\u68af\u5ea6\u4e0b\u964d\u6cd5\u53ca\u5176\u53d8\u4f53<\/strong>\u73b0\u5df2\u6210\u4e3a\u5bfb\u627e\u795e\u7ecf\u7f51\u7edc\u4e2d\u5168\u5c40\u6216\u8fd1\u4f3c\u5168\u5c40\u6700\u4f18\u89e3\u7684\u6807\u51c6\u65b9\u6cd5\u3002\u7814\u7a76\u8005\u4eec\u5728\u68af\u5ea6\u4e0b\u964d\u7b97\u6cd5\u7684\u57fa\u7840\u4e0a\u63d0\u51fa\u4e86\u591a\u79cd\u6539\u8fdb\u7b97\u6cd5\uff0c\u6bd4\u5982Adam\u3001RMSprop\u7b49\uff0c\u8fd9\u4e9b\u7b97\u6cd5\u5728\u4e0d\u540c\u7684\u5b66\u4e60\u7387\u8bbe\u5b9a\u4e0b\u5747\u8868\u73b0\u51fa\u8f83\u5feb\u7684\u6536\u655b\u901f\u5ea6\u3002<\/p>\n<\/p>\n\u8ba1\u7b97\u590d\u6742\u5ea6\u5206\u6790<\/h4>\n<\/p>\n
\u968f\u7740\u6a21\u578b\u590d\u6742\u5ea6\u7684\u589e\u52a0\uff0c\u5982\u4f55\u63d0\u9ad8\u8ba1\u7b97\u6548\u7387\u4e5f\u6210\u4e3a\u673a\u5668\u5b66\u4e60\u7684\u7814\u7a76\u91cd\u70b9\u3002\u7814\u7a76\u8005\u4eec\u81f4\u529b\u4e8e\u7f29\u77ed\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\u7684\u8bad\u7ec3\u65f6\u95f4\uff0c\u63d0\u9ad8\u7b97\u6cd5\u7684\u8fd0\u884c\u6548\u7387\u3002\u4f8b\u5982\uff0c\u901a\u8fc7\u5206\u5e03\u5f0f\u8ba1\u7b97\u3001\u7f51\u7edc\u526a\u679d\u3001\u91cf\u5316\u7b49\u6280\u672f\u51cf\u5c11\u6a21\u578b\u7684\u590d\u6742\u5ea6\u6216\u8ba1\u7b97\u8d1f\u8f7d\u3002<\/p>\n<\/p>\n
\u4e8c\u3001\u6df1\u5ea6\u5b66\u4e60\u7406\u8bba\u57fa\u7840<\/h3>\n<\/p>\n
\u795e\u7ecf\u7f51\u7edc\u8868\u8fbe\u80fd\u529b<\/h4>\n<\/p>\n
\u795e\u7ecf\u7f51\u7edc\u7684\u8868\u8fbe\u80fd\u529b\u662f\u6307\u5176\u8fd1\u4f3c\u4efb\u610f\u51fd\u6570\u7684\u80fd\u529b\u3002\u666e\u9002\u8fd1\u4f3c\u5b9a\u7406<\/strong>\u4e3a\u6df1\u5ea6\u5b66\u4e60\u63d0\u4f9b\u4e86\u7406\u8bba\u57fa\u7840\uff0c\u8bc1\u660e\u4e86\u7406\u8bba\u4e0a\u795e\u7ecf\u7f51\u7edc\u53ef\u4ee5\u8fd1\u4f3c\u4efb\u4f55\u8fde\u7eed\u51fd\u6570\u3002\u8fdb\u4e00\u6b65\u5730\uff0c\u7814\u7a76\u8005\u4eec\u8fdb\u4e00\u6b65\u63a2\u8ba8\u4e86\u6df1\u5ea6\u795e\u7ecf\u7f51\u7edc\u4e0e\u6d45\u5c42\u795e\u7ecf\u7f51\u7edc\u5728\u8868\u8fbe\u80fd\u529b\u4e0a\u7684\u5f02\u540c\uff0c\u63ed\u793a\u6df1\u5c42\u7ed3\u6784\u5728\u5904\u7406\u590d\u6742\u529f\u80fd\u65f6\u7684\u4f18\u8d8a\u6027\u3002<\/p>\n<\/p>\n\u635f\u5931\u8868\u9762\u4e0e\u4f18\u5316\u96be\u5ea6<\/h4>\n<\/p>\n
\u6df1\u5ea6\u5b66\u4e60\u7684\u4f18\u5316\u8fc7\u7a0b\u6d89\u53ca\u5230\u590d\u6742\u7684\u635f\u5931\u8868\u9762\uff0c\u7406\u89e3\u8fd9\u4e9b\u635f\u5931\u8868\u9762\u7684\u7279\u6027\u5bf9\u4e8e\u6539\u8fdb\u8bad\u7ec3\u8fc7\u7a0b\u548c\u7b97\u6cd5\u81f3\u5173\u91cd\u8981\u3002\u76ee\u524d\uff0c\u7814\u7a76\u663e\u793a\u5373\u4f7f\u662f\u5728\u9ad8\u7ef4\u53c2\u6570\u7a7a\u95f4\u4e2d\uff0c\u6df1\u5ea6\u7f51\u7edc\u7684\u635f\u5931\u8868\u9762\u4e5f\u503e\u5411\u4e8e\u62e5\u6709\u66f4\u591a\u7684\u978d\u70b9\u800c\u975e\u5c40\u90e8\u6700\u5c0f\u70b9\uff0c\u8fd9\u4e00\u53d1\u73b0\u6709\u52a9\u4e8e\u8bbe\u8ba1\u66f4\u597d\u7684\u4f18\u5316\u7b97\u6cd5\u3002<\/p>\n<\/p>\n
\u4e09\u3001\u53ef\u89e3\u91ca\u6027\u4e0e\u900f\u660e\u5ea6<\/h3>\n<\/p>\n
\u7279\u5f81\u53ef\u89c6\u5316\u4e0e\u7406\u89e3<\/h4>\n<\/p>\n
\u4e3a\u4e86\u63d0\u9ad8\u795e\u7ecf\u7f51\u7edc\u7684\u53ef\u89e3\u91ca\u6027\uff0c\u7814\u7a76\u8005\u4eec\u5f00\u53d1\u4e86\u5404\u79cd\u7279\u5f81\u53ef\u89c6\u5316\u7684\u5de5\u5177\u3002\u6d3b\u5316\u51fd\u6570\u6700\u5927\u5316<\/strong>\u548c\u7f51\u7edc\u4e2d\u95f4\u5c42\u7279\u5f81\u7684\u53ef\u89c6\u5316<\/strong>\u7b49\u6280\u672f\u6709\u52a9\u4e8e\u7406\u89e3\u6a21\u578b\u5982\u4f55\u5904\u7406\u548c\u8868\u793a\u8f93\u5165\u6570\u636e\u3002\u8fd9\u4e9b\u6280\u672f\u7684\u53d1\u5c55\u662f\u4f7f\u673a\u5668\u5b66\u4e60\u6a21\u578b\u66f4\u900f\u660e\u7684\u5173\u952e\u4e00\u6b65\u3002<\/p>\n<\/p>\n\u6a21\u578b\u51b3\u7b56\u89e3\u91ca<\/h4>\n<\/p>\n
\u9664\u4e86\u7279\u5f81\u53ef\u89c6\u5316\u4e4b\u5916\uff0c\u63d0\u4f9b\u6a21\u578b\u51b3\u7b56\u7684\u89e3\u91ca\u4e5f\u662f\u7814\u7a76\u7684\u91cd\u70b9\u3002\u4f8b\u5982\uff0cLIME\uff08\u5c40\u90e8\u53ef\u89e3\u91ca\u6a21\u578b-\u4e0d\u900f\u660e\u63a8\u7406\u89e3\u91ca\uff09\u548cSHAP\uff08SHapley Additive exPlanations\uff09\u7b49\u6280\u672f\u53ef\u4ee5\u5e2e\u52a9\u6211\u4eec\u7406\u89e3\u6a21\u578b\u5bf9\u4e8e\u7279\u5b9a\u8f93\u5165\u4f5c\u51fa\u51b3\u7b56\u7684\u539f\u56e0\u3002\u901a\u8fc7\u8fd9\u4e9b\u65b9\u6cd5\uff0c\u6a21\u578b\u7684\u51b3\u7b56\u8fc7\u7a0b\u66f4\u5bb9\u6613\u88ab\u76d1\u7ba1\u548c\u7406\u89e3\u3002<\/p>\n<\/p>\n
\u56db\u3001\u6cdb\u5316\u80fd\u529b\u63d0\u5347<\/h3>\n<\/p>\n
\u6b63\u5219\u5316\u6280\u672f<\/h4>\n<\/p>\n
\u5728\u673a\u5668\u5b66\u4e60\u4e2d\uff0c\u6b63\u5219\u5316\u6280\u672f\u7528\u4e8e\u9632\u6b62\u8fc7\u62df\u5408\u5e76\u63d0\u9ad8\u6a21\u578b\u7684\u6cdb\u5316\u80fd\u529b\u3002\u65b9\u6cd5\u5982\u6743\u91cd\u8870\u51cf\uff08L2\u6b63\u5219\u5316\uff09<\/strong>\u3001Dropout<\/strong>\u548c\u6570\u636e\u589e\u5f3a<\/strong>\u7b49\u90fd\u663e\u793a\u51fa\u5bf9\u63d0\u5347\u795e\u7ecf\u7f51\u7edc\u6cdb\u5316\u80fd\u529b\u7684\u6709\u6548\u6027\u3002\u7814\u7a76\u4e0d\u65ad\u5728\u63a2\u7d22\u65b0\u7684\u6b63\u5219\u5316\u6280\u672f\uff0c\u4ee5\u9002\u5e94\u4e0d\u65ad\u589e\u957f\u548c\u53d8\u5316\u7684\u6570\u636e\u96c6\u3002<\/p>\n<\/p>\n\u7406\u8bba\u4e0a\u7684\u6cdb\u5316\u754c\u9650<\/h4>\n<\/p>\n
\u673a\u5668\u5b66\u4e60\u7406\u8bba\u4e5f\u5728\u63a2\u7d22\u6a21\u578b\u6cdb\u5316\u80fd\u529b\u7684\u7406\u8bba\u754c\u9650\u3002VC\u7ef4\u3001Rademacher\u590d\u6742\u5ea6\u7b49\u6982\u5ff5\u88ab\u7528\u4e8e\u8861\u91cf\u6a21\u578b\u7684\u6cdb\u5316\u80fd\u529b\u3002\u901a\u8fc7\u5bf9\u8fd9\u4e9b\u7406\u8bba\u6982\u5ff5\u7684\u6df1\u5165\u7814\u7a76\uff0c\u7814\u7a76\u8005\u4eec\u80fd\u591f\u66f4\u597d\u5730\u7406\u89e3\u6a21\u578b\u53ef\u80fd\u7684\u6027\u80fd\u9650\u5236\uff0c\u5e76\u636e\u6b64\u8bbe\u8ba1\u66f4\u5177\u6cdb\u5316\u80fd\u529b\u7684\u6a21\u578b\u3002<\/p>\n<\/p>\n
\u4e94\u3001\u590d\u6742\u5ea6\u7406\u8bba<\/h3>\n<\/p>\n
\u65f6\u95f4\u4e0e\u7a7a\u95f4\u590d\u6742\u5ea6\u5206\u6790<\/h4>\n<\/p>\n
\u8ba1\u7b97\u7406\u8bba\u4e2d\uff0c\u65f6\u95f4\u590d\u6742\u5ea6\u548c\u7a7a\u95f4\u590d\u6742\u5ea6\u7528\u4e8e\u63cf\u8ff0\u7b97\u6cd5\u6548\u7387\u3002\u5728\u673a\u5668\u5b66\u4e60\u9886\u57df\uff0c\u5927O\u7b26\u53f7<\/strong>\u7ecf\u5e38\u88ab\u7528\u4e8e\u8868\u5f81\u7b97\u6cd5\u968f\u7740\u8f93\u5165\u89c4\u6a21\u589e\u957f\u65f6\u6240\u9700\u8981\u7684\u8ba1\u7b97\u8d44\u6e90\u3002\u7cbe\u7b80\u6a21\u578b\u7ed3\u6784\u548c\u7b97\u6cd5\u6548\u7387\u4f9d\u7136\u662f\u5f53\u524d\u7814\u7a76\u7684\u70ed\u70b9\u3002<\/p>\n<\/p>\nNP\u96be\u548cNP\u5b8c\u5168\u95ee\u9898<\/h4>\n<\/p>\n
\u590d\u6742\u5ea6\u7406\u8bba\u8fd8\u6d89\u53ca\u5230\u8bf8\u5982NP\u96be\uff08NP-Hard\uff09\u548cNP\u5b8c\u5168\uff08NP-Complete\uff09\u95ee\u9898\u3002\u8fd9\u4e9b\u95ee\u9898\u4e0e\u673a\u5668\u5b66\u4e60\u4e2d\u4f18\u5316\u95ee\u9898\u7684\u53ef\u89e3\u6027\u548c\u96be\u5ea6\u5bc6\u5207\u76f8\u5173\u3002\u7814\u7a76\u8005\u4eec\u5c1d\u8bd5\u901a\u8fc7\u7b97\u6cd5\u8bbe\u8ba1\u548c\u7406\u8bba\u5206\u6790\uff0c\u786e\u5b9a\u54ea\u4e9b\u673a\u5668\u5b66\u4e60\u4efb\u52a1\u662f\u5728\u8ba1\u7b97\u4e0a\u53ef\u884c\u7684\uff0c\u5e76\u5bfb\u6c42\u9ad8\u6548\u7b97\u6cd5\u89e3\u51b3\u8fd9\u4e9b\u56f0\u96be\u7684\u95ee\u9898\u3002<\/p>\n<\/p>\n
\u673a\u5668\u5b66\u4e60\u7406\u8bba\u7684\u8fdb\u5c55\u662f\u4e00\u4e2a\u957f\u671f\u800c\u590d\u6742\u7684\u8fc7\u7a0b\uff0c\u6d89\u53ca\u6570\u5b66\u3001\u7edf\u8ba1\u5b66\u3001\u8ba1\u7b97\u673a\u79d1\u5b66\u7b49\u4f17\u591a\u5b66\u79d1\u3002\u968f\u7740\u6280\u672f\u7684\u4e0d\u65ad\u53d1\u5c55\u548c\u7406\u8bba\u7684\u6df1\u5165\u7814\u7a76\uff0c\u6211\u4eec\u5c06\u83b7\u5f97\u66f4\u52a0\u6df1\u523b\u7684\u6d1e\u5bdf\u529b\uff0c\u63a8\u52a8\u673a\u5668\u5b66\u4e60\u5411\u66f4\u9ad8\u6c34\u5e73\u7684\u5e94\u7528\u53d1\u5c55\u3002<\/p>\n<\/p>\n
\u76f8\u5173\u95ee\u7b54FAQs\uff1a<\/strong><\/h2>\n1. \u673a\u5668\u5b66\u4e60\u7684\u7406\u8bba\u8fdb\u5c55\u6709\u54ea\u4e9b\u91cd\u8981\u7684\u91cc\u7a0b\u7891\uff1f<\/strong><\/p>\n\u673a\u5668\u5b66\u4e60\u7684\u7406\u8bba\u8fdb\u5c55\u53ef\u4ee5\u8ffd\u6eaf\u5230\u4e0a\u4e16\u7eaa\u4e94\u516d\u5341\u5e74\u4ee3\uff0c\u6700\u65e9\u7531Arthur Samuel\u63d0\u51fa\u7684\u201c\u673a\u5668\u5b66\u4e60\u201d\u6982\u5ff5\u3002\u4ece\u90a3\u65f6\u8d77\uff0c\u673a\u5668\u5b66\u4e60\u7406\u8bba\u548c\u7b97\u6cd5\u9010\u6e10\u53d1\u5c55\uff0c\u53d6\u5f97\u4e86\u4e00\u7cfb\u5217\u91cd\u8981\u7684\u91cc\u7a0b\u7891\u3002\u4f8b\u5982\uff0c1969\u5e74\uff0cMarvin Minsky\u548cSeymour Papert\u5728\u300a\u611f\u77e5\u673a\u300b\u4e00\u4e66\u4e2d\u8bc1\u660e\u4e86\u611f\u77e5\u673a\u7b97\u6cd5\u5728\u67d0\u4e9b\u60c5\u51b5\u4e0b\u7684\u6709\u9650\u80fd\u529b\uff0c\u8fd9\u4e3a\u795e\u7ecf\u7f51\u7edc\u7684\u53d1\u5c55\u5960\u5b9a\u4e86\u57fa\u7840\u3002\u6b64\u5916\uff0c1980\u5e74\u4ee3\u548c1990\u5e74\u4ee3\u7684\u63a8\u52a8\u8005\u5305\u62ecVladimir Vapnik\u548cBernhard Sch\u00f6lkopf\u7b49\u4eba\uff0c\u4ed6\u4eec\u5f00\u53d1\u4e86\u4e00\u7cfb\u5217\u652f\u6301\u5411\u91cf\u673a\u548c\u6838\u65b9\u6cd5\u6765\u89e3\u51b3\u4f20\u7edf\u673a\u5668\u5b66\u4e60\u4e2d\u7684\u5206\u7c7b\u548c\u56de\u5f52\u95ee\u9898\u3002<\/p>\n
2. \u673a\u5668\u5b66\u4e60\u7406\u8bba\u8fdb\u5c55\u5bf9\u5b9e\u9645\u5e94\u7528\u6709\u4f55\u5f71\u54cd\uff1f<\/strong><\/p>\n\u673a\u5668\u5b66\u4e60\u7684\u7406\u8bba\u8fdb\u5c55\u5bf9\u5b9e\u9645\u5e94\u7528\u4ea7\u751f\u4e86\u6df1\u8fdc\u7684\u5f71\u54cd\u3002\u4e00\u65b9\u9762\uff0c\u7406\u8bba\u7684\u8fdb\u6b65\u63a8\u52a8\u4e86\u7b97\u6cd5\u7684\u53d1\u5c55\uff0c\u5982\u8bad\u7ec3\u66f4\u6df1\u5c42\u7684\u795e\u7ecf\u7f51\u7edc\u548c\u6539\u8fdb\u5f3a\u5316\u5b66\u4e60\u7b97\u6cd5\u3002\u8fd9\u4f7f\u5f97\u673a\u5668\u5b66\u4e60\u5728\u56fe\u50cf\u8bc6\u522b\u3001\u8bed\u97f3\u8bc6\u522b\u3001\u81ea\u7136\u8bed\u8a00\u5904\u7406\u7b49\u9886\u57df\u53d6\u5f97\u4e86\u663e\u8457\u7684\u8fdb\u5c55\u3002\u53e6\u4e00\u65b9\u9762\uff0c\u7406\u8bba\u7684\u8fdb\u5c55\u4e5f\u4fc3\u8fdb\u4e86\u673a\u5668\u5b66\u4e60\u5728\u5176\u4ed6\u5b66\u79d1\u4e2d\u7684\u5e94\u7528\uff0c\u5982\u751f\u7269\u5b66\u3001\u533b\u5b66\u548c\u91d1\u878d\u7b49\u9886\u57df\u3002\u901a\u8fc7\u5229\u7528\u673a\u5668\u5b66\u4e60\u7684\u7406\u8bba\u548c\u7b97\u6cd5\uff0c\u7814\u7a76\u4eba\u5458\u53ef\u4ee5\u4ece\u5927\u91cf\u7684\u6570\u636e\u4e2d\u53d1\u73b0\u9690\u85cf\u7684\u6a21\u5f0f\u548c\u89c4\u5f8b\uff0c\u4e3a\u79d1\u5b66\u7814\u7a76\u548c\u5b9e\u9645\u95ee\u9898\u7684\u89e3\u51b3\u63d0\u4f9b\u6709\u529b\u7684\u5de5\u5177\u3002<\/p>\n
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