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\u6587\u7ae0\u6765\u6e90\u4e8e\u4e92\u8054\u7f51:\u52a0\u5165\u8c37\u6b4c25\u5468\u5e74\uff0cJeff Dean\u5f00\u542f\u56de\u5fc6\u6740\uff1a\u642c16\u6b21\u5de5\u4f4d\u3001\u6390\u70b9\u6253\u5496\u5561<\/a><\/p>\n

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\u5982\u4eca\uff0cJeff Dean \u5df2\u7ecf\u6210\u4e3a\u8c37\u6b4c AI \u638c\u95e8\u4eba\uff0c\u8c37\u6b4c\u4e5f\u4ece\u6700\u5f00\u59cb\u4e00\u4e2a\u72ed\u5c0f\u7684\u529e\u516c\u7a7a\u95f4\u642c\u5230\u4e86\u52a0\u5dde\u603b\u90e8\u300cBay View\u300d\u56ed\u533a\u3002<\/section>\n<\/section>\n<\/blockquote>\n<\/section>\n

\u8c37\u6b4c\u9996\u5e2d\u79d1\u5b66\u5bb6 Jeff Dean \u8fce\u6765\u4e86\u4ed6\u5728\u8fd9\u5bb6\u79d1\u6280\u5de8\u5934\u7684\u7b2c 25 \u4e2a\u5e74\u5934\u3002<\/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<\/mark>\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<\/mark> \u5408\u5e76\uff0c\u6210\u7acb\u4e86 Google DeepMind<\/mark>\u3002Jeff Dean \u62c5\u4efb\u8be5\u90e8\u95e8\u7684\u9996\u5e2d\u79d1\u5b66\u5bb6\u3002<\/p>\n

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\u4eca\u65e5\uff0c\u4e3a\u4e86\u5e86\u795d\u81ea\u5df1\u52a0\u5165\u8c37\u6b4c 25 \u5468\u5e74\uff0cJeff Dean \u53d1\u63a8\u56de\u5fc6\u4e86\u8c37\u6b4c\u521b\u4e1a\u65e9\u671f\u7684\u4e00\u4e9b\u6545\u4e8b\uff08\u4ee5\u7b2c\u4e00\u4eba\u79f0\u9648\u8ff0\uff09\u3002<\/p>\n

25 \u5e74\u524d\u7684\u4eca\u5929\uff0c \u6211\u6b63\u5f0f\u52a0\u5165\u4e86\u4e00\u5bb6\u5c0f\u578b\u641c\u7d22\u5f15\u64ce\u516c\u53f8\uff0c\u529e\u516c\u5730\u70b9\u4f4d\u4e8e\u5e15\u6d1b\u963f\u5c14\u6258\u5e02\u4e2d\u5fc3\u73b0\u5728\u7684 T-Mobile \u5546\u5e97\u697c\u4e0a\u7684\u4e00\u4e2a\u72ed\u5c0f\u7a7a\u95f4\u3002\u4ece\u90a3\u65f6\u8d77\uff0c\u6211\u6709\u5e78\u4e0e\u51fa\u8272\u7684\u540c\u4e8b\u4eec\u4e00\u8d77\u5de5\u4f5c\uff0c\u7814\u53d1\u4e86\u88ab\u5168\u7403\u6570\u5341\u4ebf\u4eba\u4f7f\u7528\u7684\u8f6f\u4ef6\u3002\u00a0<\/p>\n

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Jeff Dean \u5728 1999 \u5e74\u52a0\u5165\u8c37\u6b4c\uff0c \u8fd9\u4e2a\u65f6\u95f4\u70b9\u8ddd\u79bb\u62c9\u91cc\u30fb\u4f69\u5947\u3001\u8c22\u5c14\u76d6\u30fb\u5e03\u6797\u521b\u5efa\u8c37\u6b4c\uff081998 \u5e74 9 \u6708\uff09\u521a\u521a\u4e00\u5e74\uff0c\u53ef\u4ee5\u8bf4 Jeff Dean \u662f\u8c37\u6b4c\u5143\u8001\u7ea7\u522b\u7684\u4eba\u7269\u3002<\/p>\n

\u975e\u5e38\u611f\u8c22\u6240\u6709\u73b0\u4efb\u548c\u524d\u4efb\u540c\u4e8b\uff0c\u6709\u4e86\u5927\u5bb6\u7684\u643a\u624b\u4e92\u52a9\uff0c\u8c37\u6b4c\u624d\u80fd\u6210\u957f\u4e3a\u5982\u4eca\u7684\u6a21\u6837\u3002\u6211\u5446\u8fc7\u7684\u7b2c\u4e00\u95f4\u529e\u516c\u5ba4\u662f\u8fd9\u6837\u7684\uff1a<\/p>\n

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\u4e0b\u9762\u662f\u73b0\u5728\u7684\u529e\u516c\u697c\uff0c\u8fd9\u5df2\u7ecf\u662f\u6211\u5728\u8c37\u6b4c\u7684\u7b2c 16 \u4e2a\u529e\u516c\u5730\u70b9\u4e86\uff0c\u53ef\u4ee5\u8bf4\u642c\u5de5\u4f4d\u6b21\u6570\u8d85\u8fc7\u4e86 98.88% \u7684\u8c37\u6b4c\u5458\u5de5\u3002<\/p>\n

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\u516c\u53f8\u5185\u90e8\u6709\u4e00\u4e2a\u6709\u8da3\u7684\u7f51\u7ad9\uff0c\u4f60\u53ef\u4ee5\u67e5\u8be2<\/mark>\u516c\u53f8\u91cc\u9762\u6709\u767e\u5206\u4e4b\u591a\u5c11\u7684\u5458\u5de5\u6bd4\u4f60\u5165\u804c\u665a\u3002\u73b0\u5728\u6211\u7684\u5206\u6570\u5df2\u7ecf\u8fbe\u5230\u4e86\u4e94\u4e2a 9\uff0899.999%\uff09\uff0c\u4e0d\u8fc7\u6211\u4eec\u5de5\u7a0b\u56e2\u961f\u4e5f\u90fd\u662f\u8001\u5458\u5de5\u4e86\uff0c\u5927\u5bb6\u7684\u5206\u6570\u662f\u65e0\u9650\u4e2a 9\u3002<\/p>\n

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\u63a5\u4e0b\u6765 Jeff Dean \u53c8\u5206\u4eab\u4e86\u4e00\u4e9b\u6ca1\u6709\u4eba\u77e5\u9053\u7684\u6709\u8da3\u6545\u4e8b\u3002<\/p>\n

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\u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0 \u00a0Google DeepMind<\/mark> \u7814\u7a76\u526f\u603b\u88c1\u3001\u6df1\u5ea6\u5b66\u4e60<\/mark>\u8d1f\u8d23\u4eba\u73b0\u573a\u50ac\u66f4\u3002<\/sup><\/em><\/p>\n

\u8c37\u6b4c\u6210\u7acb\u521d\u671f\uff0c\u6211\u4eec\u90fd\u5728 Building Zero \u529e\u516c\u65f6\uff0cLucas Pereira \u7ef4\u62a4\u7740\u4e00\u4e2a\u300c\u8721\u7b14\u56fe\u8868\u300d\u3002\u8fd9\u4e2a\u56fe\u8868\u663e\u793a\u4e86\u8c37\u6b4c\u6536\u5230\u7684\u67e5\u8be2<\/mark>\u6570\u91cf\uff0c\u6bcf\u5929\u8fd9\u4e2a\u56fe\u8868\u90fd\u4f1a\u66f4\u65b0\u3002<\/p>\n

\u968f\u7740\u8c37\u6b4c\u7684\u53d1\u5c55\uff0c\u8fd9\u4e2a\u56fe\u8868\u9010\u6e10\u5728\u7f29\u5c0f\uff0c\u5f00\u59cb\u662f 10 \u500d\uff0c\u7136\u540e\u662f 2 \u500d\u30015 \u500d\uff0c…\u3002\u5927\u5bb6\u5728\u56fe\u8868\u4e0a\u6dfb\u52a0\u4e0d\u540c\u7684\u300c\u91cc\u7a0b\u7891\u300d\uff08\u5982\u8c37\u6b4c\u5f00\u59cb\u4e3a Go2net \u63d0\u4f9b\u670d\u52a1\u7b49\uff09\u3002\u65e9\u671f\u5458\u5de5\u4e5f\u4f1a\u628a\u81ea\u5df1\u7684\u5165\u804c\u65f6\u95f4\u6807\u5728\u8fd9\u4e2a\u8868\u4e0a\uff0c\u6bd4\u5982\u7ea2\u8272\u7bad\u5934\u6807\u51fa\u6765\u7684 8 \u6708 9 \u65e5\u5c31\u662f\u6211\u5199\u7684\u3002\u8981\u77e5\u9053\u8fd9\u4e9b\u56fe\u7247\u91cc\u300c\u8721\u7b14\u56fe\u8868\u300d\u539f\u6765\u90fd\u8d34\u5728\u5899\u4e0a\uff0c\u6709\u5341\u7c73\u957f\u3002<\/p>\n

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\u5728 \u00a0Building Zero \u91cc\uff0c\u5f53\u65f6\u6211\u4eec\u5b89\u88c5\u4e86\u9ad8\u6863\u7684\u65e5\u672c\u4e1c\u9676\uff08Toto\uff09\u667a\u80fd\u9a6c\u6876\uff0c\u6bcf\u4e2a\u9694\u95f4\u90fd\u914d\u6709\u7ea2\u5916\u9065\u63a7\u5668\u6765\u63a7\u5236\u529f\u80fd\u3002\u7ed3\u679c\u53d1\u73b0\uff0c\u5395\u6240\u5929\u82b1\u677f\u4e0a\u7684\u53cd\u5149\u6f06\u4f1a\u5bfc\u81f4\u7ea2\u5916\u4fe1\u53f7\u53cd\u5c04\uff0c\u5bfc\u81f4\u5728\u4e0d\u6070\u5f53\u7684\u65f6\u523b\u63a7\u5236\u4e86\u5176\u4ed6\u9694\u95f4\u7684\u9a6c\u6876\u3002<\/p>\n

\u4e0d\u4e45\u4e4b\u540e\uff0c\u6211\u4eec\u6539\u4e3a\u6bcf\u4e2a\u9694\u95f4\u53ea\u5b89\u88c5\u4e00\u4e2a\u9065\u63a7\u9a6c\u6876\uff0c\u8fd9\u79cd\u505a\u6cd5\u5927\u6982\u5728\u6bcf\u5ea7\u8c37\u6b4c\u5927\u697c\u4e2d\u90fd\u5f97\u4ee5\u5ef6\u7eed\u3002<\/p>\n

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Jeff Dean \u8ffd\u5fc6\u5f80\u6614\u8ba9\u5f88\u591a\u4eba\u4ea7\u751f\u4e86\u5171\u9e23\u548c\u56de\u5fc6\u3002<\/p>\n

\u6709\u4eba\u8868\u793a\uff0c\u591a\u4e8f\u4e86\u5f53\u521d\u90a3\u4e2a\u8fd8\u672a\u53d1\u5c55\u58ee\u5927\u7684\u641c\u7d22\u5f15\u64ce\uff08\u8c37\u6b4c\uff09\uff0c\u6211\u624d\u5728 20 \u5e74\u524d\u9047\u5230\u4e86\u6765\u81ea\u5730\u7403\u53e6\u4e00\u7aef\u7684\u59bb\u5b50\u3002<\/p>\n

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\u8fd8\u6709\u4eba\u56de\u5fc6\u8d77\u81ea\u5df1\u4e0e Jeff Dean \u9996\u6b21\u89c1\u9762\u7684\u573a\u666f\uff0c\u90a3\u662f\u5728 2015 \u5e74 NeurIPS \u5927\u4f1a\uff0c\u4ed6\u662f\u5982\u6b64\u5e73\u6613\u8fd1\u4eba\uff0c\u73b0\u5728\u4e5f\u662f\u5982\u6b64\u3002\u795d\u8d3a Jeff Dean \u5728\u8fd9\u5bb6\u300c\u5c0f\u578b\u300d\u641c\u7d22\u5f15\u64ce\u516c\u53f8\u53d6\u5f97\u5982\u6b64\u4e30\u7855\u7684\u6210\u679c\u3002<\/p>\n

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\u5f53\u88ab\u95ee\u8d77\u5982\u4f55\u4ece\u7f16\u8bd1\u5668\u7814\u7a76\u8f6c\u5230\u65e9\u671f\u8c37\u6b4c\u5de5\u4f5c\u7684\uff1fJeff Dean \u8868\u793a\uff0c\u5728\u52a0\u5165\u8c37\u6b4c\u4e4b\u524d\uff0c\u81ea\u5df1\u5728 Digital Equipment Corporation \u7684\u897f\u90e8\u7814\u7a76\u5b9e\u9a8c\u5ba4\uff08WRL\uff09\u5de5\u4f5c\uff0c\u5b83\u8ddd\u79bb DEC Systems Research Center\uff08SRC\uff09\u5b9e\u9a8c\u5ba4\u53ea\u6709\u4e24\u4e2a\u8857\u533a\u3002<\/p>\n

AltaVista\uff08\u4ee5\u7f51\u9875\u5168\u6587\u68c0\u7d22\u4e3a\u4e3b\u3001\u63d0\u4f9b\u5206\u7c7b\u76ee\u5f55\u641c\u7d22\uff09\u7531 DEC WRL \u548c DEC SRC \u5171\u540c\u8bbe\u8ba1\u548c\u521b\u5efa\u3002\u5f53\u4ed6\u52a0\u5165 DEC \u65f6\uff0c\u4e00\u4e9b\u540c\u4e8b\u5df2\u7ecf\u4ece AltaVista \u6293\u53d6\u7684\u6570\u636e\u4e2d\u6784\u5efa\u4e86\u4e00\u4e2a web \u56fe\u3002\u4e4b\u540e\u4ed6\u4e0e\u8c37\u6b4c\u524d\u7814\u7a76\u603b\u76d1 Monika Henzinger \u5f00\u59cb\u7814\u7a76\u5982\u4f55\u4f7f\u7528 web \u56fe\u7ed3\u6784\u6765\u67e5\u627e web \u4e2d\u7684\u76f8\u5173\u9875\u9762\u3002\u7531\u4e8e\u7f16\u8bd1\u5668\u7b97\u6cd5\u901a\u5e38\u4e0e\u5404\u79cd\u7c7b\u578b\u7684\u56fe\u606f\u606f\u76f8\u5173\uff0c\u56e0\u6b64\u8fd9\u5e76\u4e0d\u662f\u4e00\u4e2a\u50cf\u770b\u8d77\u6765\u90a3\u6837\u5927\u7684\u98de\u8dc3\uff08\u57fa\u4e8e web \u7684\u4fe1\u606f\u68c0\u7d22<\/mark>\u521a\u521a\u5f00\u59cb\u4ee5\u5404\u79cd\u65b9\u6cd5\u6765\u5229\u7528 web \u56fe\u7ed3\u6784\uff0c\u6bd4\u5982 PageRank \u7b49\uff09\u3002<\/p>\n

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\u6b64\u5916\uff0cJeff Dean \u5206\u4eab\u4e86 25 \u5e74\u6765\uff0c\u54ea\u4e2a\u529e\u516c\u697c\u7684\u5496\u5561\u6700\u597d\u559d\u3002\u4ed6\u5bf9 B43 \u6709\u7740\u7f8e\u597d\u7684\u56de\u5fc6\uff0c\u6bcf\u5929\u65e9\u4e0a\u90fd\u4f1a\u548c\u4e00\u7fa4\u4eba\u8d76\u7740\u53bb\u6253\u5496\u5561\uff089:07 \u4e4b\u524d\u6ca1\u6765\u7684\u8bdd\uff0c\u5c31\u4f1a\u9519\u8fc7\u5496\u5561\u8f66\uff09\u3002<\/p>\n

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Jeff Dean \u7684\u56de\u5fc6\u4e5f\u5f15\u6765\u4e86 LeCun \u53d1\u6765\u8d3a\u7535\uff1a\u5728\u7845\u8c37\uff0c25 \u5e74\u597d\u50cf\u8fc7\u4e86\u4e00\u4e2a\u4e16\u7eaa\u3002<\/p>\n

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\u8c37\u6b4c\u4e5f\u4ece\u8fd9\u6837\u7684\u4e00\u4e2a\u5c0f\u5c55\u793a\u53f0\uff0c\u53d8\u6210\u4e86\u5982\u4eca\u7684\u79d1\u6280\u5de8\u5934\u3002<\/p>\n

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