{"id":457,"date":"2018-07-26T01:00:00","date_gmt":"2018-07-25T17:00:00","guid":{"rendered":"http:\/\/swarma.org\/%swarma-paper%\/"},"modified":"2018-12-06T14:54:55","modified_gmt":"2018-12-06T06:54:55","slug":"%e8%ae%ba%e6%96%87%e8%a7%a3%e8%af%bb-%ef%bc%9a%e5%8c%ba%e5%9d%97%e9%93%be%e6%8a%80%e6%9c%af%e5%a6%82%e4%bd%95%e5%a0%b5%e4%b8%8a%e6%b7%b1%e5%ba%a6%e5%ad%a6%e4%b9%a0%e7%9a%84%e9%9a%90%e7%a7%81%e6%bc%8f","status":"publish","type":"post","link":"https:\/\/swarma.org\/?p=457","title":{"rendered":"\u8bba\u6587\u89e3\u8bfb \uff1a\u533a\u5757\u94fe\u6280\u672f\u5982\u4f55\u5835\u4e0a\u6df1\u5ea6\u5b66\u4e60\u7684\u9690\u79c1\u6f0f\u6d1e\uff1f"},"content":{"rendered":"<div class=\"bpp-post-content\">\n<p style=\"line-height: 1.5em;\" ><img class=\"\"       src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma3-1534230804.jpeg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/p>\n<blockquote>\n<p style=\"line-height: 1.5em;\"><span style=\"font-size: 14px;color: rgb(136, 136, 136);\">\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/arxiv.org\/abs\/1807.02515<\/span><\/p>\n<p style=\"line-height: 1.5em;\"><span style=\"font-size: 14px;color: rgb(136, 136, 136);\">\u8bba\u6587\u9898\u76ee\uff1a<\/span><\/p>\n<p style=\"line-height: 1.5em;\"><span style=\"font-size: 14px;color: rgb(136, 136, 136);\">Blockchain as &nbsp;a Service: An Autonomous, Privacy Preserving, Decentralized Architecture for Deep Learning<\/span><\/p>\n<\/blockquote>\n<p><span ><\/span><\/p>\n<section class=\"mpa-template\"   >\n<section class=\"\"    style=\"letter-spacing: 0.544px;\">\n<section  style=\"margin-top: 20px;display: flex;justify-content: center;align-items: center;\">\n<section   style=\"padding-right: 30px;padding-left: 30px;min-width: 60px;text-align: center;border-bottom: 2px solid rgb(232, 230, 230);\">\n<section  style=\"padding-right: 10px;padding-left: 10px;display: inline-block;font-size: 14px;color: rgb(123, 12, 0);border-bottom: 2px solid rgb(123, 12, 0);transform: translate(0px, 2px);border-top-color: rgb(123, 12, 0);border-right-color: rgb(123, 12, 0);border-left-color: rgb(123, 12, 0);\"><strong mpa-from-tpl=\"t\" style=\"border-color: rgb(123, 12, 0);\"><\/p>\n<p style=\"border-color: rgb(123, 12, 0);\"><span mpa-is-content=\"t\" style=\"font-size: 16px;border-color: rgb(123, 12, 0);\"><strong mpa-from-tpl=\"t\" mpa-is-content=\"t\" style=\"border-color: rgb(123, 12, 0);\">&nbsp;<span  style=\"\">\u80cc\u666f\u77e5\u8bc6<\/span><\/strong><\/span><\/p>\n<p><\/strong><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<p line=\"OAQr\" class=\"ql-long-12256300\"><span class=\"ql-author-12256300\"><br  \/><\/span><\/p>\n<p style=\"line-height: 1.5em;\"><span style=\"font-size: 15px;\">\u6df1\u5ea6\u5b66\u4e60\u8fd9\u4e00\u6982\u5ff5\u81ea\u4ece2006\u5e74Hinton\u7b49\u4eba\u63d0\u51fa\u4e4b\u540e\uff0c\u8fc5\u901f\u6210\u4e3a\u673a\u5668\u5b66\u4e60\u9886\u57df\u7684\u4e00\u4e2a\u70ed\u95e8\u5206\u652f\u3002\u6df1\u5ea6\u5b66\u4e60\u6280\u672f\u5728\u4e86\u5f53\u4e0b\u51e0\u4e4e\u6240\u6709\u7684\u4eba\u5de5\u667a\u80fd\u9886\u57df\u8868\u73b0\u51fa\u4e86\u8fdc\u8fdc\u8d85\u8fc7\u4f20\u7edf\u65b9\u6cd5\u7684\u6027\u80fd\uff0c\u5305\u62ec\u8ba1\u7b97\u673a\u89c6\u89c9\u3001\u97f3\u9891\u5904\u7406\u3001\u81ea\u7136\u8bed\u8a00\u5904\u7406\u3001\u5927\u6570\u636e\u5206\u6790\u7b49\u7b49\u3002<br  \/><\/span><\/p>\n<p line=\"rm7Y\"><br  \/><\/p>\n<p style=\"line-height: 1.5em;\"><span style=\"font-size: 15px;\">\u6df1\u5ea6\u5b66\u4e60\u4e4b\u6240\u4ee5\u79f0\u4e4b\u4e3a\u201c\u6df1\u5ea6\u201d\u662f\u76f8\u5bf9\u4e0e\u4f20\u7edf\u7684\u4eba\u5de5\u795e\u7ecf\u7f51\u7edc\u65b9\u6cd5\u6765\u8bf4\u5177\u6709\u591a\u4e2a\u9690\u85cf\u5c42\uff0c\u8fd9\u4e9b\u6df1\u5c42\u7684\u6a21\u578b\u901a\u8fc7\u7279\u5f81\u7684\u7ec4\u5408\uff0c\u9010\u5c42\u5c06\u539f\u59cb\u8f93\u5165\u8f6c\u5316\u4e3a\u9ad8\u5c42\u7684\u62bd\u8c61\u7279\u5f81\u7136\u540e\u7ecf\u8fc7\u6700\u540e\u7684\u8f93\u51fa\u5c42\u5f97\u5230\u6700\u7ec8\u7684\u4efb\u52a1\u76ee\u6807\u3002\u901a\u8fc7\u8fd9\u79cd\u6df1\u5c42\u7684\u7279\u79cd\u63d0\u53d6\uff0c\u6df1\u5c42\u6a21\u578b\u5b9e\u73b0\u4e86\u5341\u5206\u5f3a\u5927\u7684\u8868\u8fbe\u80fd\u529b\u3002<\/span><\/p>\n<p line=\"SyHJ\"><br  \/><\/p>\n<p style=\"line-height: 1.5em;\"><span style=\"font-size: 15px;\">\u968f\u7740\u6df1\u5ea6\u5b66\u4e60\u7814\u7a76\u70ed\u6f6e\u7684\u6301\u7eed\u9ad8\u6da8\uff0c\u6df1\u5ea6\u5b66\u4e60\u5165\u95e8\u7684\u95e8\u69db\u4e5f\u5728\u8fc5\u901f\u964d\u4f4e\u3002\u5404\u79cd\u5f00\u6e90\u7684\u6df1\u5ea6\u5b66\u4e60\u6846\u67b6\u5c42\u51fa\u4e0d\u7a77\uff0c\u6bd4\u5982TensorFlow\u3001Caffe\u3001Keras\u3001CNTK\u3001PyTorch\u3001<span class=\"ql-author-12256300 ql-font-arial\" style=\"font-size: 15px;color: rgb(51, 51, 51);\">Theano\uff0c<\/span>\u7b49\u7b49\u3002\u4f7f\u7528\u8fd9\u4e9b\u6846\u67b6\u5f00\u53d1\u8005\u53ef\u4ee5\u4e0d\u518d\u53bb\u4ece\u96f6\u5f00\u59cb\u5199\u4e00\u4e2a\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u7684\u4ee3\u7801\uff0c\u4ece\u800c\u5b9e\u73b0\u9ad8\u6548\u7684\u6df1\u5ea6\u5b66\u4e60&#8230;..<\/span><\/p>\n<p style=\"line-height: 1.5em;\"><span style=\"font-size: 15px;\"><br  \/><\/span><\/p>\n<p style=\"line-height: 1.5em;\"><span style=\"font-size: 15px;\">\u800c\u4e14\u4e00\u4e9bBatch Normalization\u4e4b\u7c7b\u7684\u7684\u65b0\u6280\u672f\u7684\u51fa\u73b0\uff0c\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u7684\u8bad\u7ec3\u53d8\u5f97\u66f4\u52a0\u5bb9\u6613\uff0c\u8c03\u53c2\u7684\u65f6\u95f4\u5927\u5e45\u5ea6\u51cf\u5c11\u3002\u4f46\u662f\uff0c\u5728\u5b9e\u9645\u7684\u5e94\u7528\u4e2d\uff0c\u8981\u8bad\u7ec3\u51fa\u4e00\u4e2a\u597d\u7684\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u4ecd\u7136\u662f\u4e00\u4ef6\u4e0d\u5bb9\u6613\u7684\u4e8b\u60c5\u3002<\/span><\/p>\n<p line=\"gBAC\"><br  \/><\/p>\n<section class=\"mpa-template\"   >\n<section class=\"\"    style=\"letter-spacing: 0.544px;\">\n<section  style=\"margin-top: 20px;display: flex;justify-content: center;align-items: center;\">\n<section   style=\"padding-right: 30px;padding-left: 30px;min-width: 60px;text-align: center;border-bottom: 2px solid rgb(232, 230, 230);\">\n<section  style=\"padding-right: 10px;padding-left: 10px;display: inline-block;font-size: 14px;color: rgb(123, 12, 0);border-bottom: 2px solid rgb(123, 12, 0);transform: translate(0px, 2px);border-top-color: rgb(123, 12, 0);border-right-color: rgb(123, 12, 0);border-left-color: rgb(123, 12, 0);\"><strong mpa-from-tpl=\"t\" style=\"border-color: rgb(123, 12, 0);\"><\/p>\n<p style=\"border-color: rgb(123, 12, 0);\"><span mpa-is-content=\"t\" style=\"font-size: 16px;border-color: rgb(123, 12, 0);\"><strong mpa-from-tpl=\"t\" mpa-is-content=\"t\" style=\"border-color: rgb(123, 12, 0);\">&nbsp;<span  style=\"\">\u6df1\u5ea6\u5b66\u4e60\u4e0e\u6570\u636e\u9690\u79c1<\/span><\/strong><\/span><\/p>\n<p><\/strong><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<p line=\"FcY5\" class=\"ql-long-12256300\"><span class=\"ql-author-12256300\"><br  \/><\/span><\/p>\n<p style=\"line-height: 1.5em;\"><span style=\"font-size: 15px;\">\u6df1\u5ea6\u5b66\u4e60\u4e4b\u6240\u4ee5\u5728\u5404\u9886\u57df\u80fd\u591f\u53d6\u5f97\u5de8\u5927\u7684\u6210\u529f\u6709\u4e24\u4e2a\u4e3b\u8981\u56e0\u7d20\uff1a<\/span><\/p>\n<p style=\"line-height: 1.5em;\"><span style=\"font-size: 15px;\"><br  \/><\/span><\/p>\n<p style=\"line-height: 1.5em;\"><span style=\"font-size: 15px;\">1.\u5177\u6709\u4e00\u822c\u5206\u5e03\u7684\u5927\u578b\u6570\u636e\u96c6\u3002<\/span><\/p>\n<p style=\"line-height: 1.5em;\"><span style=\"font-size: 15px;\">2. \u53ef\u89c2\u7684\u8ba1\u7b97\u80fd\u529b\uff0c\u4e3b\u8981\u662f\u5927\u578bGPU\u96c6\u7fa4\u3002\u5728\u8ba1\u7b97\u80fd\u529b\u8db3\u591f\u7684\u60c5\u51b5\u4e0b\uff0c\u5982\u4f55\u5f97\u5230\u9ad8\u8d28\u91cf\uff0c\u5927\u6570\u91cf\u7684\u6570\u636e\u6210\u4e3a\u4e86\u5236\u7ea6\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u80fd\u529b\u7684\u5173\u952e\u3002<\/span><\/p>\n<p line=\"1s2o\"><br  \/><\/p>\n<p style=\"line-height: 1.5em;\"><span style=\"font-size: 15px;\">\u5bf9\u4e8e\u4e00\u4e9b\u5927\u578b\u7684\u57fa\u4e8e\u7f51\u7edc\u7684\u4f01\u4e1a\u6765\u8bf4\uff0c\u53ef\u4ee5\u901a\u8fc7\u6536\u96c6\u5e76\u4fdd\u5b58\u7528\u6237\u7684\u6570\u636e\uff0c\u4f8b\u5982\u7167\u7247\u3001\u8bed\u97f3\u3001\u89c6\u9891\u3001\u6587\u5b57\u7b49\uff0c\u96c6\u4e2d\u8d77\u6765\u4ee5\u5907\u5c06\u6765\u4f7f\u7528\u3002<\/span><\/p>\n<p style=\"line-height: 1.5em;\"><span style=\"font-size: 15px;\"><br  \/><\/span><\/p>\n<p style=\"line-height: 1.5em;\"><span style=\"font-size: 15px;\">\u6b63\u56e0\u4e3a\u5982\u6b64\uff0c\u5728\u6df1\u5ea6\u5b66\u4e60\u9886\u57df\u6210\u529f\u5e94\u7528\u7684\u5927\u591a\u6570\u90fd\u662f\u4e00\u4e9b\u5927\u578b\u7ec4\u7ec7\uff0c\u5b83\u4eec\u65e2\u62e5\u6709\u5927\u91cf\u6709\u4ef7\u503c\u7684\u6570\u636e\uff0c\u4e5f\u62e5\u6709\u8db3\u591f\u7684\u8ba1\u7b97\u80fd\u529b\u53bb\u8bad\u7ec3\u6df1\u5ea6\u6a21\u578b\u6765\u6539\u8fdb\u5b83\u4eec\u7684\u4ea7\u54c1\u548c\u670d\u52a1\u3002<\/span><\/p>\n<p line=\"RoFg\"><br  \/><\/p>\n<p style=\"line-height: 1.5em;\"><span style=\"font-size: 15px;\">\u867d\u7136\u6df1\u5ea6\u5b66\u4e60\u7684\u597d\u5904\u662f\u4e0d\u53ef\u5426\u8ba4\u7684\uff0c\u4f46\u5b83\u9700\u8981\u6536\u96c6\u5927\u91cf\u7684\u6570\u636e\uff0c\u8fd9\u5c31\u5e26\u6765\u4e86\u9690\u79c1\u7684\u98ce\u9669\u3002\u8fd9\u4e9b\u6536\u96c6\u8d77\u6765\u7684\u6570\u636e\u7684\u4f7f\u7528\uff0c\u4f5c\u4e3a\u4e00\u822c\u7528\u6237\u6765\u8bf4\u662f\u65e0\u6cd5\u63a7\u5236\u7684\u3002\u5b83\u6709\u53ef\u80fd\u88ab\u7ec4\u7ec7\u6216\u8005\u7b2c\u4e09\u65b9\u673a\u6784\u7528\u6765\u6316\u6398\u7528\u6237\u7684\u9690\u79c1\u654f\u611f\u4fe1\u606f\u3002\u968f\u7740\u6570\u636e\u9690\u79c1\u610f\u8bc6\u7684\u589e\u5f3a\uff0c\u7528\u6237\u4f1a\u53d8\u5f97\u4e0d\u613f\u610f\u5206\u4eab\u4ed6\u4eec\u7684\u6570\u636e\u3002<\/span><\/p>\n<p style=\"line-height: 1.5em;\"><span style=\"font-size: 15px;\"><br  \/><\/span><\/p>\n<p style=\"line-height: 1.5em;\"><span style=\"font-size: 15px;\">\u4ece\u53e6\u4e00\u4e2a\u89d2\u5ea6\u770b\uff0c\u8fd9\u4e9b\u7528\u6237\u7684\u6570\u636e\u6b63\u5728\u6210\u4e3a\u4e00\u79cd\u5b9d\u8d35\u7684\u8d44\u4ea7\u3002\u6b64\u5916\uff0c\u5728\u4e00\u4e9b\u9886\u57df\u5982\u533b\u7597\u4fdd\u5065\u90e8\u95e8\uff0c\u653f\u5e9c\u7684\u529e\u516c\u5ba4\u7b49\uff0c\u6709\u4e30\u5bcc\u7684\u6709\u4ef7\u503c\u7684\u6570\u636e\uff0c\u4f46\u662f\u7531\u4e8e\u9690\u79c1\u548c\u6cd5\u5f8b\u6cd5\u89c4\uff0c\u4e0d\u80fd\u4e0e\u7b2c\u4e09\u65b9\u5206\u4eab\u3002\u5982\u679c\u5f00\u53d1\u4e00\u79cd\u65b9\u6848\uff0c\u80fd\u591f\u5728\u5145\u5206\u5229\u7528\u8fd9\u4e9b\u79c1\u4eba\u6570\u636e\u7684\u540c\u65f6\u4fdd\u6301\u4ed6\u4eec\u7684\u9690\u79c1\u662f\u5f88\u6709\u610f\u4e49\u7684\uff0c\u8fd9\u4e5f\u662f\u8fd9\u7bc7\u6587\u7ae0\u4e2d\u6240\u5e0c\u671b\u89e3\u51b3\u7684\u4e3b\u8981\u95ee\u9898\u3002<\/span><\/p>\n<p line=\"dZlh\"><br  \/><\/p>\n<p style=\"line-height: 1.5em;\"><strong><span style=\"font-size: 15px;\">\u533a\u5757\u94fe<\/span><\/strong><span style=\"font-size: 15px;\">\u53ef\u4ee5\u8bf4\u662f\u8fd1\u5e74\u6765\u975e\u5e38\u706b\u70ed\u7684\u4e00\u4e2a\u540d\u8bcd\u4e86\u30022008\u5e74\u7531\u4e2d\u672c\u806a\u63d0\u51fa\u6bd4\u7279\u5e01\u7684\u6982\u5ff5\u5e76\u4f7f\u7528\u533a\u5757\u94fe\u6280\u672f\u4f5c\u4e3a\u5176\u5e95\u5c42\u6280\u672f\u548c\u57fa\u7840\u67b6\u6784\u3002<\/span><\/p>\n<p style=\"line-height: 1.5em;\"><span style=\"font-size: 15px;\"><br  \/><\/span><\/p>\n<p style=\"line-height: 1.5em;\"><span style=\"font-size: 15px;\">\u533a\u5757\u94fe\u6280\u672f\u6709\u4e00\u4e2a\u91cd\u8981\u7279\u5f81\u5c31\u662f<strong>\u201c\u533f\u540d\u6027\u201d<\/strong>\uff1a\u7531\u4e8e\u8282\u70b9\u4e4b\u95f4\u7684\u4ea4\u6362\u9075\u5faa\u56fa\u5b9a\u7684\u7b97\u6cd5\uff0c\u5176\u6570\u636e\u4ea4\u4e92\u662f\u65e0\u9700\u4fe1\u4efb\u7684\uff0c\u533a\u5757\u94fe\u4e2d\u7684\u7a0b\u5e8f\u89c4\u5219\u80fd\u591f\u81ea\u884c\u5224\u65ad\u6d3b\u52a8\u662f\u5426\u6709\u6548\uff0c\u56e0\u6b64\u4ea4\u6613\u5bf9\u624b\u65e0\u987b\u901a\u8fc7\u516c\u5f00\u8eab\u4efd\u7684\u65b9\u5f0f\u8ba9\u5bf9\u65b9\u5bf9\u81ea\u5df1\u4ea7\u751f\u4fe1\u4efb\uff0c\u4e24\u4e2a\u964c\u751f\u7684\u8282\u70b9\u4e5f\u53ef\u4ee5\u8fdb\u884c\u5b89\u5168\u7684\u4ea4\u6613\u3002<\/span><\/p>\n<p style=\"line-height: 1.5em;\"><span style=\"font-size: 15px;\"><br  \/><\/span><\/p>\n<p style=\"line-height: 1.5em;\"><span style=\"font-size: 15px;\">\u5728\u672c\u6587\u4e2d\u4f5c\u8005<strong>\u7ed3\u5408\u533a\u5757\u94fe\u4e0e\u53bb\u4e2d\u5fc3\u7684\u6df1\u5ea6\u5b66\u4e60\u6280\u672f\uff0c\u63d0\u51fa\u4e86\u4e00\u79cd\u81ea\u4e3b\u7684\u9690\u79c1\u4fdd\u62a4\u4e0e\u5408\u4f5c\u7684\u6df1\u5ea6\u5b66\u4e60\u6846\u67b6\u3002<\/strong><\/span><\/p>\n<p line=\"ypPG\"><br  \/><\/p>\n<section class=\"mpa-template\"   >\n<section class=\"\"    style=\"letter-spacing: 0.544px;\">\n<section  style=\"margin-top: 20px;display: flex;justify-content: center;align-items: center;\">\n<section   style=\"padding-right: 30px;padding-left: 30px;min-width: 60px;text-align: center;border-bottom: 2px solid rgb(232, 230, 230);\">\n<section  style=\"padding-right: 10px;padding-left: 10px;display: inline-block;font-size: 14px;color: rgb(123, 12, 0);border-bottom: 2px solid rgb(123, 12, 0);transform: translate(0px, 2px);border-top-color: rgb(123, 12, 0);border-right-color: rgb(123, 12, 0);border-left-color: rgb(123, 12, 0);\"><strong mpa-from-tpl=\"t\" style=\"border-color: rgb(123, 12, 0);\"><\/p>\n<p style=\"border-color: rgb(123, 12, 0);\"><span mpa-is-content=\"t\" style=\"font-size: 16px;border-color: rgb(123, 12, 0);\"><strong mpa-from-tpl=\"t\" mpa-is-content=\"t\" style=\"border-color: rgb(123, 12, 0);\">&nbsp;<span  style=\"\">\u533a\u5757\u94fe+\u6df1\u5ea6\u5b66\u4e60<\/span><\/strong><\/span><\/p>\n<p><\/strong><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<p line=\"WDhX\" class=\"ql-long-12256300\"><span class=\"ql-author-12256300\"><br  \/><\/span><\/p>\n<p style=\"text-align: left;line-height: 1.5em;\"><span style=\"font-size: 15px;\">\u4f5c\u8005\u63cf\u8ff0\u4e86\u4e09\u79cd\u4e0d\u540c\u7684\u6df1\u5ea6\u5b66\u4e60\u65b9\u6848\u3002<\/span><\/p>\n<p style=\"text-align: left;line-height: 1.5em;\"><span style=\"font-size: 15px;\"><br  \/><\/span><\/p>\n<p style=\"text-align: left;line-height: 1.5em;\"><strong><span style=\"font-size: 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loading=\"lazy\" class=\"gallery-image\"       height=\"auto\" style=\"margin: initial;transform: initial;\" width=\"415px\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma9-1534230804.jpg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/span><\/span><\/p>\n<p line=\"JqtO\" class=\"ql-align-center ql-long-12256300\" style=\"text-align: center;\"><span style=\"color: rgb(136, 136, 136);\"><strong><span style=\"font-size: 13px;\">\u56fe1<\/span><\/strong><\/span><\/p>\n<p style=\"line-height: 1.5em;\"><strong><span style=\"font-size: 15px;\">\u53e6\u4e00\u79cd\u89e3\u51b3\u65b9\u6848\u662f\u5206\u5e03\u5f0f\u6df1\u5ea6\u5b66\u4e60\u67b6\u6784\u3002<\/span><\/strong><span style=\"font-size: 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inherit;\"><img loading=\"lazy\" class=\"gallery-image\"     height=\"auto\" style=\"margin: initial;transform: initial;\" width=\"415px\"   src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma1-1534230804.jpg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/span><\/span><\/p>\n<p line=\"E7xG\" class=\"ql-long-12256300\" style=\"text-align: center;\"><strong style=\"color: rgb(136, 136, 136);font-size: 13px;\">\u56fe2<\/strong><\/p>\n<p style=\"line-height: 1.5em;\"><span style=\"font-size: 15px;\">\u4e0b\u9762\u6211\u4eec\u4ece\u56fe2\u4e2d\u6765\u770b\u4e00\u770b\uff0c\u4f5c\u8005\u63d0\u51fa\u7684\u6df1\u5ea6\u5b66\u4e60\u6846\u67b6\u673a\u5236\u7684\u8be6\u7ec6\u60c5\u51b5\u3002\u5982\u56fe2\u6240\u793a\uff0c\u4e2a\u4f53\u7684\u53c2\u4e0e\u8005\u53ef\u4ee5\u5728\u8fd9\u4e2a\u6846\u67b6\u4e2d\u5145\u5f53<strong class=\"ql-author-12256300\">\u5e94\u7528\u53d1\u8d77\u4eba<\/strong>\u3001<strong 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15px;\">\u9a8c\u8bc1\u8d21\u732e\u8005\u4e4b\u95f4\u901a\u8fc7\u591a\u6570\u8868\u51b3\u7684\u65b9\u5f0f\u786e\u5b9a\u8ba1\u7b97\u8d21\u732e\u8005\u7684\u8d21\u732e\uff0c\u7136\u540e\u4f9d\u636e\u76f8\u5e94\u7684\u8d21\u732e\u4ece\u53d1\u8d77\u4eba\u83b7\u5f97\u62a5\u916c\u3002\u9a8c\u8bc1\u8d21\u732e\u8005\u4e5f\u4f1a\u5f97\u5230\u53d1\u8d77\u4eba\u627f\u8bfa\u7684\u62a5\u507f\u3002<\/span><\/p>\n<p style=\"line-height: 1.5em;\"><span style=\"font-size: 15px;\"><br  \/><\/span><\/p>\n<p style=\"line-height: 1.5em;\"><span style=\"font-size: 15px;\">\u6839\u636e\u4ee5\u592a\u574a\u533a\u5757\u94fe\u4e0a\u7684\u667a\u80fd\u5408\u7ea6\uff0c\u5728\u652f\u4ed8\u8d22\u52a1\u62a5\u916c\u4e4b\u540e\uff0c\u53d1\u8d77\u4eba\u80fd\u591f\u8bbf\u95ee\u8bad\u7ec3\u597d\u7684\u6a21\u578b\u3002\u56e0\u4e3a\u8ba1\u7b97\u8d21\u732e\u8005\u548c\u9a8c\u8bc1\u8d21\u732e\u8005\u90fd\u53ef\u4ee5\u65b9\u4fbf\u5730\u79bb\u5f00\u6216\u8005\u52a0\u5165\u4efb\u52a1\uff0c\u6240\u4ee5\u8fd9\u4e2a\u5b66\u4e60\u8fc7\u7a0b\u662f\u5f02\u6b65\u548c\u81ea\u9002\u5e94\u7684\u3002<\/span><\/p>\n<p line=\"ObH6\" class=\"ql-long-12256300\"><span class=\"ql-author-12256300\"><br  \/><\/span><\/p>\n<p line=\"BxJP\" class=\"ql-long-12256300\" style=\"text-align: center;\"><span class=\"ql-author-12256300\" line-inline=\"vtys\" style=\"\"><span style=\"margin-right: 2px;margin-left: 2px;width: inherit;height: inherit;\"><img loading=\"lazy\" class=\"gallery-image\"     height=\"auto\" style=\"margin: initial;transform: initial;\" width=\"415px\"   src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma8-1534230804.jpg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/span><\/span><\/p>\n<p line=\"BxJP\" class=\"ql-long-12256300\" style=\"text-align: center;\"><strong style=\"color: rgb(136, 136, 136);font-size: 13px;\">\u56fe3<\/strong><\/p>\n<p line=\"BxJP\" class=\"ql-long-12256300\" style=\"text-align: center;\"><strong style=\"color: rgb(136, 136, 136);font-size: 13px;\"><br  \/><\/strong><\/p>\n<p style=\"line-height: 1.5em;\"><span style=\"font-size: 15px;\">\u4f5c\u8005\u63d0\u51fa\u7684\u6846\u67b6\u91cc\u9762\u53c2\u4e0e\u8005\u4e4b\u95f4\u7684\u4ea4\u4e92\u662f\u901a\u8fc7\u90e8\u7f72\u5728\u4ee5\u592a\u574a\u5e73\u53f0\u4e0a\u5b9e\u73b0\u7684\uff0c\u7136\u540e\u901a\u8fc7\u667a\u80fd\u5408\u7ea6\u6765\u63a7\u5236\u8fd9\u4e9b\u4ea4\u4e92\u884c\u4e3a\u3002\u667a\u80fd\u5408\u7ea6\u4e3b\u8981\u7531\u4e24\u4e2a\u4e8b\u4ef6\u7ec4\u6210\u3002<\/span><\/p>\n<p line=\"mK24\"><br  \/><\/p>\n<p style=\"line-height: 1.5em;\"><span style=\"font-size: 15px;\">\u5b66\u4e60\u8fc7\u7a0b\u7684\u6d41\u7a0b\u56fe\u5982\u56fe3\u6240\u793a\uff0c\u5728\u7b2c\u4e00\u4e2a\u4e8b\u4ef6\u4e2d\uff0c\u9996\u5148\u7531\u4efb\u52a1\u53d1\u8d77\u4eba\u5b9a\u4e49\u597d\u4efb\u52a1\u7684\u5404\u9879\u7ec6\u8282\u542f\u52a8\u4efb\u52a1\uff0c\u7136\u540e\u8ba1\u7b97\u8d21\u732e\u8005\u9488\u5bf9\u7ed9\u5b9a\u7684\u4efb\u52a1\u8bad\u7ec3\u6a21\u578b\u5e76\u5c06\u6a21\u578b\u53c2\u6570\u4f7f\u7528\u661f\u9645\u6587\u4ef6\u7cfb\u7edf(Interplanetary File System,\u7f29\u5199IPFS)\u5b58\u50a8\u3002<\/span><\/p>\n<p style=\"line-height: 1.5em;\"><span style=\"font-size: 15px;\"><br  \/><\/span><\/p>\n<p style=\"line-height: 1.5em;\"><span style=\"font-size: 15px;\">\u7528\u6a21\u578b\u53c2\u6570\u5728IPFS\u4e2d\u7684\u54c8\u5e0c\u503c\u521d\u59cb\u5316\u667a\u80fd\u5408\u7ea6\u3002\u54c8\u5e0c\u503c\u4f20\u9012\u7ed9DApp\u53ef\u4ee5\u5f97\u5230\u8bad\u7ec3\u597d\u7684\u6a21\u578b\u3002\u5f53\u63a5\u6536\u5230\u8bad\u7ec3\u597d\u7684\u6a21\u578b\u540e\uff0c\u9a8c\u8bc1\u8d21\u732e\u8005\u5f00\u59cb\u8fdb\u884c\u8bc4\u4f30\u5176\u6027\u80fd\u7136\u540e\u62a5\u544a\u8bc4\u4f30\u7ed3\u679c\u3002<\/span><\/p>\n<p line=\"gSyk\"><br  \/><\/p>\n<p style=\"line-height: 1.5em;\"><span style=\"font-size: 15px;\">\u5728\u667a\u80fd\u5408\u7ea6\u7684\u7b2c\u4e8c\u4e2a\u4e8b\u4ef6\u4e2d\uff0c\u667a\u80fd\u5408\u7ea6\u4f1a\u83b7\u53d6\u5230\u9a8c\u8bc1\u8d21\u732e\u8005\u5f97\u51fa\u7684\u4e2a\u4f53\u7684\u8bc4\u4f30\u7ed3\u679c\uff0c\u7136\u540e\u5bf9\u4efb\u52a1\u53d1\u8d77\u4eba\u6307\u5b9a\u7684\u9608\u503c\u6700\u5c0f\u53ef\u63a5\u53d7\u9002\u914d\u7387(minimum acceptable fitness rate,\u7f29\u5199 MAFR)\u8fdb\u884c\u68c0\u67e5\uff0c\u5982\u679c\u5927\u591a\u6570\u8bc4\u4f30\u7ed3\u679c\u9ad8\u4e8eMAFR\uff0c\u652f\u4ed8\u51fd\u6570\u5c31\u901a\u8fc7\u4ee5\u592a\u574a\u81ea\u52a8\u5730\u5c06\u4ee5\u592a\u5e01\u8f6c\u7ed9\u76f8\u5e94\u7684\u8ba1\u7b97\u8d21\u732e\u8005\u3002\u6b64\u5916\uff0c\u6240\u6709\u7684\u9a8c\u8bc1\u8d21\u732e\u8005\u4e5f\u4f1a\u83b7\u5f97\u4ed6\u4eec\u5de5\u4f5c\u91cf\u7684\u62a5\u916c\u3002<\/span><\/p>\n<p line=\"EuR3\"><br  \/><\/p>\n<p line=\"957o\" class=\"ql-long-12256300\" style=\"text-align: center;\"><span class=\"ql-author-12256300\" line-inline=\"OvUt\" style=\"\"><span style=\"margin-right: 2px;margin-left: 2px;width: inherit;height: inherit;\"><img loading=\"lazy\" class=\"gallery-image\"     height=\"auto\" style=\"margin: initial;transform: initial;\" width=\"415px\"   src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma5-1534230804.jpg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/span><\/span><\/p>\n<p line=\"8dC2\" class=\"ql-align-center ql-long-12256300\" style=\"text-align: center;\"><span style=\"color: rgb(136, 136, 136);font-size: 13px;\"><strong>\u56fe4<\/strong><\/span><\/p>\n<p line=\"8dC2\" class=\"ql-align-center ql-long-12256300\" style=\"text-align: center;\"><span style=\"color: rgb(136, 136, 136);font-size: 13px;\"><strong><br  \/><\/strong><\/span><\/p>\n<p style=\"line-height: 1.5em;\"><span style=\"font-size: 15px;\">\u56fe2\u6240\u793a\u7684\u6df1\u5ea6\u5b66\u4e60\u6846\u67b6\u9700\u8981\u6709\u4e00\u79cd\u6709\u6548\u7684\u673a\u5236\u6765\u6574\u5408\u7531\u5404\u4e2a\u8ba1\u7b97\u8d21\u732e\u8005\u63d0\u4f9b\u7684\u5404\u79cd\u5408\u7406\u7684\u8ba1\u7b97\u6a21\u578b\uff0c\u4ee5\u9488\u5bf9\u4efb\u52a1\u76ee\u6807\u5b9e\u73b0\u597d\u7684\u6027\u80fd\u3002\u4f5c\u8005\u91c7\u7528\u7684\u6574\u5408\u6a21\u578b\u7684\u7b56\u7565\u5982\u56fe4\u6240\u793a\uff0c\u6a21\u578b\u7684\u6574\u5408\u5c42\u53ef\u4ee5\u770b\u505a\u662f\u4e00\u4e2a\u5355\u9690\u5c42\u7684\u795e\u7ecf\u7f51\u7edc\u3002<\/span><\/p>\n<p style=\"line-height: 1.5em;\"><span style=\"font-size: 15px;\"><br  \/><\/span><\/p>\n<p style=\"line-height: 1.5em;\"><span style=\"font-size: 15px;\">\u628an\u4e2a\u8bad\u7ec3\u597d\u7684\u6a21\u578b\u4e2d\u7684\u8f93\u51fa\u5c42\u62ff\u6389\uff0c\u5c06\u4e0a\u4e00\u5c42\u7684\u8f93\u51fa\u7ed3\u679c\u4f5c\u4e3a\u7279\u5f81\u5411\u91cf\u62fc\u63a5\u8d77\u6765\u5f97\u5230\u7279\u5f81\u5411\u91cffc\u3002\u9690\u85cf\u5c42h\u7684\u7ef4\u5ea6\u4e0en\u4e2a\u6a21\u578b\u7684\u8f93\u51fa\u5c42\u7684\u7ef4\u5ea6\u548c\u76f8\u7b49\u3002<\/span><\/p>\n<p line=\"HMnQ\"><br  \/><\/p>\n<p style=\"line-height: 1.5em;\"><span style=\"font-size: 15px;\">\u5bf9\u4e8e\u5982\u4f55\u5b66\u4e60\u6743\u91cd\u77e9\u9635A\u3001B\u7684\u6700\u4f18\u503c\uff0c\u4f5c\u8005\u4f7f\u7528\u4e86\u4e24\u79cd\u7b56\u7565\uff1a1. \u6743\u91cd\u77e9\u9635A\u3001B\u6ca1\u6709\u4efb\u4f55\u9650\u5236\uff0c\u53ef\u4ee5\u76f4\u63a5\u4f7f\u7528\u53cd\u5411\u4f20\u64ad\u8fdb\u884c\u4f18\u5316\u8ba1\u7b97\u30022. \u63d0\u51fa\u4e86\u6e10\u8fdb\u6a21\u578b\u878d\u5408\u7b56\u7565\uff0c\u5e0c\u671b\u80fd\u591f\u5373\u5b66\u4e60\u5230\u6a21\u578b\u4e4b\u95f4\u7684\u76f8\u5173\u6027\uff0c\u540c\u65f6\u4e5f\u80fd\u4fdd\u7559\u6a21\u578b\u7684\u72ec\u7279\u6027\u3002<\/span><\/p>\n<p line=\"KCGl\"><br  \/><\/p>\n<section class=\"mpa-template\"   >\n<section class=\"\"    style=\"letter-spacing: 0.544px;\">\n<section  style=\"margin-top: 20px;display: flex;justify-content: center;align-items: center;\">\n<section   style=\"padding-right: 30px;padding-left: 30px;min-width: 60px;text-align: center;border-bottom: 2px solid rgb(232, 230, 230);\">\n<section  style=\"padding-right: 10px;padding-left: 10px;display: inline-block;font-size: 14px;color: rgb(123, 12, 0);border-bottom: 2px solid rgb(123, 12, 0);transform: translate(0px, 2px);border-top-color: rgb(123, 12, 0);border-right-color: rgb(123, 12, 0);border-left-color: rgb(123, 12, 0);\"><strong mpa-from-tpl=\"t\" style=\"border-color: rgb(123, 12, 0);\"><\/p>\n<p style=\"border-color: rgb(123, 12, 0);\"><span mpa-is-content=\"t\" style=\"font-size: 16px;border-color: rgb(123, 12, 0);\"><strong mpa-from-tpl=\"t\" mpa-is-content=\"t\" style=\"border-color: rgb(123, 12, 0);\">&nbsp;<span  style=\"\">\u4eff\u771f\u5b9e\u9a8c\u4e0e\u4e3b\u8981\u7ed3\u679c<\/span><\/strong><\/span><\/p>\n<p><\/strong><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<p><br  \/><\/p>\n<p line=\"nvBL\" class=\"ql-long-12256300\" style=\"text-align: center;\"><span class=\"ql-author-12256300\" line-inline=\"tajC\" style=\"\"><span style=\"margin-right: 2px;margin-left: 2px;width: inherit;height: inherit;\"><img loading=\"lazy\" class=\"gallery-image\"     height=\"auto\" style=\"margin: initial;transform: initial;\" width=\"415px\"   src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma10-1534230805.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/span><\/span><br  \/><\/p>\n<p line=\"OaJw\" class=\"ql-align-center ql-long-12256300\" style=\"text-align: center;\"><span style=\"font-size: 13px;color: rgb(136, 136, 136);\"><strong>\u56fe5<\/strong><\/span><\/p>\n<p line=\"3eEG\" class=\"ql-long-12256300\" style=\"text-align: center;\"><span class=\"ql-author-12256300\" line-inline=\"XfYC\" style=\"\"><span style=\"margin-right: 2px;margin-left: 2px;width: inherit;height: inherit;\"><img loading=\"lazy\" class=\"gallery-image\"     height=\"auto\" style=\"margin: initial;transform: initial;\" width=\"415px\"   src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma10-1534230805-1.png\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/span>&nbsp; &nbsp;<\/span><\/p>\n<p line=\"O8p8\" class=\"ql-align-center ql-long-12256300\" style=\"text-align: center;\"><span style=\"color: rgb(136, 136, 136);font-size: 13px;\"><strong>\u56fe6<\/strong><\/span><\/p>\n<p line=\"O8p8\" class=\"ql-align-center ql-long-12256300\" style=\"text-align: center;\"><span style=\"color: rgb(136, 136, 136);font-size: 13px;\"><strong><br  \/><\/strong><\/span><\/p>\n<p style=\"line-height: 1.5em;\"><span style=\"font-size: 15px;\">\u4f5c\u8005\u8003\u8651\u5230\u4ee5\u592a\u574a\u7f51\u7edc\u4e0a\u6316\u77ff\u8fc7\u7a0b\u4f1a\u6709\u5f88\u4e25\u91cd\u7684\u4ea4\u4e92\u5ef6\u8fdf\uff0c\u6240\u4ee5\u5728\u79c1\u6709\u94fe\u4e0a\u8fdb\u884c\u4eff\u771f\u5b9e\u9a8c\u6765\u9a8c\u8bc1\u6846\u67b6\u7684\u6027\u80fd\u3002\u5728\u4eff\u771f\u4e2d\uff0c\u8003\u8651\u6df1\u5ea6\u5b66\u4e60\u4efb\u52a1\u662f\u5bf9MNIST\u6570\u636e\u96c6\u6240\u63d0\u4f9b\u768410\u4e2a\u624b\u5199\u6570\u5b57\u56fe\u50cf\u7c7b\u522b\u8fdb\u884c\u5206\u7c7b\u3002<\/span><\/p>\n<p style=\"line-height: 1.5em;\"><span style=\"font-size: 15px;\"><br  \/><\/span><\/p>\n<p style=\"line-height: 1.5em;\"><span style=\"font-size: 15px;\">\u5047\u8bbe\u67095\u4e2a\u8ba1\u7b97\u8d21\u732e\u8005\uff0c\u6bcf\u4e2a\u8ba1\u7b97\u8d21\u732e\u8005\u4f7f\u7528\u4e09\u5c42\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\u4f5c\u4e3a\u5206\u7c7b\u5668\uff0c\u5e76\u4e14\u6bcf\u4e2a\u8ba1\u7b97\u8d21\u732e\u8005\u62e5\u6709MNIST\u6570\u636e\u96c6\u4e2d\u7684\u4e00\u90e8\u5206\u4f5c\u4e3a\u672c\u5730\u6570\u636e\u3002 <\/span><\/p>\n<p line=\"IBbq\"><br  \/><\/p>\n<p style=\"line-height: 1.5em;\"><span style=\"font-size: 15px;\">\u5982\u56fe5\u6240\u793a\uff0c\u7531\u5404\u4e2a\u8ba1\u7b97\u8d21\u732e\u8005\u5f00\u53d1\u7684CNN\u6a21\u578b\u5bf9\u5176\u672c\u5730\u9a8c\u8bc1\u6570\u636e\u5206\u7c7b\u7684\u51c6\u786e\u7387\u3002\u5982\u56fe6\u6240\u793a\uff0c\u8ba1\u7b97\u8d21\u732e\u8005\u5c06\u4ed6\u4eec\u7684\u6a21\u578b\u53d1\u5e03\u7ed9\u9a8c\u8bc1\u8d21\u732e\u8005\uff0c\u901a\u8fc7\u4f7f\u7528\u7b56\u7565I\u548cII\u5206\u522b\u7531\u9a8c\u8bc1\u8d21\u732e\u8005\u878d\u5408\u540e\u83b7\u5f97\u7684\u5e73\u5747\u8bc4\u4ef7\u7ed3\u679c\u3002<\/span><\/p>\n<p style=\"line-height: 1.5em;\"><span style=\"font-size: 15px;\"><br  \/><\/span><\/p>\n<p style=\"line-height: 1.5em;\"><span style=\"font-size: 15px;\">\u4ece\u56fe6\u4e2d\uff0c\u6211\u4eec\u53ef\u4ee5\u89c2\u5bdf\u5230\uff0c\u9a8c\u8bc1\u8d21\u732e\u8005\u9a8c\u8bc1\u6570\u636e\u7684\u5206\u7c7b\u51c6\u786e\u7387\u968f\u7740\u6a21\u578b\u878d\u5408\u6570\u91cf\u7684\u589e\u52a0\u800c\u589e\u52a0\u3002\u56e0\u6b64\uff0c\u53ef\u4ee5\u8ba4\u4e3a\u6240\u6709\u7684\u6a21\u578b\u90fd\u5bf9\u7ed9\u5b9a\u7684\u4efb\u52a1\u6709\u6240\u8d21\u732e\u3002\u4ece\u56fe6\u4e2d\u4e5f\u53ef\u4ee5\u770b\u51fa\uff0c\u5229\u7528\u7b56\u7565II\u5b9e\u73b0\u7684\u878d\u5408\u6a21\u578b\u7cbe\u5ea6\u6bd4\u4f7f\u7528\u7b56\u7565I\u83b7\u5f97\u7684\u878d\u5408\u6a21\u578b\u7cbe\u5ea6\u7a0d\u597d\u3002<\/span><\/p>\n<p line=\"oW6x\"><br  \/><\/p>\n<section class=\"mpa-template\"   >\n<section class=\"\"    style=\"letter-spacing: 0.544px;\">\n<section  style=\"margin-top: 20px;display: flex;justify-content: center;align-items: center;\">\n<section   style=\"padding-right: 30px;padding-left: 30px;min-width: 60px;text-align: center;border-bottom: 2px solid rgb(232, 230, 230);\">\n<section  style=\"padding-right: 10px;padding-left: 10px;display: inline-block;font-size: 14px;color: rgb(123, 12, 0);border-bottom: 2px solid rgb(123, 12, 0);transform: translate(0px, 2px);border-top-color: rgb(123, 12, 0);border-right-color: rgb(123, 12, 0);border-left-color: rgb(123, 12, 0);\"><strong mpa-from-tpl=\"t\" style=\"border-color: rgb(123, 12, 0);\"><\/p>\n<p style=\"border-color: rgb(123, 12, 0);\"><span mpa-is-content=\"t\" style=\"font-size: 16px;border-color: rgb(123, 12, 0);\"><strong mpa-from-tpl=\"t\" mpa-is-content=\"t\" style=\"border-color: rgb(123, 12, 0);\">&nbsp;<span  style=\"\">\u7ed3\u8bed<\/span><\/strong><\/span><\/p>\n<p><\/strong><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<p line=\"gyLN\" class=\"ql-long-12256300\"><span class=\"ql-author-12256300\"><br  \/><\/span><\/p>\n<p style=\"line-height: 1.5em;\"><span style=\"font-size: 15px;\">\u7b97\u529b\u548c\u5927\u6570\u636e\u662f\u6df1\u5ea6\u5b66\u4e60\u5728\u5404\u79cd\u5e94\u7528\u9886\u57df\u6210\u529f\u7684\u4e24\u4e2a\u4e3b\u8981\u56e0\u7d20\uff0c\u4f46\u662f\u8ba1\u7b97\u8d44\u6e90\u548c\u6570\u636e\u90fd\u9700\u8981\u5f88\u9ad8\u6210\u672c\u3002\u968f\u7740\u4eba\u4eec\u5bf9\u6570\u636e\u9690\u79c1\u8d8a\u6765\u8d8a\u53d7\u5230\u5173\u6ce8\uff0c\u66f4\u52a0\u5927\u4e86\u6570\u636e\u83b7\u53d6\u7684\u96be\u5ea6\u3002\u56e0\u6b64\uff0c\u5728\u6df1\u5ea6\u5b66\u4e60\u4e2d\u4ee5\u9002\u5f53\u7684\u53bb\u4e2d\u5fc3\u5316\u7684\u65b9\u5f0f\u4f7f\u7528\u79c1\u6709\u6570\u636e\u662f\u5f88\u6709\u610f\u4e49\u7684\u3002<br  \/><\/span><\/p>\n<p><br  \/><\/p>\n<p><br  \/><\/p>\n<blockquote>\n<p><span style=\"font-size: 15px;color: rgb(136, 136, 136);\">\u4f5c\u8005\uff1a\u674e\u65f6\u5609<\/span><\/p>\n<p><span style=\"font-size: 15px;color: rgb(136, 136, 136);\">\u7f16\u8f91\uff1a\u5b5f\u5a55<\/span><\/p>\n<\/blockquote>\n<p><br  \/><\/p>\n<section class=\"mpa-template\"    style=\"white-space: normal;line-height: 25.6px;\">\n<section class=\"\"    style=\"color: rgb(51, 51, 51);font-size: 17px;letter-spacing: 0.544px;text-align: justify;\">\n<section  style=\"margin-top: 20px;display: flex;justify-content: center;align-items: center;\">\n<section   style=\"padding-right: 30px;padding-left: 30px;min-width: 60px;text-align: center;border-bottom: 2px solid rgb(232, 230, 230);\">\n<section  style=\"padding-right: 10px;padding-left: 10px;display: inline-block;font-size: 14px;color: rgb(123, 12, 0);border-bottom: 2px solid rgb(123, 12, 0);border-top-color: rgb(123, 12, 0);border-right-color: rgb(123, 12, 0);border-left-color: rgb(123, 12, 0);transform: translate(0px, 2px);\"><strong mpa-from-tpl=\"t\" style=\"border-color: rgb(123, 12, 0);\"><\/p>\n<p style=\"border-color: rgb(123, 12, 0);\"><span mpa-is-content=\"t\" style=\"font-size: 16px;border-color: rgb(123, 12, 0);\"><strong mpa-from-tpl=\"t\" mpa-is-content=\"t\" style=\"border-color: rgb(123, 12, 0);\"><br  \/><\/strong><\/span><\/p>\n<p style=\"border-color: rgb(123, 12, 0);\"><span mpa-is-content=\"t\" style=\"font-size: 16px;border-color: rgb(123, 12, 0);\"><strong mpa-from-tpl=\"t\" mpa-is-content=\"t\" style=\"border-color: rgb(123, 12, 0);\">\u63a8\u8350\u9605\u8bfb<\/strong><\/span><\/p>\n<p><\/strong><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<p><br  \/><\/p>\n<p style=\"white-space: normal;text-align: center;line-height: 2em;\"><strong style=\"text-decoration: underline;font-size: 14px;\"><span style=\"font-size: 14px;\"><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247489547&amp;idx=1&amp;sn=29350364b49869cf4587260b0f6f45b8&amp;chksm=e8944286dfe3cb907a7bb550358c906162d3b82958108e667510c43c749bfaa886447134dece&amp;scene=21#wechat_redirect\" target=\"_blank\" style=\"text-decoration: underline;font-size: 14px;\">Nature\uff1a\u5982\u4f55\u6539\u8fdbAI\u7b97\u6cd5\u51cf\u5c11\u6027\u522b\u548c\u79cd\u65cf\u6b67\u89c6<\/a><\/span><\/strong><\/p>\n<p style=\"white-space: normal;text-align: center;line-height: 2em;\"><span style=\"text-decoration: underline;font-size: 14px;\"><strong><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247489376&amp;idx=1&amp;sn=3e07f795628c60a8161592b7a705438d&amp;chksm=e8944deddfe3c4fbed3dddd0bf9f4b749c1a5e1fd4ebd93be0f387a1f8dfb09781309394f339&amp;scene=21#wechat_redirect\" target=\"_blank\" style=\"text-decoration: underline;font-size: 14px;\">\u56fe\u7f51\u7edc\u2014\u2014\u6084\u7136\u5174\u8d77\u7684\u6df1\u5ea6\u5b66\u4e60\u65b0\u6d6a\u6f6e&nbsp;<\/a><\/strong><\/span><\/p>\n<p style=\"white-space: normal;text-align: center;line-height: 2em;\"><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzI0MjY5NTM2MQ==&amp;mid=2247486164&amp;idx=1&amp;sn=63b82bc946c9ec0620d5387a9a1a7d4b&amp;chksm=e979277ade0eae6c10731dfc924c133746e55f4d7a9c69a6adb68e74ba689becac8142ebf0a5&amp;scene=21#wechat_redirect\" target=\"_blank\" style=\"text-decoration: underline;font-size: 14px;\"><span style=\"font-size: 14px;\"><strong>\u53ea\u7528\u7eb8\u548c\u7b14\u5c31\u80fd\u6784\u5efa\u4e00\u4e2a\u533a\u5757\u94fe\u7cfb\u7edf<\/strong><\/span><\/a><br  \/><\/p>\n<p style=\"white-space: normal;text-align: center;line-height: 2em;\"><span style=\"font-size: 14px;\"><strong mpa-from-tpl=\"t\" style=\"line-height: 2em;text-decoration: underline;\"><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247487778&amp;idx=1&amp;sn=c2e77ec93213c4c63f57a777ff10e368&amp;chksm=e8944bafdfe3c2b9d66544dafe7403159473e8c94fd3bc513f5300c353bcec49c0c0b69797af&amp;scene=21#wechat_redirect\" target=\"_blank\">\u52a0\u5165\u96c6\u667a\uff0c\u4e00\u8d77\u590d\u6742\uff01\u96c6\u667a\u4ff1\u4e50\u90e8\u56e2\u961f\u62db\u65b0\u5566\uff01<\/a><\/strong><\/span><br  \/><\/p>\n<p style=\"white-space: normal;text-align: center;line-height: 2em;\"><strong mpa-from-tpl=\"t\" style=\"font-size: 14px;text-decoration: underline;\"><\/strong><\/p>\n<p style=\"white-space: normal;text-align: center;line-height: 2em;\"><br  \/><\/p>\n<section class=\"mpa-template\"    style=\"white-space: normal;line-height: 25.6px;\">\n<section class=\"\"    style=\"color: rgb(51, 51, 51);font-size: 17px;letter-spacing: 0.544px;text-align: justify;\">\n<section  style=\"margin-top: 20px;display: flex;justify-content: center;align-items: center;\">\n<section   style=\"padding-right: 30px;padding-left: 30px;min-width: 60px;text-align: center;border-bottom: 2px solid rgb(232, 230, 230);\">\n<section  style=\"padding-right: 10px;padding-left: 10px;display: inline-block;font-size: 14px;color: rgb(123, 12, 0);border-bottom: 2px solid rgb(123, 12, 0);border-top-color: rgb(123, 12, 0);border-right-color: rgb(123, 12, 0);border-left-color: rgb(123, 12, 0);transform: translate(0px, 2px);\"><strong mpa-from-tpl=\"t\" style=\"border-color: rgb(123, 12, 0);\"><\/p>\n<p style=\"border-color: rgb(123, 12, 0);\"><span mpa-is-content=\"t\" style=\"font-size: 16px;border-color: rgb(123, 12, 0);\"><strong mpa-from-tpl=\"t\" mpa-is-content=\"t\" style=\"border-color: rgb(123, 12, 0);\">\u6d3b\u52a8\u9884\u544a<\/strong><\/span><\/p>\n<p><\/strong><\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<p style=\"white-space: normal;text-align: center;\"><br  \/><\/p>\n<p class=\"p1\" style=\"white-space: normal;text-align: center;\"><a href=\"http:\/\/mp.weixin.qq.com\/s?__biz=MzIzMjQyNzQ5MA==&amp;mid=2247489527&amp;idx=1&amp;sn=c583f1680b54b4efeed179f1c1fbcfba&amp;chksm=e8944d7adfe3c46c81dbef674d8f4faef841910174aa996303c74ca9fe33e5eb1bef4a5766a6&amp;scene=21#wechat_redirect\" target=\"_blank\" style=\"text-decoration: underline;font-size: 14px;\"><span style=\"font-size: 14px;\"><strong>\u516c\u5f00\u6d3b\u52a8\uff1aPython \u8fc7\u65f6\u4e86\uff1f\u548c C \u4e00\u6837\u5feb\u7684\u79d1\u5b66\u8ba1\u7b97\u8bed\u8a00 Julia \u4e86\u89e3\u4e00\u4e0b\uff01<\/strong><\/span><\/a><\/p>\n<p style=\"white-space: normal;text-align: center;\"><br  \/><\/p>\n<p style=\"white-space: normal;text-align: center;\"><img class=\"\"         style=\"width: 558.4px;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma5-1534230805.jpg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/p>\n<section class=\"mpa-template\"    style=\"white-space: normal;line-height: 25.6px;\">\n<hr  \/>\n<p style=\"margin-right: 0.5em;margin-left: 0.5em;text-align: center;\"><img class=\"__bg_gif\"     width=\"100%\" style=\"letter-spacing: 0.5px;visibility: visible !important;width: 64px !important;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma0-1534230805.gif\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><br  \/><\/p>\n<p><br  \/><\/p>\n<section   style=\"margin-right: 0.5em;margin-left: 0.5em;\">\n<section   style=\"margin-right: 0.5em;margin-left: 0.5em;line-height: 25.6px;text-align: center;outline: none;\">\n<section   style=\"margin-right: 0.5em;margin-left: 0.5em;line-height: 25.6px;outline: none;\">\n<section   style=\"outline: none;\">\n<section  style=\"margin-right: 0.5em;margin-left: 0.5em;font-size: 15px;outline: none;\">\n<section  style=\"line-height: 25.6px;border-color: rgb(123, 12, 0);\">\n<p style=\"margin-top: 10px;margin-bottom: 10px;padding-right: 3px;padding-left: 3px;transform: translate3d(0px, 0px, 0px);border-color: rgb(123, 12, 0);line-height: 1.5em;\"><strong mpa-from-tpl=\"t\"><span style=\"font-size: 12px;color: rgb(136, 136, 136);\">\u96c6\u667aQQ\u7fa4\uff5c292641157<\/span><\/strong><\/p>\n<p style=\"margin-top: 10px;margin-bottom: 10px;padding-right: 3px;padding-left: 3px;transform: translate3d(0px, 0px, 0px);border-color: rgb(123, 12, 0);line-height: 1.5em;\"><strong mpa-from-tpl=\"t\"><span style=\"font-size: 12px;color: rgb(136, 136, 136);\">\u5546\u52a1\u5408\u4f5c\u53ca\u6295\u7a3f\u8f6c\u8f7d\uff5cswarma@swarma.org<br  \/><\/span><\/strong><\/p>\n<section   style=\"margin-right: 0.5em;margin-left: 0.5em;outline: none;\">\n<h1 style=\"margin-top: 10px;margin-bottom: 10px;line-height: 1.75em;\"><strong mpa-from-tpl=\"t\" style=\"font-size: 14px;white-space: pre-wrap;color: rgb(0, 112, 192);line-height: 25.6px;\"><strong mpa-from-tpl=\"t\" style=\"line-height: 28px;white-space: normal;color: rgb(61, 170, 214);font-size: 20px;\"><span style=\"font-size: 14px;color: rgb(136, 136, 136);\"><span style=\"color: rgb(255, 76, 0);\">\u25c6&nbsp;<\/span><span style=\"color: rgb(0, 128, 255);\">\u25c6&nbsp;<\/span><span style=\"color: rgb(61, 170, 214);\">\u25c6<\/span><\/span><\/strong><\/strong><\/h1>\n<\/section>\n<p style=\"margin-right: 0.5em;margin-left: 0.5em;font-size: 19px;color: rgb(71, 193, 168);line-height: 23.2727px;overflow-wrap: break-word !important;\"><span style=\"color: rgb(123, 12, 0);\"><strong mpa-from-tpl=\"t\"><span style=\"font-size: 14px;\">\u641c\u7d22\u516c\u4f17\u53f7\uff1a\u96c6\u667a\u4ff1\u4e50\u90e8<\/span><\/strong><\/span><\/p>\n<p style=\"margin-right: 0.5em;margin-left: 0.5em;font-size: 19px;color: rgb(71, 193, 168);line-height: 23.2727px;overflow-wrap: break-word !important;\"><span style=\"color: rgb(0, 0, 0);\"><strong mpa-from-tpl=\"t\"><span style=\"font-size: 14px;\"><br  \/><\/span><\/strong><\/span><\/p>\n<p style=\"margin-right: 0.5em;margin-left: 0.5em;font-size: 19px;color: rgb(71, 193, 168);line-height: 23.2727px;overflow-wrap: break-word !important;\"><span style=\"color: rgb(0, 0, 0);\"><strong mpa-from-tpl=\"t\"><span style=\"font-size: 14px;\">\u52a0\u5165\u201c\u6ca1\u6709\u56f4\u5899\u7684\u7814\u7a76\u6240\u201d<\/span><\/strong><\/span><\/p>\n<section style=\"margin-right: 0.5em;margin-left: 0.5em;font-size: 14px;color: rgb(71, 193, 168);line-height: 20px;overflow-wrap: break-word !important;\">\n<p style=\"margin: 5px auto;padding: 10px;width: 180px;border-width: 2px;border-style: dashed;border-color: rgb(132, 132, 132);line-height: normal;overflow-wrap: break-word !important;\"><img class=\"\"      width=\"auto\" style=\"overflow-wrap: break-word !important;visibility: visible !important;width: auto !important;\" src=\"http:\/\/swarma.org\/wp-content\/uploads\/2018\/08\/swarma6-1534230805.jpeg\" alt=\"\u96c6\u667a\" title=\"\u96c6\u667a\"  \/><\/p>\n<\/section>\n<p><span style=\"font-size: 14px;\">\u8ba9\u82f9\u679c\u7838\u5f97\u66f4\u731b\u70c8\u4e9b\u5427\uff01<\/span><\/p>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<\/section>\n<p><br  \/><\/p>\n<blockquote class='keep-source'>\n<p>\u59cb\u53d1\u4e8e\u5fae\u4fe1\u516c\u4f17\u53f7\uff1a                         \u96c6\u667a\u4ff1\u4e50\u90e8                      <\/p>\n<\/blockquote>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u8bba\u6587\u5730\u5740\uff1ahttps:\/\/arxiv.org\/abs\/1807.02515 \u8bba\u6587\u9898\u76ee\uff1a Blockchain as &nbsp;a Service: An Autonomous, Privacy Preserving, Decentralized Architecture for Deep Lear&#8230;<\/p>\n","protected":false},"author":1,"featured_media":458,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[19],"tags":[],"special":[],"_links":{"self":[{"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/posts\/457"}],"collection":[{"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=457"}],"version-history":[{"count":1,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/posts\/457\/revisions"}],"predecessor-version":[{"id":473,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/posts\/457\/revisions\/473"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=\/wp\/v2\/media\/458"}],"wp:attachment":[{"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=457"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=457"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=457"},{"taxonomy":"special","embeddable":true,"href":"https:\/\/swarma.org\/index.php?rest_route=%2Fwp%2Fv2%2Fspecial&post=457"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}