{"id":39206,"date":"2018-07-04T00:00:57","date_gmt":"2018-07-03T16:00:57","guid":{"rendered":"https:\/\/case.ntu.edu.tw\/blog\/?p=39206"},"modified":"2022-01-05T01:50:02","modified_gmt":"2022-01-04T17:50:02","slug":"%e5%a5%87%e9%bb%9e%e5%89%8d%e5%a4%95%ef%bc%9f%e8%a8%93%e7%b7%b4%e7%a5%9e%e7%b6%93%e7%b6%b2%e8%b7%af%e7%9a%84%e7%a5%9e%e7%b6%93%e7%b6%b2%e8%b7%af%e5%8d%b3%e5%b0%87%e6%99%ae%e5%8f%8a","status":"publish","type":"post","link":"https:\/\/case.ntu.edu.tw\/blog\/?p=39206","title":{"rendered":"\u5947\u9ede\u524d\u5915\uff1f\u8a13\u7df4\u795e\u7d93\u7db2\u8def\u7684\u795e\u7d93\u7db2\u8def\u5373\u5c07\u666e\u53ca"},"content":{"rendered":"
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\"\u5947\u9ede\u524d\u5915\uff1f\u8a13\u7df4\u795e\u7d93\u7db2\u8def\u7684\u795e\u7d93\u7db2\u8def\u5373\u5c07\u666e\u53ca\"<\/div>\n<\/div>\n
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\u81fa\u7063\u5927\u5b78\u96fb\u6a5f\u5de5\u7a0b\u7cfb \u9673\u660e\u4f51<\/strong><\/p>\n

\u5947\u9ede\u8207\u667a\u80fd\u7206\u70b8<\/strong><\/p>\n

\u6bd4\u4eba\u985e\u66f4\u5f37\uff1f\u9019\u4e0d\u514d\u8b93\u4eba\u60f3\u5230\uff0c\u7121\u8ad6\u5728\u79d1\u6280\u5708\u6216\u79d1\u5e7b\u5708\uff0c\u5c0d\u65bc\u4eba\u5de5\u667a\u6167\u59cb\u7d42\u5b58\u5728\u4e00\u500b\u7d93\u5178\u7684\u9810\u60f3\uff0c\u9019\u500b\u9810\u60f3\u88ab\u7a31\u70ba\u79d1\u6280\u5947\u9ede\uff08Technology Singularity\uff09\u3002\u79d1\u6280\u5947\u9ede\u6307\u7684\u662f\u300c\u79d1\u6280\u9032\u5c55\u5c07\u5275\u9020\u51fa\u8d85\u8d8a\u4eba\u985e\u667a\u6167\u4e4b\u6a5f\u5668\u7684\u6642\u9593\u9ede\u300d\uff0c\u5728\u6b64\u81e8\u754c\u6642\u9593\u9ede\u4e4b\u5f8c\uff0c\u79d1\u6280\u5c07\u4ee5\u73fe\u6642\u4eba\u985e\u7121\u6cd5\u7406\u89e3\u7684\u901f\u5ea6\u98db\u8e8d\u6210\u9577\uff0c\u4eba\u985e\u6b77\u53f2\u5c07\u5802\u7687\u8de8\u5165\u4e0b\u4e00\u500b\u65b0\u7d00\u5143\u3002\u66f4\u6709\u672a\u4f86\u5b78\u5bb6Ray Kurzweil\u8868\u793a\uff0c2045\u5e74\u5c31\u662f\u4ed6\u8a8d\u70ba\u7684\u79d1\u6280\u5947\u9ede[\u8a3b1]\u3002<\/p>\n

\u53e6\u5916\uff0c\u8ddf\u79d1\u6280\u5947\u9ede\u7dca\u5bc6\u76f8\u9023\u7684\u6982\u5ff5\u4e4b\u4e00\u662f\u667a\u80fd\u7206\u70b8\uff08Intelligence Explosion\uff09\uff0c\u4e5f\u5c31\u662f\u7576\u80fd\u5920\u8d85\u8d8a\u4eba\u985e\u667a\u80fd\u4e4b\u6a5f\u5668\u8a95\u751f\uff0c\u5f9e\u6b64\u6a5f\u5668\u5c07\u80fd\u5920\u8a2d\u8a08\u51fa\u66f4\u591a\u66f4\u597d\u7684\u6a5f\u5668\uff0c\u5c46\u6642\u4eba\u985e\u667a\u6167\u5c07\u958b\u59cb\u9060\u9060\u843d\u5f8c\uff08\u7562\u7adf\u6a5f\u5668\u53c8\u80fd\u8a2d\u8a08\u51fa\u8d85\u8d8a\u4eba\u985e\u667a\u80fd\u7684\u6a5f\u5668\uff0c\u5982\u6b64\u4e00\u4f86\u79d1\u6280\u767c\u5c55\u4e0d\u5c31\u4e0d\u9700\u8981\u4eba\u985e\u4e86\uff1f\uff09\u3002\u9019\u4f3c\u4e4e\u6b63\u662fGoogle AutoML\u5728\u505a\u7684\u4e8b\uff0c\u6240\u4ee5\uff0c\u79d1\u6280\u5947\u9ede\u5c07\u8981\u5230\u4f86\u4e86\u55ce\uff1f<\/p>\n

AutoML\u6280\u8853\u9818\u57df\u7684\u6311\u6230<\/strong><\/p>\n

\u5e78\u597d\uff0c\u7576Google\u5c07AutoML\u6280\u8853\u5c0e\u5165\u4e86\u81ea\u5bb6\u96f2\u7aef\u5e73\u53f0\u7684\u6a5f\u5668\u5b78\u7fd2\u5f15\u64ce\u4e0a\uff0c\u6210\u70ba\u4ed6\u5011\u96f2\u7aef\u5e73\u53f0\u4e0a\u5099\u53d7\u77da\u76ee\u7684\u65b0\u7522\u54c1\u6642\uff0c\u5176\u5be6\u7387\u5148\u63a8\u51fa\u7684\u53ea\u6709\u91dd\u5c0d\u8996\u89ba\u90e8\u5206\u7684AutoML Vision\u3002\u800c\u81f3\u4eca\u5176\u5b83\u670d\u52d9\u90fd\u5c1a\u672a\u63a8\u51fa\uff0c\u6240\u4ee5\u6211\u5011\u9084\u4e0d\u5fc5\u64d4\u5fc3\u660e\u5929\u7684\u4e16\u754c\u6703\u767c\u751f\u5287\u8b8a\u3002\u552f\u7368\u4e0d\u53ef\u5ffd\u7565\u7684\u662f\uff0c\u9019\u9805\u6280\u8853\u7684\u91cd\u8981\u6027\u5728\u65bc\u6a5f\u5668\u5b78\u7fd2\u5de5\u5177\u7684\u666e\u53ca\uff0c\u4ee5\u53ca\u8a13\u7df4\u6210\u672c\u7684\u964d\u4f4e\u3002<\/p>\n

\u8981\u8ac7AutoML\u9818\u57df\uff0c\u4e0d\u80fd\u4e0d\u5148\u8ac7\u6a5f\u5668\u5b78\u7fd2\u9818\u57df\u9762\u81e8\u7684\u554f\u984c\u3002\u4e00\u822c\u4f86\u8aaa\uff0c\u6a5f\u5668\u5b78\u7fd2\u9700\u8981\u56db\u5927\u5143\u7d20\uff1a\u8cc7\u6599\u96c6\u3001\u8cc7\u6599\u4e0a\u7684\u6a19\u8a18\u3001\u6578\u5b78\u6a21\u578b\u3001\u76ee\u6a19\u51fd\u6578\uff0c\u5176\u4e2d\uff0c\u6700\u96e3\u88fd\u4f5c\u7684\u53ef\u80fd\u662f\u8cc7\u6599\u6a19\u8a18\uff0c\u56e0\u70ba\u9700\u8981\u6574\u7406\u7684\u8cc7\u6599\u975e\u5e38\u5927\u91cf\uff0c\u537b\u53ea\u80fd\u4f9d\u9760\u4eba\u529b\u9032\u884c\uff0c\u4f7f\u5f97\u4eba\u4e8b\u6210\u672c\u975e\u5e38\u9ad8\u3002\u6709\u4eba\u4f30\u8a08\uff0c\u5149\u662f\u6a19\u8a18\u6bcf\u500b\u6a21\u578b\u7684\u4e5d\u842c\u7b46\u8cc7\u6599\uff0c\u6210\u672c\u53ef\u80fd\u5c31\u8981\u82b1\u8cbb\u8d85\u904e\u5169\u842c\u4e94\u5343\u7f8e\u5143\uff0c\u4e5f\u5c31\u662f\u7d04\u4e03\u5341\u4e94\u842c\u53f0\u5e63\u3002\u4e0d\u904e\uff0c\u9700\u8981\u8017\u8cbb\u66f4\u5927\u5fc3\u529b\uff0c\u9084\u4e0d\u4e00\u5b9a\u80fd\u627e\u5230\u7684\uff0c\u53cd\u800c\u662f\u6578\u5b78\u6a21\u578b\u3002\u56e0\u70ba\u6578\u5b78\u6a21\u578b\u6709\u975e\u5e38\u591a\u7684\u9078\u64c7\uff0c\u5149\u662f\u4ee5\u6a21\u4eff\u4eba\u985e\u795e\u7d93\u7db2\u8def\u70ba\u57fa\u790e\u7684\u6a21\u578b\uff0c\u5c31\u6709\u81ea\u7de8\u78bc\u5668\uff08Autoencoder\uff09\u3001\u611f\u77e5\u5668\uff08Perceptron\uff09\u3001\u5faa\u74b0\u795e\u7d93\u7db2\u8def\uff08RNN\uff09\u3001\u5377\u7a4d\u795e\u7d93\u7db2\u8def\uff08CNN\uff09\u7b49\u7b49\u985e\u5225\uff0c\u5404\u985e\u5225\u4e4b\u4e0b\u53c8\u6709\u5404\u7a2e\u8b8a\u5f62\uff0c\u985e\u5225\u4e4b\u9593\u9084\u80fd\u6709\u5404\u5f0f\u7d44\u5408\u3002<\/p>\n

\u57fa\u65bc\u795e\u7d93\u7db2\u8def\u7684\u6a5f\u5668\u5b78\u7fd2\uff0c\u5728\u9078\u7528\u4e00\u985e\u795e\u7d93\u7db2\u8def\u4e4b\u5f8c\uff0c\u63a5\u4e0b\u4f86\u9084\u8981\u6c7a\u5b9a\u795e\u7d93\u7db2\u8def\u6a21\u578b\u7684\u8d85\u53c3\u6578\uff08Hyperparameter\uff09 [\u8a3b2]\u8207\u67b6\u69cb\uff08Architecture\uff09[\u8a3b3]\u3002\u56e0\u70ba\u6df1\u5ea6\u5b78\u7fd2\u6240\u7528\u7684\u795e\u7d93\u7db2\u8def\u5c64\u6578\u8f03\u591a\uff0c\u67b6\u69cb\u8907\u96dc\uff0c\u53c8\u56e0\u70ba\u5404\u500b\u8d85\u53c3\u6578\u90fd\u9700\u8981\u4eba\u70ba\u6c7a\u5b9a\uff0c\u6240\u4ee5\u5c0e\u81f4\u4e86\u53ef\u80fd\u89e3\u6c7a\u554f\u984c\u7684\u6a21\u578b\u9078\u9805\u591a\u5230\u96e3\u4ee5\u7aae\u76e1\uff0c\u795e\u7d93\u7db2\u8def\u5f80\u5f80\u53ea\u80fd\u5728\u9078\u5b9a\u6700\u7d42\u6a21\u578b\u524d\u8017\u8cbb\u5927\u91cf\u6642\u9593\u505a\u8a66\u8aa4\u3002\u4ee5\u5f80\u4e5f\u53ea\u6709\u7d2f\u7a4d\u591a\u5e74\u7d93\u9a57\u7684\u5c08\u5bb6\u53ef\u80fd\u7a0d\u7a0d\u52a0\u901f\u6b64\u904e\u7a0b\uff0c\u800c\u4e14\u4ecd\u53ea\u80fd\u5118\u91cf\u627e\u51fa\u8f03\u4f73\uff08\u800c\u975e\u6700\u4f73\uff09\u7684\u6a21\u578b\u3002<\/p>\n

\u4ee5\u4e0a\u5c31\u662f\u8a31\u591aAutoML\u7814\u7a76\u8005\u5011\u6b63\u8a66\u5716\u514b\u670d\u7684\u6311\u6230 [\u8a3b4]\uff0c\u6216\u8a31\u4e5f\u662f\u4eba\u985e\u5230\u9054\u79d1\u6280\u5947\u9ede\u4e4b\u524d\uff0c\u6700\u9700\u8981\u8d8a\u904e\u7684\u95dc\u5361\u3002<\/p>\n

Google AutoML\u7684\u56de\u61c9<\/strong><\/p>\n

\u7a76\u7adfGoogle\u8981\u5982\u4f55\u63d0\u51fa\u89e3\u6c7a\u65b9\u6848\u5462\uff1f\u91dd\u5c0d\u5982\u4f55\u8b93\u6a5f\u5668\u81ea\u884c\u8a2d\u8a08\u795e\u7d93\u7db2\u8def\u6a21\u578b\u7684\u8907\u96dc\u554f\u984c\uff0cGoogle AutoML\u4f7f\u7528\u4e86\u5982\u4e0b\u89e3\u6cd5\uff1a\u9996\u5148\u7531\u4e00\u500b\u63a7\u5236\u5668\uff08\u672c\u8eab\u662f\u5faa\u74b0\u795e\u7d93\u7db2\u8def\uff09\u7522\u751f\u4e00\u500b\u5b50\u4ee3\u7684\u795e\u7d93\u7db2\u8def\u6a21\u578b\u3002\u9019\u4e00\u6b65\u9a5f\u662f\u7531\u63a7\u5236\u5668\u751f\u6210\u4e00\u500b\u4e0d\u56fa\u5b9a\u9577\u5ea6\u7684\u5b57\u4e32\uff0c\u5b57\u4e32\u5c0d\u61c9\u65bc\u64c1\u6709\u67d0\u7a2e\u67b6\u69cb\u7684\u5b50\u4ee3\u795e\u7d93\u7db2\u8def [\u8a3b5]\u3002\u7136\u5f8c\u9019\u500b\u5b50\u4ee3\u7684\u795e\u7d93\u7db2\u8def\u6a21\u578b\u6703\u88ab\u8a13\u7df4\u3001\u8a55\u4f30\u8868\u73fe\u3002\u63a5\u8457\u5b50\u4ee3\u6a21\u578b\u7684\u6e96\u78ba\u7387\u6703\u4f5c\u70ba\u56de\u994b\u8a0a\u865f\u8fd4\u56de\u63a7\u5236\u5668\u4e2d\uff0c\u8b93\u63a7\u5236\u5668\u4f5c\u51fa\u8abf\u6574\uff0c\u7522\u751f\u53e6\u4e00\u500b\u66f4\u597d\u7684\u795e\u7d93\u7db2\u8def\u6a21\u578b\u3002\u91cd\u8907\u9019\u500b\u904e\u7a0b\u7121\u6578\u6b21\u4ee5\u5f8c\uff0c\u6700\u7d42\u5c31\u80fd\u7522\u751f\u51fa\u64c1\u6709\u6700\u4f73\u6e96\u78ba\u7387\u7684\u6a21\u578b\u3002<\/p>\n

\u800c\u6839\u64da\u539f\u8ad6\u6587\uff0c\u9019\u500b\u65b9\u6cd5\u7522\u751f\u7684\u5716\u50cf\u8b58\u5225\u6a21\u578b\uff0c\u4e0d\u53ea\u5728\u67d0\u4e9b\u8cc7\u6599\u96c6\u4e0a\u80fd\u548c\u4eba\u985e\u8a2d\u8a08\u7684\u6a21\u578b\u5339\u6575\uff0c\u751a\u81f3\u5728\u53e6\u4e00\u4e9b\u8cc7\u6599\u96c6\u4e0a\uff0c\u5c31\u8a13\u7df4\u901f\u5ea6\u548c\u6e96\u78ba\u7387\uff0c\u96d9\u96d9\u52dd\u904e\u4e86\u4eba\u985e\u73fe\u6709\u6280\u8853\u4e0b\u5177\u6709\u76f8\u4f3c\u67b6\u69cb\u7684\u6a21\u578b\u3002<\/p>\n

\u9019\u6b63\u662f\u70ba\u4ec0\u9ebcAutoML\u6709\u671b\u5927\u5e45\u964d\u4f4e\u6a5f\u5668\u5b78\u7fd2\u7684\u6210\u672c\uff0c\u4e26\u666e\u53ca\u5316\u6a5f\u5668\u5b78\u7fd2\u5de5\u5177\u3002\u56e0\u70ba\u4e00\u65e6\u9019\u500b\u65b9\u6cd5\u80fd\u61c9\u7528\u5230\u66f4\u5ee3\u5927\u7684\u6574\u500b\u6a5f\u5668\u5b78\u7fd2\u9818\u57df\uff0c\u5c46\u6642\u4efb\u4f55\u7684\u6a5f\u5668\u5b78\u7fd2\u554f\u984c\u90fd\u80fd\u904b\u7528\u985e\u4f3c\u7684\u65b9\u6cd5\uff0c\u7531\u6a5f\u5668\u8a2d\u8a08\u51fa\u6a21\u578b\uff0c\u4e5f\u56e0\u6b64\uff0cCloud AutoML\u66f4\u986f\u5f97\u6709\u5176\u50f9\u503c\u2014\u2014\u5f9e\u6b64\uff0c\u4efb\u4f55\u5718\u968a\u5c07\u4e0d\u518d\u9700\u8981\u5c08\u5bb6\u5c31\u80fd\u8f15\u9b06\u904b\u7528\u6a5f\u5668\u5b78\u7fd2\u6280\u8853\u3002<\/p>\n

AutoML\u9818\u57df\u53ca\u6211\u5011\u7684\u672a\u4f86<\/strong><\/p>\n

\u770b\u904e\u4e86Cloud AutoML\u7684\u4ecb\u7d39\u3001\u4ec0\u9ebc\u662fCloud AutoML\u3001Google AutoML\u9762\u5c0d\u7684\u554f\u984c\u8207\u63a1\u884c\u7684\u89e3\u6cd5\uff0c\u518d\u4f86\u8981\u671b\u5411\u5b83\u7684\u672a\u4f86\u3002\u4f46\u4ee4\u4eba\u7a0d\u611f\u610f\u5916\u7684\u662f\uff0c\u5c31\u8fd1\u5e7e\u500b\u6708\u4f86\u8aaa\uff0cGoogle AutoML\u4f3c\u4e4e\u66ab\u6642\u92b7\u8072\u533f\u8de1\u4e86\uff0c\u4ee5\u570b\u5916\u8ad6\u58c7Reddit\u7684\u8a0e\u8ad6\u8072\u97f3\u4f86\u770b\uff0c\u751a\u81f3\u8a8d\u70baGoogle AutoML\u7684\u6210\u679c\u53ef\u80fd\u88ab\u8a87\u5927\u4e86\u3001AutoML\u53ea\u662f\u8001\u9152\u65b0\u88dd\uff0c\u9019\u6574\u500b\u9818\u57df\u5176\u5be6\u6c92\u6709\u90a3\u9ebc\u5927\u7684\u9032\u5c55\uff0c\u53cd\u800c\u9084\u6709\u5f88\u9577\u7684\u8def\u5f97\u8d70\u3002\u76ee\u524d\u6211\u5011\u5927\u6982\u53ea\u80fd\u6191\u85c9\u60f3\u50cf\uff0c\u731c\u60f3\u8457\uff1a\u5728\u8a31\u4e45\u4e4b\u5f8c\uff0c\u6211\u5011\u5c07\u628a\u6240\u6709\u7684\u795e\u7d93\u7db2\u8def\u6a21\u578b\u90fd\u4ea4\u7531\u6a5f\u5668\u751f\u6210\uff1f\u6216\u662f\u6a5f\u5668\u5c07\u80fd\u5920\u81ea\u4e3b\u6f14\u5316\uff0c\u5982\u540c\u667a\u80fd\u7206\u70b8\u6240\u9810\u671f\u7684\u90a3\u6a23\uff1f<\/p>\n

\u53e6\u4e00\u65b9\u9762\uff0cCloud AutoML\u4f5c\u70ba\u5546\u696d\u670d\u52d9\uff0c\u63a5\u7e8c\u8457Google\u9996\u5e2d\u79d1\u5b78\u5bb6\u674e\u98db\u98db\u63d0\u51fa\u7684\u300cAI\u6c11\u4e3b\u5316\u300d\u6982\u5ff5\uff0c\u4ea6\u5373\u8a2d\u6cd5\u964d\u4f4e\u4f7f\u7528\u9580\u6abb\uff0c\u8b93\u6700\u5927\u6279\u7684\u958b\u767c\u8005\u3001\u4f7f\u7528\u8005\u3001\u4f01\u696d\u90fd\u80fd\u4f7f\u7528\u4eba\u5de5\u667a\u6167\u6280\u8853\uff0c\u5247\u4f3c\u4e4e\u5c07\u6210\u70ba\u672a\u4f86\u4eba\u5de5\u667a\u6167\u9818\u57df\u8da8\u52e2\u3002\u8d8a\u4f86\u8d8a\u591a\u4eba\u53ef\u4ee5\u76f4\u63a5\u4f7f\u7528\u6a5f\u5668\u5b78\u7fd2\u9019\u9805\u6280\u8853\uff0c\u7121\u975e\u662f\u4ee4\u4eba\u6a02\u898b\u4e4b\u4e8b\uff0c\u4e5f\u80fd\u5920\u907f\u514d\u6280\u8853\u9032\u6b65\u7684\u6210\u679c\u88ab\u58df\u65b7\u5728\u5c11\u6578\u4eba\u624b\u4e2d\u7684\u4e0d\u516c\u5e73\u3002\u4e0d\u904e\uff0c\u9019\u6a23\u7684\u6f6e\u6d41\u80fd\u4e0d\u80fd\u6301\u7e8c\u4e0b\u53bb\u3001\u80fd\u4e0d\u80fd\u6df1\u5316\/\u64f4\u6563\u3001\u672a\u4f86\u6703\u5982\u4f55\u6f14\u8b8a\uff0c\u9084\u6709\u5f85\u7e7c\u7e8c\u95dc\u6ce8\u3002<\/p>\n

\u6700\u5f8c\uff0c\u503c\u5f97\u7559\u5fc3\u7684\u662f\uff0c\u5373\u4f7fAutoML\u770b\u4f3c\u5145\u6eff\u5404\u7a2e\u4e0d\u53ef\u601d\u8b70\u7684\u53ef\u80fd\uff0c\u6211\u5011\u9084\u662f\u8981\u8a18\u5f97\u6a5f\u5668\u5b78\u7fd2\u4e0d\u662f\u9b54\u6cd5\uff0c\u300c\u5783\u573e\u9032\uff0c\u5783\u573e\u51fa\uff08Garbage in, garbage out\uff09\u300d\u662f\u6a5f\u5668\u5b78\u7fd2\u9818\u57df\u7684\u81f3\u7406\u540d\u8a00\uff0c\u7e31\u7136\u8a13\u7df4\u904e\u7a0b\u80fd\u88ab\u6a5f\u5668\u63a5\u624b\uff0c\u53c8\u7e31\u7136\u6a5f\u5668\u6709\u80fd\u529b\u81ea\u52d5\u627e\u51fa\u8868\u73fe\u66f4\u597d\u7684\u6a21\u578b\uff0c\u4f46\u6c92\u6709\u597d\u7684\u8a13\u7df4\u8cc7\u6599\uff0c\u8a13\u7df4\u51fa\u7684\u6a21\u578b\u4ecd\u7136\u53ea\u6703\u662f\u5783\u573e\uff1b\u540c\u6a23\u5730\uff0c\u5982\u679c\u6211\u5011\u4e1f\u9032\u6709\u504f\u898b\u7684\u8cc7\u6599\uff0c\u5fc5\u7136\u53ea\u6703\u505a\u51fa\u518d\u88fd\u4eba\u985e\u504f\u898b\u7684\u6a21\u578b\u3002<\/p>\n

\u96a8\u8457\u6a5f\u5668\u5b78\u7fd2\u6a21\u578b\u7684\u958b\u767c\u8d8a\u4f86\u8d8a\u6709\u6548\u7387\uff0c\u6211\u5011\u4e5f\u61c9\u8a72\u8d8a\u4f86\u8d8a\u8b39\u614e\u5730\u8a2d\u8a08\u6a5f\u5668\uff0c\u56e0\u70ba\u4e00\u65e6\u6211\u5011\u8d8a\u904e\u4e86\u79d1\u6280\u5947\u9ede\uff0c\u6216\u8a31\u4eba\u985e\u5c31\u518d\u4e5f\u6c92\u6709\u8def\u56de\u982d\u3002\u672a\u4f86\u4e16\u754c\u5c07\u5982\u4f55\uff0c\u4e00\u5207\u90fd\u53d6\u6c7a\u65bc\u6211\u5011\u5982\u4f55\u7a7f\u68ad\u8dcb\u6d89\uff0c\u62b5\u9054\u5947\u9ede\u6642\u7684\u59ff\u614b\u3002<\/p>\n

\u8a3b\u89e3\uff1a<\/strong><\/p>\n

[\u8a3b1] \u82e5\u4f60\u5c0d\u79d1\u6280\u5947\u9ede\u7684\u4e3b\u984c\u611f\u8208\u8da3\uff0c\u6211\u63a8\u85a6\u7d00\u9304\u7247\u300a\u79d1\u6280\u5947\u9ede\u300b\uff0c\u8a72\u7247\u66fe\u5c31\u300c\u79d1\u6280\u5947\u9ede\u662f\u5426\u6703\u5230\u4f86\u300d\u8a2a\u554f\u904e\u8af8\u591a\u5c08\u5bb6\u5b78\u8005\uff0c\u5e36\u51fa\u4e86\u6df1\u523b\u7684\u8a0e\u8ad6\u8207\u7384\u60f3\u3002[\u8a3b2] \u795e\u7d93\u7db2\u8def\u6a21\u578b\u7684\u8a2d\u8a08\u6d41\u7a0b\u5927\u81f4\u5982\u4e0b\uff0c\u5148\u6c7a\u5b9a\u795e\u7d93\u7db2\u8def\u6a21\u578b\u7684\u578b\u614b\uff0c\u7136\u5f8c\u8a13\u7df4\u6a21\u578b\u3001\u9a57\u8b49\u6a21\u578b\uff0c\u6700\u5f8c\u8abf\u6574\u6a21\u578b\u3002\u63a5\u8457\u56de\u5230\u8a13\u7df4\u6a21\u578b\u9019\u4e00\u6b65\u9a5f\uff0c\u69cb\u6210\u5faa\u74b0\u3002\u8d85\u53c3\u6578\u5373\u662f\u5728\u9078\u5b9a\u795e\u7d93\u7db2\u8def\u6a21\u578b\u6642\u5df2\u4e00\u4f75\u6c7a\u5b9a\u7684\u53c3\u6578\uff0c\u4f8b\u5982\u5b78\u7fd2\u901f\u7387\u3001\u8a13\u7df4\u7684\u6642\u9593\u9577\u5ea6\u3001\u795e\u7d93\u5143\u985e\u578b\u7b49\uff0c\u8abf\u6574\u6a21\u578b\u6642\uff0c\u8981\u8abf\u6574\u7684\u5373\u662f\u795e\u7d93\u7db2\u8def\u7684\u8d85\u53c3\u6578\u3002\u76f8\u5c0d\u5730\uff0c\u6a5f\u5668\u5b78\u7fd2\u7684\u53c3\u6578\uff08Parameter\uff09\u5247\u662f\u6307\u5728\u8a13\u7df4\u6a21\u578b\u7684\u904e\u7a0b\u4e2d\u6703\u88ab\u6301\u7e8c\u8abf\u6574\u7684\u795e\u7d93\u9023\u7d50\u6b0a\u91cd\u7b49\u6578\u503c\u3002<\/p>\n

[\u8a3b3] \u67b6\u69cb\u6307\u7684\u662f\u795e\u7d93\u7db2\u8def\u5728\u7a7a\u9593\u4e0a\u7684\u578b\u614b\uff0c\u6bd4\u5982\u8aaa\u795e\u7d93\u5143\u8207\u795e\u7d93\u5143\u4e4b\u9593\u6709\u591a\u5c11\u9023\u7d50\u3001\u795e\u7d93\u7db2\u8def\u8981\u6709\u591a\u5c11\u5c64\u3002[\u8a3b4] \u56b4\u683c\u8aaa\u4f86\uff0cAutoML\u8655\u7406\u7684\u554f\u984c\u9060\u6bd4\u6b64\u5ee3\u6cdb\uff0c\u56e0\u70ba\u8981\u8b93\u6a5f\u5668\u5b78\u7fd2\u80fd\u5920\u81ea\u52d5\u5316\uff0c\u9084\u6703\u906d\u9047\u8cc7\u6599\u9810\u8655\u7406\u3001\u7279\u5fb5\u63d0\u53d6\u7b49\u7b49\u9762\u5411\u7684\u554f\u984c\u3002[\u8a3b5] \u4e4b\u6240\u4ee5\u4f7f\u7528\u4e0d\u56fa\u5b9a\u9577\u5ea6\u7684\u5b57\u4e32\u4ee3\u8868\u5b50\u4ee3\u795e\u7d93\u7db2\u8def\uff0c\u662f\u70ba\u4e86\u76e1\u53ef\u80fd\u8868\u793a\u51fa\u4e0d\u540c\u7684\u795e\u7d93\u7db2\u8def\u578b\u614b\uff0c\u56e0\u70ba\uff0c\u82e5\u4f7f\u7528\u56fa\u5b9a\u9577\u5ea6\u7684\u5b57\u4e32\uff0c\u6240\u80fd\u4ee3\u8868\u7684\u67b6\u69cb\u5c07\u6975\u70ba\u6709\u9650\u3002\u4e0d\u56fa\u5b9a\u9577\u5ea6\u7684\u5b57\u4e32\u66f4\u5bb9\u6613\u8868\u793a\u4e0d\u540c\u5c64\u6578\u3001\u4e0d\u540c\u9023\u7d50\u65b9\u5f0f\u7684\u795e\u7d93\u7db2\u8def\u67b6\u69cb\u3002<\/p>\n

\n

\u53c3\u8003\u6587\u737b\uff1a<\/strong><\/p>\n

    \n
  1. Google I\/O 2017\u5927\u6703\uff08\u8ac7AutoML\u7684\u6bb5\u843d\u7d04\u5f9e16\u520620\u79d2\u958b\u59cb\uff09\uff1ahttps:\/\/www.youtube.com\/watch?v=Y2VF8tmLFHw<\/a><\/li>\n
  2. \u79d1\u6280\u5947\u9ede\u8207Ray Kurzweil\u7684\u8aaa\u6cd5\uff0c\u53c3\u8003\uff1ahttps:\/\/futurism.com\/kurzweil-claims-that-the-singularity-will-happen-by-2045\/<\/a><\/li>\n
  3. \u667a\u80fd\u7206\u70b8\u5b9a\u7fa9\u53ca\u76f8\u95dc\u8ad6\u8ff0\uff0c\u53c3\u8003\uff1ahttps:\/\/en.wikipedia.org\/wiki\/Intelligence_explosion<\/a><\/li>\n
  4. \u5c0d\u8cc7\u6599\u6a19\u8a18\u6210\u672c\u7684\u4f30\u7b97\uff0c\u53c3\u8003\uff1ahttps:\/\/www.altexsoft.com\/blog\/datascience\/how-to-organize-data-labeling-for-machine-learning-approaches-and-tools\/<\/a><\/li>\n
  5. AutoML\u7684\u6280\u8853\u8aaa\u660e\uff0c\u53c3\u8003\uff1ahttps:\/\/ai.googleblog.com\/2017\/05\/using-machine-learning-to-explore.html<\/a>\uff0cBarret Zoph, Quoc V. Le\uff0c2017<\/li>\n
  6. Reddit\u8a0e\u8ad6\u4e32\uff1ahttps:\/\/www.reddit.com\/r\/MachineLearning\/comments\/84p4l7\/r_using_evolutionary_automl_to_discover_neural\/<\/a><\/li>\n
  7. \u674e\u98db\u98db\u300cAI\u6c11\u4e3b\u5316\u300d\uff1ahttps:\/\/aibusiness.com\/googles-dr-fei-fei-li-wants-to-democratise-ai\/\uff0cAI Business\uff0c2017\u5e74<\/li>\n<\/ol>\n<\/div>\n<\/div>\n","protected":false},"excerpt":{"rendered":"

    \u5e74\u521d\uff0cGoogle Cloud\u5e73\u53f0\u767c\u5e03\u4e86\u4e00\u9805\u9a5a\u4eba\u7684\u65b0\u7522\u54c1\uff1aCloud AutoML\uff0c\u9867\u540d\u601d\u7fa9\u662fGoogle AutoML\u9019\u9805\u6280\u8853\u7684\u96f2\u7aef\u7248\u672c\u3002\u81ea\u52d5\u5316\u6a5f\u5668\u5b78\u7fd2\uff08Automated Machine Learning, AutoML\uff09\u662f\u4e00\u500b\u7814\u7a76\u5982\u4f55\u81ea\u52d5\u5316\u6574\u500b\u6a5f\u5668\u5b78\u7fd2\u6a21\u578b\u958b\u767c\u6d41\u7a0b\u7684\u9818\u57df\uff0c\u800cGoogle AutoML\u6b63\u662fGoogle\u91dd\u5c0d\u8a72\u9818\u57df\u63d0\u51fa\u7684\u89e3\u6c7a\u65b9\u6848\uff0c\u80fd\u904b\u7528\u6a5f\u5668\u4f86\u8a2d\u8a08\u6a5f\u5668\u5b78\u7fd2\u6a21\u578b\u3002\u90a3\u9ebc\uff0c\u9664\u4e86\u4f5c\u70ba\u4e00\u9805\u5546\u696d\u670d\u52d9\u7684\u50f9\u503c\uff0cCloud AutoML\u53c8\u70ba\u4f55\u5f15\u8d77\u56d1\u76ee\u5462\uff1f\u539f\u4f86\u5728Google AutoML\u521d\u767b\u5834\u7684Google I\/O 2017\u5927\u6703\u4e0a\uff0cGoogle\u57f7\u884c\u9577Sundar Pichai\u5df2\u7d93\u6307\u51fa\uff0c\u8a72\u9805\u76ee\u751f\u6210\u7684\u5716\u50cf\u8b58\u5225\u6a21\u578b\uff0c\u5df2\u7d93\u80fd\u8207\u4eba\u985e\u8a2d\u8a08\u4e4b\u6a21\u578b\u7684\u5339\u6575\u3002<\/p>\n","protected":false},"author":21,"featured_media":39207,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[3772,3293],"tags":[6225,6226,6227,6228,6229],"aioseo_notices":[],"jetpack_featured_media_url":"https:\/\/case.ntu.edu.tw\/blog\/wp-content\/uploads\/2022\/01\/p78968.png","_links":{"self":[{"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/posts\/39206"}],"collection":[{"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/users\/21"}],"replies":[{"embeddable":true,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=39206"}],"version-history":[{"count":1,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/posts\/39206\/revisions"}],"predecessor-version":[{"id":39208,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/posts\/39206\/revisions\/39208"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=\/wp\/v2\/media\/39207"}],"wp:attachment":[{"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=39206"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=39206"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/case.ntu.edu.tw\/blog\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=39206"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}