f88\u60ca\u8273\u3002<\/p>\n

\u4e3b\u6301\u4eba\uff1a\u8fd9\u5c31\u50cf\u662f\u5bf9\u95ee\u9898\u4e24\u9762\u5939\u51fb\uff0c\u4e00\u65b9\u9762\u901a\u8fc7\u5f3a\u5316\u5b66\u4e60\uff0c\u4ece\u5fae\u5904\u7740\u624b\uff0c\u9010\u6b65\u6784\u5efa\uff1b\u53e6\u4e00\u65b9\u9762\uff0c\u4ece\u6269\u5927\u6a21\u578b\u7684\u89c4\u6a21\u6765\u89e3\u51b3\u95ee\u9898\u3002\u5f53\u4f60\u628a\u5404\u65b9\u9762\u7ed3\u5408\u8d77\u6765\u65f6\uff0c \u4fbf\u80fd\u91ca\u653e\u51fa\u5f3a\u5927\u7684\u529b\u91cf\u3002<\/strong><\/p>\n

Jeff Dean\uff1a\u662f\u7684\uff0c\u786e\u5b9e\u5982\u6b64\u3002\u8fd9\u4e5f\u662f\u6211\u4eec\u53bb\u5e74\u5c06 DeepMind\u3001Google Brain \u548c\u5176\u4ed6 Google \u7814\u7a76\u90e8\u95e8\u5408\u5e76\u7684\u4e3b\u8981\u539f\u56e0\u3002\u6211\u4eec\u51b3\u5b9a\u5c06\u8fd9\u4e9b\u90e8\u95e8\u5408\u5e76\u5728\u4e00\u8d77\uff0c\u6210\u7acb Google DeepMind\u3002<\/p>\n

\u6784\u5efa Gemini \u7684\u60f3\u6cd5\u65e9\u4e8e\u5408\u5e76\u4e4b\u524d\uff0c\u6211\u4eec\u90fd\u5728\u5c1d\u8bd5\u8bad\u7ec3\u771f\u6b63\u9ad8\u8d28\u91cf\u3001\u5927\u89c4\u6a21\u3001\u591a\u6a21\u6001\u6a21\u578b\u3002\u5408\u5e76\u524d\u662f\u5206\u6563\u60f3\u6cd5\u3001\u5404\u90e8\u95e8\u4e4b\u95f4\u5408\u4f5c\u5c11\u3001\u5e76\u5206\u6563\u5b9d\u8d35\u7684\u8ba1\u7b97\u8d44\u6e90\u7b49\u662f\u6ca1\u6709\u610f\u4e49\u7684\u3002\u6211\u4eec\u5e94\u8be5\u628a\u6240\u6709\u8fd9\u4e9b\u653e\u5728\u4e00\u8d77\uff0c\u5efa\u7acb\u4e00\u4e2a\u8054\u5408\u56e2\u961f\u6765\u89e3\u51b3\u95ee\u9898\u3002<\/p>\n

\u4e3b\u6301\u4eba\uff1a\u90a3\u4e3a\u4ec0\u4e48\u53eb Gemini\uff1f<\/strong><\/p>\n

Jeff Dean\uff1a\u5b9e\u9645\u4e0a\u662f\u6211\u7ed9\u8d77\u7684\u540d\u5b57\u3002<\/strong><\/p>\n

Gemini \u4ee3\u8868\u53cc\u80de\u80ce\uff0c\u5c31\u50cf DeepMind \u548c Google Brain \u7684\u5408\u5e76\uff0c\u4ee3\u8868\u7740\u8fd9\u4e24\u4e2a\u90e8\u95e8\u771f\u6b63\u5f00\u59cb\u5408\u4f5c\u5e76\u5f00\u5c55\u4e00\u4e2a\u96c4\u5fc3\u52c3\u52c3\u7684\u591a\u6a21\u6001\u9879\u76ee\uff0c\u8fd9\u662f\u4e00\u4e2a\u5f88\u597d\u7684\u540d\u5b57\u3002<\/p>\n

Jeff Dean \u5bf9 Transformer \u7684\u770b\u6cd5<\/strong><\/p>\n

\u4e3b\u6301\u4eba\uff1a\u6211\u60f3\u8c08\u8c08\u5173\u4e8e\u591a\u6a21\u6001\u7684\u5185\u5bb9\u3002\u4f46\u5728\u6b64\u4e4b\u524d\uff0c\u6211\u60f3\u516c\u4f17\u5bf9\u804a\u5929\u673a\u5668\u4eba\u548c\u5927\u578b\u8bed\u8a00\u6a21\u578b\u7684\u8ba4\u8bc6\u53d1\u751f\u5982\u6b64\u5de8\u5927\u53d8\u5316\u7684\u4e00\u4e2a\u91cd\u8981\u539f\u56e0\u662f\uff0c\u8c37\u6b4c\u5728 Transformer \u65b9\u9762\u7684\u4e00\u4e9b\u5de5\u4f5c\uff0c\u4f60\u80fd\u5411\u6211\u4eec\u4ecb\u7ecd\u4e00\u4e0b Transformer \u53ca\u5176\u5e26\u6765\u7684\u53d8\u9769\u5417\uff1f<\/p>\n

Jeff Dean\uff1a\u5f53\u7136\u3002\u5728\u8bed\u8a00\u548c\u5176\u4ed6\u9886\u57df\u89e3\u51b3\u7684\u95ee\u9898\uff0c\u90fd\u662f\u5e8f\u5217\u95ee\u9898\u3002\u4f8b\u5982\uff0c\u5728 Gmail \u4e2d\u7684\u81ea\u52a8\u8865\u5168\u529f\u80fd\uff0c\u5f53\u4f60\u8f93\u5165\u4e00\u4e2a\u53e5\u5b50\u65f6\uff0c\u7cfb\u7edf\u80fd\u591f\u5e2e\u52a9\u4f60\u5b8c\u6210\u5269\u4e0b\u7684\u90e8\u5206\u3002\u8fd9\u4e3b\u8981\u4f9d\u8d56\u4e8e\u6a21\u578b\u89c2\u5bdf\u5230\u4e00\u90e8\u5206\u5e8f\u5217\u540e\uff0c\u9884\u6d4b\u63a5\u4e0b\u6765\u4f1a\u53d1\u751f\u7684\u5185\u5bb9\u3002\u8fd9\u5c31\u662f\u5927\u578b\u8bed\u8a00\u6a21\u578b\u8bad\u7ec3\u7684\u76ee\u7684\uff1a\u5b83\u4eec\u901a\u8fc7\u9010\u4e2a\u8bcd\u6216\u8bcd\u7684\u4e00\u90e8\u5206\u8f93\u5165\u6570\u636e\uff0c\u7136\u540e\u9884\u6d4b\u4e0b\u4e00\u4e2a\u53ef\u80fd\u51fa\u73b0\u7684\u5185\u5bb9\uff0c\u5c31\u50cf\u4e00\u4e2a\u9ad8\u7ea7\u7684\u81ea\u52a8\u8865\u5168\u529f\u80fd\u3002\u00a0<\/p>\n

\u4e8b\u5b9e\u8bc1\u660e\u8fd9\u5f88\u6709\u7528\uff0c\u4f60\u4e5f\u53ef\u4ee5\u7528\u8fd9\u79cd\u65b9\u5f0f\u6a21\u62df\u5f88\u591a\u4e0d\u540c\u7684\u95ee\u9898\u3002\u4f8b\u5982\uff0c\u5728\u7ffb\u8bd1\u4e2d\uff0c\u53ef\u4ee5\u5c06\u5176\u5efa\u6a21\u4e3a\u63a5\u6536\u4e00\u4e2a\u82f1\u6587\u53e5\u5b50\uff0c\u5e76\u8bad\u7ec3\u6a21\u578b\u8f93\u51fa\u5bf9\u5e94\u7684\u6cd5\u8bed\u53e5\u5b50\u3002\u53ea\u8981\u6709\u8db3\u591f\u7684\u82f1\u3001\u6cd5\u53e5\u5b50\u5bf9\u4f5c\u4e3a\u8bad\u7ec3\u6570\u636e\uff0c\u5c31\u53ef\u4ee5\u6309\u7167\u5e8f\u5217\u6765\u8fdb\u884c\u8bad\u7ec3\u3002\u6b64\u5916\uff0c\u8fd9\u79cd\u65b9\u6cd5\u4e5f\u53ef\u4ee5\u5e94\u7528\u4e8e\u533b\u7597\u9886\u57df\uff0c\u6bd4\u5982\u9884\u6d4b\u4e00\u4e2a\u60a3\u8005\u6839\u636e\u4ed6\u4eec\u62a5\u544a\u7684\u75c7\u72b6\u3001\u5b9e\u9a8c\u5ba4\u68c0\u6d4b\u7ed3\u679c\u4ee5\u53ca\u8fc7\u53bb\u7684\u75c5\u5386\u8bb0\u5f55\uff0c\u4f60\u53ef\u4ee5\u5c06\u6574\u4e2a\u60c5\u51b5\u5efa\u6a21\u4e3a\u4e00\u4e2a\u5e8f\u5217\uff0c\u7136\u540e\u9884\u6d4b\u6700\u53ef\u80fd\u7684\u8bca\u65ad\u3002\u5982\u679c\u4f60\u6709\u5176\u4ed6\u53bb\u6807\u8bc6\u5316\u7684\u6570\u636e\u53ef\u4f9b\u8bad\u7ec3\uff0c\u8fd9\u4e9b\u6570\u636e\u4e5f\u4ee5\u5e8f\u5217\u7684\u5f62\u5f0f\u7ec4\u7ec7\uff0c\u4f60\u53ef\u4ee5\u901a\u8fc7\u9690\u85cf\u5e8f\u5217\u7684\u5269\u4f59\u90e8\u5206\uff0c\u8feb\u4f7f\u6a21\u578b\u9884\u6d4b\u4e0b\u4e00\u6b65\u4f1a\u53d1\u751f\u4ec0\u4e48\u3002\u8fd9\u79cd\u65b9\u6cd5\u4e0d\u4ec5\u9002\u7528\u4e8e\u8bed\u8a00\u7ffb\u8bd1\u548c\u533b\u7597\u8bbe\u7f6e\uff0c\u8fd8\u9002\u7528\u4e8e DNA \u5e8f\u5217\u7b49\u591a\u79cd\u573a\u666f\uff0c\u975e\u5e38\u6709\u8da3\u4e14\u5e7f\u6cdb\u9002\u7528\u3002\u00a0<\/p>\n

\u5728 Transformer \u67b6\u6784\u4e4b\u524d\u6210\u529f\u7684\u6a21\u578b\u662f\u6240\u8c13\u7684\u5faa\u73af\u6a21\u578b\uff0c\u8fd9\u4e9b\u6a21\u578b\u5177\u6709\u67d0\u79cd\u5185\u90e8\u72b6\u6001\uff0c\u6bcf\u5f53\u5b83\u4eec\u770b\u5230\u4e00\u4e2a\u8bcd\u65f6\uff0c\u5c31\u4f1a\u8fdb\u884c\u4e00\u4e9b\u5904\u7406\u6765\u66f4\u65b0\u5176\u5185\u90e8\u72b6\u6001\u3002\u7136\u540e\u7ee7\u7eed\u5904\u7406\u4e0b\u4e00\u4e2a\u8bcd\uff0c\u5e76\u91cd\u590d\u8fd9\u4e00\u8fc7\u7a0b\u3002\u56e0\u6b64\uff0c\u5b83\u4eec\u4f1a\u5c06\u72b6\u6001\u5411\u524d\u63a8\u8fdb\u4e00\u70b9\uff0c\u5e76\u6839\u636e\u521a\u521a\u770b\u5230\u7684\u4e0b\u4e00\u4e2a\u8bcd\u6765\u66f4\u65b0\u72b6\u6001\u3002\u53ef\u4ee5\u5c06\u8fd9\u4e2a\u8fc7\u7a0b\u60f3\u8c61\u6210\u4e00\u4e2a\u5305\u542b 12 \u4e2a\u8bcd\u7684\u53e5\u5b50\uff0c\u4f60\u9700\u8981\u66f4\u65b0\u72b6\u6001 12 \u6b21\uff0c\u4f46\u6bcf\u4e00\u6b65\u90fd\u4f9d\u8d56\u4e8e\u524d\u4e00\u6b65\u3002\u8fd9\u610f\u5473\u7740\u8981\u4f7f\u5176\u5feb\u901f\u8fd0\u884c\u5b9e\u9645\u4e0a\u76f8\u5f53\u56f0\u96be\uff0c\u56e0\u4e3a\u5b58\u5728\u6240\u8c13\u7684\u987a\u5e8f\u4f9d\u8d56\u6027\uff0c\u5176\u4e2d\u7b2c 7 \u6b65\u4f9d\u8d56\u4e8e\u7b2c 6 \u6b65\uff0c\u7b2c 6 \u6b65\u4f9d\u8d56\u4e8e\u7b2c 5 \u6b65\uff0c\u4f9d\u6b64\u7c7b\u63a8\u3002<\/p>\n

\u56e0\u6b64\uff0cGoogle Research \u7684\u7814\u7a76\u4eba\u5458\u4eec\u60f3\u51fa\u4e86\u4e00\u4e2a\u975e\u5e38\u6709\u8da3\u7684\u60f3\u6cd5\uff0c\u90a3\u5c31\u662f\u6211\u4eec\u4e0d\u8981\u53ea\u66f4\u65b0\u4e00\u4e2a\u5355\u8bcd\u7684\u72b6\u6001\uff0c\u800c\u662f\u4e00\u6b21\u6027\u5904\u7406\u6240\u6709\u5355\u8bcd\u3002\u5e76\u4e14\u8bb0\u4f4f\u5728\u5904\u7406\u6bcf\u4e2a\u8bcd\u65f6\u5f97\u5230\u7684\u72b6\u6001\u3002\u7136\u540e\u5728\u5c1d\u8bd5\u9884\u6d4b\u65b0\u8bcd\u65f6\uff0c\u5173\u6ce8\u6240\u6709\u4e4b\u524d\u7684\u72b6\u6001\uff0c\u5e76\u5b66\u4e60\u5982\u4f55\u5173\u6ce8\u91cd\u8981\u90e8\u5206\u3002\u8fd9\u5c31\u662f Transformer \u4e2d\u7684\u6ce8\u610f\u529b\u673a\u5236\uff0c\u7528\u6765\u9884\u6d4b\u4e0b\u4e00\u4e2a\u8bcd\u3002\u5728\u67d0\u4e9b\u60c5\u51b5\u4e0b\uff0c\u4f60\u53ef\u80fd\u9700\u8981\u975e\u5e38\u5173\u6ce8\u524d\u4e00\u4e2a\u8bcd\uff1b\u5728\u67d0\u4e9b\u4e0a\u4e0b\u6587\u4e2d\uff0c\u5173\u6ce8\u4e0a\u4e0b\u6587\u4e2d\u7684\u8bb8\u591a\u8bcd\u8bed\u90fd\u5f88\u91cd\u8981\u3002\u4f46\u5173\u952e\u7684\u662f\uff0c\u8fd9\u4e2a\u8fc7\u7a0b\u53ef\u4ee5\u5e76\u884c\u5b8c\u6210\u3002\u4f60\u53ef\u4ee5\u63a5\u6536 1000 \u4e2a\u5355\u8bcd\uff0c\u5e76\u884c\u8ba1\u7b97\u6bcf\u4e2a\u5355\u8bcd\u7684\u72b6\u6001\uff0c\u8fd9\u4f7f\u5f97\u5728\u6269\u5c55\u6027\u548c\u6027\u80fd\u4e0a\u6bd4\u4ee5\u524d\u7684\u5faa\u73af\u6a21\u578b\u63d0\u9ad8\u4e86 10 \u5230 100 \u500d\u3002\u8fd9\u5c31\u662f\u4e3a\u4ec0\u4e48\u8fd9\u4e00\u53d1\u73b0\u5982\u6b64\u91cd\u8981\u7684\u539f\u56e0\u3002<\/p>\n

\u6211\u8ba4\u4e3a\u6211\u4eec\u5728 Google Brain \u56e2\u961f\u4e2d\u6240\u505a\u7684\u8bed\u8a00\u5efa\u6a21\u5de5\u4f5c\u5b9e\u9645\u4e0a\u662f\u5bf9\u5355\u8bcd\u8fdb\u884c\u5efa\u6a21\uff0c\u800c\u4e0d\u662f\u5bf9\u5355\u8bcd\u7684\u8868\u9762\u5f62\u5f0f\uff08\u5982 hello\uff09\u8fdb\u884c\u5efa\u6a21\uff0c\u5b9e\u9645\u4e0a\u662f\u5bf9\u9ad8\u7ef4\u5411\u91cf\u8fdb\u884c\u5efa\u6a21\uff0c\u8be5\u5411\u91cf\u8868\u793a\u5355\u8bcd\u7684\u4f7f\u7528\u65b9\u5f0f\u3002\u6211\u4eec\u4eba\u7c7b\u4e60\u60ef\u4e8e\u5728\u4e8c\u7ef4\u548c\u4e09\u7ef4\u7a7a\u95f4\u4e2d\u601d\u8003\uff0c\u4f46\u662f\u5f53\u4f60\u6709 100 \u4e2a\u7ef4\u5ea6\u6216 1,000 \u4e2a\u7ef4\u5ea6\u65f6\uff0c\u4e00\u5343\u7ef4\u7a7a\u95f4\u4e2d\u5c31\u4f1a\u6709\u5f88\u591a\u7a7a\u95f4\u3002\u4f60\u4ee5\u67d0\u79cd\u65b9\u5f0f\u8bad\u7ec3\u6a21\u578b\uff0ccow\u3001sheep\u3001goat \u548c pig \u8fd9\u4e9b\u8bcd\u4f1a\u5f7c\u6b64\u9760\u8fd1\uff0c\u800c\u4e0e espresso machine \u8fd9\u6837\u7684\u8bcd\u76f8\u8ddd\u751a\u8fdc\uff0c\u8fd9\u79cd\u9ad8\u7ef4\u8868\u793a\u5c24\u5176\u663e\u5f97\u6709\u610f\u4e49\u3002<\/p>\n

\u4e3b\u6301\u4eba\uff1amilk \u548c sweet milk \u4f1a\u6bd4\u8f83\u63a5\u8fd1\u3002<\/strong><\/p>\n

Jeff Dean\uff1a\u867d\u7136 milk \u53ef\u80fd\u6307\u7684\u662f sweet milk\uff0cmilk \u5728\u8fd9\u79cd\u9ad8\u7ef4\u6a21\u578b\u4e2d\u53ef\u80fd\u66f4\u9760\u8fd1 cow\uff0c\u4f46\u53c8\u4f4d\u4e8e\u4e24\u8005\u4e4b\u95f4\u7684\u67d0\u4e2a\u4f4d\u7f6e\u3002\u8fd9\u6b63\u662f\u8fd9\u4e9b\u6a21\u578b\u62e5\u6709\u51fa\u4eba\u610f\u6599\u7684\u5f3a\u5927\u80fd\u529b\u7684\u539f\u56e0\u4e4b\u4e00\uff0c\u56e0\u4e3a\u5b83\u4eec\u7528\u5982\u6b64\u591a\u7684\u9ad8\u7ef4\u5ea6\u6765\u8868\u793a\u4e8b\u7269\uff0c\u4f7f\u5f97\u5b83\u4eec\u80fd\u591f\u540c\u65f6\u7d27\u5bc6\u5730\u6293\u4f4f\u4e00\u4e2a\u8bcd\u3001\u4e00\u4e2a\u53e5\u5b50\u6216\u4e00\u4e2a\u6bb5\u843d\u7684\u591a\u4e2a\u4e0d\u540c\u65b9\u9762\uff0c\u56e0\u4e3a\u5728\u5b83\u4eec\u7684\u8868\u793a\u8def\u5f84\u4e2d\u6709\u5f88\u591a\u7a7a\u95f4\u3002\u8fd9\u79cd\u8868\u793a\u65b9\u5f0f\u4ece\u67d0\u79cd\u7a0b\u5ea6\u4e0a\u63d0\u53d6\u4e86\u6211\u4eec\u81ea\u5df1\u7ed9\u8bed\u8a00\u8d4b\u4e88\u7684\u57fa\u7840\u542b\u4e49\u3002\u00a0<\/p>\n

\u6211\u4eec\u5728\u542c\u5230\u4e00\u4e2a\u8bcd\u65f6\uff0c\u5e76\u4e0d\u4ec5\u4ec5\u8003\u8651\u8fd9\u4e2a\u8bcd\u7684\u8868\u9762\u5f62\u5f0f\u3002\u6bd4\u5982 cow\uff0c\u5b83\u4f1a\u89e6\u53d1\u4e00\u7cfb\u5217\u5176\u4ed6\u4e8b\u7269\u7684\u8054\u60f3\uff0c\u5982 milk\u3001espresso machine\u3001milking\u3001calf \u548c bull\u3002\u6211\u4eec\u5728\u65e9\u671f\u8bcd\u8868\u793a\u4e2d\u53d1\u73b0\uff0c\u65b9\u5411\u5177\u6709\u542b\u4e49\u3002\u4f8b\u5982\uff0c\u5982\u679c\u4f60\u8003\u8651\u52a8\u8bcd\u7684\u73b0\u5728\u65f6\u6001\uff0c\u6bd4\u5982 walk\uff0c\u5728\u8fd9\u4e2a\u767e\u7ef4\u7a7a\u95f4\u4e2d\uff0c\u4ece walk \u53d8\u4e3a walked \u7684\u65b9\u5411\uff0c\u548c\u4ece run \u53d8\u4e3a ran \u7684\u65b9\u5411\uff0c\u4ee5\u53ca\u4ece read \u53d8\u4e3a read \u7684\u65b9\u5411\u662f\u76f8\u540c\u7684\u3002<\/p>\n

\u8fd9\u5b9e\u9645\u4e0a\u8868\u660e\u5b83\u80fd\u591f\u7406\u89e3\uff0c\u8fd9\u91cc\u786e\u5b9e\u5b58\u5728\u4e00\u79cd\u65f6\u6001\u7684\u8868\u8fbe\u65b9\u5f0f\u3002\u800c\u4e14\uff0c\u8fd9\u662f\u4ece\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u81ea\u7136\u4ea7\u751f\u7684\uff0c\u4e0d\u662f\u6211\u4eec\u6545\u610f\u8bbe\u5b9a\u7684\u3002\u6211\u4eec\u4f7f\u7528\u7684\u8bad\u7ec3\u7b97\u6cd5\u548c\u8bed\u8a00\u4e2d\u7279\u5b9a\u5f62\u5f0f\u7684\u591a\u6837\u4f7f\u7528\u65b9\u5f0f\u5bfc\u81f4\u4e86\u8fd9\u79cd\u73b0\u8c61\u7684\u51fa\u73b0\u3002\u4f8b\u5982\uff0c\u4f60\u8fd8\u53ef\u4ee5\u6539\u53d8\u8bcd\u7684\u6027\u522b\uff0c\u5982\u4ece cow \u5230 bull \u7684\u65b9\u5411\uff0c\u548c\u4ece queen \u5230 king \u6216\u4ece woman \u5230 man \u7684\u65b9\u5411\u662f\u76f8\u540c\u7684\u3002<\/p>\n

\u4e3b\u6301\u4eba\uff1a\u8fd9\u786e\u5b9e\u4ee4\u4eba\u60ca\u8bb6\u3002\u4f46\u6211\u4eec\u76ee\u524d\u8ba8\u8bba\u7684\u8fd8\u53ea\u662f\u8bed\u8a00\u3002\u90a3\u4e48\u591a\u6a21\u6001\u7684\u65b9\u9762\u662f\u5982\u4f55\u6539\u53d8\u7684\u5462\uff1f\u5b83\u6709\u4ec0\u4e48\u4e0d\u540c\uff1f\u591a\u6a21\u6001\u6a21\u578b\u80fd\u591f\u89e6\u53d1\u4e0e\u6211\u4eec\u770b\u5230\u4e00\u5934\u725b\u65f6\u5728\u5927\u8111\u4e2d\u4ea7\u751f\u7684\u7c7b\u4f3c\u6fc0\u6d3b\u7684\u4e1c\u897f\uff0c\u4ece cow \u8fd9\u4e2a\u8bcd\uff0c\u5230\u542c\u5230\u725b\u53eb\u7684\u58f0\u97f3\u3002<\/strong><\/p>\n

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<\/a><\/p>\n

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\u53c2\u8003\u94fe\u63a5\uff1a<\/p>\n

https:\/\/x.com\/GoogleDeepMind\/status\/1833872938031894632<\/em><\/p>\n

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\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:Jeff Dean\u56de\u5fc6 […]<\/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 center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"footnotes":""},"categories":[27],"tags":[73,68,55,65],"class_list":["post-35724","post","type-post","status-publish","format-standard","hentry","category-news","tag-73","tag-68","tag-55","tag-65"],"yoast_head":"\nJeff Dean\u56de\u5fc6\u8c37\u6b4c\u8da3\u4e8b\uff1a\u5434\u6069\u8fbe\u6fc0\u52b1\u81ea\u5df1\u7ee7\u7eed\u7814\u7a76\uff0cHinton\u66fe\u662f\u6700\u5f3a\u300c\u5b9e\u4e60\u751f\u300d - 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