{"id":2934,"date":"2016-01-12T15:05:35","date_gmt":"2016-01-12T07:05:35","guid":{"rendered":"https:\/\/www.ecjtu.com\/keith\/archives\/2934"},"modified":"2016-01-12T15:05:35","modified_gmt":"2016-01-12T07:05:35","slug":"2015%e5%b9%b4%e8%bf%99%e5%8d%81%e5%a4%a7%e5%89%8d%e6%b2%bf%e7%a7%91%e6%8a%80%e4%ba%8b%e4%bb%b6%e5%b0%86%e8%bd%bd%e5%85%a5%e5%8f%b2%e5%86%8c","status":"publish","type":"post","link":"https:\/\/www.ecjtu.com\/keith\/archives\/2934","title":{"rendered":"2015\u5e74\u8fd9\u5341\u5927\u524d\u6cbf\u79d1\u6280\u4e8b\u4ef6\u5c06\u8f7d\u5165\u53f2\u518c"},"content":{"rendered":"

\u8fc7\u53bb\u76842015\u5e74\uff0c\u4eba\u7c7b\u5728\u524d\u6cbf\u79d1\u6280\u5404\u4e2a\u9886\u57df\u53d6\u5f97\u591a\u4e2a\u7a81\u7834\u3002\u4eba\u5de5\u667a\u80fd\u7684\u8f6f\u786c\u4ef6\u5f00\u6e90\u70ed\u6f6e\u3001\u673a\u5668\u5b66\u4e60\u6280\u672f\u7684\u8fdb\u4e00\u6b65\u53d1\u5c55\u3001\u65e0\u4eba\u673a\u5e02\u573a\u7684\u9010\u6b65\u6210\u719f\u3001\u865a\u62df\u73b0\u5b9e\/\u589e\u5f3a\u73b0\u5b9e\u7684\u6301\u7eed\u706b\u70ed\u3001\u8c37\u6b4c\u91cf\u5b50\u8ba1\u7b97\u673a\u7684\u91cd\u5927\u8fdb\u5c55\u7b49\u7b49\uff0c\u4e0b\u9762\u5c31\u6765\u770b\u770b2015\u524d\u6cbf\u79d1\u6280\u7684\u5341\u5927\u6807\u5fd7\u4e8b\u4ef6\u3002<\/p>\n

1. \u4eba\u5de5\u667a\u80fd\u5f00\u6e90\u70ed\u6f6e
\n<\/a>\"\u4eba\u5de5\u667a\u80fd\u5f00\u6e90\u70ed\u6f6e\"<\/h5>\n

2015\u5e7411\u6708\uff0c\u8c37\u6b4c\u5f00\u6e90\u4e86\u7b2c\u4e8c\u4ee3\u673a\u5668\u5b66\u4e60\u5e73\u53f0Tensor Flow\uff0c\u4e3a\u7528\u6237\u4eec\u63d0\u4f9b\u4e00\u79cd\u5229\u7528\u5927\u91cf\u6570\u636e\u76f4\u63a5\u8bad\u7ec3\u8ba1\u7b97\u673a\u5b8c\u6210\u4efb\u52a1\u7684\u9014\u5f84\u3002\u8f6f\u4ef6\u53ef\u4ee5\u548c\u4e0d\u540c\u65b9\u6cd5\u76f8\u7ed3\u5408\uff0c\u5728\u4e0d\u540c\u8ba1\u7b97\u673a\u786c\u4ef6\u57fa\u7840\u4e0a\u6709\u6548\u5efa\u7acb\u5e76\u8bad\u7ec3\u6a21\u62df\u300c\u6df1\u5ea6\u5b66\u4e60\u300d\u795e\u7ecf\u7f51\u7edc\u3002\u8c37\u6b4c\u6b64\u4e3e\u65e8\u5728\u5c06\u591a\u79cd\u795e\u7ecf\u7f51\u7edc\u673a\u5668\u5b66\u4e60\u5e94\u7528\u5230\u4ea7\u54c1\u548c\u670d\u52a1\u5f53\u4e2d\u3002\u5982\u4eca\uff0c\u4f7f\u7528\u8be5\u5e73\u53f0\u7684\u9879\u76ee\u5df2\u7ecf\u8d85\u8fc7600\u4e2a\u3002<\/p>\n

\u65e9\u5728\u4eca\u5e74\u4e00\u6708\uff0cFacebook\u4e5f\u516c\u5e03\u4e86\u4e00\u4e2a\u673a\u5668\u5b66\u4e60\u7684\u5f00\u6e90\u9879\u76ee\uff0c\u4ed6\u4eec\u5c06\u4e00\u4e9b\u57fa\u4e8e\u673a\u5668\u795e\u7ecf\u7f51\u7edc\u7684\u4ea7\u54c1\u514d\u8d39\u653e\u5728\u4e86Torch\uff08\u4e00\u4e2a\u5173\u6ce8\u6df1\u5ea6\u5b66\u4e60\u7684\u5f00\u6e90\u8f6f\u4ef6\u9879\u76ee\uff09\u4e0a\uff0c\u53ef\u4ee5\u7528\u6765\u5904\u7406\u6570\u636e\uff0c\u5206\u6790\u4fe1\u606f\u7684\u5171\u540c\u7279\u5f81\u3002\u6b64\u540e\uff0cFacebook\u4e86\u5f00\u6e90\u4eba\u5de5\u667a\u80fd\u786c\u4ef6\u670d\u52a1\u5668Big Sur\u3002\u5176\u4ed6\u5de8\u5934\u5728\u4eba\u5de5\u667a\u80fd\u65b9\u9762\u4e5f\u8d8a\u53d1\u5f00\u653e\uff0c\u5fae\u8f6f\u5c06\u5206\u5e03\u5f0f\u673a\u5668\u5b66\u4e60\u5de5\u5177\u5305(DMTK)\u901a\u8fc7Github\u5f00\u6e90\uff1bIBM\u65d7\u4e0b\u673a\u5668\u5b66\u4e60\u5e73\u53f0 SystemML\u6b63\u5f0f\u5f00\u6e90\uff0c\u6210\u4e3aApache\u5b75\u5316\u5668\u4e0b\u9762\u7684\u4e00\u4e2a\u5f00\u6e90\u9879\u76ee\u3002<\/p>\n

2. DeepMind\u8bba\u6587\u9707\u60ca\u4e16\u754c<\/h5>\n

\"DeepMind\u8bba\u6587\u9707\u60ca\u4e16\u754c\"<\/p>\n

\u5f53 2013\u5e7412\u6708DeepMind \u7684\u56e2\u961f\u9996\u6b21\u5c55\u73b0\u4ed6\u4eec\u9760\u4e0d\u65ad\u8bd5\u9519\u5b66\u4e60\u6700\u540e\u6210\u4e3a\u51fb\u8d25\u4eba\u7c7b\u4e13\u4e1a\u73a9\u5bb6\u7684\u6e38\u620f\u4eba\u5de5\u667a\u80fd\u65f6\uff0c\u5f88\u591a\u4e13\u5bb6\u90fd\u611f\u5230\u4e0d\u53ef\u601d\u8bae\u3002\u800c\u57282015\u5e74\uff0cDeepMind \u56e2\u961f\u73b0\u5728\u5df2\u7ecf\u5728\u300a\u81ea\u7136\u300b\u6742\u5fd7\u4e0a\u516c\u5e03\u4e86\u81ea\u5df1\u7684\u7814\u7a76\u6210\u679c\uff1aHuman-level control through deep reinforcement learning\u2014\u901a\u8fc7\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u4e0e\u5f3a\u5316\u5b66\u4e60\u7b49\u65b9\u6cd5\u7684\u7684\u7ed3\u5408\uff0c\u5c55\u73b0\u51fa\u5728\u4e00\u7cfb\u5217\u590d\u6742\u4efb\u52a1\u5f53\u4e2d\u4e0e\u4eba\u7c7b\u8868\u73b0\u76f8\u5f53\u7684\u7b97\u6cd5\u3002<\/p>\n

\u4ee5\u4e0b\u89c6\u9891\u5c31\u662fDemis Hassabis\u5728Google Zeitgeistminds\u7684\u6f14\u8bb2\uff0c\u5176\u4e2d\u6f14\u793a\u4e86\u4ed6\u4eec\u8bad\u7ec3\u4eba\u5de5\u667a\u80fd\u6210\u4e3a\u6e38\u620f\u9ad8\u624b\u3002\uff08\u5b57\u5e55\u7531\u673a\u5668\u4e4b\u5fc3\u7ffb\u8bd1\u51fa\u54c1\u3002\u542c\u8bd1\uff1a\u5fae\u80d6\u3002\u65f6\u95f4\u8f74\uff1a\u6c6a\u6c6a\u3002\uff09<\/p>\n

[topswf swf=’http:\/\/static.video.qq.com\/TPout.swf?vid=c0165llim9e&auto=0′ width=’640′ height=’498′ quality=’best’ wmode=’opaque’ scale=’default’ flashvars=” allowfullscreen=’false’]<\/p>\n

\u66f4\u4ee4\u4eba\u671f\u5f85\u7684\u5219\u662f\uff0cDemis Hassabis\u900f\u9732\uff0c\u4ed6\u4eec\u7684\u79d8\u5bc6\u56e2\u961f\u53ef\u80fd\u5c06\u7834\u89e3\u56f4\u68cb\u3002<\/p>\n

3. \u4eba\u5de5\u667a\u80fd\u4f26\u7406\u4e4b\u4e89\u52a0\u5267<\/h5>\n
\"\u4eba\u5de5\u667a\u80fd\u4f26\u7406\u4e4b\u4e89\u52a0\u5267\"<\/h5>\n

\u5251\u6865\u5927\u5b66\u3001\u9a6c\u65af\u514b\u5148\u540e\u6210\u7acb\u4eba\u5de5\u667a\u80fd\u7814\u7a76\u6240\u300212\u6708\u521d\u82f1\u56fd\u5251\u6865\u5927\u5b66\u65b0\u5efa\u4e86\u4e00\u4e2a\u7814\u7a76\u4e2d\u5fc3\uff0c\u81f4\u529b\u4e8e\u4eba\u5de5\u667a\u80fd\u672a\u6765\u5e76\u65e8\u5728\u5f71\u54cd\u5176\u9053\u5fb7\u4f26\u7406\u53d1\u5c55\u3002\u636e\u4e86\u89e3\uff0c\u4e00\u5bb6\u540d\u4e3aLeverhulme\u7684\u4fe1\u6258\u516c\u53f8\u5c06\u4e3a\u5176\u63d0\u4f9b\u5341\u5e74\u7ea61000\u4e07\u82f1\u9551\u7684\u8d44\u52a9\u3002\u800c\u523012\u6708\u4e2d\u65ec\uff0c\u7279\u65af\u62c9\u548cSpaceX\u7684CEO\u4f0a\u9686\u00b7\u9a6c\u65af\u514b\u3001Y Combinator\u8463\u4e8b\u957fSam Altman\u7b49\u4eba\u5ba3\u5e03\u51fa\u8d4410\u4ebf\u7f8e\u5143\u6210\u7acb\u975e\u76c8\u5229\u6027\u4eba\u5de5\u667a\u80fd\uff08AI\uff09\u7814\u7a76\u673a\u6784OpenAI\u3002<\/p>\n

\u636eDeepMind CEO Hassabis\u900f\u9732\uff0c\u660e\u5e741\u6708\u4efd\u5c06\u5728\u7ebd\u7ea6\u5927\u5b66\u4e3e\u884c\u4eba\u5de5\u667a\u80fd\u4f26\u7406\u7814\u8ba8\u4f1a\uff0c\u4f17\u591a\u4e92\u8054\u7f51\u5de8\u5934\u53ca\u521b\u4e1a\u516c\u53f8\u7684\u4eba\u5c06\u53c2\u4e0e\u672c\u6b21\u4f1a\u8bae\u3002<\/p>\n

4. Magic Leap\u518d\u878d\u8d44<\/h5>\n

\"Magic<\/p>\n

\u795e\u79d8\u7684Magic Leap\u5728\u8fc7\u53bb\u4e00\u5e74\u4e0d\u65ad\u62a2\u5360\u5a92\u4f53\u7248\u9762\u3002\u300c\u8fd9\u662f\u4e00\u5bb6\u91ce\u5fc3\u52c3\u52c3\u7684\u516c\u53f8\uff0c\u867d\u7136\u8fd8\u6ca1\u6709\u4efb\u4f55\u6210\u5f62\u7684\u4ea7\u54c1\uff0c\u867d\u7136\u5176\u5c55\u793a\u7ed9\u6295\u8d44\u8005\u7684\u53ea\u662f\u4e00\u5806\u4ee3\u7801\u548cDemo\u300d\uff0c\u4f46\u4e00\u5e74\u5185\u5b8c\u6210\u5171\u8ba118\u4ebf\u7f8e\u5143\u7684\u878d\u8d44\uff0c\u4e0d\u59a8\u518d\u6765\u770b\u770b\u4ed6\u4eec\u7684\u6f14\u793a\u89c6\u9891\uff1a<\/p>\n

[topswf swf=’http:\/\/static.video.qq.com\/TPout.swf?vid=w0169w9257q&auto=0′ width=’640′ height=’498′ quality=’best’ wmode=’opaque’ scale=’default’ flashvars=” allowfullscreen=’false’]<\/p>\n

\u4e3a\u4e86\u8ba9\u4f60\u770b\u5230\u73b0\u5b9e\u4e2d\u4e0d\u5b58\u5728\u7684\u7269\u4f53\u548c\u73b0\u5b9e\u4e16\u754c\u878d\u5408\u5728\u4e00\u8d77\u7684\u56fe\u50cf\u5e76\u4e0e\u5176\u4ea4\u4e92\u3002 Magic Leap \u9700\u8981\u5b9e\u73b0\u611f\u77e5\u73b0\u5b9e\u4f3c\u4e4e\u8282\u5e76\u901a\u8fc7\u5934\u6234\u5f0f\u663e\u793a\u5668\u4ee5\u5448\u73b0\u865a\u62df\u7684\u5f71\u50cf (Display) \u3002\u4e0d\u8fc7Magic Leap\u8fd8\u662f\u7559\u4e0b\u4e86\u592a\u591a\u7591\u95ee\uff0c\u6bd4\u5982\u8981\u8ba1\u7b974\u7ef4\u5149\u573a\uff0c\u8ba1\u7b97\u91cf\u60ca\u4eba\uff0c\u5982\u4f55\u89e3\u51b3\u82af\u7247\u95ee\u9898\uff1f\u53c8\u6bd4\u5982\u5982\u679c\u6ca1\u6709\u64cd\u4f5c\u7cfb\u652f\u6301Magic Leap\uff0c\u600e\u6837\u5b9e\u73b0\u300c\u4e16\u754c\u5c31\u662f\u4f60\u7684\u65b0\u684c\u9762\u300d\u7684\u613f\u666f\uff1f\u4ee5\u53ca\u9664\u4e86\u6700\u6700\u6700\u4e25\u91cd\u7684\u7535\u6c60\u95ee\u9898\u3002<\/p>\n

Magic Leap\u57282015\u5e74\u7559\u7ed9\u4e16\u754c\u592a\u591a\u7684\u95ee\u53f7\uff0c\u6211\u4eec\u771f\u5fc3\u5e0c\u671b\u80fd\u5728\u65b0\u7684\u4e00\u5e74\u627e\u5230\u7b54\u6848\u3002<\/p>\n

5. \u65e0\u4eba\u673a\u9010\u6e10\u6210\u719f<\/h5>\n

\"\u65e0\u4eba\u673a\u9010\u6e10\u6210\u719f\"<\/p>\n

\u5728 2014\u5e74\u5a92\u4f53\u4e00\u76f4\u90fd\u5728\u5ba3\u4f20\u65e0\u4eba\u673a\u5728\u5404\u884c\u5404\u4e1a\u65e0\u6240\u4e0d\u80fd\u7684\u80fd\u529b\uff0c\u4ece\u5728\u91ce\u5916\u4e3a\u8f66\u8f86\u5bfc\u822a\u5230\u89e3\u51b3\u5730\u7403\u4e0a\u7684\u9965\u8352\uff0c\u65e0\u4eba\u673a\u7684\u8eab\u5f71\u65e0\u5904\u4e0d\u5728\u3002\u4e8b\u5b9e\u4e0a\uff0c\u5982\u4eca\u6211\u4eec\u53ea\u662f\u521a\u521a\u770b\u5230\u7f8e\u56fd\u8054\u90a6\u822a\u7a7a\u5c40\u5f00\u59cb\u4e3a\u65e0\u4eba\u673a\u7684\u5546\u4e1a\u884c\u4e3a\u7f51\u5f00\u4e00\u9762\uff0c\u5f00\u59cb\u7740\u624b\u5236\u5b9a\u6cd5\u89c4\u3002\u76ee\u524d\u5df2\u7ecf\u6709\u8d85\u8fc72500\u67b6\u5546\u7528\u65e0\u4eba\u673a\u83b7\u53d6\u4e86\u7f8e\u56fd\u8054\u90a6\u822a\u7a7a\u5c40\u7684\u51c6\u98de\u8bb8\u53ef\uff0c\u4e0e\u53bb\u5e74\u7684\u5ba3\u4f20\u5f62\u6210\u9c9c\u660e\u5bf9\u6bd4\u7684\u662f\u5728\u5a92\u4f53\u53e3\u4e2d\u65e0\u4eba\u673a\u4ece\u300c\u5f88\u9177\u7684\u73a9\u610f\u513f\u300d\u53d8\u6210\u4e86\u300c\u5934\u75bc\u7684\u73a9\u610f\u513f\u300d\u3002<\/p>\n

2015\u5e74\u7684\u65e0\u4eba\u673a\u5e02\u573a\u6b63\u8fdb\u5165\u7206\u53d1\u7684\u524d\u671f\uff1a\u521b\u4e1a\u516c\u53f8\u4e0d\u65ad\u6d8c\u73b0\u3001\u5e02\u573a\u9886\u8dd1\u8005\u4e0d\u65ad\u653b\u57ce\u7565\u5730\u3001\u5305\u62ec\u4e9a\u9a6c\u900a\u3001\u8c37\u6b4c\u5728\u5185\u7684\u4e92\u8054\u7f51\u5de8\u5934\u4ece\u4e0d\u540c\u7ef4\u5ea6\u8fdb\u5165\u5e02\u573a\u3001\u5927\u91cf\u6d88\u8d39\u7ea7\u65e0\u4eba\u673a\u4e0a\u67b6\u552e\u5356\u4ee5\u53ca\u7f8e\u56fd\u8054\u90a6\u822a\u7a7a\u7ba1\u7406\u5c40\u542f\u52a8\u7684\u65e0\u4eba\u673a\u6ce8\u518c\u89c4\u5b9a\u2026..\u4ece\u653f\u5e9c\u3001\u4f01\u4e1a\u518d\u5230\u6d88\u8d39\u8005\uff0c\u65e0\u4eba\u673a\u7684\u5f71\u54cd\u8d8a\u6765\u8d8a\u5927\uff0c\u6211\u4eec\u4e5f\u6709\u7406\u7531\u76f8\u4fe1\u63a5\u4e0b\u6765\u7684\u4e00\u5e74\u4f1a\u6709\u66f4\u591a\u7a81\u7834\u3002<\/p>\n

6. \u6c83\u68ee\u5f88\u5fd9<\/h5>\n

\"\u6c83\u68ee\u5f88\u5fd9\"<\/p>\n

IBM\u7684\u6c83\u68ee\u6b63\u5728\u5feb\u901f\u6210\u957f\u4e2d\uff0c\u8fc7\u53bb\u4e00\u5e74\u300c\u4ed6\u300d\u5148\u540e\u5728\u4e94\u661f\u7ea7\u9152\u5e97\u7684\u540e\u53a8\u3001\u5f8b\u5e08\u4e8b\u52a1\u6240\u4ee5\u53ca\u5927\u578b\u533b\u9662\u670d\u5f79\uff0c\u80fd\u591f\u81ea\u5df1\u521b\u4f5c\u83dc\u8c31\uff0c\u5206\u6790\u6cd5\u5f8b\u6587\u672c\uff0c\u4ee5\u53ca\u8bca\u65ad\u80bf\u7624\u7b49\u3002\u6b64\u5916\uff0c\u6c83\u68ee\u8fd8\u53d8\u8eab\u4f53\u80b2\u6559\u7ec3\u3001\u4eff\u751f\u5b66\u5bb6\u3001\u53cd\u6050\u4e13\u5bb6\u7b49\u3002<\/p>\n

\u4e0e\u6b64\u540c\u65f6\uff0c\u4f9d\u6258\u5176\u5f3a\u5927\u7684\u8ba4\u77e5\u8ba1\u7b97\u80fd\u529b\uff0c\u6c83\u68ee\u8fd8\u6210\u4e3a\u8bf8\u591a\u521b\u4e1a\u516c\u53f8\u7684\u597d\u300c\u57fa\u53cb\u300d\u3002IBM\u63a8\u51fa\u4e86\u4e00\u4e2a\u57fa\u4e8e\u4e91\u7aef\u7684\u5e73\u53f0Bluemix\u7ed9\u5f00\u53d1\u8005\u4f7f\u7528\u6c83\u68ee\u521b\u9020\u65b0\u7684\u300c\u667a\u80fd\u300d\u5e94\u7528\u7684\u673a\u4f1a\u3002\u53bb\u5e741\u6708\u4efd\uff0cIBM\u6295\u5165\u4e8610\u4ebf\u7f8e\u5143\u8d44\u91d1\u7528\u4e8e\u8fdb\u4e00\u6b65\u7814\u53d1Waston\uff0c\u5305\u62ec1\u4ebf\u7f8e\u5143\u7528\u4e8e\u8fc5\u901f\u542f\u52a8\u8ba4\u77e5\u5e94\u7528\u751f\u6001\u7cfb\u7edf\u3002\u76ee\u524d\uff0cWaston\u751f\u6001\u7cfb\u7edf\u5305\u62ec350\u5bb6\u516c\u53f8\uff0c77000\u540d\u5f00\u53d1\u4eba\u5458\uff0c\u4ed6\u4eec\u6b63\u5728\u8bbe\u8ba1\u5e76\u6784\u5efaIBM\u6240\u8c13\u7684\u300c\u57fa\u4e8e\u4e91\u8ba1\u7b97\u7684\u8ba4\u77e5\u8ba1\u7b97\u5e94\u7528\u300d\uff0c\u8303\u56f4\u4ece\u533b\u7597\u5de5\u4e1a\u5230\u91d1\u878d\u670d\u52a1\u548c\u96f6\u552e\u4e1a\u300212\u6708\u4efd\uff0c\u6c83\u68ee\u7269\u8054\u7f51\u5168\u7403\u603b\u90e8\u5728\u6155\u5c3c\u9ed1\u5f00\u5f20\uff0c\u540c\u65f6\u5f00\u653e\u4e00\u4e9b\u5f3a\u5927\u7684\u5305\u62ec\u8bed\u97f3\u8bc6\u522b\u3001\u673a\u5668\u5b66\u4e60\u3001\u9884\u6d4b\u548c\u5206\u6790\u670d\u52a1\u3001\u89c6\u9891\u548c\u56fe\u50cf\u8bc6\u522b\u670d\u52a1\u4ee5\u53ca\u975e\u7ed3\u6784\u5316\u6587\u672c\u6570\u636e\u5206\u6790\u670d\u52a1\u5728\u5185\u7684API\uff0c\u901a\u8fc7\u5f00\u653e\u5316\u7684\u4eba\u5de5\u667a\u80fd\u6280\u672f\u8fdb\u519b\u7269\u8054\u7f51\u3002<\/p>\n

7. \u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u7684152\u5c42\u300c\u6df1\u5ea6\u6b8b\u5dee\u7f51\u7edc\u300d\u83b7\u5f972015ImageNet\u51a0\u519b<\/h5>\n

\"\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u7684152\u5c42\u300c\u6df1\u5ea6\u6b8b\u5dee\u7f51\u7edc\u300d\u83b7\u5f972015ImageNet\u51a0\u519b\"<\/p>\n

\u8fc7\u53bb\u51e0\u5e74\uff0c\u795e\u7ecf\u7f51\u7edc\u7684\u590d\u5174\u8ba9\u56fe\u50cf\u548c\u8bed\u97f3\u8bc6\u522b\u7b49\u6280\u672f\u7684\u7cbe\u5ea6\u5b9e\u73b0\u4e86\u5927\u5e45\u5ea6\u98de\u8dc3\u3002\u800c\u57282015 ImageNet\u8ba1\u7b97\u673a\u89c6\u89c9\u8bc6\u522b\u6311\u6218\u8d5b\u4e0a\uff0c\u5fae\u8f6f\u4e9a\u6d32\u7814\u7a76\u9662\u4ee5152\u5c42\u300c\u6df1\u5c42\u6b8b\u5dee\u7f51\u7edc\uff08deep residual networks\uff09\u300d\u7cfb\u7edf\uff0c\u83b7\u5f97\u56fe\u50cf\u5206\u7c7b\u3001\u56fe\u50cf\u5b9a\u4f4d\u4ee5\u53ca\u56fe\u50cf\u68c0\u6d4b\u5168\u90e8\u4e09\u4e2a\u4e3b\u8981\u9879\u76ee\u7684\u51a0\u519b\uff0c\u5176\u89c6\u89c9\u8ba1\u7b97\u7ec4\u7684\u7cfb\u7edf\u9519\u8bef\u7387\u5df2\u7ecf\u4f4e\u81f33.57%\uff0c\u8fdc\u8fdc\u4f4e\u4e8e\u53bb\u5e74\u76846.6%\u3002<\/p>\n

\u6b8b\u5dee\u5b66\u4e60\u6700\u91cd\u8981\u7684\u7a81\u7834\u5728\u4e8e\u91cd\u6784\u4e86\u5b66\u4e60\u7684\u8fc7\u7a0b\uff0c\u5e76\u91cd\u65b0\u5b9a\u5411\u4e86\u6df1\u5c42\u795e\u7ecf\u7f51\u7edc\u4e2d\u7684\u4fe1\u606f\u6d41\u3002\u5b83\u5f88\u597d\u5730\u89e3\u51b3\u4e86\u6b64\u524d\u6df1\u5c42\u795e\u7ecf\u7f51\u7edc\u5c42\u7ea7\u4e0e\u51c6\u786e\u5ea6\u4e4b\u95f4\u7684\u77db\u76fe\u3002\u5b59\u5251\u8868\u793a\uff0c\u4ece\u6211\u4eec\u6781\u6df1\u7684\u6df1\u5c42\u795e\u7ecf\u7f51\u7edc\u4e2d\u53ef\u4ee5\u770b\u51fa\uff0c\u300c\u6df1\u5c42\u6b8b\u5dee\u7f51\u7edc\u300d\u529b\u91cf\u5f3a\u5927\u4e14\u6781\u4e3a\u901a\u7528\uff0c\u53ef\u4ee5\u9884\u89c1\u5b83\u8fd8\u80fd\u6781\u5927\u5730\u6539\u5584\u5176\u5b83\u8ba1\u7b97\u673a\u89c6\u89c9\u95ee\u9898\u3002<\/p>\n

8. NIPS2015\u53ec\u5f00<\/h5>\n

\"NIPS2015\u53ec\u5f00\"<\/p>\n

\u4eca\u5e74\u7684\u53c2\u4f1a\u4eba\u6570\u63a5\u8fd14000\uff0c\u521b\u4e0b\u4e86NIPS\u4e3e\u529e\u4ee5\u6765\u7684\u6ce8\u518c\u4eba\u6570\u4e4b\u6700\u3002\u5176\u4e2d\uff0c\u6ce8\u518c\u5927\u4f1a\u57fa\u8c03\u62a5\u544a\u7684\u4eba\u6570\u4e3a2584\u4eba\uff0c\u6bd4\u53bb\u5e74\u6fc0\u589e100%\u3002\u5927\u4f1a\u603b\u5171\u6536\u5f55\u4e86403\u7bc7\u8bba\u6587\uff0c\u5176\u4e2d\u6df1\u5ea6\u5b66\u4e60\u8bfe\u9898\u7ea6\u536011%\u3002<\/p>\n

\u672c\u6b21\u5927\u4f1a\u4e5f\u4f53\u73b0\u51fa\u4e86\u6df1\u5ea6\u5b66\u4e60\u7684\u51e0\u5927\u53d1\u5c55\u8d8b\u52bf\uff0c\u4f8b\u5982\uff0c\u795e\u7ecf\u7f51\u7edc\u6846\u67b6\u53d8\u5f97\u8d8a\u6765\u8d8a\u590d\u6742\u800c\u7cbe\u5bc6\uff0c\u4e14\u9010\u6e10\u4ece\u5355\u4e00\u6846\u67b6\u53d8\u6210\u57fa\u4e8e\u591a\u79cd\u795e\u7ecf\u79d1\u5b66\u6280\u672f\u7684\u6df7\u5408\u548c\u5339\u914d\uff1b\u5927\u90e8\u5206\u6700\u5148\u8fdb\u7684\u7cfb\u7edf\u90fd\u5c06LSTMs\uff1b\u6ce8\u610f\u529b\u6a21\u578b\u8d8a\u6765\u8d8a\u6210\u4e3a\u7814\u7a76\u7684\u4e3b\u6d41\uff1b\u5728\u6df1\u5ea6\u5b66\u4e60\u7684\u5e2e\u52a9\u4e0b\uff0c\u8ba1\u7b97\u673a\u89c6\u89c9\u548c\u81ea\u7136\u8bed\u8a00\u5904\u7406\u4e4b\u95f4\u4e0d\u518d\u5272\u88c2\uff0c\u53d8\u5f97\u66f4\u52a0\u878d\u5408\uff1b\u795e\u7ecf\u7f51\u7edc\u6a21\u578b\u538b\u7f29\u7684\u5c55\u793a\u5219\u4ee4\u4eba\u770b\u5230\u5728\u79fb\u52a8\u8bbe\u5907\u4e0a\u8fdb\u884c\u795e\u7ecf\u7f51\u7edc\u6a21\u578b\u8bad\u7ec3\u7684\u53ef\u80fd\u6027\uff1b\u6df1\u5ea6\u5b66\u4e60\u548c\u5f3a\u5316\u5b66\u4e60\u7684\u4ea4\u53c9\u5c06\u4ea7\u751f\u66f4\u591a\u4ee4\u4eba\u5174\u594b\u7684\u6210\u679c\u3002<\/p>\n

9. \u300a\u79d1\u5b66\u300b\u6742\u5fd7\u8bba\u6587\u5c55\u793a\u673a\u5668\u5b66\u4e60\u65b0\u65b9\u6cd5<\/h5>\n

\"\u300a\u79d1\u5b66\u300b\u6742\u5fd7\u8bba\u6587\u5c55\u793a\u673a\u5668\u5b66\u4e60\u65b0\u65b9\u6cd5\"<\/p>\n

\u300c\u4ec5\u4ece\u4e00\u4e2a\u4f8b\u5b50\u5c31\u5f62\u6210\u6982\u5ff5\u300d\u7684\u80fd\u529b\u5bf9\u4eba\u6765\u8bf4\u5f88\u5bb9\u6613\u3002\u7136\u800c\uff0c\u5c3d\u7ba1\u4eba\u5de5\u667a\u80fd\u8fd1\u5e74\u6765\u53d6\u5f97\u4e86\u957f\u8db3\u7684\u8fdb\u6b65\uff0c\u4f46\u8981\u8ba9\u673a\u5668\u505a\u5230\u8fd9\u4e00\u70b9\uff0c\u5374\u96be\u4e8e\u4e0a\u9752\u5929\uff0c\u56e0\u4e3a\u76ee\u524d\u7684\u4eba\u5de5\u667a\u80fd\u901a\u5e38\u9700\u8981\u4ece\u5927\u91cf\u7684\u6570\u636e\u4e2d\u8fdb\u884c\u5b66\u4e60\uff0c\u4f60\u5f97\u8ba9\u5b83\u770b\u6210\u5343\u4e0a\u4e07\u5f20\u83e0\u841d\u7684\u56fe\u7247\u624d\u884c\u3002\u4e0d\u8fc7\uff0c\u8fd9\u4e2a\u4e8b\u5b9e\u6216\u8bb8\u4ece\u4eca\u5e74\u5f00\u59cb\u6539\u53d8\u4e86\u3002\u4e00\u7bc7\u4eba\u5de5\u667a\u80fd\u8bba\u6587\u4eca\u5e74\u767b\u4e0a\u4e86\u300a\u79d1\u5b66\u300b\u6742\u5fd7\u7684\u5c01\u9762\uff0c\u4e3a\u4eba\u4eec\u5e26\u6765\u4e86\u4eba\u5de5\u667a\u80fd\u9886\u57df\u7684\u4e00\u4e2a\u91cd\u5927\u7a81\u7834\uff1a\u4e09\u540d\u5206\u522b\u6765\u81ea\u9ebb\u7701\u7406\u5de5\u5b66\u9662\u3001\u7ebd\u7ea6\u5927\u5b66\u548c\u591a\u4f26\u591a\u5927\u5b66\u7684\u7814\u7a76\u8005\u5f00\u53d1\u4e86\u4e00\u4e2a\u300c\u53ea\u770b\u4e00\u773c\u5c31\u4f1a\u5199\u5b57\u300d\u7684\u8ba1\u7b97\u673a\u7cfb\u7edf\u3002<\/p>\n

\u4e09\u4f4d\u7814\u7a76\u8005\u91c7\u7528\u7684\u65b9\u6cd5\u662f\u300c\u8d1d\u53f6\u65af\u7a0b\u5e8f\u5b66\u4e60\u300d\uff08BPL\uff0cBayesian Program Learning\uff09\uff0c\u80fd\u8ba9\u8ba1\u7b97\u673a\u7cfb\u7edf\u5bf9\u4eba\u7c7b\u8ba4\u77e5\u8fdb\u884c\u5f88\u597d\u7684\u6a21\u62df\u3002\u4f20\u7edf\u7684\u673a\u5668\u5b66\u4e60\u65b9\u6cd5\u9700\u8981\u5927\u91cf\u7684\u6570\u636e\u6765\u8bad\u7ec3\uff0c\u800c\u8fd9\u79cd\u65b9\u6cd5\u53ea\u9700\u8981\u4e00\u4e2a\u7c97\u7565\u7684\u6a21\u578b\uff0c\u7136\u540e\u4f7f\u7528\u63a8\u7406\u7b97\u6cd5\u6765\u5206\u6790\u6848\u4f8b\uff0c\u8865\u5145\u6a21\u578b\u7684\u7ec6\u8282\u3002<\/p>\n

\u5251\u6865\u5927\u5b66\u7684\u4fe1\u606f\u5de5\u7a0b\u6559\u6388Zoubin Ghahramani\u8bf4\uff1a\u300c\u6211\u8ba4\u4e3a\u8fd9\u5bf9\u4eba\u5de5\u667a\u80fd\u3001\u8ba4\u77e5\u79d1\u5b66\u548c\u673a\u5668\u5b66\u4e60\u662f\u4e00\u4e2a\u91cd\u5927\u7684\u8d21\u732e\u3002\u300d\u591a\u4f26\u591a\u5927\u5b66\u548c\u8c37\u6b4c\u7684\u4eba\u5de5\u667a\u80fd\u5148\u9a71Geoffrey Hinton\u8bf4\u8fd9\u4e2a\u7814\u7a76\u300c\u4ee4\u4eba\u5370\u8c61\u975e\u5e38\u6df1\u523b\u300d\u3002<\/p>\n

10. \u8c37\u6b4c\u91cf\u5b50\u8ba1\u7b97\u673a\u7684\u300c\u91cd\u5927\u8fdb\u6b65\u300d<\/h5>\n

\"\u8c37\u6b4c\u91cf\u5b50\u8ba1\u7b97\u673a\u7684\u300c\u91cd\u5927\u8fdb\u6b65\u300d\"<\/p>\n

\u4eba\u5de5\u667a\u80fd\u7684\u53d1\u5c55\u79bb\u4e0d\u5f00\u9ad8\u6027\u80fd\u8ba1\u7b97\u5c24\u5176\u662f\u91cf\u5b50\u8ba1\u7b97\u673a\u7814\u7a76\u7a81\u7834\uff0c\u8c37\u6b4c\u5728\u91cf\u5b50\u8ba1\u7b97\u673a\u7814\u7a76\u9886\u57df\u53d6\u5f97\u91cd\u8981\u8fdb\u5c55\u3002\u8c37\u6b4c\u5728\u4e00\u7bc7\u8bba\u6587\u4e2d\u6307\u51fa\uff1a\u300c\u5728\u4e00\u4e2a\u7279\u5b9a\u7684\u3001\u7cbe\u5fc3\u8bbe\u8ba1\u7684\u6982\u5ff5\u8bc1\u660e\u95ee\u9898\u4e0a\uff0c\u6211\u4eec\u6bd4\u4f20\u7edf\u8ba1\u7b97\u673a\u7684\u8fd0\u884c\u901f\u5ea6\u5feb1\u4ebf\u500d\u3002\u300d<\/p>\n

\u636e\u4e86\u89e3\uff0c2013\u5e74\uff0c\u8c37\u6b4c\u4ece\u52a0\u62ff\u5927\u672c\u62ff\u6bd4\u7684D-Wave\u516c\u53f8\u8d2d\u4e70\u4e86\u4e00\u53f0\u91cf\u5b50\u8ba1\u7b97\u673a\u3002D-Wave\u662f\u552f\u4e00\u4e00\u5bb6\u9500\u552e\u6b64\u7c7b\u8bbe\u5907\u7684\u516c\u53f8\uff0c\u4ed6\u4eec\u7684\u4ea7\u54c1\u5728\u5b66\u672f\u754c\u9971\u53d7\u4e89\u8bae\u3002\u6b64\u524d\u4ed6\u4eec\u66fe\u58f0\u79f0\u81ea\u5df1\u7684\u8ba1\u7b97\u901f\u5ea6\u66f4\u5feb\uff0c\u4f46\u906d\u5230\u4e86\u8d28\u7591\u3002\u73b0\u5728\uff0c\u8c37\u6b4c\u53d1\u5e03\u4e86D-Wave\u8fc4\u4eca\u4e3a\u6b62\u6700\u5f3a\u5927\u7684\u7ed3\u679c\uff0c\u663e\u793a\u51fa1\u4ebf\u500d\u7684\u901f\u5ea6\u63d0\u5347\u3002<\/p>\n

\u4e0d\u8fc7\uff0c\u8be5\u8bba\u6587\u7684\u7ed3\u679c\u53d7\u5230\u8bf8\u591a\u8d28\u7591\u3002\u745e\u58eb\u82cf\u9ece\u4e16\u8054\u90a6\u7406\u5de5\u5b66\u9662\u7684Matthias Troyer\u8bf4:\u300c\u4f60\u9700\u8981\u4ed4\u7ec6\u8bfb\u4e00\u8bfb\u6587\u7ae0\uff0c\u300d\u300c\u5b83\u53ea\u662f\u5728\u67d0\u4e9b\u7279\u5b9a\u7684\u95ee\u9898\u4e0a\u6bd4\u67d0\u4e9b\u7279\u5b9a\u7684\u4f20\u7edf\u7b97\u6cd5\u5feb108\u500d\uff0c\u800c\u8fd9\u4e9b\u95ee\u9898\u7684\u8bbe\u8ba1\u521d\u8877\u5c31\u662f\u5bf9\u666e\u901a\u7b97\u6cd5\u5f88\u96be\uff0c\u5bf9D-Wave\u5f88\u7b80\u5355\u3002\u300dMatthias Troyer\u8fdb\u4e00\u6b65\u6307\u51fa\uff0c\u5bf9\u6a21\u62df\u9000\u706b\u7b97\u6cd5\u8fdb\u884c\u4e00\u4e0b\u6539\u8fdb\uff0c\u5c31\u80fd\u628aD-Wave\u7684\u4f18\u52bf\u964d\u5230100\u500d\uff0c\u800c\u53e6\u4e00\u4e9b\u66f4\u52a0\u590d\u6742\u7684\u7b97\u6cd5\u5728\u666e\u901aPC\u4e0a\u8fd0\u884c\u65f6\u751a\u81f3\u80fd\u6bd4D-Wave\u66f4\u5feb\u3002\u9ebb\u7701\u7406\u5de5\u5b66\u9662\u7684Scott Aaronson\u8bf4\uff1a\u300c\u8fd9\u80af\u5b9a\u662f\u8fc4\u4eca\u4e3a\u6b62\u5bf9D-Wave\u7684\u80fd\u529b\u6700\u4ee4\u4eba\u5370\u8c61\u6df1\u523b\u7684\u8bc1\u660e\u3002\u4f46\u662f\uff0cD-Wave\u662f\u5426\u771f\u80fd\u53d6\u5f97\u6211\u6240\u8ba4\u4e3a\u7684\u300e\u771f\u6b63\u7684\u91cf\u5b50\u63d0\u901f\u300f\uff0c\u76ee\u524d\u8fd8\u5b8c\u5168\u4e0d\u6e05\u695a\u3002\u300d<\/p>\n

\u6765\u6e90\uff1a\u673a\u5668\u4e4b\u5fc3\u00a0http:\/\/www.almosthuman.cn\/2015\/12\/29\/2xmsr\/<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"

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