![\"\"](\"https:\/\/www.fagao.me\/images\/uploads\/2020_008.jpg\")
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\u8bb0\u8005 | \u5f6d\u541b\u97ec\uff08Tony\uff09<\/strong><\/span><\/p>\n
\u53c2\u4e0e | Alex Chen<\/strong><\/span><\/p>\n
\u7f8e\u56fd\u65f6\u95f4\u5468\u4e94\uff0c\u4f4d\u4e8e\u7845\u8c37\u7684\u5723\u514b\u62c9\u62c9\u4f1a\u8bae\u4e2d\u5fc3\uff0c\u4eba\u5934\u6512\u52a8\uff0c\u6765\u81ea 17 \u4e2a\u56fd\u5bb6\u7684 1400 \u591a\u4eba\u53c2\u52a0\u4e86\u7845\u8c37\u4eba\u5de5\u667a\u80fd\u524d\u6cbf\u5927\u4f1a AI Frontiers\u3002\u8fd9\u4e9b\u4eba\u6709\u7740\u5171\u540c\u7684\u5174\u8da3\uff1aAI\u3002<\/span><\/p>\n
\u8fd9\u662f AI Frontiers \u4eca\u5e74\u7684\u7b2c\u4e8c\u573a\u5927\u4f1a\uff0c\u4e3a\u671f\u4e09\u5929\u3002\u524d\u767e\u5ea6\u9996\u5e2d\u4eba\u5de5\u667a\u80fd\u79d1\u5b66\u5bb6\u3001Coursera \u548c deeplearing.ai \u7684\u521b\u59cb\u4eba\u5434\u6069\u8fbe\uff0c\u4ee5\u53ca\u6765\u81ea Google\u3001Amazon\u3001Facebook\u3001Nvidia\u3001Uber\u3001EA\u3001\u9ea6\u80af\u9521\u3001\u963f\u91cc\u5df4\u5df4\u7684\u4ee3\u8868\uff0c\u5206\u4eab\u4e86\u8bed\u97f3\u52a9\u624b\u3001\u673a\u5668\u4eba\u3001\u65e0\u4eba\u8f66\u3001\u89c6\u9891\u7406\u89e3\u548c\u6e38\u620f\u7b49\u9886\u57df\u5728\u4eca\u5e74\u7684\u6700\u65b0\u8d8b\u52bf\u3002<\/span><\/p>\n
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\u5434\u6069\u8fbe\uff1a\u53d1\u5c55 AI \u5c31\u79ef\u6781\u521b\u4e1a\uff01<\/span><\/strong><\/p>\n
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\u300cAI \u5c31\u662f\u65b0\u7684\u7535\u529b\u300d<\/span>\uff0c\u8fd9\u53e5\u8bdd\u6210\u4e3a\u4e86\u5434\u6069\u8fbe\u7684\u5ea7\u53f3\u94ed\uff0c\u4ed6\u4e5f\u4ee5\u6b64\u505a\u9898\uff0c\u7545\u8c08\u4e86 AI \u5bf9\u5de5\u4e1a\u754c\u5e26\u6765\u7684\u5f71\u54cd\u3002<\/span><\/p>\n
\u9664\u4e86\u5728 AI \u7684\u4e09\u5927\u9886\u57df\u2014\u2014\u8bed\u97f3\u8bc6\u522b\u3001\u81ea\u7136\u8bed\u8a00\u5904\u7406\u3001\u8ba1\u7b97\u673a\u89c6\u89c9\u505a\u70b9\u5230\u4e3a\u6b62\u7684\u8bb2\u89e3\u5916\uff0c\u5434\u6069\u8fbe\u63d0\u5230\u73b0\u5728\u79d1\u6280\u516c\u53f8\u7684\u5de5\u4f5c\u6d41\u7a0b\u56e0\u4e3a AI \u53d1\u751f\u4e86\u5de8\u5927\u7684\u53d8\u5316\u3002<\/span><\/p>\n
\u300c<\/span>\u8fc7\u53bb\uff0c\u4e92\u8054\u7f51\u516c\u53f8\u7684\u9879\u76ee\u7ecf\u7406\u4f1a\u7ed9\u5de5\u7a0b\u5e08\u4e00\u4e2a\u7528\u6237\u754c\u9762\uff1b\u73b0\u5728\uff0c\u4efb\u4f55\u4e00\u4e2a\u5de5\u7a0b\u5e08\u62ff\u7740\u4e00\u5f20\u753b\u7740\u7528\u6237\u754c\u9762\u7684\u8349\u56fe\u90fd\u505a\u4e0d\u51fa\u4e00\u4e2a\u804a\u5929\u673a\u5668\u4eba\u51fa\u6765\uff0c\u300d\u5434\u6069\u8fbe\u8bf4\u3002<\/span><\/p>\n
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\u7f8e\u56fd\u79d1\u6280\u5a92\u4f53 ZD.net \u8fd1\u65e5\u53d1\u8868\u7684\u4e00\u7bc7\u6587\u7ae0\u91cc\u8c08\u8bba\u4e86\u5de5\u4e1a\u754c\u9700\u8981\u4e00\u4e2a\u5168\u65b0\u7684\u9996\u5e2d\u804c\u4f4d\uff0c\u9996\u5e2d AI \u5b98\u6216\u8bb8\u4f1a\u6210\u4e3a\u8d8b\u52bf\u3002\u300c\u662f\u65f6\u5019\u96c7\u4f63\u4e00\u4e2a\u9996\u5e2d AI \u5b98\u4e86\uff0c\u300d\u5434\u6069\u8fbe\u5728\u81ea\u5df1\u7684\u63a8\u7279\u4e2d\u8bf4\u9053\u3002<\/span><\/p>\n
\u9762\u5bf9\u4e1a\u5185\u5982\u4eca AI \u4eba\u624d\u4e25\u91cd\u6b20\u7f3a\u7684\u60c5\u5f62\uff0c\u5434\u6069\u8fbe\u4e5f\u81ea\u7136\u800c\u7136\u5730\u4e3a Deeplearning.ai \u7ad9\u53f0\uff0c\u300c\u5b66\u4e60 AI \u57fa\u7840\u7684\u7b2c\u4e00\u6b65\u662f\u6c42\u52a9\u4e8e MOOC\uff08\u5927\u578b\u5f00\u653e\u5f0f\u7f51\u7edc\u8bfe\u7a0b\uff09\uff0c\u7136\u540e\u505a\u5404\u79cd\u5404\u6837\u7684\u9879\u76ee\uff0c\u6700\u540e\u627e\u5230\u4e00\u4efd\u5de5\u4f5c\u3002\u300d<\/span><\/p>\n
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\u6295\u8d44\u7684\u70ed\u533a\u5728\u54ea\u91cc<\/span><\/strong><\/p>\n
\u8fd9\u662f\u9ea6\u80af\u9521\u7684 James Manyika \u7b2c\u4e8c\u6b21\u53c2\u52a0 AI Frontiers\u3002\u8fd9\u4f4d\u7f8e\u56fd\u524d\u603b\u7edf\u5965\u5df4\u9a6c\u7684\u5168\u7403\u53d1\u5c55\u59d4\u5458\u4f1a\u59d4\u5458\u3001\u9ea6\u80af\u9521\u5168\u7403\u7814\u7a76\u6240\u7684\u8054\u5408\u4e3b\u7ba1\uff0c\u4e13\u6ce8\u4e8e\u7814\u7a76 AI \u5bf9\u5de5\u4e1a\u754c\u7684\u5f71\u54cd\u3002\u5927\u4f1a\u7b2c\u4e00\u5929\uff0cManyika \u4ece\u56db\u4e2a\u89d2\u5ea6\u5256\u6790\u4e86\u5982\u4eca AI \u5bf9\u5de5\u4e1a\u754c\u7684\u5f71\u54cd\u3002<\/span><\/p>\n
\u6295\u8d44\u7684\u70ed\u533a\u5728\u54ea\u91cc\uff1f<\/span>\u4ece 2013 \u5e74\u81f3 2016 \u5e74\uff0c\u79d1\u6280\u516c\u53f8\u5bf9\u4e8e AI \u4f01\u4e1a\u7684\u6295\u8d44\u548c\u6536\u8d2d\u91d1\u989d\u9ad8\u8fbe 200 \u4ebf\u2014300 \u4ebf\u7f8e\u5143\uff1b\u98ce\u6295\u5728 AI \u4f01\u4e1a\u8eab\u4e0a\u6295\u5165\u4e86 60 \u4ebf\u7f8e\u5143\u81f3 90 \u4ebf\u7f8e\u5143\u7684\u91d1\u989d\uff0c\u589e\u957f\u7387\u662f 285%\uff0c\u4ec5\u6b64\u4e8e\u7535\u52a8\u8f66\u3002\u4e2d\u7f8e\u4f9d\u65e7\u662f\u6295\u8d44\u7684\u4e3b\u529b\uff0c\u7f8e\u56fd\u627f\u5305\u4e86 150\u2014230 \u4ebf\u7f8e\u5143\uff0c\u4e9a\u6d32\u5730\u533a\u5219\u8fbe\u5230\u4e86 80 \u4ebf\u2014120 \u4ebf\u7f8e\u5143\u3002<\/span><\/p>\n
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\u7136\u800c\uff0c\u5e76\u975e\u6240\u6709\u516c\u53f8\u90fd\u4f1a\u91c7\u7528 AI \u6280\u672f\u3002\u4f9d\u7136\u6709 30% \u7684\u4f01\u4e1a\u4e0d\u6e05\u695a\u5728\u5546\u4e1a\u6848\u4f8b\u4e0a\u4f7f\u7528 AI \u7684\u610f\u4e49\uff1b41% \u7684\u4f01\u4e1a\u4e0d\u6e05\u695a AI \u7684\u6295\u8d44\u56de\u62a5\u7387\uff1b28% \u7684\u4f01\u4e1a\u6ca1\u6709\u7ec4\u5efa AI \u6280\u672f\u56e2\u961f\u7684\u80fd\u529b\u3002<\/span><\/p>\n
\u4ec0\u4e48\u6837\u7684\u516c\u53f8\u70ed\u8877 AI\uff1f\u79d1\u6280\u516c\u53f8\u3001\u901a\u8baf\u516c\u53f8\u4ee5\u53ca\u91d1\u878d\u516c\u53f8\u662f\u62e5\u62b1 AI \u6280\u672f\u7684\u4e3b\u529b\uff1b\u5efa\u7b51\u3001\u65c5\u6e38\u3001\u6559\u80b2\u4ee5\u53ca\u533b\u7597\u5065\u5eb7\u9886\u57df\u884c\u4e1a\u5bf9 AI \u6280\u672f\u7684\u6001\u5ea6\u5219\u76f8\u5bf9\u4fdd\u5b88\u3002<\/span><\/p>\n
\u65e9\u671f\u4f7f\u7528 AI \u7684\u516c\u53f8\u6709\u8fd9\u51e0\u4e2a\u666e\u904d\u7684\u7279\u70b9\uff1a\u6570\u5b57\u5316\u7a0b\u5ea6\u5f88\u9ad8\uff1b\u4f01\u4e1a\u89c4\u6a21\u8f83\u5927\uff1b\u5728\u5173\u952e\u7684\u5546\u4e1a\u5e94\u7528\u4e0a\u8fd0\u7528 AI\uff1b\u66f4\u6ce8\u91cd\u4e1a\u52a1\u7684\u589e\u957f\u548c\u521b\u65b0\uff0c\u800c\u4e0d\u662f\u4e00\u5473\u5730\u51cf\u5c11\u6210\u672c\uff1b\u521b\u7acb\u548c AI \u76f8\u5173\u7684 C-level \u804c\u4f4d\u3002<\/span><\/p>\n
AI \u5982\u4f55\u63d0\u5347\u4f01\u4e1a\u7684\u8868\u73b0\uff1fAI \u5bf9\u5de5\u4e1a\u754c\u7684\u5e73\u5747\u5f71\u54cd\u6bd4\u4f8b\u662f 10%\uff0c\u5bf9\u62e5\u6709\u5927\u91cf\u5b9e\u7269\u5de5\u5382\u548c\u8bbe\u5907\u8d44\u4ea7\u7684\u884c\u4e1a\u6765\u8bf4\u5f71\u54cd\u66f4\u5927\u3002<\/span><\/p>\n
\u4f01\u4e1a\u5982\u4f55\u5728\u5e94\u7528 AI\uff1fManyika \u5efa\u8bae\u4f01\u4e1a\u53d1\u5c55\u4e94\u4e2a\u65b9\u9762\uff1aAI \u5bf9\u6848\u4f8b\u7684\u6838\u5fc3\u4ef7\u503c\uff1b\u4e00\u4e2a\u6570\u636e\u751f\u6001\uff1bAI \u76f8\u5173\u7684\u6280\u672f\u548c\u5de5\u5177\uff1b\u5de5\u4f5c\u6d41\u7a0b\u7684\u6574\u5408\uff1b\u4ee5\u53ca\u5f00\u653e\u7684\u7ec4\u7ec7\u7ed3\u6784\u3002<\/span><\/p>\n
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2017 \u5e74\uff0c\u5c5e\u4e8e\u667a\u80fd\u97f3\u7bb1<\/span><\/strong><\/p>\n
\u5982\u679c\u8bf4 2016 \u5e74\uff0c\u667a\u80fd\u97f3\u7bb1\u5e02\u573a\u53ea\u6709 Amazon \u548c Google \u4e24\u5927\u73a9\u5bb6\uff0c\u90a3\u4e48\u5230\u4e86 2017 \u5e74\uff0c\u81ea\u79f0\u662f\u79d1\u6280\u516c\u53f8\u7684\u90fd\u4f1a\u5728\u667a\u80fd\u97f3\u7bb1\u4e0a\u6bd4\u5212\u4e24\u4e0b\u2014\u2014Amazon \u548c Google \u5206\u522b\u63a8\u51fa\u667a\u80fd\u97f3\u7bb1\u7684\u7b2c\u4e8c\u4ee3 Echo 2 \u548c Google Home Mini&Max\uff1b<\/span><\/p>\n
\u57fa\u4e8e Siri \u7684 Home Pod \u5728 9 \u6708\u7684\u82f9\u679c\u53d1\u5e03\u4f1a\u4e0a\u4eae\u76f8\uff1b\u5fae\u8f6f\u7684 Cortana \u88ab\u5305\u88f9\u8fdb\u4e86\u6700\u65b0\u7684\u667a\u80fd\u97f3\u7bb1 Human Kardon Invoke\uff1b\u963f\u91cc\u5df4\u5df4\u5219\u63a8\u51fa\u4e86\u5929\u732b\u7cbe\u7075 X1\uff0c\u5185\u7f6e\u667a\u80fd\u8bed\u97f3\u52a9\u624b AliGenie\u3002<\/span><\/p>\n
\n
Amazon Alexa \u7684\u4e3b\u7ba1 Ruhi Sarikaya \u9053\u51fa\u4e86\u79d1\u6280\u516c\u53f8\u54c4\u62a2\u667a\u80fd\u97f3\u7bb1\u5e02\u573a\u7684\u539f\u56e0\uff1a<\/span><\/p>\n
\u8c08\u8bdd\u4e2d\u5305\u542b\u7684\u4fe1\u606f\u80af\u5b9a\u6bd4\u6253\u5b57\u6765\u7684\u591a\uff0c\u666e\u901a\u4eba\u8bb2\u8bdd\u7684\u901f\u5ea6\u6bd4\u6253\u5b57\u7684\u901f\u5ea6\u5feb\u4e0a 4 \u500d\u3002\u8fd9\u8ba9\u8bed\u97f3\u6210\u4e3a\u4e86\u64cd\u4f5c\u5e73\u53f0\u4e0a\u65b0\u7684\u8f93\u5165\u5a92\u4ecb\u2014\u2014IOS \u6709 Siri\uff0cWindows10 \u6709 Cortanan\uff0cGoogle \u7684\u641c\u7d22\u5e94\u7528\u91cc\u6709 Google Now\u3002<\/span><\/p>\n
\u636e Gartner \u9884\u8ba1\uff0c\u5230\u4e86\u660e\u5e74\uff0c\u5c06\u6709 30% \u7684\u4eba\u673a\u4ea4\u4e92\u90fd\u4f1a\u901a\u8fc7\u8bed\u97f3\u5b9e\u73b0\u3002<\/span><\/p>\n
\u540c\u65f6\uff0c\u667a\u80fd\u97f3\u7bb1\u4e5f\u8981\u591a\u4e8f\u6df1\u5ea6\u5b66\u4e60\u5728\u8bed\u97f3\u8bc6\u522b\u4e0a\u7684\u91cd\u5927\u7a81\u7834\u3002\u5982\u679c\u8bed\u97f3\u8bc6\u522b\u7684\u51c6\u786e\u7387\u4f4e\u4e8e 90%\uff0c\u673a\u5668\u662f\u542c\u4e0d\u61c2\u4eba\u8bdd\u7684\u3002\u636e\u5fae\u8f6f\u7684\u9996\u5e2d\u8bed\u97f3\u79d1\u5b66\u5bb6\u9ec4\u5b66\u4e1c\u4ecb\u7ecd\u8bf4\uff0c\u5982\u4eca\u5fae\u8f6f\u5df2\u7ecf\u5c06\u9519\u8bef\u7387\u964d\u5230\u4e86 5.1%\u3002<\/span><\/p>\n
Sarikaya \u4ecb\u7ecd\u8bf4\uff0cAlexa \u7684\u76ee\u6807\u662f\u901a\u8fc7\u673a\u5668\u5b66\u4e60\u548c AI\uff0c\u4e3a\u7528\u6237\u63d0\u4f9b\u6700\u5408\u9002\u7684\u5e94\u7528\uff0c\u5c06\u4e0d\u5fc5\u8981\u7684\u4efb\u52a1\uff0c\u6bd4\u5982\u4ed8\u8d26\u5355\uff0c\u8bb0\u4e8b\u7c3f\u90fd\u4ea4\u7ed9\u673a\u5668\u6765\u81ea\u52a8\u5316\uff0c\u5e76\u4e14\u6309\u9700\u7684\u670d\u52a1\uff0c\u6bd4\u5982\u53eb\u51fa\u79df\u8f66\u3001\u653e\u97f3\u4e50\u3001\u5bfb\u627e\u73ed\u8f66\u5217\u8868\u7b49\u7b49\u3002<\/span><\/p>\n
\u672a\u6765\uff0cAlexa \u7684\u56de\u7b54\u4e5f\u5c06\u66f4\u52a0\u667a\u80fd\uff0c\u9664\u4e86\u56de\u7b54\u4ee5\u5916\uff0c\u8fd8\u8981\u4e3b\u52a8\u5730\u4e3a\u7528\u6237\u63d0\u4f9b\u670d\u52a1\u3002<\/span><\/p>\n
\u81ea\u7136\u8bed\u8a00\u4ea4\u4e92\u7684\u6311\u6218\u662f\u7528\u6237\u8981\u6c42\u7684\u4e0d\u660e\u786e\uff0c\u6bd4\u5982\u7528\u6237\u95ee\uff0c\u300c\u6211\u665a\u996d\u5e94\u8be5\u5403\u4ec0\u4e48\u300d\uff0c\u8fd9\u5bf9 Alexa \u4e0d\u662f\u4e00\u4e2a\u660e\u786e\u7684\u8981\u6c42\uff0c\u4e5f\u5c31\u9700\u8981 Alexa \u81ea\u5df1\u9009\u62e9\u8c03\u914d\u4ec0\u4e48\u6837\u9886\u57df\u7684\u77e5\u8bc6\u548c\u6280\u80fd\u6765\u56de\u5e94\u8fd9\u4e2a\u95ee\u9898\u3002<\/span><\/p>\n
Google \u7684\u7814\u7a76\u79d1\u5b66\u5bb6 Dilek Hakkani-Tur \u4e3b\u8981\u5206\u4eab\u4e86 Google \u5728\u7aef\u5230\u7aef\u5bf9\u8bdd\u7cfb\u7edf\u4e0a\u7684\u7814\u7a76\u3002<\/span><\/p>\n
\u4f5c\u4e3a\u4eba\u673a\u4ea4\u4e92\u8fc7\u7a0b\u4e2d\u7684\u4e00\u4e2a\u91cd\u8981\u73af\u8282\uff0c\u5bf9\u8bdd\u7cfb\u7edf\u9700\u8981\u5c06\u7528\u6237\u7684\u8981\u6c42\u7ffb\u8bd1\u6210\u5e26\u6709\u6807\u7b7e\u7684\u5bf9\u8bdd\u884c\u4e3a\uff08dialogue act\uff09\uff0c\u6bd4\u5982\u7528\u6237\u662f\u7591\u95ee\u53e5\u8fd8\u662f\u9648\u8ff0\u53e5\uff1f\u8bed\u53e5\u6709\u5173\u4ec0\u4e48\u5185\u5bb9\uff1f\u7136\u540e\u6839\u636e\u5bf9\u8bdd\u7b56\u7565\uff08dialogue policy\uff09\uff0c\u5bf9\u8bdd\u7cfb\u7edf\u8981\u9009\u62e9\u4e00\u4e2a\u7b54\u6848\u3002\u8fd9\u5f53\u7136\u9700\u8981\u5927\u91cf\u7684\u6570\u636e\u8fdb\u884c\u8bad\u7ec3\u3002<\/span><\/p>\n
\n
\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\uff0cGoogle \u7684\u7814\u7a76\u56e2\u961f\u4e5f\u9488\u5bf9\u4e0d\u540c\u95ee\u9898\u8fdb\u884c\u4e0d\u540c\u7684\u5b66\u4e60\u6a21\u5f0f\uff1a<\/span><\/p>\n
\u300c<\/span>\u6bd4\u5982\u5728\u5bf9\u8bdd\u7ea7\u522b\u7684\u89c4\u5212\u4e0a\u4f7f\u7528\u4e86\u7aef\u5230\u7aef\u7684\u5f3a\u5316\u5b66\u4e60\uff1b\u5728\u6cdb\u5316\u5230\u5176\u4ed6\u8bed\u8a00\u6216\u8005\u542b\u4e49\u4e0a\uff0c\u5219\u4f7f\u7528\u8fc1\u79fb\u5b66\u4e60\uff1b\u8bad\u7ec3\u8c08\u8bdd\u8bed\u8a00\u7406\u89e3\u65f6\uff0cGoogle \u91c7\u7528 E2E MemNN\uff08\u7aef\u5230\u7aef\u8bb0\u5fc6\u7f51\u7edc\uff09\uff1b<\/span><\/p>\n
\u5728\u8bad\u7ec3\u5bf9\u8bdd\u7b56\u7565\u7684\u8fc7\u7a0b\u4e2d\u5219\u91c7\u7528\u5206\u9636\u6bb5\u8bad\u7ec3\uff0c\u5148\u7528\u4eba\u5bb6\u4e13\u5bb6\u7684\u77e5\u8bc6\u8bad\u7ec3\u6a21\u578b\uff0c\u518d\u7528\u5f3a\u5316\u5b66\u4e60\u5728\u6a21\u62df\u7528\u6237\u548c\u5956\u52b1\u673a\u5236\u4efb\u52a1\u7684\u73af\u5883\u91cc\u5b66\u4e60\uff0c\u6700\u540e\u7528\u4ea4\u4e92\u5f0f\u5f3a\u5316\u5b66\u4e60\u5c06\u524d\u4e24\u8005\u5408\u5e76\u3002<\/span><\/p>\n
Hakkani-Tur \u8fd8\u63d0\u5230\u4e86\u81ea\u7136\u8bed\u8a00\u751f\u6210\uff0c\u7528\u6237\u6a21\u62df\u5668\u548c\u673a\u5668\u4e4b\u95f4\u7684\u4ea4\u4e92\u3002<\/span><\/p>\n
\u300c<\/span>\u667a\u80fd\u52a9\u624b\u7684\u6311\u6218\u8fd8\u6709\u5f88\u591a\uff0c\u6bd4\u5982\u8bed\u4e49\u4e0d\u8be6\u7684\u8bed\u8a00\uff0c\u5b9a\u5236\u5316\uff0c\u66f4\u52a0\u81ea\u7136\u751f\u52a8\u7684\u5bf9\u8bdd\uff0c\u591a\u9886\u57df\u4efb\u52a1\uff0c\u4ee5\u53ca\u8de8\u8d8a\u9886\u57df\u7684\u4ea4\u4e92\uff0c\u90fd\u662f\u6211\u4eec\u9700\u8981\u89e3\u51b3\u7684\u95ee\u9898\uff0c\u300dHakkani-Tur \u8bf4\u3002<\/span><\/p>\n
\u82f9\u679c Siri \u7684\u9ad8\u7ea7\u4e3b\u7ba1 Alex Acero \u4ecb\u7ecd\u4e86\u82f9\u679c\u662f\u5982\u4f55\u5c06\u6df1\u5ea6\u5b66\u4e60\u5e94\u7528\u5230 Siri \u4e0a\uff0c\u5305\u62ec\u5524\u9192\u8bcd\u7684\u8bc6\u522b\u3001\u5927\u91cf\u8bcd\u6c47\u8bc6\u522b\u3001\u8bed\u97f3\u5408\u6210\u3001\u673a\u5668\u7ffb\u8bd1\u548c\u81ea\u7136\u8bed\u8a00\u5904\u7406\u3002<\/span><\/p>\n
Acero \u7740\u91cd\u4ecb\u7ecd\u4e86\u8854\u63a5\u8bed\u97f3\u5408\u6210\u6280\u672f\uff0c\u8fd9\u662f\u4e00\u79cd\u901a\u8fc7\u8854\u63a5\u77ed\u58f0\u97f3\u6837\u672c\u7684\u65b9\u5f0f\u8f93\u51fa\u6587\u672c-\u5408\u6210-\u58f0\u97f3\uff1b\u4ee5\u53ca\u7528\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u8bc6\u522b\u5524\u9192\u8bcd\u5e76\u89e6\u53d1 Siri\uff0c\u4ee5\u53ca\u7528\u5927\u91cf GPU \u548c\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u8bad\u7ec3 iWatch \u4e0a\u7684\u5524\u9192\u8bcd Hey Siri\u3002<\/span><\/p>\n
\n
\u673a\u5668\u4eba\u548c\u8ba1\u7b97\u673a\u89c6\u89c9<\/span><\/strong><\/p>\n
\u4eca\u5e74\u7684 AI Frontiers \u673a\u5668\u4eba\u5355\u5143\u8fce\u6765\u4e86\u4e24\u5bb6\u521d\u521b\u516c\u53f8\u2014\u2014\u81f4\u529b\u4e8e\u9ad8\u7b49\u667a\u80fd\u673a\u5668\u4eba\u7684 Vicarious\uff0c\u548c\u81f4\u529b\u4e8e\u6253\u9020\u53ef\u7231\u5bb6\u7528\u673a\u5668\u4eba Mayfield Robotics\u3002<\/span><\/p>\n
Vicarious \u5728\u4e0a\u5468\u521a\u521a\u53d1\u8868\u4e86\u5173\u4e8e\u653b\u7834 CAPTCHA\uff08\u9a8c\u8bc1\u7801\uff09\u7684\u8bba\u6587\uff0c\u4e5f\u56e0\u6b64\u9891\u9891\u51fa\u73b0\u5728\u5a92\u4f53\u5934\u6761\u3002<\/span><\/p>\n
\u673a\u5668\u4e4b\u5fc3\u8fd1\u65e5\u4e0e Vicarious \u7684 CTO Dileep George \u8fdb\u884c\u4e86\u6df1\u5ea6\u4e13\u8bbf\uff0c\u53d1\u73b0 Vicarious \u5e76\u6ca1\u6709\u91c7\u7528\u65f6\u4e0b\u4e3b\u6d41\u7684\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\u2014\u2014\u4ee5\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\u4e3a\u4ee3\u8868\u7684\u6df1\u5ea6\u5b66\u4e60\u7b97\u6cd5\uff0c\u800c\u662f\u91c7\u7528\u4e86\u533a\u522b\u4e8e\u5224\u522b\u6a21\u578b\u7684\u6982\u7387\u751f\u6210\u6a21\u578b\uff0c\u7ed3\u5408\u5bf9\u8111\u79d1\u5b66\u7684\u7814\u7a76\u3002<\/span><\/p>\n
George \u4e5f\u53d7\u5230 AI Frontiers \u7684\u9080\u8bf7\uff0c\u8ba8\u8bba\u4e86 Vicarious \u7684\u6700\u65b0\u7814\u7a76\u2014\u2014\u9012\u5f52\u76ae\u8d28\u7f51\u7edc\uff08Recursive Cortical Network\uff09\u662f\u5982\u4f55\u653b\u7834 CATPCHA\uff0c\u4ee5\u53ca\u5982\u4f55\u5e94\u7528\u5728\u673a\u5668\u4eba\u7684\u64cd\u7eb5\u4e0a\uff0c\u5305\u62ec\u7269\u4f53\u8bc6\u522b\u80fd\u529b\uff0c\u4ee5\u53ca\u5728\u7269\u4f53\u91cd\u53e0\u7684\u60c5\u51b5\u4e0b\u4e5f\u80fd\u5f88\u597d\u5730\u5206\u8fa8\u7269\u4f53\u3002<\/span><\/p>\n
Vicarious \u5df2\u7ecf\u548c\u4f17\u591a\u7684\u673a\u5668\u4eba\u5382\u5546\u3001\u5305\u62ec ABB Group \u8fdb\u884c\u5408\u4f5c\u3002\u5728\u5176\u4f4d\u4e8e\u65e7\u91d1\u5c71\u4e1c\u6e7e Union City \u7684\u4e09\u4e2a\u529e\u516c\u5730\u70b9\uff0cVicarious \u90fd\u8d2d\u7f6e\u4e86\u4e0d\u540c\u79cd\u7c7b\u7684\u673a\u5668\u4eba\u8fdb\u884c\u4e86\u5b9e\u9a8c\u3002\u636e Vicarious \u7684\u5546\u4e1a\u603b\u7ed3\u697c\u5174\u534e\u900f\u9732\uff0c\u8be5\u516c\u53f8\u7684\u673a\u5668\u4eba\u6280\u672f\u5c06\u4f1a\u6700\u65e9\u5e94\u7528\u5230\u5de5\u4e1a\u9886\u57df\u7684\u67d4\u6027\u5236\u9020\u4e2d\u3002<\/span><\/p>\n
\n
Mayfield Robotics \u4ecb\u7ecd\u4e86\u4e00\u6b3e\u53eb\u505a Kuri \u7684\u673a\u5668\u4eba\u2014\u2014\u5916\u8868\u50cf\u6781\u4e86\u5927\u767d\uff08\u8d85\u80fd\u9646\u6218\u961f\uff09\uff0c\u88c5\u8f7d\u7740\u9ea6\u514b\u98ce\u3001\u6444\u50cf\u5934\u3001\u624b\u52bf\u88c5\u7f6e\u3001\u626c\u58f0\u5668\u3001\u5b9a\u4f4d\u88c5\u7f6e\u3001\u9a7e\u9a76\u7cfb\u7edf\uff08\u53ef\u4ee5\u5230\u5904\u79fb\u52a8\uff09\u548c\u6838\u5fc3\u5904\u7406\u5668 GPU\u3002<\/span><\/p>\n
\u548c Vicarious \u4e00\u6837\uff0cMayfield Robotics \u4e5f\u5728\u8ba1\u7b97\u673a\u89c6\u89c9\u4e0a\u53d1\u529b\uff0c\u7b97\u6cd5\u4e0a\uff0cMayfield Robotics \u4f7f\u7528\u4e86 Google \u6700\u65b0\u63d0\u51fa\u7684 MobileNets\u2014\u2014\u4e00\u79cd\u57fa\u4e8e\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\u7684\u5d4c\u5165\u5f0f\u7b97\u6cd5\uff0c\u7528\u6765\u8fdb\u884c\u4eba\u8138\u68c0\u6d4b\uff0c\u5ba0\u7269\u68c0\u6d4b\u3001\u4eba\u8138\u8bc6\u522b\u4ee5\u53ca\u5730\u70b9\u8bc6\u522b\uff08\u7528\u4e8e\u7ed8\u56fe\u548c\u5b9a\u4f4d\uff09\u3002<\/span><\/p>\n
\u8fd9\u6837\u7684\u7b97\u6cd5\u5bf9\u4e8e\u5b9e\u73b0 Kuri \u4e0e\u7528\u6237\uff08\u5c0f\u5b69\u5b50\uff09\u7684\u4e92\u52a8\uff0c\u4ee5\u53ca Kuri \u6210\u4e3a\u5bb6\u5ead\u5f55\u50cf\u548c\u5a31\u4e50\u7684\u80fd\u529b\u81f3\u5173\u91cd\u8981\u3002<\/span><\/p>\n
\n
\u89c6\u9891\u7406\u89e3\u6210\u4e3a\u8ba1\u7b97\u673a\u89c6\u89c9\u7684\u65b0\u5927\u9646<\/span><\/strong><\/p>\n
\u4eca\u5e74\uff0cGoogle\u3001Facebook \u7b49\u79d1\u6280\u5de8\u5934\u90fd\u53d1\u5e03\u4e86\u5927\u578b\u89c6\u9891\u6570\u636e\u96c6\u6216\u6570\u636e\u5e73\u53f0\uff0c\u8fd9\u4e5f\u610f\u5473\u7740\u5bf9\u89c6\u9891\u7406\u89e3\u7684\u7b97\u6cd5\u7814\u7a76\u4e5f\u5728\u5927\u89c4\u6a21\u5730\u5f00\u653e\u3002<\/span><\/p>\n
\u8c37\u6b4c\u7814\u7a76\u89c6\u9891\u641c\u7d22\u529f\u80fd\u3001Youtube \u548c\u89c6\u9891\u79fb\u52a8 app \u7684 Google \u62e5\u6709\u5f88\u591a\u57fa\u4e8e\u56fe\u50cf\u548c\u89c6\u9891\u7684\u5e94\u7528\uff0c\u6bd4\u5982\u89c6\u9891\u641c\u7d22\u3001\u4e91\u89c6\u9891 API\u3001\u5b89\u5353\u76f8\u673a\u3001\u89c6\u9891\u56fe\u4e66\u9986\u5185\u5bb9\u6574\u7406\u3001\u624b\u5199\u8bc6\u522b\u3001\u5149\u5b66\u5b57\u7b26\u8bc6\u522b\u3001\u4ee5\u53ca Allo \u91cc\u4e2a\u6027\u5316\u8868\u60c5\u5305\u3001Youtube \u7684\u7f29\u7565\u56fe\u7684\u9884\u89c8\u4f18\u5316\u3001\u65e0\u58f0\u89c6\u9891\u7684\u5b57\u5e55\u751f\u6210\u7b49\u7b49\u3002<\/span><\/p>\n
Rahul Sukthankar \u662f\u8c37\u6b4c\u7684\u9ad8\u7ea7\u5de5\u7a0b\u5e08\uff0c\u4ed6\u8bb2\u89e3\u4e86\u5982\u4f55\u901a\u8fc7\u6df1\u5ea6\u5b66\u4e60\u5728\u5927\u89c4\u6a21\u89c6\u9891\u6570\u636e\u5e93\u5b9e\u73b0\u591a\u79cd\u76ee\u6807\uff0c\u6bd4\u5982 Youtube \u5927\u578b\u89c6\u9891\u96c6\u6ce8\u89e3\u3001Youtube \u89c6\u9891\u7f29\u7565\u4f18\u5316\u3002<\/span><\/p>\n
\u4e94\u5e74\u524d\uff0c\u5728\u8f93\u5165\u548c\u8f93\u51fa\u4e2d\u95f4\u9700\u8981\u591a\u4e2a\u6b65\u9aa4\uff0c\u5305\u62ec\u624b\u52a8\u8bbe\u8ba1\u7684\u63cf\u8ff0\u7b26\u548c\u7801\u672c\u76f4\u65b9\u56fe\uff1b\u5982\u4eca\uff0c\u6709\u4e86\u6df1\u5ea6\u5b66\u4e60\u540e\uff0c\u53ea\u8981\u628a\u6570\u636e\u6254\u8fdb\u6a21\u578b\u91cc\u5c31\u53ef\u4ee5\u5f97\u5230\u89c6\u9891\u7684\u5b57\u9762\u63cf\u8ff0\uff0c\u800c\u4e14\u6548\u679c\u66f4\u597d\u3002<\/span><\/p>\n
\n
Google \u5728 2015 \u5e74\u5199\u4e86\u4e00\u7bc7\u7528\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u8bad\u7ec3 Youtube \u7684\u7f29\u7565\u56fe\u4f18\u5316\u7684\u535a\u5ba2\uff0c\u5c06\u7f51\u7edc\u4e0a\u7684\u89c6\u9891\u7f29\u7565\u56fe\uff08\u8f93\u5165\uff09\u548c\u70b9\u51fb\u91cf\uff08\u7ed3\u679c\uff09\u505a\u4e00\u4e2a\u94fe\u63a5\u3002<\/span><\/p>\n
\u6487\u5f00\u8fd9\u4e9b\u8fc7\u53bb\u7684\u7814\u7a76\uff0cSukthankar \u63d0\u5230\u4e86\u89c6\u9891\u6570\u636e\u96c6\u5728\u672a\u6765\u7684\u7814\u7a76\u65b9\u5411\u2014\u2014\u81ea\u6211\u76d1\u7763\u6a21\u4eff\uff08self-supervised imitation\uff09\u3002Google \u4ecb\u7ecd\u4e86\u65f6\u95f4\u5bf9\u6bd4\u7f51\u7edc\uff08time-contrastive networks\uff09\uff0c\u8ba9\u673a\u5668\u80fd\u591f\u5b66\u4e60\u89c6\u9891\u91cc\u7684\u52a8\u4f5c\uff0c\u5b66\u4f1a\u4e00\u4e9b\u57fa\u672c\u7684\u64cd\u63a7\u548c\u63a7\u5236\uff0c\u6bd4\u5982\u5012\u6c34\uff0c\u6216\u8005\u7ad9\u7acb\u3002<\/span><\/p>\n
Sukthankar \u5728\u6700\u540e\u5206\u6790\u4e86\u4e0d\u540c\u89c6\u9891\u6570\u636e\u96c6\u7684\u7279\u8272\uff0c\u6bd4\u5982\uff1aSports-1M \u548c Youtube-8M \u9002\u7528\u4e8e\u89c6\u9891\u6ce8\u89e3\uff1bHUMOS\uff0cKinetics \u548c Google \u521a\u521a\u5f00\u6e90\u4e0d\u4e45\u7684 AVA \u9002\u7528\u4e8e\u8bad\u7ec3\u89c6\u9891\u91cc\u7684\u52a8\u4f5c\u8bc6\u522b\uff1bYoutube-BB \u548c Open Images \u9002\u7528\u4e8e\u7269\u4f53\u8bc6\u522b\u3002<\/span><\/p>\n
\n
\u968f\u540e\u51fa\u573a\u7684 Facebook \u8ba1\u7b97\u673a\u89c6\u89c9\u4e3b\u7ba1 Manohar Paluri \u4ecb\u7ecd\u4e86\u4eca\u5e74\u65b0\u5f00\u653e\u7684\u56fe\u50cf\u6570\u636e\u5e73\u53f0 Lumos\u3002<\/span><\/p>\n
\u57fa\u4e8e FBLearner Flow \u7684 Lumos \u662f\u4e00\u4e2a\u9762\u5411\u56fe\u50cf\u548c\u89c6\u9891\u7406\u89e3\u7684\u5e73\u53f0\u3002Facebook \u5de5\u7a0b\u5e08\u4e0d\u9700\u8981\u63a5\u53d7\u6df1\u5ea6\u5b66\u4e60\u6216\u8ba1\u7b97\u673a\u89c6\u89c9\u65b9\u9762\u7684\u57f9\u8bad\uff0c\u5c31\u53ef\u4ee5\u4f7f\u7528 Lumos \u57f9\u8bad\u548c\u90e8\u7f72\u65b0\u6a21\u578b\u3002<\/span><\/p>\n
Paluri \u4e5f\u5728\u5927\u4f1a\u4e0a\u516c\u5e03\u4e86\u4ee4\u4eba\u5174\u594b\u7684\u6d88\u606f\uff1a\u660e\u5e74\u5e74\u521d\uff0cFacebook \u5c06\u516c\u5e03\u4e24\u4e2a\u65b0\u7684\u6570\u636e\u96c6\u2014\u2014SOA\uff08Scenes\uff0cObjects & Actions\uff09\u548c Generic motions dataset\u3002<\/span><\/p>\n
\n
\u4eca\u5e74\u52a0\u76df\u963f\u91cc\u5df4\u5df4 iDST \u7684\u4efb\u5c0f\u67ab\u4e5f\u53d7\u9080\u53c2\u52a0 AI Frontiers\uff0c\u5206\u4eab\u4e86\u963f\u91cc\u5df4\u5df4\u5728\u89c6\u9891\u7406\u89e3\u4e2d\u7684\u9700\u6c42\uff0c\u4ee5\u53ca iDST \u6b63\u5728\u89e3\u51b3\u7684\u6311\u6218\uff0c\u4f8b\u5982\u6dd8\u5b9d\u4e0a\u7684\u79fb\u52a8\u8d2d\u7269\u3001\u4f18\u9177\u548c\u571f\u8c46\u4e0a\u7684\u89c6\u9891\u641c\u7d22\u548c\u63a8\u8350\u3001\u4ee5\u53ca\u83dc\u9e1f\u7269\u6d41\u548c\u667a\u6167\u57ce\u5e02\u7684\u5b9e\u65f6\u7cfb\u7edf\u3002<\/span><\/p>\n
\u4efb\u5c0f\u67ab\u4e3b\u8981\u4ecb\u7ecd\u4e86\u89c6\u9891\u7406\u89e3\u5982\u4f55\u5e94\u7528\u5230\u963f\u91cc\u5df4\u5df4\u7684\u5177\u4f53\u4e1a\u52a1\uff0c\u6bd4\u5982\u4f18\u9177\u89c6\u9891\u4e2d\u7684\u7269\u54c1\u8bc6\u522b\u53ef\u4ee5\u76f4\u63a5\u548c\u6dd8\u5b9d\u7f51\u7684\u8d2d\u7269\u94fe\u63a5\u76f8\u8fde\uff1b\u4ee5\u53ca\u6700\u8fd1\u6dd8\u5b9d\u63a8\u51fa\u4e86\u5546\u54c1\u89c6\u9891\u4ecb\u7ecd\uff0c\u5356\u5bb6\u53ef\u4ee5\u62cd\u6444\u6709\u5173\u5546\u54c1\u7684\u89c6\u9891\uff0c\u6dd8\u5b9d\u4f1a\u5206\u6790\u89c6\u9891\u7684\u5185\u5bb9\uff0c\u7528\u4e8e\u4f18\u5316\u5546\u54c1\u641c\u7d22\u3002<\/span><\/p>\n
\u81ea\u52a8\u9a7e\u9a76\u300c\u52a0\u901f\u5ea6<\/span>\u300d<\/span>\uff0c\u4e24\u4e2a\u6708\u8ba9\u65e0\u4eba\u8f66\u4e0a\u8def<\/span><\/strong><\/p>\n
\u5728\u6240\u6709\u7684 AI \u521d\u521b\u516c\u53f8\u91cc\uff0c\u81ea\u52a8\u9a7e\u9a76\u516c\u53f8\u65e0\u7591\u6700\u60f9\u4eba\u77a9\u76ee\uff0c\u800c\u4e14\uff0c\u65e0\u4eba\u9a7e\u9a76\u7684\u7814\u53d1\u6b63\u5728\u63d0\u901f\u3002<\/span><\/p>\n
\u4eca\u5e74\u56db\u6708\u624d\u521a\u521a\u521b\u7acb\u7684\u666f\u9a70\u79d1\u6280\uff0c\u4ec5\u7528\u4e00\u4e2a\u591a\u6708\u7684\u65f6\u95f4\u5c31\u5b8c\u6210\u4e86\u9996\u6b21\u5c01\u95ed\u573a\u5730\u7684\u65e0\u4eba\u9a7e\u9a76\u6d4b\u8bd5\uff1b\u4e24\u4e2a\u534a\u6708\u540e\uff0c\u666f\u9a70\u79d1\u6280\u83b7\u5f97\u4e86\u52a0\u5dde\u65e0\u4eba\u9a7e\u9a76\u8f66\u8f86\u6d4b\u8bd5\u8bb8\u53ef\u8bc1\uff1b\u516c\u53f8\u6210\u7acb 81 \u5929\u540e\uff0c\u666f\u9a70\u79d1\u6280\u7684\u65e0\u4eba\u8f66\u5b8c\u6210\u4e86\u5728\u5f00\u653e\u8def\u9762\u4e0a\u7684\u65e0\u4eba\u9a7e\u9a76\u6d4b\u8bd5\u3002<\/span><\/p>\n
\n
\u666f\u9a70\u79d1\u6280\u7684 CTO\u3001\u524d\u767e\u5ea6\u65e0\u4eba\u8f66\u9996\u5e2d\u79d1\u5b66\u5bb6\u97e9\u65ed\u53c2\u52a0\u4e86\u6b64\u6b21\u5927\u4f1a\u3002\u97e9\u65ed\u5f00\u573a\u63d0\u5230\u4e86\u6c7d\u8f66\u884c\u4e1a\u7684\u4e09\u4e2a\u672a\u6765\u8d8b\u52bf\uff1a<\/span><\/p>\n
\u7535\u52a8\u8f66\u8ba9\u4f20\u7edf\u5f15\u64ce\u548c\u6392\u653e\u53d8\u5f97\u4e0d\u518d\u91cd\u8981\uff1b\u6c7d\u8f66\u7684\u9500\u552e\u4f1a\u4ece B2C \u8f6c\u53d8\u4e3a B2B\uff1b\u6c7d\u8f66\u672a\u6765\u7684\u6838\u5fc3\u9a71\u52a8\u529b\u662f AI\uff0c\u8f6f\u4ef6\u4f1a\u53d8\u5f97\u548c\u786c\u4ef6\u4e00\u6837\u91cd\u8981\u3002<\/span><\/p>\n
\u300c\u8c01\u80fd\u6700\u5148\u878d\u5408\u79d1\u6280\u3001\u5171\u4eab\u7ecf\u6d4e\u548c OEM\uff0c\u8c01\u6700\u5148\u8d62\u5f97\u5e02\u573a\uff0c\u300d\u97e9\u65ed\u8bf4\u3002<\/span><\/p>\n
\u97e9\u65ed\u5bf9\u672a\u6765\u81ea\u52a8\u9a7e\u9a76\u7684\u666e\u53ca\u6709\u7740\u6e05\u695a\u7684\u9884\u8ba1\uff1a2018 \u5e74\uff0c\u65e0\u4eba\u8f66\u516c\u53f8\u90fd\u80fd\u4e0a\u8def\u6d4b\u8bd5\uff1b2020 \u5e74\uff0c\u4e2d\u7b49\u57ce\u5e02\u4f1a\u8d62\u6765\u7b2c\u4e00\u6279\u65e0\u4eba\u8f66\uff1b2022 \u5e74\uff0c\u65e0\u4eba\u8f66\u5728\u5927\u578b\u57ce\u5e02\u666e\u53ca\uff1b2025 \u5e74\uff0c\u5317\u4eac\u3001\u4e0a\u6d77\u3001\u7ebd\u7ea6\u7b49\u4f53\u91cf\u7684\u56fd\u9645\u4e4b\u90fd\u5c06\u8fce\u6765\u65e0\u4eba\u8f66\uff1a2025 \u5e74\u4e4b\u540e\uff0c\u4e2a\u4eba\u6216\u8bb8\u80fd\u8d2d\u4e70\u4e00\u8f86\u5c5e\u4e8e\u81ea\u5df1\u7684\u65e0\u4eba\u8f66\u3002<\/span><\/p>\n
\u503c\u5f97\u4e00\u63d0\u7684\u662f\uff0c\u5728\u81ea\u52a8\u9a7e\u9a76\u7684\u5355\u5143\u91cc\uff0c\u97e9\u65ed\u9047\u5230\u4e86\u4ed6\u7684\u91d1\u4e3b\u2014\u2014Nividia \u81ea\u52a8\u9a7e\u9a76\u7684\u9ad8\u7ea7\u4e3b\u7ba1 Danny Shapiro\u3002\u4eca\u5e74 9 \u6708\uff0c\u666f\u9a70\u79d1\u6280\u5ba3\u5e03\u4e86 Pre-A \u8f6e 5200 \u4e07\u7f8e\u5143\u878d\u8d44\uff0cNividia \u4e5f\u53c2\u4e0e\u4e86\u8fd9\u4e00\u7b14\u6295\u8d44\u3002\u6240\u4ee5\uff0c\u97e9\u65ed\u4e5f\u5728\u6f14\u8bb2\u4e4b\u540e\u7684\u5ea7\u8c08\u4f1a\u73af\u8282\u5411 Shapiro \u8fde\u8fde\u81f4\u8c22\u3002<\/span><\/p>\n
Nividia \u5728\u81ea\u52a8\u9a7e\u9a76\u7684\u51b3\u5fc3\u4e5f\u4e0d\u5c0f\uff0c\u9ec4\u4ec1\u5b87\u5728\u4eca\u5e74\u5317\u4eac\u7684 Nividia GTC \u5927\u4f1a\u4e0a\u5c31\u9ad8\u8c03\u8868\u793a\uff0cNividia \u8981\u5728 2030 \u5e74\u5b9e\u73b0 L5 \u7684\u5168\u81ea\u52a8\u9a7e\u9a76\u3002<\/span><\/p>\n
\u4e13\u6ce8\u4e8e\u786c\u4ef6\u548c\u82af\u7247\u7684 Nividia \u4e5f\u5728\u4eca\u5e74 5 \u6708\u63a8\u51fa\u4e86\u6709\u5173\u65e0\u4eba\u9a7e\u9a76\u7684\u786c\u4ef6\u89e3\u51b3\u65b9\u6848\uff08\u5305\u62ec\u8ba1\u7b97\u5e73\u53f0 Drive PX, \u64cd\u4f5c\u7cfb\u7edf Drive OS, \u8f66\u5185\u4ea4\u4e92\u667a\u80fd\u5f00\u53d1\u5de5\u5177 Drive IX SDK, \u4ee5\u53ca Drive AV)\u3002<\/span><\/p>\n
\n
\u53e6\u4e00\u4f4d\u6f14\u8bb2\u5609\u5bbe\u3001Uber \u7684\u9ad8\u7ea7\u5de5\u7a0b\u7ecf\u7406 Jeff Schneider \u5219\u626e\u6f14\u4e86\u4e00\u56de\u5927\u5b66\u6559\u5e08\uff0c\u5c06\u81ea\u52a8\u9a7e\u9a76\u7684\u5386\u53f2\u548c\u57fa\u672c\u5143\u7d20\u2014\u2014\u7ed8\u56fe\uff08mapping\uff09, \u5b9a\u4f4d\uff08localization\uff09, \u611f\u77e5\uff08perception\uff09, \u9884\u6d4b\uff08prediction\uff09, \u8def\u5f84\u89c4\u5212\uff08motion planning\uff09, \u63a7\u5236\uff08control\uff09\u89e3\u91ca\u4e86\u4e00\u904d\u3002<\/span><\/p>\n
\u6e38\u620f AI\uff1a\u5f3a\u5316\u5b66\u4e60\u7684\u6696\u5e8a<\/span><\/strong><\/p>\n
\u5927\u4f1a\u7b2c\u4e00\u5929\u6700\u540e\uff0cFacebook AI \u7814\u7a76\u6240\u7530\u6e0a\u680b\u548c Electronic Arts \u7684\u6280\u672f\u603b\u76d1 Magnus Nordin \u8ba8\u8bba\u4e86\u5173\u4e8e AI \u5728\u6e38\u620f\u4e2d\u7684\u5e94\u7528\u3002<\/span><\/p>\n
\n
\u7530\u6e0a\u680b\uff08\u5de6\uff09\uff0cMagnus Nordin\uff08\u4e2d\uff09<\/span><\/p>\n
\u7530\u6e0a\u680b\u66fe\u662f Facebook \u56f4\u68cb\u673a\u5668 DarkForest \u7684\u5f00\u53d1\u8005\uff0c\u4f7f\u7528\u6df1\u5ea6\u5b66\u4e60\u548c\u8499\u7279\u5361\u6d1b\u6570\u641c\u7d22\u5c06 DarkForest \u63d0\u5347\u81f3\u4e1a\u4f59\u4e94\u6bb5\u7684\u6c34\u5e73\u3002<\/span><\/p>\n
\u4e4b\u540e\uff0c\u7530\u6e0a\u680b\u5c31\u4e00\u76f4\u7814\u7a76\u5f3a\u5316\u5b66\u4e60\u5728\u6e38\u620f AI \u4e2d\u7684\u4f5c\u7528\u3002\u4ed6\u53bb\u5e74\u7684\u4e00\u7bc7\u8bba\u6587\u63d0\u51fa\u4e86\u4e00\u4e2a\u65b0\u7684\u6846\u67b6\uff0c\u901a\u8fc7\u7ed3\u5408\u5f3a\u5316\u5b66\u4e60\u548c\u8bfe\u7a0b\u5b66\u4e60\uff0c\u57f9\u8bad\u7b2c\u4e00\u4eba\u79f0\u5c04\u51fb\u6e38\u620f\uff08FPS\uff09\u7684\u673a\u5668\u4eba\u3002<\/span><\/p>\n
\u7530\u6e0a\u680b\u8fd8\u5e26\u7740\u4ed6\u7684\u5b9e\u4e60\u751f\u5728 2016 \u5e74 ViZDoom AI \u5927\u8d5b\u4e2d\u6210\u529f\u83b7\u5f97\u4e86 Track1 \u51a0\u519b\uff0c\u6bd4\u7b2c\u4e8c\u540d\u9ad8\u51fa 35\uff05\u3002<\/span><\/p>\n
\u7530\u6e0a\u680b\u4e5f\u4ecb\u7ecd\u4e86\u5176\u4ed6\u7684\u9879\u76ee\uff0c\u5305\u62ec\u53bb\u5e74\u63d0\u51fa\u7684 ELF \u6846\u67b6\uff08Extensive, lightweight, and flexible\uff09\u3002\u4efb\u4f55\u57fa\u4e8e C++\u754c\u9762\u7684\u6e38\u620f\u90fd\u53ef\u4ee5\u901a\u8fc7\u8fd9\u4e2a\u6846\u67b6\u8fdb\u884c\u8bad\u7ec3\uff0c\u540c\u65f6\u4e0d\u9700\u8981\u5927\u91cf\u7684\u8ba1\u7b97\u80fd\u529b\u548c\u8bad\u7ec3\u65f6\u95f4\u3002<\/span><\/p>\n
\u7530\u6e0a\u680b\u53e6\u5916\u4e00\u7bc7\u7814\u7a76\u673a\u5668\u4eba\u63a2\u7d22 3D \u73af\u5883\u7684\u8bba\u6587\u4e5f\u88ab ICLR2018 \u6536\u5f55\u3002\u8bba\u6587\u57fa\u4e8e SUNCG \u7684\u6570\u636e\u96c6\uff0c\u540c\u65f6\u4e5f\u91c7\u7528\u591a\u6a21\u6001\u5b66\u4e60\u3002<\/span><\/p>\n
\n
\u968f\u540e\uff0cEA \u7684 Nordin \u4ecb\u7ecd\u4e86 EA \u8fd1\u65e5\u7684\u65b0\u52a8\u4f5c\u2014\u2014Seed\uff08Search for Extraordinary Experiences Division\uff09\uff0c\u8fd9\u662f EA \u5355\u72ec\u6210\u7acb\u7684\u4e00\u4e2a\u7814\u53d1\u90e8\u95e8\uff0c\u4e3a\u4e86\u63a2\u7d22\u6e38\u620f\u4e2d\u7684\u4e00\u4e9b\u5168\u65b0\u4f53\u9a8c\uff0c\u5305\u62ec AI\u3002<\/span><\/p>\n
\u636e Nordin \u7684\u4ecb\u7ecd\uff0cEA \u4e5f\u5728\u4f7f\u7528\u5f3a\u5316\u5b66\u4e60\u8bad\u7ec3\u6e38\u620f\u673a\u5668\u4eba\uff0c\u57fa\u4e8e\u5956\u7f5a\u673a\u5236\u6765\u63d0\u9ad8\u6e38\u620f\u6c34\u5e73\u3002\u5728\u4e00\u4e2a\u8eb2\u907f\u7403\u7684\u6e38\u620f\u91cc\uff08\u5403\u6389\u7eff\u8272\u7403\u5f97\u4e00\u5206\uff0c\u78b0\u5230\u7ea2\u8272\u7403\u6263\u4e94\u5206\uff09\uff0c\u6e38\u620f\u673a\u5668\u4eba\u4f1a\u901a\u8fc7\u5f3a\u5316\u5b66\u4e60\u4e0d\u65ad\u63d0\u9ad8\u81ea\u5df1\u7684\u5206\u6570\u3002<\/span><\/p>\n
\n
\u8fd9\u6837\u7684\u8bad\u7ec3\u65b9\u5f0f\u8fd8\u6709\u4e0d\u7740\u4e0d\u9519\u7684\u6cdb\u5316\u80fd\u529b\uff0c\u5305\u62ec\u8eb2\u907f\u7403\u3001\u5c04\u51fb\u6e38\u620f\u3001\u8d5b\u8f66\u6e38\u620f\u90fd\u53d6\u5f97\u4e86\u4e0d\u9519\u7684\u6548\u679c\u3002<\/span><\/p>\n
\u5bf9 EA \u800c\u8a00\uff0cAI \u4e0d\u53ea\u662f\u7528\u6765\u8bad\u7ec3\u673a\u5668\u4eba\u7684\u6e38\u620f\u6c34\u5e73\u3002\u5728 EA \u7684\u51e0\u6b3e\u7ecf\u5178\u6e38\u620f\u7cfb\u5217\u300a\u6a21\u62df\u4eba\u751f\u300b\u300a\u6218\u5730\u300b\u300aFIFA\u300b\u4e2d\uff0c\u6e38\u620f\u573a\u666f\u751f\u6210\u5c31\u53ef\u4ee5\u901a\u8fc7 AI \u52a0\u901f\u751f\u6210\uff0c\u5373\u4f7f\u662f\u7528\u6237\u5728\u5e73\u677f\u4e0a\u753b\u4e0a\u51e0\u7b14\uff0cAI \u4e5f\u80fd\u5b66\u4e60\u5982\u4f55\u751f\u6210\u4f8b\u5982\u5c71\u8109\u8fd9\u6837\u590d\u6742\u7684\u81ea\u7136\u73af\u5883\u3002<\/span><\/p>\n
\u300c\u672a\u6765\u4e94\u5e74\u91cc\uff0c\u6e38\u620f\u7684\u53d8\u5316\u4f1a\u6bd4\u4e4b\u524d 45 \u5e74\u7684\u53d8\u5316\u90fd\u8981\u591a\uff0c\u300dNordin \u8bf4\u3002<\/span><\/p>\n
\u53e6\u4e00\u65b9\u9762\uff0c\u4ece AI Frontiers \u5927\u4f1a\u6240\u8ba8\u8bba\u7684\u5185\u5bb9\u4e0d\u96be\u770b\u51fa\uff0c\u5feb\u901f\u63a8\u8fdb\u7684\u4ea7\u4e1a\u5e94\u7528\u5f97\u76ca\u4e8e\u2014\u2014\u6df1\u5ea6\u5b66\u4e60\u7684\u7814\u7a76\u8fdb\u5c55\u63a8\u8fdb\u4e86\u8bed\u97f3\u8bc6\u522b\u3001\u56fe\u50cf\u5206\u7c7b\u3001\u81ea\u7136\u8bed\u8a00\u5904\u7406\u7b49\u6280\u672f\u7684\u60ca\u4eba\u53d8\u5316\u3002\u7136\u800c\uff0c\u6cdb\u5316\u80fd\u529b\u7684\u4e0d\u8db3\u4e5f\u4e00\u76f4\u5907\u53d7\u884c\u4e1a\u8bdf\u75c5\u3002<\/span><\/p>\n
Google \u9ad8\u7ea7\u79d1\u5b66\u5bb6 Lukasz Kaiser \u5728\u4f1a\u4e0a\u4ecb\u7ecd\u4e86 Depthwise Separable Convolutions\uff0c\u8fd9\u4e2a\u6a21\u578b\u80fd\u591f\u5728\u591a\u4e2a\u9886\u57df\u8fdb\u884c\u8bad\u7ec3\uff0c\u5305\u62ec ImageNet\u3001\u7ffb\u8bd1\u3001\u56fe\u50cf\u5b57\u5e55\u3001\u8bed\u97f3\u8bc6\u522b\u8bed\u6599\u5e93\uff0c\u4ee5\u53ca\u82f1\u8bed\u7684\u8bed\u6cd5\u5206\u6790\u3002\u540c\u65f6\uff0c\u5b83\u8fd8\u80fd\u591f\u63d0\u9ad8\u751f\u6210\u6587\u5b57\u548c\u56fe\u50cf\u7684\u80fd\u529b\u3002<\/span><\/p>\n
DSC \u8d77\u6e90\u4e8e Google \u5927\u725b\u3001Keras \u7684\u5f00\u53d1\u8005 Fran?ois Chollet \u7684\u8bba\u6587\u300aXception: Deep Learning with Depthwise Separable Convolutions\u300b\u3002<\/span>\u4ece\u7ed3\u679c\u4e0a\u770b\uff0cXception \u5728\u5404\u4e2a\u9886\u57df\u90fd\u53d6\u5f97\u4e86\u5f88\u597d\u7684\u6548\u679c\u3002<\/span><\/p>\n
\u53e6\u5916\uff0c\u503c\u5f97\u6ce8\u610f\u7684\u662f\uff0cKaiser \u5728\u4eca\u5e74 6 \u6708\u53d1\u8868\u4e86\u4e00\u7bc7\u8bba\u6587\uff0c\u5c06 DSC \u5e94\u7528\u5230\u4e86\u795e\u7ecf\u673a\u5668\u7ffb\u8bd1\u4e0a\u3002<\/span><\/p>\n
\u5927\u4f1a\u66f4\u591a\u91cd\u8981\u5185\u5bb9\uff0c\u673a\u5668\u4e4b\u5fc3\u4f1a\u7ee7\u7eed\u8ddf\u8e2a\u3002<\/span><\/p>\n
\u81ea\u52a8\u9a7e\u9a76\uff1a<\/span>\u3001\u3001\u3001\u3001\u3001<\/span><\/p>\n
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