{"id":53563,"date":"2017-12-01T18:19:07","date_gmt":"2017-12-01T10:19:07","guid":{"rendered":"https:\/\/blog.trendmicro.com.tw\/?p=53563"},"modified":"2022-04-11T17:46:12","modified_gmt":"2022-04-11T09:46:12","slug":"%e8%b6%a8%e5%8b%a2%e7%a7%91%e6%8a%80%e8%91%a3%e4%ba%8b%e9%95%b7%e5%bc%b5%e6%98%8e%e6%ad%a3%ef%bc%9a-alphago-zero%e8%ae%93%e4%ba%ba%e9%a1%9e%e7%9c%8b%e5%88%b0%e8%87%aa%e8%ba%ab-%e7%9b%b2%e9%bb%9e","status":"publish","type":"post","link":"https:\/\/blog.trendmicro.com.tw\/?p=53563","title":{"rendered":"\u8da8\u52e2\u79d1\u6280\u8463\u4e8b\u9577\u5f35\u660e\u6b63\uff1aAlphaGo Zero\u8b93\u4eba\u985e\u770b\u5230\u81ea\u8eab\u76f2\u9ede,\u4f01\u696d\u61c9\u66f4\u8b19\u5351"},"content":{"rendered":"<p>\u5f9e2016\u5e74AlphaGo\u6253\u6557\u4eba\u985e\u68cb\u58eb\u5f8c\uff0c\u300c\u4eba\u5de5\u667a\u6167\u300d(AI)\u4e00\u8a5e\u5f77\u5f7f\u6210\u4e86\u4f01\u696d\u5c0d\u5916\u884c\u92b7\u5229\u5668\u3002\u4f01\u696d\u63a8\u51fa\u7522\u54c1\u6216\u5ba3\u5e03\u672a\u4f86\u5e03\u5c40\u7b56\u7565\uff0c\u4e00\u5b9a\u5f97\u8ddfAI\u639b\u52fe\uff0c\u5c31\u9023\u653f\u5e9c\u6a5f\u69cb\u5728\u5be9\u6838\u88dc\u52a9\u8a08\u756b\u6642\uff0c\u9019\u500b\u8a5e\u5f59\u4e5f\u5f77\u5f7f\u6210\u4e86\u901a\u95dc\u5bc6\u8a9e\u3002<\/p>\n<p>\u5176\u5be6\uff0c\u5728AlphaGo\u5438\u5f15\u773e\u4eba\u76ee\u5149\u524d\uff0c\u53f0\u7063\u672c\u571f\u8edf\u9ad4\u696d\u8005\u8da8\u52e2\u79d1\u6280\u5167\u90e8\u4e5f\u4e00\u76f4\u90fd\u6709\u985e\u4f3c\u7684\u570d\u68cb\u7a0b\u5f0f\u8a08\u756b\uff0c\u800c2017\u5e744\u6708\uff0c\u8da8\u52e2\u79d1\u6280\u4e5f\u8207\u570b\u7814\u9662\u5408\u4f5c\u6253\u9020\u6a5f\u5668\u5b78\u7fd2\u4ea4\u6d41\u5e73\u53f0T-Brain\uff0c\u671f\u671b\u6253\u9020\u53f0\u7063\u7248\u7684Google Kaggle\u3002<\/p>\n<p>\u5f35\u660e\u6b63\u8a8d\u70ba\uff0cAlphaGo Zero\u53cd\u6620\u4eba\u985e\u5728\u7d93\u9a57\u548c\u77e5\u8b58\u9818\u57df\u4e0a\u90fd\u5b58\u5728\u76f2\u9ede\uff0c\u672a\u4f86\u4f01\u696d\u5fc5\u9808\u66f4\u8b19\u5351\u3001\u4e0d\u65b7\u5b78\u7fd2\uff0c\u4e26\u62cb\u958b\u65e2\u5b58\u7684\u5404\u7a2e\u6846\u67b6\u3002<\/p>\n<p>DIGITIMES\u5c08\u7a0b\u8d74\u82b1\u84ee\uff0c\u7368\u5bb6\u5c08\u8a2a\u8da8\u52e2\u79d1\u6280\u5275\u8fa6\u4eba\u66a8\u8463\u4e8b\u9577\u5f35\u660e\u6b63\u3002\u9019\u4f4d\u65e9\u5df2\u5f9e\u81ea\u5df1\u4e00\u624b\u5275\u7acb\u7684\u516c\u53f8\u4e2d\u9000\u4f4d\u8d85\u904e10\u5e74\uff0c\u73fe\u5728\u96b1\u5c45\u65bc\u82b1\u84ee\u6d77\u908a\u7684\u53f0\u7063\u672c\u571f\u79d1\u6280\u8001\u5c07\uff0c\u5728\u63a1\u8a2a\u904e\u7a0b\u4e2d\u6578\u6b21\u4ee5\u300c\u6211\u7684\u5abd\u5440\uff01\u300d\u8868\u9054\u4ed6\u5c0dAlphaGo Zero\u6280\u8853\u9032\u5c55\u7684\u8b9a\u5606\u4e4b\u60c5\u3002<\/p>\n<figure id=\"attachment_53571\" class=\"thumbnail wp-caption aligncenter\" style=\"width: 746px\"><a href=\"https:\/\/blog.trendmicro.com.tw\/wp-content\/uploads\/2017\/12\/STEVE.png\"><img loading=\"lazy\" decoding=\"async\" class=\"size-large wp-image-53571\" src=\"https:\/\/blog.trendmicro.com.tw\/wp-content\/uploads\/2017\/12\/STEVE-1024x535.png\" alt=\"\" width=\"736\" height=\"385\" srcset=\"https:\/\/blog.trendmicro.com.tw\/wp-content\/uploads\/2017\/12\/STEVE-1024x535.png 1024w, https:\/\/blog.trendmicro.com.tw\/wp-content\/uploads\/2017\/12\/STEVE-300x157.png 300w, https:\/\/blog.trendmicro.com.tw\/wp-content\/uploads\/2017\/12\/STEVE-768x401.png 768w, https:\/\/blog.trendmicro.com.tw\/wp-content\/uploads\/2017\/12\/STEVE-600x314.png 600w, https:\/\/blog.trendmicro.com.tw\/wp-content\/uploads\/2017\/12\/STEVE-30x16.png 30w, https:\/\/blog.trendmicro.com.tw\/wp-content\/uploads\/2017\/12\/STEVE-800x418.png 800w, https:\/\/blog.trendmicro.com.tw\/wp-content\/uploads\/2017\/12\/STEVE.png 1200w\" sizes=\"(max-width: 736px) 100vw, 736px\" \/><\/a><figcaption class=\"caption wp-caption-text\">\u8da8\u52e2\u79d1\u6280\u8463\u4e8b\u9577\u5f35\u660e\u6b63:AlphaGo Zero\u8b93\u4eba\u985e\u770b\u5230\u000b\u81ea\u8eab\u76f2\u9ede,\u4f01\u696d\u61c9\u66f4\u8b19\u5351<\/figcaption><\/figure>\n<p>\u6b3d\u4f69\u4e4b\u9918\uff0c\u4ed6\u4e5f\u4e0d\u8af1\u8a00\u76ee\u524d\u6709\u5371\u6a5f\u611f\uff0c\u66f4\u76f4\u8a00\u82e5AlphaGo Zero\u767c\u5c55\u5230\u6975\u81f4\uff0c\u8af8\u5982\u8da8\u52e2\u79d1\u6280\u9019\u985e\u904e\u53bb\u638c\u63e1\u5927\u91cf\u6578\u64da\u7684\u4e2d\u5927\u578b\u4f01\u696d\uff0c\u5c07\u4e0d\u518d\u5177\u6709\u512a\u52e2\uff0c\u4f01\u696d\u5fc5\u9808\u5c45\u5b89\u601d\u5371\u3002<\/p>\n<p>\u4ed6\u53cd\u8986\u8b1b\u8457\uff0c\u300c\u4eba\u985e\u77e5\u8b58\u6709\u592a\u591a\u76f2\u9ede\u4e86\u3002\u300d\u5f35\u660e\u6b63\u5f77\u5f7f\u4e5f\u5728\u52aa\u529b\u8df3\u812b\u81ea\u5df1\u7684\u76f2\u9ede\u548c\u6846\u67b6\uff0c\u5305\u62ec\u904e\u53bb\u7fd2\u5f97\u7684\u6280\u8853\u3001\u5e02\u5834\u7af6\u722d\u7b49\u7d93\u9a57\uff0c\u5617\u8a66\u5f9e\u79d1\u6280\u54f2\u5b78\u89d2\u5ea6\uff0c\u7d66\u4e88\u7522\u696d\u4e00\u500b\u4e0d\u540c\u7684\u601d\u8003\u8def\u5f91\u3002<!--more--><\/p>\n<p>\u5c0d\u65bc\u4f01\u696d\u672a\u4f86\u8a72\u600e\u9ebc\u61c9\u5c0dAI\u7684\u7d42\u6975\u767c\u5c55\uff0c\u4ed6\u6c92\u6709\u7d66\u51fa\u4e00\u500b\u660e\u78ba\u7684\u7b54\u6848\uff0c\u4f46\u9019\u500b\u4e0d\u660e\u78ba\u7684\u7b54\u6848\uff0c\u6070\u597d\u6b63\u547c\u61c9\u4ed6\u4e0d\u65b7\u63d0\u53ca\u7684\u4eba\u985e\u77e5\u8b58\u76f2\u9ede\u3002\u56e0\u70ba\uff0c\u4e4b\u6240\u4ee5\u6703\u554f\u51fa\u9019\u6a23\u7684\u554f\u984c\uff0c\u5927\u6982\u5c31\u662f\u56e0\u70ba\u4eba\u985e\u4e16\u754c\u7684\u76f2\u9ede\u5427\u3002\u4ee5\u4e0b\u70baDIGITIMES\u5c08\u8a2a\u8da8\u52e2\u79d1\u6280\u5275\u8fa6\u4eba\u66a8\u8463\u4e8b\u9577\u5f35\u660e\u6b63\u7684\u5168\u6587\u5167\u5bb9\u3002<\/p>\n<p>\u554f\uff1a\u60a8\u8a8d\u70baAI\u57281.0\u30012.0\u30013.0\u548c4.0\u6642\u4ee3\uff0c\u5206\u5225\u6709\u4f55\u7279\u8272\u5462\uff1f\u5c0d\u7522\u696d\u53c8\u6709\u4f55\u610f\u7fa9\uff1f<\/p>\n<p>\u7b54\uff1a\u65e9\u5728Google\u63a8\u51faAlphaGo\u4e4b\u524d\uff0c\u8da8\u52e2\u79d1\u6280\u5167\u90e8\u4e5f\u6709\u4e00\u500b\u8207\u65c5\u65e5\u8077\u696d\u68cb\u58eb\u738b\u9298\u742c\u5408\u4f5c\u7684\u96fb\u8166\u570d\u68cb\u7684AI\u8a08\u756bGo Trend\uff0c\u7576\u6642\u7528\u7684\u662fAI 1.0\u6642\u4ee3\u7684\u6280\u8853\uff0c\u8af8\u5982\u8499\u5730\u5361\u7f85(Monte Carlo)\u7b49\u65b9\u6cd5\uff0c\u4e5f\u5f9e2015\u5e74\u958b\u59cb\u53c3\u8207\u96fb\u8166\u570d\u68cb\u7af6\u8cfd\uff0c\u9996\u6b21\u53c3\u8cfd\u5c31\u62ff\u4e0b\u7b2c\u516d\u540d\u3002<\/p>\n<p>2016\u5e74\u518d\u5ea6\u53c3\u8cfd\u6642\uff0c\u539f\u672c\u5e0c\u671b\u62da\u9032\u51a0\u4e9e\u8ecd\uff0c\u4f46AlphaGo\u63a8\u51fa\u5f8c\uff0c\u548c\u7576\u6642\u7684\u9ad8\u624b\u5c0d\u5f08\u9023\u8d0f\u597d\u5e7e\u76e4\uff0c\u6211\u5011\u96d6\u7136\u89ba\u5f97\u5f80\u5f8c\u5df2\u7d93\u4e0d\u9700\u518d\u53c3\u8cfd\u4e86\uff0c\u4f46\u4e26\u6c92\u6709\u5931\u53bb\u8208\u8da3\uff0c\u53cd\u800c\u66f4\u52a0\u95dc\u6ce8AlphaGo\u3002<\/p>\n<p>AlphaGo\u5c6c\u65bcAI 2.0\u6642\u4ee3\uff0c\u662f\u900f\u904e\u8f38\u5165\u7d043,000\u842c\u76e4\u570d\u68cb\u68cb\u8b5c\uff0c\u8b93\u4ed6\u4e00\u76f4\u73a9\u3001\u4e00\u76f4\u81ea\u6211\u5b78\u7fd2\uff0c\u4f46\u9019\u4e9b\u68cb\u8b5c\u7a0b\u5ea6\u4e0d\u4e00\uff0c\u540c\u6642\u5305\u542b\u4e8c\u6bb5\u5230\u516d\u6bb5\u7b49\u7d1a\u7684\u68cb\u8b5c\uff0c\u537b\u53ef\u4ee5\u6253\u6557\u4e5d\u6bb5\u7684\u771f\u4eba\u9ad8\u624b\uff0c\u751a\u81f3\u5f8c\u4f86\u9084\u8d0f\u4e86\u5927\u9678\u8077\u696d\u68cb\u624b\u67ef\u6f54\uff0c\u4ee5\u53ca\u5357\u97d3\u8077\u696d\u68cb\u624b\u674e\u4e16\u77f3\u3002<\/p>\n<p>\u5c0d\u6211\u9019\u500b\u5b78\u7fd2\u96fb\u8166\u79d1\u5b78\u7684\u4eba\u4f86\u8b1b\uff0c\u9707\u64bc\u9ede\u5728\u65bc\uff0c\u4e00\u500b\u6a5f\u5668\u7adf\u7136\u53ef\u4ee5\u900f\u904e\u8f38\u5165\u4e8c\u3001\u4e09\u6bb5\u6216\u516d\u6bb5\u7b49\u8f03\u4f4e\u968e\u7684\u68cb\u8b5c\u5f8c\uff0c\u81ea\u5df1\u4e0d\u65b7\u73a9\u3001\u4e0d\u65b7\u9032\u884c\u6df1\u5ea6\u5b78\u7fd2\uff0c\u6700\u5f8c\u6253\u6557\u64c1\u6709\u9ad8\u6bb5\u5be6\u529b\u7684\u68cb\u624b\u3002\u56e0\u70ba\u6df1\u5ea6\u5b78\u7fd2\u672c\u4f86\u662f\u9700\u8981\u9f90\u5927\u7684\u8cc7\u6599\uff0c\u4f46AlphaGo\u537b\u80fd\u4ee5\u90a3\u6a23\u7684\u65b9\u5f0f\u9032\u884c\u6df1\u5ea6\u5b78\u7fd2\uff0c\u4e26\u64ca\u6557\u771f\u4eba\u68cb\u624b\uff0c\u9019\u5c0d\u6211\u800c\u8a00\u975e\u5e38\u9707\u64bc\u3002<\/p>\n<p>\u56e0\u6b64\uff0c\u7576\u9032\u5165AI 2.0\u6642\u4ee3\u5f8c\uff0c\u6211\u5011\u4e0d\u518d\u5916\u51fa\u6bd4\u8cfd\uff0c\u800c\u662f\u627e\u4f86\u4e00\u7fa4\u570d\u68cb\u9ad8\u624b\uff0c\u7531\u738b\u9298\u742c\u68cb\u58eb\u5e36\u982d\uff0c\u5728\u516c\u53f8\u5167\u90e8\u8a0e\u8ad6\u5207\u78cb\u3002<\/p>\n<p>\u7e7cAlphaGo\u5f8c\uff0c\u53c8\u63a8\u51fa\u5347\u7d1a\u7248AlphaGo Master\u3002\u820a\u6709\u7684\u7248\u672c\u5176CPU\u9700\u8981176\u500bGPU\uff0c\u4f46Master\u7248\u672c\u5247\u7528\u5230Google\u81ea\u5df1\u76844\u500bTensor Processing Unit(TPU)\uff0c\u80fd\u4ee5\u66f4\u5c11\u7684\u68cb\u8b5c\u53bb\u9032\u884c\u6df1\u5ea6\u5b78\u7fd2\uff0c\u8b93AI\u9032\u51653.0\u6642<\/p>\n<p>\u4ee3\u3002<\/p>\n<p>\u800c\u57282017\u5e7410\u6708\u521d\uff0c\u96a8\u8457AlphaGo Zero\u554f\u4e16\uff0c\u6211\u8a8d\u70ba\u5df2\u7d93\u9032\u5165AI 4.0\u6642\u4ee3\u3002\u5728AlphaGo Zero\u51fa\u73fe\u524d\uff0c\u8ac7\u5230AI\uff0c\u6211\u5011\u90fd\u8a8d\u70ba\u662f\u5927\u6578\u64da(Big Data)\u52a0\u4e0a\u6df1\u5ea6\u5b78\u7fd2\uff1b\u4f46AlphaGo Zero\u4e0d\u9700\u8981\u4efb\u4f55\u68cb\u8b5c\uff0c\u5373\u53ef\u5728\u570d\u68cb\u6bd4\u8cfd\u4e2d\u64ca\u6557\u524d\u5e7e\u500b\u7248\u672c\uff0c\u9019\u4e0d\u50c5\u5927\u5927\u6539\u8b8a\u6211\u7684\u770b\u6cd5\uff0c\u4e5f\u5c0d\u8da8\u52e2\u79d1\u6280\u6709\u975e\u5e38\u91cd\u8981\u7684\u610f\u7fa9\u3002<\/p>\n<p>\u8da8\u52e2\u79d1\u6280\u9577\u671f\u4ee5\u4f86\u6838\u5fc3\u696d\u52d9\u5373\u662f\u627e\u51fa\u96fb\u8166\u4e16\u754c\u7684\u58de\u86cb\uff0c\u4f46\u4e0d\u8981\u8aa4\u6293\u597d\u4eba\u3002\u9019\u4e2d\u9593\u9700\u8981\u5f37\u5927\u7684\u9810\u6e2c\u80fd\u529b\u548c\u6982\u7387\u80fd\u529b\uff0c\u5176\u4e2d\u4e5f\u5305\u542b\u4e00\u4e9b\u4eba\u985e\u7d93\u9a57\u7684\u6210\u5206\uff0c\u9019\u500b\u904e\u7a0b\u5c31\u50cf\u662f\u5c07\u898f\u5247\u505a\u6210\u68cb\u8b5c\uff0c\u518d\u4e1f\u7d66\u6a5f\u5668\u5354\u52a9\u8655\u7406\u3002<\/p>\n<p>\u524d\u9663\u5b50\u7684\u52d2\u7d22\u8edf\u9ad4\u8086\u8650\u4e8b\u4ef6\uff0c\u6211\u5011\u4e4b\u6240\u4ee5\u80fd\u5920\u6293\u5230\u58de\u86cb\uff0c\u662f\u57fa\u65bc\u5c07\u8fd130\u5e74\u7d2f\u7a4d\u7684\u8cc7\u6599\u5eab\uff0c\u5305\u62ec\u75c5\u6bd2\u78bc\u3001\u96fb\u8166\u4fb5\u5165\u5a01\u8105\u7684\u8cc7\u6599\u7b49\uff0c\u64da\u6b64\u4ee5\u6f14\u7b97\u6cd5\u518d\u52a0\u4e0aAI\u8f14\u52a9\uff0c\u5354\u52a9\u6293\u51fa\u99ed\u5ba2\u3002<\/p>\n<p>\u7136\u800c\uff0c\u5728\u6211\u770b\u5230AlphaGo Zero\u51fa\u73fe\u5f8c\uff0c\u6211\u8a8d\u771f\u601d\u7d22\uff0c\u82e5\u5b83\u7684\u6280\u8853\u672a\u4f86\u80fd\u5920\u6210\u529f\u61c9\u7528\u5230\u9632\u6bd2\u8edf\u9ad4\u9818\u57df\uff0c\u90a3\u6211\u5011\u7684\u512a\u52e2\u53ef\u80fd\u5c31\u6703\u6d88\u5931\u4e86\u3002\u9019\u7a2e\u885d\u64ca\u5c31\u50cf\u662f\u4ee5\u524d\u7167\u76f8\u9700\u8981\u5e95\u7247\uff0c\u4f46\u51fa\u73fe\u6578\u4f4d\u76f8\u6a5f\u5f8c\uff0c\u672a\u4f86\u4e0d\u518d\u9700\u8981\u5e95\u7247\uff0c\u537b\u53ef\u4ee5\u7167\u66f4\u591a\u7684\u76f8\u7247\uff0c\u9019\u5c0d\u76f8\u95dc\u7522\u696d\u7684\u885d\u64ca\u5c07\u6703\u5f88\u5927\u3002<\/p>\n<p>\u4ee5\u524d\u7684\u5de5\u7a0b\u5e2b\u9084\u53ef\u4ee5\u5ba3\u7a31\uff0c\u81ea\u5df1\u662f\u5927\u6578\u64da\u5de5\u7a0b\u5e2b\uff0c\u4f46\u5982\u679c\u672a\u4f86\u4e0d\u518d\u9700\u8981\u5927\u6578\u64da\u5462\uff1f\u6b64\u6642\u5927\u6578\u64da\u5de5\u7a0b\u5e2b\u7684\u512a\u52e2\u4f55\u5728\uff1f<\/p>\n<p>AI\u767c\u5c55\u81f3\u4eca\uff0c\u6211\u8a8d\u70ba\u67094\u500b\u968e\u6bb5\u3002\u6700\u521d\u76841.0\u6642\u4ee3\u662f\u6f14\u7b97\u6cd5\uff0c2.0\u6642\u4ee3\u662f\u5927\u6578\u64da\uff0c\u6578\u64da\u7684\u591a\u5be1\u6c7a\u5b9a\u4f60\u7684\u8868\u73fe\uff1b3.0\u6642\u4ee3\u96d6\u7136\u4ecd\u7136\u9700\u8981\u6578\u64da\uff0c\u4f46\u5373\u4f7f\u53ea\u6709\u5c11\u91cf\u6578\u64da\uff0c\u53ea\u8981\u518d\u52a0\u4e0a\u4ed6\u4eba\u8a13\u7df4\u904e\u5f8c\u7684\u8cc7\u6599\uff0c\u4ecd\u7136\u53ef\u4ee5\u6709<br>\n\u597d\u8868\u73fe\u3002<\/p>\n<p>\u800cAlphaGo Zero\u8b93AI\u5728\u77ed\u77ed\u76841\u5e74\u534a\u4e4b\u9593\uff0c\u5f9e2.0\u6642\u4ee3\u5feb\u901f\u8df3\u52304.0\u6642\u4ee3\uff0c\u4e00\u500b\u4e0d\u9700\u8981\u4efb\u4f55\u6578\u64da\u7684\u6642\u4ee3\u3002\u5b83\u4e26\u4e0d\u55ae\u7d14\u53ea\u662f\u4e00\u500b\u66f4\u53b2\u5bb3\u7684\u65b0\u7248\u672cAI\uff0c\u6211\u8a8d\u70ba\u5b83\u5c07\u6539\u8b8a\u6240\u6709\u7684\u4e8b\u60c5\uff0c\u5f71\u97ff\u529b\u66f4\u52dd\u4ee5\u5f80\u3002<\/p>\n<p>\u56de\u5230\u8da8\u52e2\u79d1\u6280\uff0c\u6211\u5011\u8a31\u591a\u7522\u54c1\u9084\u505c\u7559\u57282.0\u548c3.0\u6642\u4ee3\uff0c\u4f46\u6211\u5011\u4e5f\u8b66\u60d5\u81ea\u5df1\uff0c\u5018\u82e5\u672a\u4f86\u4e0d\u518d\u9700\u8981\u6578\u64da\uff0c\u6211\u5011\u7684\u512a\u52e2\u4f55\u5728\uff1f\u800c\u54ea\u4e9b\u9818\u57df\u4ecd\u9700\u8981\u6578\u64da\uff0c\u54ea\u4e9b\u9818\u57df\u53c8\u4e0d\u9700\u8981\u6578\u64da\u5462\uff1f<\/p>\n<p>\u554f\uff1aAlphaGo Zero\u7684\u79d1\u6280\u54f2\u5b78\u610f\u7fa9\u70ba\u4f55\u5462\uff1f\u904e\u53bbAI\u5728\u4eba\u985e\u4e16\u754c\u4e2d\uff0c\u56e0\u70ba\u9700\u8981\u5927\u91cf\u6578\u64da\uff0c\u53ef\u80fd\u53ea\u6709\u4f01\u696d\u6216\u5de5\u5ee0\u624d\u80fd\u5ee3\u6cdb\u61c9\u7528\uff1b\u76f8\u8f03\u4e4b\u4e0b\uff0c\u5728\u500b\u4eba\u7528\u60c5\u5883\u88e1\uff0c\u6216\u8a31\u56e0\u70ba\u7f3a\u4e4f\u6578\u64da\uff0c\u81f3\u4eca\u6c92\u6709\u8f03\u597d\u7684\u61c9\u7528\u3002AlphaGo Zero\u554f\u4e16\u5f8c\uff0c\u672a\u4f86\u6703\u6709\u600e\u6a23\u7684\u60f3\u50cf\u4e16\u754c\u5462\uff1f<\/p>\n<p>\u7b54\uff1aAlphaGo Zero\u8b93\u6211\u958b\u59cb\u5f9e\u54f2\u5b78\u6027\u7684\u8108\u7d61\uff0c\u91cd\u65b0\u601d\u8003\u73fe\u5728\u7684\u4e16\u754c\u3002\u6211\u5011\u904e\u53bb\u7372\u53d6\u77e5\u8b58\u7684\u7ba1\u9053\uff0c\u4f8b\u5982\u4e0a\u5b78\u3001\u8b80\u66f8\u3001\u5411\u524d\u8f29\u5b78\u7fd2\u7d93\u9a57\u7b49\uff0c\u9019\u4e9b\u5176\u5be6\u90fd\u53ea\u662f\u77e5\u8b58\u4f86\u6e90\u7684\u6975\u5c0f\u90e8\u5206\u800c\u5df2\u3002<\/p>\n<p>\u904e\u53bb\u6211\u5011\u8a8d\u70ba\u7684\u77e5\u8b58\uff0c\u662f\u4f86\u81ea\u300c\u6211\u77e5\u9053\u6211\u6240\u77e5\u9053\u7684\u300d(I know what I know)\uff0c\u4f8b\u5982\u6211\u5275\u8fa6\u8da8\u52e2\u79d1\u6280\uff0c\u662f\u56e0\u70ba\u6211\u77e5\u9053\u5982\u4f55\u6293\u75c5\u6bd2\uff1b\u6211\u4ee5\u524d\u4e0d\u77e5\u9053\u600e\u9ebc\u7a2e\u83dc\uff0c\u662f\u56e0\u70ba\u6211\u6c92\u7576\u904e\u8fb2\u592b\uff0c\u4f46\u96a8\u8457\u6211\u958b\u59cb\u5617\u8a66\u683d\u7a2e\uff0c\u6211\u5c31\u7372\u5f97\u4e86\u7a2e\u83dc\u7684\u77e5\u8b58\u3002<\/p>\n<p>\u4f46\u73fe\u5728\u767c\u89ba\u5230\uff0c\u300c\u6211\u4e0d\u77e5\u9053\u6211\u6240\u4e0d\u77e5\u9053\u300d\u7684\u9818\u57df\u77e5\u8b58\uff0c\u7adf\u7136\u4f54\u4e86\u6211\u982d\u8166\u77e5\u8b58\u7684\u7d55\u5927\u90e8\u5206\u3002\u4eba\u985e\u4e0b\u4e86\u8d85\u904e2,000\u5e74\u7684\u570d\u68cb\uff0c\u4eba\u985e\u68cb\u624b\u4e00\u6b65\u4e00\u6b65\u8d70\u5230\u4e5d\u6bb5\u5730\u4f4d\uff0c\u7372\u5f97\u672c\u56e0\u574a\u982d\u929c\uff0c\u5c6c\u65bc\u9ad8\u624b\u4e2d\u7684\u9ad8\u624b\uff0c\u4f46\u5f8c\u4f86\u88ab\u900f\u904e\u5b78\u7fd2\u5169\u6bb5\u3001\u4e09\u6bb5\u68cb\u8b5c\u7684AlphaGo\u64ca\u6557\u3002<\/p>\n<p>\u800cAlphaGo Master\u96d6\u7136\u53ef\u4ee5\u5b78\u7fd2\u5c11\u91cf\u7684\u68cb\u8b5c\u9032\u884c\u6df1\u5ea6\u5b78\u7fd2\uff0c\u4f46\u4ecd\u7136\u6703\u4e0b\u4e00\u500b\u4eba\u985e\u68cb\u624b\u7d93\u9a57\u4e2d\u88ab\u8996\u70ba\u58de\u6b65\u7684\u68cb\uff0c\u4ee3\u8868\u4eba\u985e\u7d93\u9a57\u4e16\u754c\u5b58\u5728\u76f2\u9ede\uff0c\u751a\u81f3\u53ef\u80fd\u6709\u8d85\u904e9\u6210\u90fd\u662f\u76f2\u9ede\u3002<\/p>\n<p>\u76f8\u8f03\u4e4b\u4e0b\uff0c\u5b8c\u5168\u6c92\u6709\u68cb\u8b5c\u7684AlphaGo Zero\uff0c\u96d6\u7136\u525b\u958b\u59cb\u90fd\u4e82\u4e0b\u68cb\uff0c\u4e5f\u4e0d\u50cfAlphaGo Master\u4e00\u6a23\uff0c\u53ef\u4ee5\u5f88\u5feb\u5c31\u8ffd\u4e0a\uff0c\u4f46AlphaGo Zero\u5728\u7d93\u904e\u5e7e\u6b21\u96a8\u610f\u4e0b\u68cb\u5f8c\uff0c\u6700\u5f8c\u8fce\u982d\u8d95\u4e0a\u751a\u81f3\u8d85\u8d8a\u3002<\/p>\n<p>\u68cb\u8b5c\u4ee3\u8868\u4eba\u985e\u7684\u9818\u57df\u77e5\u8b58\uff0c\u662f\u4e00\u7a2e\u6846\u67b6\uff1b\u800c\u6c92\u6709\u8f38\u5165\u4efb\u4f55\u4eba\u985e\u9818\u57df\u77e5\u8b58\u7684AlphaGo Zero\uff0c\u8df3\u812b\u4e86\u4eba\u985e\u4e16\u754c\u7684\u8a31\u591a\u5047\u8a2d\u548c\u76f2\u9ede\uff0c\u537b\u80fd\u8868\u73fe\u5f97\u66f4\u597d\uff0c\u9019\u662f\u4e00\u4ef6\u975e\u5e38\u6709\u8da3\u7684\u8b70\u984c\u3002<\/p>\n<p>\u65bc\u662f\u6211\u958b\u59cb\u601d\u8003\uff0cAlphaGo Zero\u4e0d\u9700\u8981\u4eba\u985e\u7684\u9818\u57df\u77e5\u8b58\uff0c\u4ee3\u8868\u4eba\u985e\u7684\u76f2\u9ede\u6703\u5361\u4f4f\u5b83\u3001\u8b93\u5b83\u7d81\u624b\u7d81\u8173\uff0c\u90a3\u4eba\u985e\u7684\u76f2\u9ede\u6709\u591a\u5927\u5462\uff1f\u662f1%\u9084\u662f99%\uff1f<\/p>\n<p>AlphaGo\u662f\u8f38\u5165\u7d043,000\u842c\u76e4\u68cb\u8b5c\uff0c\u8ddf\u81ea\u5df1\u73a9\u4e86\u5dee\u4e0d\u591a2,000\u842c\u76e4\u68cb\uff0c\u800cAlphaGo Zero\u7528\u66f4\u4f4e\u7684\u6d88\u8017\u96fb\u3001\u66f4\u5c11\u7684CPU\uff0c\u53ea\u73a9\u4e86\u7d04500\u842c\u76e4\u68cb\uff0c\u5c31\u6253\u8d0f\u6240\u6709\u64c1\u6709\u4eba\u985e\u6578\u64da\u7684\u570d\u68cb\u7a0b\u5f0f\u3002\u5148\u4f86\u8a08\u7b97\u4e00\u4e0b\uff0c500\u842c\u7d04\u662f10\u76849\u6b21\u65b9\uff0c\u800c\u570d\u68cb\u7684\u6240\u6709\u53ef\u80fd\u6027\u7d04\u662f10\u7684360\u6b21\u65b9\uff0c\u90a3\u9ebc\uff0c10\u76849\u6b21\u65b9\u5c0d\u6574\u500b\u570d\u68cb\u53ef\u80fd\u602710\u7684360\u6b21\u65b9\u7684\u4f54\u6bd4\uff0c\u5927\u6982\u662f\u591a\u5c11\u5462\uff1f<\/p>\n<p>\u9019\u4ee3\u8868\u4e00\u4ef6\u4e8b\uff0cAlphaGo Zero\u53ea\u7528\u4e86\u570d\u68cb\u6240\u6709\u53ef\u80fd\u6027\u7684\u6975\u5c0f\u90e8\u5206\uff0c\u5c31\u64ca\u6557\u820a\u7248\u570d\u68cb\u7a0b\u5f0f\uff0c\u5927\u6982\u5c31\u50cf\u662f\u4eba\u985e\u62ff\u4e86\u5927\u82f1\u767e\u79d1\u8fad\u5178\uff0c\u53ea\u770b\u7b2c\u4e00\u9801\u76842\u500b\u5b57\uff0c\u5c31\u7406\u89e3\u6574\u672c\u66f8\u7684\u610f\u7fa9\uff0c\u9019\u4e5f\u662f\u70ba\u4f55\u6211\u4e0d\u65b7\u63d0\u5230\u4eba\u985e\u7684\u77e5\u8b58\u76f2\u9ede\u3002<\/p>\n<p>\u5728\u4eba\u985e\u73fe\u6709\u4e16\u754c\u88e1\uff0c\u5b58\u5728\u8a31\u591a\u5f85\u89e3\u6c7a\u7684\u8b70\u984c\uff0c\u4f8b\u5982\u80fd\u6e90\u7a00\u7f3a\uff0c\u800c\u904e\u53bb\u6211\u5011\u5617\u8a66\u5f9e\u592a\u967d\u80fd\u3001\u98a8\u529b\u3001\u6d77\u6d41\u7b49\u65b9\u5f0f\u7372\u53d6\u80fd\u6e90\uff0c\u4f46\u81f3\u4eca\u4ecd\u820a\u7121\u6cd5\u771f\u6b63\u89e3\u6c7a\u80fd\u6e90\u554f\u984c\uff1b\u6216\u8a31\u9019\u4e9b\u554f\u984c\u81f3\u4eca\u7121\u6cd5\u627e\u5230\u89e3\u7b54\uff0c\u5c31\u662f\u56e0\u70ba\u6211\u5011\u53d7\u9650\u65bc\u76f2\u9ede\u548c\u6846\u67b6\uff0c\u50c5\u4ee5\u4eba\u985e\u7684\u65b9\u6cd5\u53bb\u89e3\u6c7a\u554f\u984c\u3002<\/p>\n<p>\u5f9e\u7d42\u6975\u89d2\u5ea6\u601d\u8003\uff0c\u5018\u82e5AlphaGo Zero\u80fd\u89e3\u6c7a\u9019\u4e9b\u554f\u984c\uff0c\u8b93\u80fd\u6e90\u8b8a\u6210\u514d\u8cbb\uff0c\u6d77\u6c34\u8b8a\u6210\u6de1\u6c34\uff0c\u56e0\u70ba\u571f\u5730\u90fd\u53ef\u4ee5\u7a2e\u690d\u4e86\uff0c\u98df\u7269\u4e5f\u5c31\u514d\u8cbb\u4e86\uff1b\u56e0\u70ba\u6c7d\u6cb9\u514d\u8cbb\u4e86\uff0c\u6240\u4ee5\u904b\u8f38\u4e5f\u514d\u8cbb\u4e86\u3002<\/p>\n<p>\u7576\u4e00\u5207\u7269\u8cc7\u90fd\u514d\u8cbb\u4e86\uff0c\u672a\u4f86\u7684\u4eba\u985e\u4e16\u754c\u53ef\u80fd\u5c31\u4e0d\u9700\u8981\u91d1\u9322\u3002\u6216\u8a31\u73fe\u5728\u807d\u4f86\u7570\u60f3\u5929\u958b\uff0c\u4f46\u672a\u4f86\u4e00\u5207\u90fd\u8aaa\u4e0d\u6e96\u300215\u5e74\u524d\u64a5\u6253\u96fb\u8a71\uff0c\u662f\u6309\u7167\u6642\u9593\u3001\u8ddd\u96e2\u8a08\u7b97\uff1b\u4f46\u73fe\u5728OTT\u8208\u8d77\uff0c\u5373\u4f7f\u4f7f\u7528Facebook Messenger\u64a5\u6253\u7db2\u8def\u8a9e\u97f3\u7d66\u570b\u5916\u7684\u53cb\u4eba\uff0c\u4e5f\u4e0d\u518d\u9700\u8981\u984d\u5916\u6536\u8cbb\uff0cFacebook\u7684\u5e02\u503c\u4e5f\u8d85\u8d8a\u4e86\u50b3\u7d71\u96fb\u4fe1\u516c\u53f8AT&amp;T\u3002<\/p>\n<p>\u9019\u6a23\u7684\u8b8a\u5316\uff0c\u5c31\u662f\u56e0\u70baFacebook Messenger\u8b93\u64a5\u6253\u96fb\u8a71\u7684\u6642\u9593\u6216\u8ddd\u96e2\u4e0d\u518d\u91cd\u8981\uff0c\u904e\u53bb\u7528\u4ee5\u8861\u91cf\u50f9\u503c\u8a08\u7b97\u7684\u55ae\u4f4d\u56e0\u800c\u8f49\u8b8a\u4e86\uff1b\u800c\u540c\u4e00\u6642\u9593\uff0c\u4eba\u548c\u4eba\u4e4b\u9593\u7684\u5206\u4eab\u3001\u4e92\u52d5\u3001\u806f\u7e6b\u8b8a\u5f97\u66f4\u91cd\u8981\uff0c\u6253\u9020\u51fa\u73fe\u4eca\u7684Facebook\u76db\u4e16\u3002\u5ee3\u544a\u3001\u884c\u92b7\u4e5f\u56e0\u6b64\u8b8a\u5f97\u6108\u4f86\u6108\u91cd\u8981\uff0c\u9019\u4e5f\u662f\u70ba\u4f55\u4eca\u5929\u7684Google\u8d85\u8d8aT-Mobile\u7b49\u8de8\u570b\u96fb\u4fe1\u516c\u53f8\u3002<\/p>\n<p>\u9019\u4e9b\u8b8a\u5316\u90fd\u5728\u77ed\u77ed\u5341\u5e7e\u5e74\u5167\u767c\u751f\uff0c\u800c\u9019\u500b\u4e0d\u518d\u9700\u8981\u6578\u64da\u7684AI\uff0c\u4e5f\u6703\u70ba\u4e16\u754c\u5e36\u4f86\u91cd\u5927\u5f71\u97ff\u3002AlphaGo Zero\u50b3\u9054\u4e86\u4e00\u4ef6\u4e8b\uff0c\u539f\u6709\u7684\u4eba\u985e\u77e5\u8b58\u6216\u79d1\u6280\u89e3\u6c7a\u65b9\u6848\uff0c\u4e5f\u53ef\u80fd\u90fd\u9650\u5236\u4e86\u4eba\u985e\u7684\u6f5b\u5728\u80fd\u529b\uff0c\u800c\u9019\u4e9b\u9650\u5236\u53ef\u80fd\u4f86\u81ea\u65bc\u65e2\u6709\u6559\u80b2\u3001\u793e\u6703\u4ee5\u53ca\u5bb6\u5ead\u7684\u5236\u7d04\u3002<\/p>\n<p>\u9019\u4e9b\u662f\u4eba\u985e\u904e\u53bb\u7372\u53d6\u77e5\u8b58\u7684\u65b9\u6cd5\uff0c\u4f46\u672a\u4f86\u82e5\u4eba\u985e\u89ba\u9192\uff0c\u8df3\u812b\u50b3\u7d71\u7372\u53d6\u77e5\u8b58\u7684\u7ba1\u9053\uff0c\u672a\u4f86\u4f01\u696d\u7af6\u722d\u578b\u614b\u4e5f\u53ef\u80fd\u6703\u6709\u5f88\u5927\u7684\u8f49\u8b8a\u3002<\/p>\n<p>\u554f\uff1a\u65e2\u6709\u4f01\u696d\u672a\u4f86\u7684\u7af6\u722d\u512a\u52e2\u70ba\u4f55\u5462\uff1fAlphaGoZero\u5c0d\u8da8\u52e2\u79d1\u6280\u6709\u4ec0\u9ebc\u6a23\u7684\u610f\u7fa9\u548c\u555f\u793a\uff1f<\/p>\n<p>\u7b54\uff1a\u5f88\u591a\u4f01\u696d\u53ef\u80fd\u8a8d\u70ba\u81ea\u5df1\u64c1\u6709\u5f88\u591a\u6578\u64da\uff0c\u89ba\u5f97\u81ea\u5df1\u5f88\u53b2\u5bb3\uff0c\u4f46\u5176\u5be6\u6211\u5011\u7684\u76f2\u9ede\u592a\u591a\uff0c\u8a31\u591a\u6211\u5011\u8a8d\u70ba\u7684\u5047\u8a2d\u53ef\u80fd\u90fd\u8981\u4e00\u6383\u800c\u7a7a\uff0c\u624d\u80fd\u61c9\u5c0d\u672a\u4f86\u7684\u4e16\u754c\u8b8a\u5316\u3002\u5c31\u50cf\u524d\u8ff0\u63d0\u53ca\u7684\u8a9e\u97f3\u901a\u8a71\u4f8b\u5b50\uff0c\u904e\u53bb\u4ee5\u8ddd\u96e2\u548c\u6642\u9593\u7b97\u9322\uff0c\u73fe\u5728\u4e0d\u518d\u9700\u8981\u9019\u4e9b\u55ae\u4f4d\u5f8c\uff0c\u6709\u4e9b\u4f01\u696d\u5d1b\u8d77\u4e86\uff0c\u4f46\u4e5f\u6709\u4e9b\u4f01\u696d\u65e5\u8584\u897f\u5c71\u4e86\u3002<\/p>\n<p>\u82e5\u5728AlphaGo Zero\u554f\u4e16\u524d\uff0c\u6211\u53ef\u80fd\u6703\u89ba\u5f97\u8da8\u52e2\u79d1\u6280\u5728\u767c\u5c55AI\u61c9\u7528\u4e0a\uff0c\u9700\u8981\u5927\u91cf\u6578\u64da\uff0c\u518d\u52a0\u4e0a\u4eba\u985e\u7684\u9818\u57df\u77e5\u8b58\u3002\u4ee5\u91ab\u7642\u9818\u57df\u70ba\u4f8b\uff0c\u904e\u53bb\u53ef\u80fd\u8a8d\u70ba\u9700\u8981\u6578\u64da\u548c\u91ab\u751f\u7684\u77e5\u8b58\uff0c\u7136\u5f8c\u9032\u884c\u300c\u6a21\u64ec\u300d\uff0c\u800c\u6a21\u64ec\u9019\u5169\u500b\u5b57\uff0c\u5176\u5be6\u5c31\u986f\u73fe\u6211\u5011\u5df2\u7d93\u88ab\u5236\u7d04\u4e86\uff0c\u662f\u5728\u4e00\u500b\u65e2\u6709\u77e5\u8b58\u67b6\u69cb\u4e0b\u53bb\u6a21\u64ec\uff0c\u800c\u90a3\u4e9b\u6578\u64da\u5176\u5be6\u4e5f\u662f\u4eba\u985e\u7684\u6578\u64da\u3001\u4eba\u9020\u7684\u6578\u64da\u3002<\/p>\n<p>\u800c\u904e\u53bb\u5728\u5224\u65b7AI\u505a\u5f97\u597d\u4e0d\u597d\uff0c\u6211\u5011\u7576\u6642\u7684\u5b9a\u7fa9\u53ef\u80fd\u4e5f\u662f\u6578\u64da\u91cf\u591a\u4e0d\u591a\uff1f\u9818\u57df\u77e5\u8b58\u597d\u4e0d\u597d\uff1f\u4f46\u672a\u4f86\uff0c\u6211\u5e0c\u671b\u54e1\u5de5\u958b\u59cb\u53ef\u4ee5\u9032\u884c\u53cd\u7701\uff0c\u601d\u8003\u904e\u53bb\u6293\u75c5\u6bd2\u7684\u65b9\u5f0f\uff0c\u5728\u672a\u4f86\u8a72\u5982\u4f55\u9032\u5316\uff1b\u800c\u96a8\u8457\u6211\u5011\u9032\u5316\uff0c\u99ed\u5ba2\u4e5f\u4e00\u5b9a\u6703\u8ddf\u8457\u9032\u5316\uff0c\u9019\u5c07\u662f\u514d\u4e0d\u4e86\u7684\u4e00\u5834\u6230\u722d\u3002<\/p>\n<p>\u6211\u95dc\u5fc3\u7684\u662f\uff0c\u672a\u4f86\u6703\u4e0d\u6703\u6709\u4e00\u500b\u6210\u54e1\u50c5\u67091~2\u4eba\u7684\u65b0\u5275\u5718\u968a\uff0c\u7528AlphaGo Zero\u7684\u65b9\u5f0f\u5beb\u4e86\u4e00\u500b\u9632\u99ed\u5ba2\u75c5\u6bd2\u7684\u7522\u54c1\uff0c\u5c31\u8d85\u8d8a\u6211\u5011\uff1f\u4ee5\u524d\u6211\u4e0d\u76f8\u4fe1\u672a\u4f86\u6703\u51fa\u73fe\u9019\u6a23\u7684\u7522\u54c1\uff0c\u56e0\u70ba\u904e\u53bb\u9700\u8981\u4ee5\u6578\u64da\u505a\u70ba\u57fa\u790e\uff0c\u4f46\u672a\u4f86\u5df2\u7d93\u4e0d\u4e00\u5b9a\u4e86\uff0c\u9019\u8207\u7af6\u722d\u5c0d\u624b\u662f\u5426\u95dc\u6ce8AlphaGo Zero\u7121\u95dc\uff0c\u9019\u6538\u95dc\u4f01\u696d\u751f\u5b58\uff0c\u672a\u4f86\u7684\u8b8a\u5316\u5f88\u8fc5\u901f\uff0c\u4e00\u5207\u90fd\u4e0d\u78ba\u5b9a\uff0c\u9700\u8981\u5c45\u5b89\u601d\u5371\u3002<\/p>\n<p>AI\u7684\u6f14\u8b8a\uff0c\u8207\u7522\u696d\u5e02\u5834\u7684\u95dc\u4fc2\uff0c\u53ef\u4ee5\u5927\u7565\u5206\u62103\u6bb5\u5f0f\u3002\u7b2c\u4e00\u968e\u6bb5\u662fAI\u6f14\u7b97\u6642\u4ee3\uff0c\u4e0d\u9700\u8981\u592a\u591a\u6578\u64da\uff0c\u53ea\u8981\u67091\u500bAI\u6a21\u578b(model)\u518d\u52a0\u4e0a\u9818\u57df\u77e5\u8b58\uff0c\u5c31\u80fd\u8207\u5927\u4f01\u696d\u9f4a\u540d\u3002<\/p>\n<p>\u7b2c\u4e8c\u500b\u968e\u6bb5\u662fAI 2.0\uff0c\u51fa\u73fe\u6df1\u5ea6\u5b78\u7fd2\u5f8c\uff0c\u7576\u6211\u64c1\u6709\u6578\u64da\u800c\u4f60\u7f3a\u4e4f\u6578\u64da\uff0c\u6211\u7684\u6548\u80fd\u5c31\u6703\u5927\u5e45\u63d0\u5347\u3002\u5728\u9019\u500b\u968e\u6bb5\uff0c\u5305\u62ecFacebook\u3001Google\u7b49\u638c\u63e1\u5927\u91cf\u6578\u64da\u7684\u4f01\u696d\uff0c\u5176\u512a\u52e2\u90fd\u5f88\u660e\u986f\u3002<\/p>\n<p>\u7b2c\u4e09\u500b\u968e\u6bb5\uff0c\u5247\u662f\u4e0d\u9700\u8981\u6578\u64da\u7684AI 4.0\uff0c\u6240\u6709\u5e02\u5834\u5c07\u91cd\u65b0\u6d17\u724c\uff0c\u5c0f\u516c\u53f8\u5c31\u6709\u6a5f\u6703\u4e86\u3002<\/p>\n<p>\u6211\u5011\u662f\u5c6c\u65bc\u64c1\u6709\u6578\u64da\u7684\u516c\u53f8\uff0c\u4f46\u6211\u5011\u4ecd\u8981\u5c45\u5b89\u601d\u5371\uff0c\u4e00\u65e6\u9032\u5165\u7b2c\u4e09\u968e\u6bb5\uff0c\u82e5\u6709\u65b0\u5275\u5718\u968a\u4e0d\u9700\u8981\u4efb\u4f55\u6578\u64da\uff0c\u5c31\u53ef\u4ee5\u6293\u5230\u6240\u6709\u7684\u75c5\u6bd2\u548c\u99ed\u5ba2\uff0c\u5f9e\u4f7f\u7528\u8005\u89d2\u5ea6\u4f86\u8b1b\uff0c\u9019\u500b\u65b0\u5275\u5718\u968a\u5c31\u53ef\u80fd\u8d0f\u4e86\u3002\u4e0d\u904e\uff0c\u662f\u5426AI\u4ee5\u5f8c\u90fd\u6703\u4e0d\u9700\u8981\u6578\u64da\uff1f\u82e5\u771f\u7684\u4e0d\u9700\u8981\uff0c\u90a3\u6578\u64da\u79d1\u5b78\u4e0d\u5c31\u6ec5\u4ea1\uff1f\u4eba\u985e\u7684\u9818\u57df\u77e5\u8b58\u771f\u7684\u8207\u672a\u4f86\u767c\u5c55\u6c92\u95dc\u4fc2\u55ce\uff1f\u56e0\u6b64\uff0c\u6211\u5011\u958b\u59cb\u5c07\u554f\u984c\u9032\u4e00\u6b65\u601d\u8003\uff0c\u70ba\u4f55\u570d\u68cb\u6703\u7b26\u5408\u4e0a\u8ff0\u7684\u5b9a\u7fa9\u3002<\/p>\n<p>\u570d\u68cb\u52dd\u8ca0\u5206\u660e\u3001\u898f\u5247\u7c21\u55ae\u660e\u77ad\uff0c\u4f46\u75c5\u6bd2\u4e26\u4e0d\u662f\u53ea\u6709\u4e00\u7a2e\uff0c\u6709\u7684\u4f86\u81ea\u96fb\u5b50\u90f5\u4ef6\u3001\u6709\u7684\u4f86\u81ea\u7db2\u7ad9\uff0c\u8907\u96dc\u6027\u8f03\u9ad8\u3002\u82e5\u4e00\u500b\u4f01\u696d\u63a8\u51fa\u7684\u89e3\u6c7a\u65b9\u6848\u6240\u9700\u8981\u7684\u77e5\u8b58\uff0c\u662f\u75315~6\u500b\u9818\u57df\u758a\u52a0\u8d77\u4f86\uff0c\u6216\u4e2d\u9593\u67095~6\u500b\u8b8a\u56e0\u53c3\u8207\u5176\u4e2d\uff0c\u800c\u975e\u50cf\u570d\u68cb\u4e00\u6a23\u8f38\u8d0f\u7d50\u679c\u7c21\u55ae\u660e\u77ad\uff0cAlphaGo Zero\u5c31\u8f03\u96e3\u6e96\u78ba\u9810\u6e2c\uff0c\u56e0\u6b64\u4f01\u696d\u4ecd\u820a\u53ef\u4ee5<br>\n\u4fdd\u6709\u65e2\u6709\u512a\u52e2\u3002<\/p>\n<p>Google\u7684DeepMind\u5718\u968a\u66fe\u7d93\u5728\u672a\u8f38\u5165\u4efb\u4f55\u898f\u5247\u7684\u60c5\u6cc1\u4e0b\uff0c\u8b93AlphaGo Zero\u73a9\u4ee5\u524d\u7684\u96fb\u73a9\u904a\u6232\uff0c2\u5929\u4ee5\u5f8cAlphaGo Zero\u540c\u6a23\u4e5f\u6253\u8d0f\u6240\u6709\u53c3\u8207\u8005\uff0c\u4f46\u90a3\u4e9b\u96fb\u73a9\u90fd\u5c6c\u65bc\u53ef\u8f15\u6613\u8ad6\u65b7\u8f38\u8d0f\u7684\u60c5\u5883\u3002<\/p>\n<p>\u73fe\u5728AlphaGo Zero\u5247\u958b\u59cb\u6311\u6230\u7b56\u7565\u6027\u96fb\u73a9\u904a\u6232\uff0c\u9019\u985e\u904a\u6232\u542b\u6709\u5404\u7a2e\u8b8a\u56e0\uff0c\u4e0d\u540c\u6c7a\u7b56\u6703\u5e36\u4f86\u4e0d\u540c\u7d50\u679c\uff0c\u6574\u9ad4\u8f03\u70ba\u8907\u96dc\uff0c\u56e0\u70baAlphaGo Zero\u4e0d\u64c5\u9577\u89e3\u6c7a\u9019\u985e\u554f\u984c\uff0c\u56e0\u6b64\u76ee\u524d\u9084\u662f\u843d\u6557\u968e\u6bb5\u3002\u96d6\u7136\u73fe\u968e\u6bb5\u5c0d\u5b83\u800c\u8a00\u4f9d\u820a\u6709\u9580\u6abb\uff0c\u4f46\u4e0d\u4ee3\u8868\u672a\u4f86\u5b83\u4e0d\u6703\u5b78\u597d\u3002<\/p>\n<p>\u6211\u5e0c\u671b\u8da8\u52e2\u79d1\u6280\u516c\u53f8\u7684\u6bcf\u500b\u4eba\uff0c\u90fd\u80fd\u5728\u300cAI\u4e0d\u9700\u8981\u6578\u64da\u300d\u4ee5\u53ca\u300cAI\u5df2\u7d93\u9032\u51654.0\u300d\u7b49\u5927\u524d\u63d0\u4e0b\uff0c\u601d\u8003\u6211\u5011\u7684\u5ba2\u6236\u6709\u66f4\u597d\u7684\u4fdd\u969c\uff0c\u56e0\u70ba\u6211\u5011\u5b58\u5728\u7684\u76ee\u7684\uff0c\u5c31\u662f\u4e0d\u8b93\u5ba2\u6236\u88ab\u66f4\u53b2\u5bb3\u7684\u99ed\u5ba2\u6253\u5012\u3002<\/p>\n<p>AlphaGo Zero\u5c0d\u8da8\u52e2\u79d1\u6280\u5e36\u4f862\u500b\u610f\u7fa9\uff0c\u4e00\u500b\u662f\u5c0d\u516c\u53f8\u6587\u5316\u5c64\u9762\uff0c\u53e6\u4e00\u500b\u662f\u5546\u696d\u7af6\u722d\u5c64\u9762\u3002<\/p>\n<p>\u7b2c\u4e00\u500b\u610f\u7fa9\uff0c\u5f9e\u516c\u53f8\u6587\u5316\u4f86\u8b1b\uff0c\u6211\u5011\u904e\u53bb\u4e00\u76f4\u8ac7\u6539\u8b8a\uff0c\u4f46\u73fe\u5728\u6539\u8b8a\u5c07\u6bd4\u60f3\u50cf\u4e2d\u4f86\u5f97\u66f4\u5feb\u3002\u8da8\u52e2\u79d1\u6280\u7684\u5b58\u5728\u610f\u7fa9\uff0c\u5c31\u662f\u8b93\u5ba2\u6236\u77e5\u9053\u4ed6\u5011\u88ab\u4fdd\u8b77\uff0c\u4e5f\u53ef\u4ee5\u63d0\u524d\u9810\u8b66\u4ed6\u5011\u4e0b\u4e00\u6b21\u653b\u64ca\u53ef\u80fd\u662f\u4ec0\u9ebc\u6642\u5019\u4f86\uff0c\u9019\u4ef6\u4e8b\u60c5\u662f\u6211\u5011\u7684\u6838\u5fc3\u696d\u52d9\uff0c\u7dad\u6301\u4e0d\u8b8a\uff1b\u4f46\u5176\u4ed6\u4e8b\u60c5\uff0c\u4f8b\u5982\u4f86\u81ea\u7269\u806f\u7db2(IoT)\u3001\u96f2\u7aef\u7b49\u7684\u79d1\u6280\u8b8a\u5316\uff0c\u6211\u5011\u6bcf\u500b\u4eba\u90fd\u8981\u66f4\u5feb\u901f\u56e0\u61c9\u8b8a\u5316\uff0c\u4e5f\u4e0d\u8981\u9650\u5236\u81ea\u5df1\uff0c\u4e0d\u8981\u8a8d\u70ba\u75c5\u6bd2\u6216\u99ed\u5ba2\u4e00\u5b9a\u662f\u5f9e\u600e\u6a23\u7684\u6a21\u5f0f\u9032\u4f86\uff0c\u9700\u8981\u62ff\u6389\u982d\u8166\u65e2\u5b58\u7684\u5404\u7a2e\u5047\u8a2d\u3002<\/p>\n<p>\u6211\u5011\u4e0d\u80fd\u81ea\u50b2\u65bc\u4ee5\u524d\u7684\u6210\u529f\uff0c\u5fc5\u9808\u4ee5AlphaGo Zero\u7684\u62cb\u958b\u76f2\u9ede\u70ba\u5e2b\uff0c\u7279\u5225\u5c0d\u5de5\u7a0b\u5e2b\u800c\u8a00\u3002<\/p>\n<p>\u53e6\u4e00\u500b\u610f\u7fa9\uff0c\u5f9e\u5546\u696d\u89d2\u5ea6\u770b\uff0c\u7531\u65bc\u6211\u5011\u6bd4\u7af6\u722d\u8005\u66f4\u65e9\u601d\u8003\u9019\u4ef6\u4e8b\uff0c\u6211\u5011\u4e5f\u6709\u5c07\u8fd11,000\u540dAI\u9ad8\u624b\uff0c\u9019\u662f\u6211\u5011\u7684\u512a\u52e2\u3002\u76ee\u524d\u6211\u5011\u7684\u8981\u6c42\u5c31\u662f\uff0c\u82e5\u7522\u54c1\u672a\u4f86\u6c92\u6709AI\uff0c\u90a3\u5c31\u5225\u8ac7\u4e86\uff0c\u56e0\u6b64\u5728\u6280\u8853\u89d2\u5ea6\u65b9\u9762\uff0c\u9019\u5c07\u6703\u5e36\u9818\u6211\u5011\u5f80\u6108\u4f86\u6108\u5f37\u7684\u65b9\u5411\u524d\u9032\u3002<\/p>\n<p>\u554f\uff1a\u672a\u4f86\u4eba\u985e\u7684\u89d2\u8272\u662f\u4ec0\u9ebc\uff1f\u8207AI\u4e4b\u9593\u7684\u95dc\u4fc2\u53c8\u6703\u5982\u4f55\uff1f<\/p>\n<p>\u7b54\uff1a\u7576AlphaGo Zero\u4e0d\u518d\u9700\u8981\u4eba\u985e\u9818\u57df\u77e5\u8b58\u6642\uff0c\u672a\u4f86\u4eba\u985e\u7684\u89d2\u8272\u662f\u4ec0\u9ebc\u5462\uff1f\u5f88\u591a\u4eba\u90fd\u8a0e\u8ad6\u904e\u985e\u4f3c\u8b70<br>\n\u984c\u3002<\/p>\n<p>\u6709\u4e9b\u4eba\u8a8d\u70ba\uff0c\u672a\u4f86\u5a1b\u6a02\u6642\u9593\u8b8a\u591a\uff0c\u56e0\u6b64\u4eba\u985e\u5c07\u8ca0\u8cac\u5a1b\u6a02\uff1b\u4f46\u6211\u89ba\u5f97\u9019\u6a23\u7684\u63a8\u6e2c\u6216\u8a0e\u8ad6\uff0c\u90fd\u9084\u662f\u9650\u65bc\u4eba\u985e\u64c1\u6709\u9818\u57df\u77e5\u8b58\u3001\u4e14\u53ea\u6709\u4e00\u5c0f\u64ae\u4eba\u53ef\u4ee5\u8cfa\u5927\u9322\u7684\u524d\u63d0\u4e4b\u4e0b\uff0c\u5018\u82e5\u9023\u4eba\u985e\u7684\u9818\u57df\u77e5\u8b58\u90fd\u4e0d\u9700\u8981\u7684\u8a71\uff0c\u53ef\u80fd\u9023\u9019\u500b\u90fd\u4e0d\u7528\u8a0e\u8ad6\u4e86\u3002<\/p>\n<p>2016\u5e74\u5f8c\uff0c\u6211\u5011\u7684\u570d\u68cb\u5718\u968a\u4e00\u5ea6\u89e3\u6563\uff0c\u4f46\u76f4\u52302017\u5e748\u6708\uff0c\u6211\u5011\u53c8\u91cd\u555f\u8a08\u756b\uff0c\u56e0\u70ba\u738b\u9298\u742c\u68cb\u58eb\u8a8d\u70ba\uff0c\u61c9\u8a72\u8981\u91cd\u601d\u4e0b\u570d\u68cb\u7684\u76ee\u7684\u3002<\/p>\n<p>\u6211\u5011\u904e\u53bb\u53c3\u52a0\u6bd4\u8cfd\uff0c\u662f\u70ba\u4e86\u722d\u8f38\u8d0f\uff0c\u4f46\u738b\u9298\u742c\u8a8d\u70ba\uff0c\u4e0b\u68cb\u7684\u76ee\u7684\u662f\u8b93\u4eba\u985e\u9032\u884c\u60c5\u611f\u7684\u6e9d\u901a\uff0c\u56e0\u70ba\u5728\u90a3\u4e00\u500b\u6642\u9593\u9ede\u88e1\uff0c\u300c\u6211\u300d\u5728\u90a3\u88e1\uff0c\u800c\u6211\u4e0b\u500b\u68cb\u96d6\u7136\u88ab\u6a5f\u5668\u6253\u6557\uff0c\u4f46\u6211\u4ecd\u6709\u6211\u7684\u68cb\u98a8\uff0c\u5c31\u50cf\u8077\u696d\u68cb\u58eb\u5167\u5c31\u5206\u6210\u5404\u7a2e\u6d41\u6d3e\u3002<\/p>\n<p>\u5982\u679c\u4eba\u985e\u4e0b\u570d\u68cb\u7684\u76ee\u7684\u50c5\u662f\u70ba\u4e86\u8f38\u8d0f\uff0c\u90a3\u7576AlphaGo\u6253\u6557\u4eba\u985e\u68cb\u58eb\u5f8c\uff0c\u96e3\u9053\u5c31\u4e0d\u6703\u6709\u4eba\u518d\u4e0b\u570d\u68cb\u4e86\u55ce\uff1f\u4e8b\u5be6\u4e0a\uff0c\u4e0b\u570d\u68cb\u7684\u4eba\u6578\u4e26\u6c92\u6709\u4ec0\u9ebc\u8b8a\u5316\uff0c\u56e0\u70ba\u4eba\u985e\u548c\u4eba\u985e\u7684\u4e92\u52d5\u662f\u611f\u6027\u7684\u7d50\u5408\uff0c\u800c\u975e\u7406\u6027\u7684\u7d50\u5408\u3002<\/p>\n<p>\u6211\u5011\u5f8c\u4f86\u8a8d\u77e5\u5230\uff0cAI\u4e26\u4e0d\u6703\u5b58\u5728\u592a\u591a\u7684\u300c\u610f\u7fa9\u300d\uff0c\u800c\u4eba\u985e\u751f\u547d\u6709\u9650\uff0c\u518d\u52a0\u4e0a\u82e5\u88ab\u6eff\u8db3\u57fa\u672c\u751f\u5b58\u9700\u6c42\u5f8c\uff0c\u4eba\u985e\u5c31\u6703\u5f80\u4e0a\u5c0b\u627e\u5176\u4ed6\u5fc3\u7406\u5c64\u9762\u7684\u9700\u6c42\uff0c\u9019\u5c31\u662f\u5728\u5c0b\u627e\u610f\u7fa9\u3002\u6216\u8a31\u7576AI\u5f80\u4e0a\u722c\u5f8c\uff0c\u4e5f\u958b\u59cb\u767c\u5c55\u610f\u8b58\uff0c\u4e26\u5c0b\u627e\u610f\u7fa9\uff0c\u4f46\u9019\u53c8\u662f\u53e6\u4e00\u500b\u8b70\u984c\u4e86\u3002<\/p>\n<p>\u56e0\u6b64\uff0c\u6211\u5011\u5f8c\u4f86\u91cd\u555f\u570d\u68cb\u8a08\u756b\uff0c\u5617\u8a66\u4ee5AI\u548c\u5225\u4eba\u5c0d\u5f08\uff0c\u5354\u52a9\u4eba\u985e\u5b78\u7fd2\u570d\u68cb\u3002\u82e5\u4f60\u662f\u521d\u5b78\u8005\uff0c\u90a3\u53ea\u8981\u4e0b\u500b\u5169\u4e09\u6b65\uff0c\u6a5f\u5668\u5c31\u77e5\u9053\u4f60\u5c6c\u65bc\u54ea\u500b\u7b49\u7d1a\uff0c\u4e26\u81ea\u52d5\u8abf\u914d\u6210\u985e\u4f3c\u7684\u7a0b\u5ea6\uff0c\u8b93\u4f60\u89ba\u5f97\u4e0b\u68cb\u6709\u8da3\uff0c\u5c0d\u5f08\u7d50\u675f\u5f8c\u4e5f\u53ef\u4ee5\u4f9d\u64da\u6b77\u53f2\u68cb\u6b65\uff0c\u5411\u4eba\u985e\u73a9\u5bb6\u89e3\u6790\u5404\u7a2e\u53ef\u80fd\u7684\u8d70\u6cd5\u3002<\/p>\n<p>\u7121\u8ad6\u672a\u4f86\u4eba\u985e\u8207AI\u7684\u95dc\u4fc2\u600e\u9ebc\u8d70\uff0c\u6211\u5011\u90fd\u8981\u627f\u8a8d\uff0c\u4eba\u985e\u90fd\u6709\u76f2\u9ede\u3002\u6211\u5011\u4e0d\u77e5\u9053\u7684\u4e8b\u60c5\u592a\u591a\u4e86\uff0c\u61c9\u8a72\u8981\u66f4\u8b19\u5351\uff0c\u8981\u4e0d\u65b7\u5b78\u7fd2\uff1b\u7576\u6280\u8853\u6f14\u8b8a\u5f97\u6108\u4f86\u6108\u5feb\uff0c\u4f01\u696d\u4e5f\u8981\u8d70\u5f97\u66f4\u5feb\uff0c\u628a\u81ea\u5df1\u65e2\u6709\u7684\u90a3\u4e9b\u7406\u6240\u7576\u7136\u7684\u89c0\u5ff5\u90fd\u6253\u7834\uff0c\u4e0d\u8981\u88ab\u6846\u67b6\u9650\u5236\u4f4f\u4eba\u985e\u7684\u6f5b\u529b\u3002<\/p>\n<p>\u539f\u6587\u51fa\u8655\uff1aDIGITIMES\u96fb\u5b50\u6642\u5831&nbsp;\u4f5c\u8005:\u7fc1\u4f69\u5ac6<\/p>\n\n\n<div style=\"height:100px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n<figure class=\"wp-block-image size-large\"><a href=\" https:\/\/t.rend.tw\/?i=MTE0NDE\n\"><img decoding=\"async\" src=\"https:\/\/blog.trendmicro.com.tw\/wp-content\/uploads\/2015\/08\/Windows10Banner-540x90v5.gif\" alt=\"\"\/><\/a><figcaption>  PC-cillin \u9632\u8a50\u9632\u6bd2\u3001\u5b88\u8b77\u500b\u8cc7,\u652f\u63f4Windows11 \u2713\u624b\u6a5f\u2713\u96fb\u8166\u2713\u5e73\u677f\uff0c\u8de8\u5e73\u53f0\u9632\u8b77\uff13\u5230\u4f4d\u2794<a href=https:\/\/t.rend.tw\/?i=MTE0NDE\n\n> \u300b\u5373\u523b\u514d\u8cbb\u4e0b\u8f09\u8a66\u7528 <\/a><\/figcaption><\/figure>\n<div style=\"height:100px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n<div style=\"height:100px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n<a href=\"https:\/\/t.rend.tw\/?i=ODI3Mg\"><img decoding=\"async\" src=\"https:\/\/blog.trendmicro.com.tw\/wp-content\/uploads\/2019\/10\/FB.png\" alt=\"FB\" \/><\/a>\n\n<a href=\"https:\/\/t.rend.tw\/?i=ODI3Mw\"><img decoding=\"async\" src=\"https:\/\/blog.trendmicro.com.tw\/wp-content\/uploads\/2019\/10\/ig_icon_O.png\" alt=\"IG\" \/><\/a>\n\n<a href=\"https:\/\/t.rend.tw\/?i=ODI3NA\"><img decoding=\"async\" src=\"https:\/\/blog.trendmicro.com.tw\/wp-content\/uploads\/2019\/10\/youtube.png\" alt=\"Youtube\" \/><\/a>\n\n <a href=\"https:\/\/t.rend.tw\/?i=ODI3NA\"><img decoding=\"async\" src=\"https:\/\/blog.trendmicro.com.tw\/wp-content\/uploads\/2019\/10\/Line.png\" alt=\"LINE\" \/><\/a>\n\n <a href=\"https:\/\/t.rend.tw\/?i=ODI3Ng\"><img decoding=\"async\" src=\"https:\/\/blog.trendmicro.com.tw\/wp-content\/uploads\/2019\/10\/%E5%AE%98%E7%B6%B2.png\" alt=\"\u5b98\u7db2\" \/><\/a>\n\n <div style=\"height:100px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n","protected":false},"excerpt":{"rendered":"<p>\u5f9e2016\u5e74AlphaGo\u6253\u6557\u4eba\u985e\u68cb\u58eb\u5f8c\uff0c\u300c\u4eba\u5de5\u667a\u6167\u300d(AI)\u4e00\u8a5e\u5f77\u5f7f\u6210\u4e86\u4f01\u696d\u5c0d\u5916\u884c\u92b7\u5229\u5668\u3002\u4f01\u696d\u63a8\u51fa\u7522\u54c1\u6216\u5ba3\u5e03 [&hellip;]<\/p>\n","protected":false},"author":3,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":"","_wpscppro_dont_share_socialmedia":false,"_wpscppro_custom_social_share_image":0,"_facebook_share_type":"","_twitter_share_type":"","_linkedin_share_type":"","_pinterest_share_type":"","_linkedin_share_type_page":"","_instagram_share_type":"","_medium_share_type":"","_threads_share_type":"","_google_business_share_type":"","_selected_social_profile":[],"_wpsp_enable_custom_social_template":false,"_wpsp_social_scheduling":{"enabled":false,"datetime":null,"platforms":[],"status":"template_only","dateOption":"today","timeOption":"now","customDays":"","customHours":"","customDate":"","customTime":"","schedulingType":"absolute"},"_wpsp_active_default_template":true},"categories":[3181,339,2001],"tags":[2959,3615,2960,2002,3616],"aioseo_notices":[],"_links":{"self":[{"href":"https:\/\/blog.trendmicro.com.tw\/index.php?rest_route=\/wp\/v2\/posts\/53563"}],"collection":[{"href":"https:\/\/blog.trendmicro.com.tw\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/blog.trendmicro.com.tw\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/blog.trendmicro.com.tw\/index.php?rest_route=\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/blog.trendmicro.com.tw\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=53563"}],"version-history":[{"count":1,"href":"https:\/\/blog.trendmicro.com.tw\/index.php?rest_route=\/wp\/v2\/posts\/53563\/revisions"}],"predecessor-version":[{"id":71838,"href":"https:\/\/blog.trendmicro.com.tw\/index.php?rest_route=\/wp\/v2\/posts\/53563\/revisions\/71838"}],"wp:attachment":[{"href":"https:\/\/blog.trendmicro.com.tw\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=53563"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/blog.trendmicro.com.tw\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=53563"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/blog.trendmicro.com.tw\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=53563"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}