\u4e0e\u56fd\u9645\u8c61\u68cb\u6216\u8005\u56f4\u68cb\u8fd9\u6837\u7684\u5168\u76d8\u535a\u5f08\u4e0d\u540c\uff0c\u661f\u9645\u4e89\u9738\u663e\u7136\u66f4\u52a0\u56f0\u96be\uff0c\u56e0\u4e3a\u4eba\u5de5\u667a\u80fd\u65e0\u6cd5\u901a\u8fc7\u89c2\u5bdf\u6bcf\u4e00\u9897\u68cb\u5b50\u7684\u79fb\u52a8\u6765\u8ba1\u7b97\u4e0b\u4e00\u6b65\u52a8\u4f5c\uff0c\u7cfb\u7edf\u5fc5\u987b\u5b9e\u65f6\u505a\u51fa\u53cd\u5e94\u3002DeepMind\u5de5\u4f5c\u4eba\u5458\u79f0\uff0cAlphaStar\u4e0eAlphaGo\u201c\u8fdb\u5316\u201d\u7248Zore\u7684\u6700\u5927\u5dee\u5f02\u662f\u5f15\u5165\u4e86\u6a21\u62df\u5b66\u4e60\u7684\u65b9\u5f0f\uff0c\u56e0\u800c\u80fd\u89e3\u51b3\u201c\u4e0d\u5b8c\u7f8e\u7684\u4fe1\u606f\u201d\u7684\u56f0\u5883\u3002<\/p>\n

\u4f46\u662f\uff0c\u6709\u4e1a\u5185\u4eba\u58eb\u6307\u51fa\uff0cAlphaStar\u6311\u6218\u7535\u7ade\u9009\u624b\u80cc\u540e\uff0c\u662f\u4e00\u4e2a\u59cb\u4e8e\u4eba\u5de5\u667a\u80fd\uff0c\u5374\u843d\u811a\u5728\u4e91\u8ba1\u7b97\u7ade\u4e89\u7684\u6545\u4e8b\u3002<\/p>\n

\u201c\u4eba\u673a\u5927\u6218\u201d\u80cc\u540e\u7684\u4e91\u8ba1\u7b97<\/strong><\/div>\n
DeepMind\u56e2\u961f\u4ecb\u7ecd\uff0c\u4e3a\u4e86\u8bad\u7ec3AlphaStar\uff0c\u4ed6\u4eec\u901a\u8fc7\u8c37\u6b4c\u4e91\u670d\u52a1\u4f7f\u7528\u4e86TPU\uff0c\u540e\u8005\u662f\u8c37\u6b4c\u9488\u5bf9\u673a\u5668\u5b66\u4e60\u800c\u5b9a\u5236\u7684\u82af\u7247\uff0c\u5177\u6709\u66f4\u9ad8\u7684\u6548\u80fd\u3002\u8fd9\u4e00\u70b9\u5728\u8d5b\u540e\u7684\u5206\u6790\u4e2d\uff0c\u88ab\u7740\u91cd\u63d0\u51fa\uff0c\u56e0\u4e3a\u662f\u8fd9\u4e2a\u82af\u7247\u8ba9AlphaStar\u5728\u4e24\u5468\u7684\u65f6\u95f4\u5185\uff0c\u5b8c\u6210\u4e86\u4e0a\u8ff0\u7684\u8bad\u7ec3\u3002
\n $\"\"$ <\/p>\n
\u7136\u800c\uff0c\u4e0d\u5355\u72ec\u9500\u552eTPU\u7684\u8c37\u6b4c\uff0c\u4e00\u76f4\u5e0c\u671b\u901a\u8fc7\u5176\u62c9\u52a8\u4e91\u8ba1\u7b97\u7684\u589e\u957f\uff0c\u800c\u4eba\u5de5\u667a\u80fd\u6216\u8bb8\u53ea\u662f\u4e2a\u5671\u5934\u3002\u6709\u4e1a\u5185\u4eba\u58eb\u8bc4\u4ef7\uff0c\u8c37\u6b4c\u4e00\u9762\u8bad\u7ec3\u81ea\u5df1\u7684\u7b97\u6cd5\u6a21\u578b\uff0c\u53e6\u4e00\u9762\u7092\u4f5c\u4e00\u4e0b\u5e02\u573a\u70ed\u70b9\uff0c\u5927\u5bb6\u90fd\u60f3\u901a\u8fc7\u4eba\u5de5\u667a\u80fd\u4f5c\u4e3a\u52a8\u529b\u4e4b\u4e00\uff0c\u8fdb\u4e00\u6b65\u62c9\u52a8\u4e91\u5e02\u573a\u7684\u589e\u957f\u3002<\/p>\n
\u65b0\u4e00\u8f6e\u70ed\u6f6e\u4e0b\u7684\u4eba\u5de5\u667a\u80fd\u5b9e\u9645\u4e0a\u662f\u7b97\u6cd5\u548c\u7b97\u529b\u7684\u7ade\u4e89\u3002\u6240\u8c13\u7b97\u6cd5\uff0c\u5c31\u662f\u5bf9\u95ee\u9898\u5bfb\u89e3\u7684\u8fc7\u7a0b\uff0c\u8fd9\u5bf9\u5e94\u7684\u662f\u4eba\u5de5\u667a\u80fd\u7684\u5e94\u7528\uff0c\u6bd4\u5982\u8bed\u97f3\u5408\u6210\u3001\u56fe\u50cf\u8bc6\u522b\u548c\u673a\u5668\u7ffb\u8bd1\uff1b\u800c\u7b97\u529b\uff0c\u4e5f\u5c31\u662f\u8ba1\u7b97\u80fd\u529b\uff0c\u76ee\u524d\u662f\u7531\u82af\u7247\u6240\u4e3b\u5bfc\u7684\u3002<\/p>\n
\u8fd9\u8f6e\u70ed\u6f6e\u662f\u7531\u6df1\u5ea6\u795e\u7ecf\u7f51\u7b97\u6cd5\u6240\u5f15\u5bfc\u7684\u53d8\u9769\uff0c\u800c\u7b97\u6cd5\u80cc\u540e\u9700\u8981\u7684\u662f\u5e76\u884c\u8ba1\u7b97\u7684\u80fd\u529b\u3002\u82f1\u4f1f\u8fbe\u7684GPU\uff08\u56fe\u5f62\u5904\u7406\u5668\uff09\u6070\u597d\u6ee1\u8db3\u6240\u9700\uff0c\u56e0\u800c\u82f1\u4f1f\u8fbe\u7684\u82af\u7247\u5f00\u59cb\u4f9b\u4e0d\u5e94\u6c42\u3002\u4f46\u662f\uff0c\u5f88\u5feb\u4ea7\u4e1a\u5f00\u59cb\u610f\u8bc6\u5230\uff0cGPU\u5e76\u4e0d\u80fd\u5b8c\u5168\u6ee1\u8db3\u9700\u6c42\uff0c\u4eba\u4eec\u9010\u6b65\u53d1\u73b0\u5b9a\u5236\u52a0\u901f\u82af\u7247\u53ef\u4ee5\u63d0\u4f9b\u66f4\u5f3a\u7b97\u529b\u3002\u4e8e\u662f\uff0c\u82f1\u4f1f\u8fbe\u7684\u7ade\u4e89\u5bf9\u624b\u82f1\u7279\u5c14\u5f00\u59cb\u62bc\u6ce8FPGA\uff08\u53ef\u7f16\u7a0b\u9635\u5217\uff09\u3002<\/p>\n
\u800c\u8c37\u6b4c\u9009\u62e9\u4e86\u53e6\u4e00\u6761\u8def\u30022016\u5e745\u6708\uff0c\u8c37\u6b4c\u53d1\u5e03\u4e86\u4e13\u95e8\u4e3a\u673a\u5668\u5b66\u4e60\u4f18\u5316\u7684\u5904\u7406\u5668TPU\uff08\u5f20\u91cf\u5904\u7406\u5668\uff09\uff0c\u5e76\u5bf9\u5916\u5ba3\u5e03AlphaGo\u7684\u7b97\u529b\u786c\u4ef6\u6838\u5fc3\u57fa\u4e8e\u6b64\u3002\u4e24\u5e74\u65f6\u95f4\uff0c\u8c37\u6b4c\u5c06TPU\u5347\u7ea7\u81f33.0\uff0c\u58f0\u79f0\u5176\u53ef\u4ee5\u6bcf\u79d2\u8ba1\u7b97100\u5343\u4e07\u4ebf\u6b21\u52a0\u51cf\u4e58\u9664\u3002<\/p>\n
\u66f4\u91cd\u8981\u7684\u662f\uff0c\u8c37\u6b4c\u5c06\u8fd9\u6b3e\u82af\u7247\u4e0e\u5176\u673a\u5668\u5b66\u4e60\u5f00\u6e90\u8f6f\u4ef6TenserFlow\u878d\u5408\uff0c\u5f00\u53d1\u8005\u51e0\u4e4e\u65e0\u9700\u4fee\u6539\uff0c\u5c31\u53ef\u4ee5\u5c06TenserFlow\u6846\u67b6\u4e0b\u5f00\u53d1\u7684\u4ee3\u7801\u5728TPU\u4e0a\u8fd0\u884c\u3002\u4f46\u8c37\u6b4c\u5e76\u4e0d\u5bf9\u5916\u9500\u552eTPU\uff0c\u6240\u4ee5\u6ca1\u6709\u6210\u4e3a\u53e6\u4e00\u5bb6\u82af\u7247\u5382\u5546\uff0c\u800c\u662f\u9009\u62e9\u901a\u8fc7\u81ea\u8eab\u4e91\u670d\u52a1\u5bf9\u5916\u63d0\u4f9b\u7b97\u529b\u7684\u65b9\u5f0f\u9500\u552e\u3002<\/p>\n
\u56e0\u6b64\uff0c\u8c37\u6b4c\u4ece\u4e00\u5f00\u59cb\u5c31\u5c06\u4eba\u5de5\u667a\u80fd\u4e0e\u4e91\u8ba1\u7b97\u7d27\u7d27\u8054\u7cfb\u5728\u4e00\u8d77\u3002<\/p>\n
\u4e91\u7ade\u4e89\u4e2d\uff0c\u8c37\u6b4c\u4e0d\u5360\u4f18\u52bf<\/strong><\/div>\n
\u4e0e\u641c\u7d22\u5f15\u64ce\u548c\u4eba\u5de5\u667a\u80fd\u6280\u672f\u5927\u5e45\u9886\u5148\u4e1a\u754c\u4e0d\u540c\uff0c\u8c37\u6b4c\u5728\u4e91\u8ba1\u7b97\u5e02\u573a\u4e00\u76f4\u5904\u4e8e\u5c34\u5c2c\u7684\u5883\u5730\u3002\u957f\u671f\u638c\u63e1\u5168\u740390%\u641c\u7d22\u5f15\u64ce\u5e02\u573a\u4efd\u989d\u7684\u8c37\u6b4c\uff0c\u5728\u4e9a\u9a6c\u900a\u8fdb\u5165\u4e91\u8ba1\u7b97\u5e02\u573a\u4e24\u5e74\u540e\u76842008\u5e74\uff0c\u624d\u4e0a\u7ebf\u4e91\u8ba1\u7b97\u4e1a\u52a1\u3002<\/p>\n
\u4f46\u6b64\u540e\uff0c\u8c37\u6b4c\u4e91\u4e00\u76f4\u4e0d\u6e29\u4e0d\u706b\u3002\u76f4\u52302015\u5e74\uff0c\u8c37\u6b4c\u5168\u76d8\u53d8\u52a8\uff0c\u539f\u56e0\u662f\u8c37\u6b4c\u641c\u7d22\u4e1a\u52a1\u65e5\u8d8b\u9971\u548c\uff0c\u5bfc\u81f4\u5b63\u5ea6\u51c0\u5229\u6da6\u540c\u6bd4\u4e0b\u6ed15%\u3002\u5f53\u5e748\u6708\uff0c\u8c37\u6b4c\u5ba3\u5e03\u91cd\u7ec4\u6bcd\u516c\u53f8Alphabet\uff0c\u9664\u4e86\u641c\u7d22\u3001Android\u548cYouTube\u7b49\u4e1a\u52a1\u5916\uff0c\u5176\u4ed6\u4e1a\u52a1\u7eb7\u7eb7\u72ec\u7acb\u3002<\/p>\n
\u5f53\u5e7411\u6708\uff0c \u79d1\u6280\u516c\u53f8VMware\u524dCEO Diane Greene\u52a0\u5165\u8c37\u6b4c\uff0c\u6210\u4e3a\u4e91\u8ba1\u7b97\u4e1a\u52a1\u7684CEO\u3002\u8fd9\u4f4d\u201c\u7845\u8c37\u5973\u738b\u201d\u5f00\u59cb\u53d8\u9769\u8c37\u6b4c\u4e91\u8ba1\u7b97\u4e1a\u52a1\u3002\u4e03\u4e2a\u6708\u65f6\u95f4\uff0cDiane Greene\u91cd\u65b0\u6253\u9020\u4e86\u8c37\u6b4c\u4e91\u7684\u4e1a\u52a1\u67b6\u6784\uff0c\u7ec4\u5efa\u4e86\u9500\u552e\u548c\u5ba2\u670d\u56e2\u961f\uff0c\u5236\u5b9a\u4e86\u63a8\u5e7f\u8ba1\u5212\uff0c\u4ee5\u53ca\u521b\u5efa\u4e86\u4e0e\u5927\u4f01\u4e1a\u5408\u4f5c\u7684\u8054\u76df\u8ba1\u5212\u3002<\/p>\n
2016\u5e74\uff0c\u201cGoogle Cloud\u201d\u5f00\u59cb\u542f\u7528\u3002\u4ece\u8fd9\u65f6\u5f00\u59cb\uff0c\u8c37\u6b4c\u5c06\u4e91\u8ba1\u7b97\u3001\u4eba\u5de5\u667a\u80fd\u548c\u673a\u5668\u5b66\u4e60\u878d\u5408\u6210\u4e3a\u4e00\u4f53\uff0c\u8d77\u540d\u4e3a\u201cCloud AI & ML\u201d\u3002\u5728Diane Greene\u7684\u8ba1\u5212\u56fe\u4e2d\uff0c\u8c37\u6b4c\u7684\u6240\u6709\u6280\u672f\u90fd\u5e94\u8be5\u4e3a\u4e91\u8ba1\u7b97\u670d\u52a1\u3002<\/p>\n
\u51ed\u501f\u6570\u636e\u5206\u6790\u5904\u7406\u80fd\u529b\uff0c\u4e91\u8ba1\u7b97\u670d\u52a1\u5546\u5c31\u53ef\u4ee5\u63a8\u52a8\u66f4\u591a\u5b58\u50a8\u3001\u8ba1\u7b97\u7b49\u670d\u52a1\u7684\u552e\u5356\uff0c\u751a\u81f3\u662f\u589e\u503c\u5e94\u7528\u7684\u9500\u552e\u3002\u4f46\u8fd9\u4e00\u6b21\uff0cDiane Greene\u78b0\u58c1\u4e86\u3002<\/p>\n
\u5fae\u8f6f\u5c31\u662f\u8fd9\u4e48\u505a\u7684\u3002CEO\u7eb3\u5fb7\u62c9\uff08Satya Nadella\uff09\u5c06\u201c\u79fb\u52a8\u4e3a\u5148\uff0c\u4e91\u4e3a\u5148\u201d\u8f6c\u5316\u4e3a\u201c\u667a\u80fd\u4e91\u548c\u667a\u80fd\u8fb9\u7f18\u8ba1\u7b97\u201d\u3002\u622a\u81f36\u670830\u65e5\u76842018\u8d22\u5e74\uff0c\u667a\u80fd\u4e91\u4e1a\u52a1\u8425\u6536\u540c\u6bd4\u589e\u957f\u4e8623%\u3002\u7eb3\u5fb7\u62c9\u5728\u8d22\u62a5\u4e2d\u79f0\uff0c\u5bf9\u667a\u80fd\u4e91\u7684\u65e9\u671f\u6295\u8d44\u6b63\u5728\u83b7\u5f97\u56de\u62a5\u3002<\/p>\n
\u4e0e\u6b64\u540c\u65f6\uff0c\u4e9a\u9a6c\u900a\u867d\u7136\u5e76\u672a\u76f4\u8a00\u667a\u80fd\u4e91\uff0c\u4f462018\u5e74\u5e95\uff0c\u8fd9\u5bb6\u516c\u53f8\u63a8\u51fa\u4e86\u81ea\u7814\u7684\u4e91\u670d\u52a1\u5668\u82af\u7247\uff0c\u4ee5\u53ca\u7528\u4e8e\u4e91\u7aef\u4eba\u5de5\u667a\u80fd\u63a8\u7406\u82af\u7247\u3002\u4e0d\u8fc7\uff0c\u8fd9\u6b3e\u82af\u7247\u8981\u57282019\u5e74\u5e95\u624d\u80fd\u4e0a\u5e02\uff0c\u800c\u4e14\u662f\u901a\u8fc7\u4e91\u4e1a\u52a1\u7684\u6a21\u5f0f\u63d0\u4f9b\u3002<\/p>\n
\u5e02\u573a\u673a\u6784Synergy Research\u7684\u6570\u636e\u663e\u793a\uff0c\u622a\u81f32018\u5e74\u7b2c\u4e09\u5b63\u5ea6\uff0c\u8c37\u6b4c\u4e91\u57fa\u7840\u8bbe\u65bd\u670d\u52a1\u7684\u5e02\u573a\u4efd\u989d\u53ea\u67097%\uff0c\u8fdc\u4f4e\u4e8e\u4e9a\u9a6c\u900aAWS\u548c\u5fae\u8f6fAzure\uff0c\u751a\u81f3\u4e0d\u5982\u4e91\u8f6c\u578b\u4e0d\u5229\u7684IBM\u3002\u5728\u4e00\u4e9b\u7b2c\u4e09\u65b9\u673a\u6784\u5982Gartner\u7684\u7edf\u8ba1\u4e2d\uff0c\u51ed\u501f\u4e2d\u56fd\u672c\u571f\u5e02\u573a\u4f18\u52bf\u9010\u6b65\u5411\u6d77\u5916\u6269\u5f20\u7684\u963f\u91cc\u4e91\u4e5f\u5728\u8d85\u8d8a\u8c37\u6b4c\u3002<\/p>\n
2018\u5e7411\u6708\uff0c\u8c37\u6b4c\u5ba3\u5e03Diane Greene\u5c06\u57282019\u5e741\u6708\u79bb\u804c\u3002<\/p>\n
\u4e91\u8ba1\u7b97\u5e02\u573a\u4e2d\uff0c\u8c37\u6b4c\u8fd8\u6709\u673a\u4f1a\u5417\uff1f<\/strong><\/div>\n
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2018\u5e7410\u6708\uff0c\u82f1\u56fd\u516c\u53f8\u6ce8\u518c\u7f72\u62ab\u9732\u7684\u4e00\u4efd\u6587\u4ef6\u663e\u793a\uff0cDeepMind\u57282017\u8d22\u5e74\u7a0e\u524d\u4e8f\u635f\u9ad8\u8fbe2.81\u4ebf\u82f1\u9551\uff0c\u540c\u6bd4\u589e\u957f123%\u3002\u4e0e\u6b64\u540c\u65f6\uff0c\u8be5\u516c\u53f8\u8425\u6536\u4ec5\u4e3a5440\u4e07\u82f1\u9551\uff0c\u800c\u4e14\u6765\u6e90\u662f\u901a\u8fc7\u6280\u672f\u5e2e\u52a9\u6bcd\u516c\u53f8\u63d0\u9ad8\u6570\u636e\u4e2d\u5fc3\u667a\u80fd\u7cfb\u7edf\u7684\u6548\u80fd\u7b49\u670d\u52a1\u3002<\/p>\n
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