{"id":9912,"date":"2018-08-29T18:45:19","date_gmt":"2018-08-29T10:45:19","guid":{"rendered":"https:\/\/www.kaspersky.com.cn\/blog\/?p=9912"},"modified":"2019-11-26T18:58:44","modified_gmt":"2019-11-26T10:58:44","slug":"machine-learning-nine-challenges","status":"publish","type":"post","link":"https:\/\/www.kaspersky.com.cn\/blog\/machine-learning-nine-challenges\/9912\/","title":{"rendered":"\u673a\u5668\u5b66\u4e60\uff1a9\u5927\u6311\u6218"},"content":{"rendered":"<p>\u4eba\u5de5\u667a\u80fd\uff08AI\uff09\u7684\u672a\u6765\u4ee4\u4eba\u5145\u6ee1\u671f\u5f85\uff0c\u4f46\u76ee\u524d\u5374\u5b58\u5728\u7740\u4e00\u4e9b\u95ee\u9898\uff0c\u800c\u4e14\u5f80\u5f80\u548c\u9053\u5fb7\u4f26\u7406\u76f8\u5173\u3002\u673a\u5668\u5b66\u4e60\u5728\u54ea\u4e9b\u65b9\u9762\u8ba9\u6211\u4eec\u611f\u5230\u9707\u60ca\uff1f\u4f60\u80fd\u9a97\u8fc7\u4e00\u53f0\u673a\u5668\u5417\uff1f\u5982\u679c\u80fd\uff0c\u96be\u5ea6\u6709\u591a\u5927\uff1f\u300a\u7ec8\u7ed3\u8005\u300b\u91cc\u7684Skynet\uff08\u5929\u7f51\uff09\u548c\u673a\u5668\u4f1a\u771f\u7684\u51fa\u73b0\u5728\u73b0\u5b9e\u751f\u6d3b\u4e2d\u5417\uff1f\u4e0b\u9762\u6211\u4eec\u5c31\u6765\u5177\u4f53\u8ba8\u8bba\u4e00\u4e0b\u3002<\/p>\n<h2>\u5f3a\u4eba\u5de5\u667a\u80fd\u548c\u5f31\u4eba\u5de5\u667a\u80fd<\/h2>\n<p>\u9996\u5148\uff0c\u6211\u4eec\u9700\u8981\u533a\u5206\u4e24\u4e2a\u6982\u5ff5\uff1a\u5f3a\u4eba\u5de5\u667a\u80fd\u548c\u5f31\u4eba\u5de5\u667a\u80fd\u3002\u5f3a\u4eba\u5de5\u667a\u80fd\u662f\u4e00\u79cd\u6709\u601d\u8003\u80fd\u529b\u3001\u6709\u81ea\u6211\u610f\u8bc6\u7684\u5047\u60f3\u673a\u5668\uff0c\u4e0d\u4ec5\u80fd\u5904\u7406\u6709\u9488\u5bf9\u6027\u7684\u4efb\u52a1\uff0c\u8fd8\u53ef\u4ee5\u5b66\u4e60\u65b0\u4e8b\u7269\u3002<\/p>\n<p>\u5f31\u4eba\u5de5\u667a\u80fd\u76ee\u524d\u5df2\u7ecf\u5b58\u5728\uff0c\u5177\u4f53\u5e94\u7528\u4e8e\u89e3\u51b3\u7279\u5b9a\u95ee\u9898\uff0c\u5982\u56fe\u50cf\u8bc6\u522b\u3001\u6c7d\u8f66\u9a7e\u9a76\u3001\u4e0b\u56f4\u68cb\u7b49\u3002\u5f31\u4eba\u5de5\u667a\u80fd\u5c31\u662f\u6211\u4eec\u79f0\u4e4b\u4e3a\u201d\u673a\u5668\u5b66\u4e60\u201d\u7684\u4e1c\u897f\u3002<\/p>\n<p>\u76ee\u524d\u6211\u4eec\u8fd8\u4e0d\u77e5\u9053\u662f\u5426\u80fd\u53d1\u660e\u51fa\u5f3a\u4eba\u5de5\u667a\u80fd\u3002\u6839\u636e<a target=\"_blank\" href=\"https:\/\/www.technologyreview.com\/s\/607970\/experts-predict-when-artificial-intelligence-will-exceed-human-performance\/\" rel=\"noopener noreferrer nofollow\">\u4e13\u5bb6\u8c03\u67e5<\/a>\uff0c\u6216\u8bb8\u6211\u4eec\u8fd8\u5f97\u518d\u7b4945\u5e74\u3002\u4f46\u8fd9\u771f\u786e\u5b9e\u610f\u5473\u7740\u201d\u6709\u671d\u4e00\u65e5\u201d\u80fd\u5b9e\u73b0\u5f3a\u4eba\u5de5\u667a\u80fd\u3002\u6bd4\u5982\uff0c\u4e13\u5bb6\u4eec\u8fd8\u8868\u793a\uff0c\u878d\u5408\u80fd\u529b\u5c06\u572840\u5e74\u5185\u5b9e\u73b0\u5546\u4e1a\u5316 \u2013 \u800c50\u5e74\u524d\u4e13\u5bb6\u5c31\u8fd9\u6837\u8bf4\u8fc7\u3002<\/p>\n<h2>\u53ef\u80fd\u51fa\u73b0\u4ec0\u4e48\u95ee\u9898\uff1f<\/h2>\n<p>\u76ee\u524d\u8fd8\u4e0d\u6e05\u695a\u4ec0\u4e48\u65f6\u5019\u624d\u80fd\u5f00\u53d1\u51fa\u5f3a\u4eba\u5de5\u667a\u80fd\uff0c\u4f46\u5f31\u4eba\u5de5\u667a\u80fd\u5df2\u7ecf\u51fa\u73b0\uff0c\u5e76\u5728\u8bb8\u591a\u9886\u57df\u8fdb\u884c\u5e94\u7528\u3002\u5e94\u7528\u4eba\u5de5\u667a\u80fd\u7684\u9886\u57df\u6bcf\u5e74\u90fd\u5728\u589e\u957f\u3002\u673a\u5668\u5b66\u4e60\u8ba9\u6211\u4eec\u4e0d\u5fc5\u660e\u786e\u7f16\u7a0b\u5c31\u80fd\u5904\u7406\u5b9e\u9645\u4efb\u52a1\uff1b\u673a\u5668\u5b66\u4e60\u662f\u4ece\u5b9e\u4f8b\u4e2d\u8fdb\u884c\u5b66\u4e60\u3002\u6709\u5173\u8be6\u7ec6\u4fe1\u606f\uff0c\u8bf7\u9605\u8bfb<a target=\"_blank\" href=\"https:\/\/www.kaspersky.com\/blog\/machine-learning-explained\/13487\/\" rel=\"noopener noreferrer nofollow\">\u673a\u5668\u5b66\u4e60\u5de5\u4f5c\u539f\u7406\uff08\u7cbe\u7b80\u7248<\/a>\uff09\u3002<\/p>\n<p>\u6211\u4eec\u6559\u4f1a\u673a\u5668\u89e3\u51b3\u5177\u4f53\u95ee\u9898\uff0c\u7531\u6b64\u4ea7\u751f\u7684\u6570\u5b66\u6a21\u578b\u88ab\u79f0\u4e4b\u4e3a\u201d\u5b66\u4e60\u201d\u7b97\u6cd5\uff0c\u4f46\u8fd9\u79cd\u6a21\u578b\u4e0d\u53ef\u80fd\u7a81\u7136\u53d1\u5c55\u51fa\u6e34\u671b\u5974\u5f79\uff08\u6216\u62ef\u6551\uff09\u4eba\u7c7b\u7684\u601d\u60f3\u3002\u6362\u53e5\u8bdd\u8bf4\uff0c\u6211\u4eec\u4e0d\u7528\u62c5\u5fc3\u5f31\u4eba\u5de5\u667a\u80fd\u4ea7\u751f\u51fa\u7535\u5f71\u300a\u7ec8\u7ed3\u8005\u300b\u4e2d\u7684\u5929\u7f51\u3002\u4e0d\u8fc7\u5728\u6709\u4e9b\u65b9\u9762\u4ecd\u7136\u53ef\u80fd\u4f1a\u51fa\u95ee\u9898\u3002<\/p>\n<h3>1. \u4e0d\u826f\u4f01\u56fe<\/h3>\n<p>\u5982\u679c\u6211\u4eec\u6559\u4e00\u652f\u65e0\u4eba\u673a\u90e8\u961f\u4f7f\u7528\u673a\u5668\u5b66\u4e60\u6765\u6740\u4eba\uff0c\u7ed3\u679c\u7b26\u5408\u9053\u5fb7\u6807\u51c6\u5417\uff1f<\/p>\n<p><span class=\"embed-youtube\" style=\"text-align:center; display: block;\"><iframe class=\"youtube-player\" type=\"text\/html\" width=\"640\" height=\"390\" src=\"https:\/\/www.youtube.com\/embed\/TlO2gcs1YvM?version=3&amp;rel=1&amp;fs=1&amp;showsearch=0&amp;showinfo=1&amp;iv_load_policy=1&amp;wmode=transparent\" frameborder=\"0\" allowfullscreen=\"true\"><\/iframe><\/span><\/p>\n<p>\u53bb\u5e74\u56f4\u7ed5\u8fd9\u4e2a\u8bdd\u9898\u5f15\u53d1\u4e86\u4e00\u4e2a\u5c0f\u5c0f\u7684\u4e11\u95fb\u3002\u8c37\u6b4c\u53c2\u4e0e\u4e86\u7f8e\u56fd\u56fd\u9632\u90e8\u7684Project Maven\u519b\u4e8b\u8ba1\u5212\uff0c\u4e3a\u5176<a target=\"_blank\" href=\"https:\/\/gizmodo.com\/google-employees-resign-in-protest-against-pentagon-con-1825729300\" rel=\"noopener noreferrer nofollow\">\u5f00\u53d1\u4e00\u6b3e\u8f6f\u4ef6<\/a>\uff0c\u65e8\u5728\u63d0\u9ad8\u65e0\u4eba\u673a\u6253\u51fb\u7684\u7cbe\u51c6\u5ea6\u3002\u672a\u6765\uff0c\u8fd9\u6b3e\u8f6f\u4ef6\u53ef\u80fd\u6709\u52a9\u4e8e\u5efa\u7acb\u5b8c\u5168\u81ea\u4e3b\u7684\u6b66\u5668\u7cfb\u7edf\u3002<\/p>\n<p>\u7ed3\u679c\uff0c12\u540d\u8c37\u6b4c\u5458\u5de5\u4ee5\u8f9e\u804c\u8868\u793a\u6297\u8bae\uff0c\u8fd8\u67094,000\u540d\u5458\u5de5\u7b7e\u7f72\u8bf7\u613f\u4e66\uff0c\u8981\u6c42\u516c\u53f8\u653e\u5f03\u4e0e\u519b\u65b9\u7684\u5408\u540c\u3002\u4eba\u5de5\u667a\u80fd\u3001\u9053\u5fb7\u548cIT\u9886\u57df\u76841000\u591a\u540d\u77e5\u540d\u79d1\u5b66\u5bb6\u8054\u5408\u53d1\u5e03\u4e86\u4e00\u5c01\u81f4\u8c37\u6b4c\u7684<a target=\"_blank\" href=\"https:\/\/www.icrac.net\/open-letter-in-support-of-google-employees-and-tech-workers\/\" rel=\"noopener noreferrer nofollow\">\u516c\u5f00\u4fe1<\/a>\uff0c\u8981\u6c42\u8c37\u6b4c\u653e\u5f03\u8be5\u9879\u76ee\uff0c\u652f\u6301\u7981\u6b62\u81ea\u4e3b\u6b66\u5668\u7684\u56fd\u9645\u534f\u8bae\u3002<\/p>\n<h3>2. \u5f00\u53d1\u4eba\u5458\u7684\u504f\u89c1<\/h3>\n<p>\u5c31\u7b97\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\u7684\u5f00\u53d1\u4eba\u5458\u672c\u610f\u662f\u597d\u7684\uff0c\u4f46\u4ed6\u4eec\u4e2d\u7684\u5f88\u591a\u4eba\u4ecd\u7136\u5e0c\u671b\u80fd\u8d5a\u94b1 \u2013 \u4e5f\u5c31\u662f\u8bf4\uff0c\u521b\u5efa\u7684\u7b97\u6cd5\u662f\u4e3a\u4e86\u4f7f\u5f00\u53d1\u4eba\u5458\u83b7\u5229\uff0c\u800c\u4e0d\u4e00\u5b9a\u662f\u4e3a\u4e86\u793e\u4f1a\u7684\u5229\u76ca\u3002\u4f8b\u5982\uff0c\u4e00\u4e9b\u533b\u7597\u7b97\u6cd5\u53ef\u80fd\u4f1a\u504f\u5411\u4e8e\u63a8\u8350\u6602\u8d35\u7684\u6cbb\u7597\u65b9\u6cd5\uff0c\u800c\u4e0d\u662f\u9996\u9009\u6700\u4f73\u60a3\u8005\u6cbb\u7597\u65b9\u6848\u3002<\/p>\n<p>\u6709\u65f6\u5019\uff0c\u793e\u4f1a\u672c\u8eab\u5bf9\u7b97\u6cd5\u6210\u4e3a\u9053\u5fb7\u6a21\u8303\u4e0d\u611f\u5174\u8da3\u3002\u4f8b\u5982\uff0c\u8f66\u901f\u548c\u8f66\u7978\u6b7b\u4ea1\u7387\u4e4b\u95f4\u7684\u6743\u8861\u3002\u6211\u4eec\u53ef\u4ee5\u5c06\u81ea\u52a8\u9a7e\u9a76\u6c7d\u8f66\u7684\u6700\u9ad8\u884c\u9a76\u901f\u5ea6\u9650\u5236\u572815\u82f1\u91cc\/\u5c0f\u65f6\u4ee5\u4e0b\uff0c\u8fd9\u6837\u51e0\u4e4e\u53ef\u4ee5\u628a\u8f66\u7978\u6b7b\u4ea1\u7387\u964d\u81f3\u96f6\uff0c\u4f46\u8fd9\u6837\u5374\u5927\u5927\u5f71\u54cd\u5230\u6c7d\u8f66\u7684\u5176\u4ed6\u4f18\u70b9\u3002<\/p>\n<h3>3. \u7cfb\u7edf\u53c2\u6570\u4e0d\u4e00\u5b9a\u6d89\u53ca\u9053\u5fb7\u4f26\u7406<\/h3>\n<p>\u8ba1\u7b97\u673a\u5728\u9ed8\u8ba4\u7684\u60c5\u51b5\u4e0b\uff0c\u5bf9\u9053\u5fb7\u4f26\u7406\u4e00\u65e0\u6240\u77e5\u3002\u4e00\u79cd\u7b97\u6cd5\u53ef\u4ee5\u628a\u56fd\u5bb6\u9884\u7b97\u4e0e\u201d\u6700\u5927\u5316GDP\/\u52b3\u52a8\u751f\u4ea7\u7387\/\u9884\u671f\u5bff\u547d\u201d\u7684\u76ee\u6807\u7ed3\u5408\u5728\u4e00\u8d77\uff0c\u4f46\u5982\u679c\u6ca1\u6709\u5728\u6a21\u578b\u4e2d\u7f16\u5165\u4f26\u7406\u9650\u5236\uff0c\u5219\u53ef\u80fd\u4f1a\u53d6\u6d88\u5bf9\u5b66\u6821\u3001\u6536\u5bb9\u6240\u548c\u73af\u5883\u7684\u9884\u7b97\uff0c\u56e0\u4e3a\u8fd9\u4e9b\u673a\u6784\u4e0d\u4f1a\u76f4\u63a5\u589e\u52a0GDP\u3002<\/p>\n<p>\u4ece\u66f4\u5e7f\u8303\u7684\u76ee\u6807\u51fa\u53d1\uff0c\u8ba1\u7b97\u673a\u53ef\u80fd\u4f1a\u51b3\u5b9a\u5f00\u9664\u65e0\u5de5\u4f5c\u80fd\u529b\u7684\u4eba\uff0c\u4ece\u800c\u63d0\u9ad8\u751f\u4ea7\u7387\u3002<\/p>\n<p>\u91cd\u70b9\u662f\uff0c\u5fc5\u987b\u5728\u4e00\u5f00\u59cb\u5c31\u878d\u5165\u76f8\u5173\u7684\u9053\u5fb7\u4f26\u7406\u3002<\/p>\n<h3>4. \u4f26\u7406\u76f8\u5bf9\u6027<\/h3>\n<p>\u9053\u5fb7\u4f26\u7406\u968f\u7740\u65f6\u95f4\u800c\u53d8\u5316\uff0c\u6709\u65f6\u5019\u53d8\u66f4\u901f\u5ea6\u975e\u5e38\u5feb\u3002\u6bd4\u5982\uff0c\u5bf9\u53cc\u6027\u604b\u548c\u8de8\u6027\u522b\uff08LGBT\uff09\u7684\u6743\u5229\u4ee5\u53ca\u79cd\u65cf\u95f4\u901a\u5a5a\u6216\u8de8\u79cd\u59d3\u5a5a\u59fb\u7b49\u95ee\u9898\u7684\u770b\u6cd5\uff0c\u53ef\u80fd\u5728\u4e00\u4ee3\u4eba\u5185\u5c31\u53d1\u751f\u91cd\u5927\u53d8\u5316\u3002<\/p>\n<p>\u9053\u5fb7\u4f26\u7406\u5373\u4fbf\u662f\u5728\u540c\u4e00\u4e2a\u56fd\u5bb6\u7684\u4e0d\u540c\u7fa4\u4f53\u4e4b\u95f4\u4e5f\u4f1a\u6709\u6240\u5dee\u5f02\uff0c\u66f4\u4e0d\u7528\u8bf4\u5728\u4e0d\u540c\u7684\u56fd\u5bb6\u4e86\u3002\u6bd4\u5982\u5728\u4e2d\u56fd\uff0c\u5c06\u4eba\u8138\u8bc6\u522b\u529f\u80fd\u7528\u4e8e<a target=\"_blank\" href=\"http:\/\/www.businessinsider.com\/how-china-is-watching-its-citizens-in-a-modern-surveillance-state-2018-4\" rel=\"noopener noreferrer nofollow\">\u5927\u4f17\u76d1\u63a7<\/a>\u5df2\u6210\u4e3a\u5e38\u6001\u3002\u4f46\u5176\u4ed6\u56fd\u5bb6\u53ef\u80fd\u5bf9\u8fd9\u4e2a\u95ee\u9898\u6709\u7740\u622a\u7136\u4e0d\u540c\u7684\u770b\u6cd5\uff0c\u5b9e\u9645\u51b3\u5b9a\u53ef\u80fd\u53d6\u51b3\u4e8e\u5177\u4f53\u60c5\u51b5\u3002<\/p>\n<p><a href=\"https:\/\/media.kasperskydaily.com\/wp-content\/uploads\/sites\/97\/2018\/08\/29184212\/machine-learning-challenges-face-recognition-china.png\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/media.kasperskydaily.com\/wp-content\/uploads\/sites\/97\/2018\/08\/29184212\/machine-learning-challenges-face-recognition-china-1024x590.png\" alt=\"\" width=\"1024\" height=\"590\" class=\"aligncenter size-large wp-image-9915\"><\/a><\/p>\n<p>\u653f\u6cbb\u6c1b\u56f4\u4e5f\u5f88\u91cd\u8981\u3002\u4f8b\u5982\uff0c\u53cd\u6050\u6218\u4e89\u6781\u5927\u5730\u6539\u53d8\u4e86\u8bb8\u591a\u56fd\u5bb6\u7684\u4e00\u4e9b\u9053\u5fb7\u89c4\u8303\u548c\u7406\u5ff5\uff0c\u901f\u5ea6\u5feb\u5f97\u4ee4\u4eba\u96be\u4ee5\u7f6e\u4fe1\u3002<\/p>\n<h3>5. \u673a\u5668\u5b66\u4e60\u6539\u53d8\u4eba\u7c7b<\/h3>\n<p>\u4f8b\u5982\uff0c\u673a\u5668\u5b66\u4e60\u7cfb\u7edf\u53ef\u63a8\u8350\u7535\u5f71\uff0c\u673a\u5668\u5b66\u4e60\u4f1a\u6839\u636e\u60a8\u5bf9\u5176\u4ed6\u7535\u5f71\u7684\u8bc4\u5206\uff0c\u5c06\u60a8\u7684\u504f\u597d\u4e0e\u5176\u4ed6\u7528\u6237\u8fdb\u884c\u5bf9\u6bd4\uff0c\u7136\u540e\u5411\u60a8\u63a8\u8350\u7535\u5f71\u3002\u6709\u4e9b\u7cfb\u7edf\u5728\u8fd9\u65b9\u9762\u76f8\u5f53\u64c5\u957f\u3002\u8fd9\u53ea\u662f\u4eba\u5de5\u667a\u80fd\u76f4\u63a5\u5f71\u54cd\u4eba\u7c7b\u7684\u5176\u4e2d\u4e00\u4e2a\u4f8b\u5b50\u3002<\/p>\n<p>\u957f\u671f\u4e0b\u6765\uff0c\u60a8\u7684\u504f\u597d\u5c06\u56e0\u4e3a\u7535\u5f71\u63a8\u8350\u7cfb\u7edf\u800c\u88ab\u6539\u53d8\uff0c\u5174\u8da3\u8303\u56f4\u4e5f\u4f1a\u7f29\u5c0f\u3002\u6ca1\u6709\u7535\u5f71\u63a8\u8350\u7cfb\u7edf\uff0c\u6709\u65f6\u5019\u4f60\u5f97\u9762\u5bf9\u53ef\u80fd\u4f1a\u9047\u5230\u4e0d\u597d\u770b\u7684\u7535\u5f71\u548c\u4e0d\u60f3\u770b\u7684\u7535\u5f71\u7c7b\u578b\u3002\u6700\u7ec8\uff0c\u4f60\u4e0d\u518d\u4e3b\u52a8\u53bb\u7814\u7a76\u81ea\u5df1\u559c\u6b22\u54ea\u4e9b\u7535\u5f71\uff0c\u800c\u53ea\u662f\u88ab\u52a8\u5730\u63a5\u53d7\u7cfb\u7edf\u63a8\u8350\u3002<\/p>\n<p>\u4f46\u53ef\u6015\u7684\u662f\uff0c\u6211\u4eec\u751a\u81f3\u6ca1\u6709\u610f\u8bc6\u5230\u8ba1\u7b97\u673a\u5bf9\u6211\u4eec\u7684\u64cd\u63a7\u3002\u7535\u5f71\u7684\u4f8b\u5b50\u53ef\u80fd\u5e76\u6ca1\u90a3\u4e48\u53ef\u6015\uff0c\u4f46\u8981\u662f\u8fd0\u7528\u5230\u65b0\u95fb\u548c\u5ba3\u4f20\u4e2d\u4f1a\u600e\u6837\u3002<\/p>\n<h3>6. \u865a\u5047\u76f8\u5173\u6027<\/h3>\n<p>\u5f53\u5b8c\u5168\u5f7c\u6b64\u72ec\u7acb\u7684\u4e8b\u7269\u8868\u73b0\u51fa\u975e\u5e38\u76f8\u4f3c\u7684\u884c\u4e3a\u65f6\uff0c\u5c31\u4f1a\u4ea7\u751f\u4e00\u79cd\u865a\u5047\u7684\u5173\u8054\uff0c\u8fd9\u4f1a\u9020\u6210\u4e00\u79cd\u9519\u89c9\uff0c\u8ba4\u4e3a\u5b83\u4eec\u4e4b\u95f4\u5b58\u5728\u67d0\u79cd\u8054\u7cfb\u3002\u6bd4\u5982\uff0c\u4f60\u4f1a\u8ba4\u4e3a\u7f8e\u56fd\u7684\u4eba\u9020\u9ec4\u6cb9\u6d88\u8d39\u4e0e\u7f05\u7538\u5dde\u7684\u79bb\u5a5a\u7387\u6709\u5bc6\u5207\u5173\u7cfb\u5417\uff1f<\/p>\n<p><a href=\"https:\/\/media.kasperskydaily.com\/wp-content\/uploads\/sites\/97\/2018\/08\/29184256\/machine-learning-challenges-false-correlation-EN.png\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/media.kasperskydaily.com\/wp-content\/uploads\/sites\/97\/2018\/08\/29184256\/machine-learning-challenges-false-correlation-EN-1024x485.png\" alt=\"\" width=\"1024\" height=\"485\" class=\"aligncenter size-large wp-image-9916\"><\/a><\/p>\n<p>\u5f53\u7136\uff0c\u6211\u60f3\u4efb\u4f55\u4e00\u4e2a\u6b63\u5e38\u4eba\uff0c\u53ea\u8981\u6709\u4e00\u5b9a\u7684\u7ecf\u9a8c\u5b66\u8bc6\u548c\u667a\u529b\uff0c\u90fd\u9a6c\u4e0a\u4f1a\u53d1\u73b0\u8fd9\u4e8c\u8005\u4e4b\u95f4\u4e0d\u53ef\u80fd\u6709\u4efb\u4f55\u76f4\u63a5\u7684\u8054\u7cfb\u3002\u4f46\u6570\u5b66\u6a21\u578b\u5e76\u4e0d\u5177\u5907\u8fd9\u6837\u7684\u7ecf\u9a8c\u5b66\u8bc6\uff0c\u5b83\u53ea\u662f\u7528\u6765\u5b66\u4e60\u6570\u636e\u548c\u5bf9\u6570\u636e\u8fdb\u884c\u6cdb\u5316\u7684\u5de5\u5177\u3002<\/p>\n<p>\u4e00\u4e2a\u4f17\u6240\u5468\u77e5\u7684\u4f8b\u5b50\u5982\u4e0b\uff1a\u6709\u4e00\u4e2a\u8ba1\u5212\u7528\u4e8e\u5bf9\u60a3\u8005\u8fdb\u884c\u5206\u7c7b\uff0c\u786e\u5b9a\u6025\u6551\u7a0b\u5ea6\u3002\u8be5\u8ba1\u5212\u5f97\u51fa\u7684\u7ed3\u8bba\u662f\u672a\u60a3\u54ee\u5598\u7684\u80ba\u708e\u60a3\u8005\u5e94\u4f18\u5148\u4e8e\u60a3\u6709\u80ba\u708e\u7684\u54ee\u5598\u60a3\u8005\u8fdb\u884c\u6025\u6551\u3002\u4e4b\u6240\u4ee5\u6709\u8fd9\u6837\u7684\u7ed3\u8bba\uff0c\u662f\u56e0\u4e3a\u8be5\u8ba1\u5212\u5bf9\u6570\u636e\u8fdb\u884c\u7814\u7a76\u540e\uff0c\u5f97\u51fa\u7684\u7ed3\u8bba\u662f\uff0c\u54ee\u5598\u60a3\u8005\u6b7b\u4ea1\u7684\u5371\u9669\u6027\u8f83\u5c0f\uff0c\u56e0\u6b64\u4e0d\u5e94\u8be5\u4f5c\u4e3a\u4f18\u5148\u4e8b\u9879\u5904\u7406\u3002\u4f46\u4e8b\u5b9e\u4e0a\uff0c\u54ee\u5598\u60a3\u8005\u7684\u6b7b\u4ea1\u7387\u4e4b\u6240\u4ee5\u975e\u5e38\u4f4e\uff0c\u539f\u56e0\u662f\u4ed6\u4eec\u603b\u662f\u80fd\u5728\u533b\u7597\u673a\u6784\u5f97\u5230\u6025\u6551\uff0c\u56e0\u4e3a\u4ed6\u4eec\u7684\u75c5\u60c5\u6709\u7740\u975e\u5e38\u9ad8\u7684\u6b7b\u4ea1\u98ce\u9669\u3002<\/p>\n<h3>7. \u53cd\u9988\u5faa\u73af<\/h3>\n<p>\u76f8\u6bd4\u865a\u5047\u76f8\u5173\u6027\uff0c\u53cd\u9988\u5faa\u73af\u66f4\u7cdf\u7cd5\u3002\u53cd\u9988\u5faa\u73af\u662f\u6307\u7b97\u6cd5\u51b3\u7b56\u5f71\u54cd\u73b0\u5b9e\u7684\u60c5\u5f62\uff0c\u53cd\u8fc7\u6765\u53c8\u4f7f\u7b97\u6cd5\u786e\u4fe1\u5176\u7ed3\u8bba\u662f\u6b63\u786e\u7684\u3002<\/p>\n<p>\u4f8b\u5982\uff0c\u52a0\u5229\u798f\u5c3c\u4e9a\u5dde\u7684\u4e00\u9879\u9884\u9632\u72af\u7f6a\u8ba1\u5212\u8868\u660e\uff0c\u8b66\u65b9\u5e94\u8be5\u6839\u636e\u72af\u7f6a\u7387\uff08\u5373\u8bb0\u5f55\u5728\u6848\u7684\u6848\u4ef6\u6570\u91cf\uff09\u5411\u975e\u6d32\u88d4\u7f8e\u56fd\u4eba\u793e\u533a\u6d3e\u9063\u76f8\u5e94\u6570\u91cf\u7684\u8b66\u5b98\u3002\u4f46\u6700\u7ec8\u4f1a\u9677\u5165\u5230\u8fd9\u6837\u4e00\u4e2a\u5faa\u73af\u91cc\uff1a\u4e00\u4e2a\u8857\u533a\u7684\u8b66\u5bdf\u6570\u91cf\u8d8a\u591a\uff0c\u5f53\u5730\u5c45\u6c11\u7684\u62a5\u8b66\u6570\u91cf\u589e\u591a\uff08\u6709\u4e9b\u4eba\u4f1a\u76f4\u63a5\u5411\u5728\u573a\u7684\u8b66\u5b98\u62a5\u8b66\uff09\uff0c\u8b66\u5bdf\u4f1a\u8bb0\u5f55\u66f4\u591a\u6848\u4ef6\uff0c\u72af\u7f6a\u7387\u968f\u4e4b\u4e0a\u5347 \u2013 \u800c\u6309\u7167\u8ba1\u5212\u8fd9\u5c31\u8981\u5f80\u8be5\u533a\u57df\u6d3e\u9063\u66f4\u591a\u7684\u8b66\u5bdf\uff0c\u4eba\u4eec\u7684\u62a5\u6848\u6570\u91cf\u5c31\u53c8\u589e\u591a\uff0c\u62a5\u6848\u7387\u4e0a\u5347\uff0c\u4fbf\u53c8\u589e\u52a0\u8b66\u5bdf\u6570\u91cf\u2026\u2026<\/p>\n<h3>8. \u201c\u88ab\u6c61\u67d3\u201d\u6216\u201d\u6bd2\u5316\u201d\u7684\u53c2\u8003\u6570\u636e<\/h3>\n<p>\u7b97\u6cd5\u5b66\u4e60\u7684\u7ed3\u679c\u5f88\u5927\u7a0b\u5ea6\u4e0a\u53d6\u51b3\u4e8e\u53c2\u8003\u6570\u636e\uff0c\u8fd9\u4e9b\u6570\u636e\u6784\u6210\u4e86\u5b66\u4e60\u7684\u57fa\u7840\u3002\u7136\u800c\uff0c\u6570\u636e\u5f88\u6709\u53ef\u80fd\u4f1a\u56e0\u4e3a\u67d0\u79cd\u5076\u7136\u60c5\u51b5\u6216\u662f\u4e2a\u4eba\u610f\u56fe\u800c\u53d1\u751f\u626d\u66f2\uff0c\u5373\u6570\u636e\u201d\u88ab\u6c61\u67d3\u201d\uff08\u5bf9\u4e8e\u540e\u4e00\u79cd\u60c5\u51b5\uff0c\u5e38\u79f0\u4e3a\u201d\u6bd2\u5316\u201d\uff09\u3002<\/p>\n<p>\u4e0b\u9762\u662f\u53c2\u8003\u6570\u636e\u53d1\u751f\u610f\u5916\u95ee\u9898\u7684\u4f8b\u5b50\u3002\u5982\u679c\u7528\u4f5c\u62db\u8058\u7b97\u6cd5\u57f9\u8bad\u6837\u672c\u7684\u6570\u636e\u662f\u4ece\u5177\u6709\u79cd\u65cf\u4e3b\u4e49\u62db\u8058\u5b9e\u8df5\u7684\u516c\u53f8\u83b7\u5f97\u7684\uff0c\u90a3\u4e48\u8be5\u7b97\u6cd5\u4e5f\u5c06\u5e26\u6709\u79cd\u65cf\u4e3b\u4e49\u8272\u5f69\u3002<\/p>\n<p>\u5fae\u8f6f\u66fe\u5728\u63a8\u7279\u4e0a\u63a8\u51fa\u8fc7\u4e00\u6b3e\u804a\u5929\u673a\u5668\u4eba\uff0c\u8fd9\u6b3e\u673a\u5668\u4eba\u80fd\u4e0e\u4efb\u4f55\u804a\u5929\u3002\u4f46\u662f\u5fae\u8f6f\u7684\u6b64\u4e2a\u804a\u5929\u9879\u76ee\u5374\u53ea\u8fdb\u884c\u4e8624\u5c0f\u65f6\u5c31<a target=\"_blank\" href=\"https:\/\/www.theverge.com\/2016\/3\/24\/11297050\/tay-microsoft-chatbot-racist\" rel=\"noopener noreferrer nofollow\">\u4e0d\u5f97\u4e0d\u505c\u6b62<\/a>\uff0c\u56e0\u4e3a\u70ed\u5fc3\u7684\u7f51\u7edc\u7528\u6237\u8fc5\u901f\u6559\u4f1a\u4e86\u804a\u5929\u673a\u5668\u4eba\u53d1\u8a93\u548c\u80cc\u8bf5\u5e0c\u7279\u52d2\u7684\u300a\u6211\u7684\u594b\u6597\u300b\u3002<\/p>\n<p>https:\/\/twitter.com\/geraldmellor\/status\/712880710328139776<\/p>\n<p>\u4e0b\u9762\u662f\u4e00\u4e2a\u673a\u5668\u5b66\u4e60\u6570\u636e\u88ab\u6bd2\u5316\u7684\u4f8b\u5b50\u3002\u8ba1\u7b97\u673a\u75c5\u6bd2\u5206\u6790\u5b9e\u9a8c\u5ba4\u6709\u4e00\u6b3e\u6570\u5b66\u6a21\u578b\u6bcf\u5929\u5e73\u5747\u5904\u7406100\u4e07\u4e2a\u6587\u4ef6\uff0c\u5305\u62ec\u5e72\u51c0\u548c\u6709\u5bb3\u7684\u6587\u4ef6\u3002\u968f\u7740\u5a01\u80c1\u5f62\u52bf\u4e0d\u65ad\u53d8\u5316\uff0c\u6a21\u578b\u4e5f\u5728\u4e0d\u65ad\u66f4\u6539\uff0c\u4ee5\u53cd\u75c5\u6bd2\u6570\u636e\u5e93\u66f4\u65b0\u7684\u5f62\u5f0f\u63d0\u4f9b\u7ed9\u5ba2\u6237\u7aef\u4e0a\u5b89\u88c5\u7684\u4ea7\u54c1\u3002<\/p>\n<p>\u9ed1\u5ba2\u53ef\u4ee5\u6301\u7eed\u751f\u6210\u975e\u5e38\u7c7b\u4f3c\u4e8e\u5e72\u51c0\u6587\u4ef6\u7684\u6076\u610f\u6587\u4ef6\uff0c\u5e76\u5c06\u5b83\u4eec\u53d1\u9001\u5230\u5b9e\u9a8c\u5ba4\u3002\u8fd9\u4e00\u64cd\u4f5c\u4f1a\u9010\u6e10\u6a21\u7cca\u5e72\u51c0\u548c\u6709\u5bb3\u6587\u4ef6\u4e4b\u95f4\u7684\u754c\u9650\uff0c\u964d\u4f4e\u6a21\u578b\u7684\u8d28\u91cf\uff0c\u5e76\u53ef\u80fd\u6700\u7ec8\u5bfc\u81f4<a target=\"_blank\" href=\"https:\/\/encyclopedia.kaspersky.com\/glossary\/false-positive\/?utm_source=kdaily&amp;utm_medium=blog&amp;utm_campaign=termin-explanation\" rel=\"noopener noreferrer\">\u8bef\u62a5<\/a>\u3002<\/p>\n<p>\u8fd9\u5c31\u662f\u4e3a\u4ec0\u4e48\u5361\u5df4\u65af\u57fa\u5b9e\u9a8c\u5ba4\u91c7\u7528<a target=\"_blank\" href=\"https:\/\/www.kaspersky.com\/blog\/multilayered-approach\/6601\/\" rel=\"noopener noreferrer nofollow\">\u591a\u5c42\u5b89\u5168\u6a21\u578b<\/a>\uff0c\u800c<a target=\"_blank\" href=\"https:\/\/securelist.com\/five-myths-about-machine-learning-in-cybersecurity\/76351\/\" rel=\"noopener noreferrer\">\u4e0d\u4ec5\u4ec5\u4f9d\u8d56\u4e8e<\/a>\u673a\u5668\u5b66\u4e60\u7684\u539f\u56e0\u3002\u771f\u4eba \u2013 \u5373\u53cd\u75c5\u6bd2\u4e13\u5bb6\u4f1a\u59cb\u7ec8\u76d1\u63a7\u673a\u5668\u7684\u64cd\u4f5c\u3002<\/p>\n<h3>9. \u673a\u5668\u6b3a\u9a97<\/h3>\n<p>\u5373\u4fbf\u662f\u4e00\u4e2a\u529f\u80fd\u9f50\u5907\u3001\u4f9d\u8d56\u4e8e\u6b63\u5e38\u6570\u636e\u7684\u6570\u5b66\u6a21\u578b\uff0c\u5982\u679c\u5de5\u4f5c\u539f\u7406\u4e00\u65e6\u6cc4\u9732\uff0c\u4e5f\u4f1a\u8ba9\u6076\u4eba\u6709\u7a7a\u53ef\u94bb\u3002\u4f8b\u5982\uff0c\u6709\u4e00\u7ec4\u7814\u7a76\u4eba\u5458\u7814\u53d1\u4e86\u4e00\u79cd\u53ef\u4ee5\u6b3a\u9a97\u4eba\u8138\u8bc6\u522b\u7b97\u6cd5\u7684\u7279\u6b8a\u773c\u955c\uff0c\u8fd9\u79cd\u773c\u955c\u4f1a\u5728\u56fe\u50cf\u4e2d\u5f15\u5165\u6781\u5c0f\u7684\u5931\u771f\uff0c\u4ece\u800c\u6539\u53d8\u9762\u90e8\u8bc6\u522b\u7ed3\u679c\u3002<\/p>\n<div id=\"attachment_9918\" style=\"width: 1034px\" class=\"wp-caption aligncenter\"><a href=\"https:\/\/media.kasperskydaily.com\/wp-content\/uploads\/sites\/97\/2018\/08\/29184353\/machine-learning-challenges-fail-1.png\"><img loading=\"lazy\" decoding=\"async\" aria-describedby=\"caption-attachment-9918\" src=\"https:\/\/media.kasperskydaily.com\/wp-content\/uploads\/sites\/97\/2018\/08\/29184353\/machine-learning-challenges-fail-1-1024x614.png\" alt=\"\" width=\"1024\" height=\"614\" class=\"size-large wp-image-9918\"><\/a><p id=\"caption-attachment-9918\" class=\"wp-caption-text\">\u901a\u8fc7\u4f69\u6234\u6709\u7279\u6b8a\u955c\u6846\u7684\u773c\u955c\uff0c\u7814\u7a76\u4eba\u5458<a target=\"_blank\" href=\"https:\/\/www.theguardian.com\/technology\/2016\/nov\/03\/how-funky-tortoiseshell-glasses-can-beat-facial-recognition\" rel=\"noopener noreferrer nofollow\">\u9a97\u8fc7\u4e86\u4eba\u8138\u8bc6\u522b\u7b97\u6cd5<\/a>\uff0c\u8ba9\u7b97\u6cd5\u8ba4\u4e3a\u4ed6\u4eec\u662f\u5176\u4ed6\u4eba<\/p><\/div>\n<p>\u5c31\u7b97\u5728\u4f3c\u4e4e\u4e0d\u6d89\u53ca\u4efb\u4f55\u590d\u6742\u56e0\u7d20\u7684\u60c5\u51b5\u4e0b\uff0c\u673a\u5668\u4e5f\u5f88\u5bb9\u6613\u88ab\u5916\u884c\u6240\u4e0d\u77e5\u9053\u7684\u65b9\u6cd5\u9a97\u8fc7\u3002<\/p>\n<div id=\"attachment_9919\" style=\"width: 859px\" class=\"wp-caption aligncenter\"><a href=\"https:\/\/media.kasperskydaily.com\/wp-content\/uploads\/sites\/97\/2018\/08\/29184347\/machine-learning-challenges-fail-2.png\"><img loading=\"lazy\" decoding=\"async\" aria-describedby=\"caption-attachment-9919\" src=\"https:\/\/media.kasperskydaily.com\/wp-content\/uploads\/sites\/97\/2018\/08\/29184347\/machine-learning-challenges-fail-2.png\" alt=\"\" width=\"849\" height=\"309\" class=\"size-full wp-image-9919\"><\/a><p id=\"caption-attachment-9919\" class=\"wp-caption-text\">\u524d\u4e09\u4e2a\u6807\u5fd7<a target=\"_blank\" href=\"https:\/\/arxiv.org\/pdf\/1412.6572.pdf\" rel=\"noopener noreferrer nofollow\">\u88ab\u8bc6\u522b\u4e3a<\/a>\u662f45\u516c\u91cc\/\u5c0f\u65f6\u9650\u901f\u6807\u5fd7\uff0c\u6700\u540e\u4e00\u4e2a\u6807\u5fd7\u88ab\u8bc6\u522b\u4e3a\u662f\u505c\u8f66\u6807\u5fd7<\/p><\/div>\n<p>\u6b64\u5916\uff0c\u8981\u60f3\u964d\u4f4e\u673a\u5668\u5b66\u4e60\u6570\u5b66\u6a21\u578b\u7684\u80fd\u529b\uff0c\u8fd9\u4e9b\u53d8\u5316\u4e0d\u4e00\u5b9a\u8981\u5f88\u5927 \u2013 \u4eba\u773c<a target=\"_blank\" href=\"https:\/\/www.kaspersky.com\/blog\/ai-fails\/18318\/\" rel=\"noopener noreferrer nofollow\">\u96be\u4ee5\u5bdf\u89c9\u7684\u5fae\u5c0f\u53d8\u5316<\/a>\u5c31\u8db3\u591f\u4e86\u3002<\/p>\n<div id=\"attachment_9917\" style=\"width: 1034px\" class=\"wp-caption aligncenter\"><a href=\"https:\/\/media.kasperskydaily.com\/wp-content\/uploads\/sites\/97\/2018\/08\/29184350\/machine-learning-challenges-fail-3.png\"><img loading=\"lazy\" decoding=\"async\" aria-describedby=\"caption-attachment-9917\" src=\"https:\/\/media.kasperskydaily.com\/wp-content\/uploads\/sites\/97\/2018\/08\/29184350\/machine-learning-challenges-fail-3-1024x333.png\" alt=\"\" width=\"1024\" height=\"333\" class=\"size-large wp-image-9917\"><\/a><p id=\"caption-attachment-9917\" class=\"wp-caption-text\">\u5728\u5de6\u56fe\u7684\u718a\u732b\u56fe\u7247\u4e0a\u6dfb\u52a0\u8f7b\u5fae\u7684\u566a\u97f3\uff0c<a target=\"_blank\" href=\"https:\/\/arxiv.org\/pdf\/1312.6199.pdf\" rel=\"noopener noreferrer 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href=\"https:\/\/obamawhitehouse.archives.gov\/sites\/default\/files\/microsites\/ostp\/2016_0504_data_discrimination.pdf\" rel=\"noopener noreferrer 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Alcin\u00e9\u8868\u793a\u6b49\u610f\uff0c\u627f\u8bfa\u4fee\u590d\u8be5\u9519\u8bef\u3002\u7136\u800c\u4e09\u5e74\u540e\uff0c\u8c37\u6b4c\u9664\u4e86\u7981\u6b62\u5728\u56fe\u50cf\u6807\u8bb0\u4e2d\u4f7f\u7528\u201d\u5927\u7329\u7329\u201d\u7b49\u7c7b\u4f3c\u8bcd\u8bed\u5916\uff0c\u5e76\u6ca1\u6709\u5176\u4ed6\u66f4\u597d\u7684\u89e3\u51b3\u65b9\u6848\u3002<\/p>\n<p>Google Photo\u5e94\u7528\u5728\u8bc6\u522b\u5230\u9ed1\u4eba\u65f6\uff0c\u4f1a\u5c06\u5176\u6807\u8bb0\u5f52\u7c7b\u4e3a\u5927\u7329\u7329\u3002\u8fd9\u662f\u771f\u7684\uff01\u6b63\u5982\u4f60\u60f3\u5f97\uff0c\u8fd9\u786e\u5b9e\u662f\u4e00\u4e2a\u4e11\u95fb\uff0c\u8c37\u6b4c\u627f\u8bfa\u4f1a\u4fee\u590d\u7b97\u6cd5\u3002\u7136\u800c\u4e09\u5e74\u540e\uff0c\u8c37\u6b4c\u9664\u4e86\u7981\u6b62\u5728\u56fe\u50cf\u6807\u8bb0\u4e2d\u4f7f\u7528\u201d\u5927\u7329\u7329\u201d\u3001\u201d\u9ed1\u7329\u7329\u201d\u6216\u201d\u7334\u5b50\u201d\u7b49\u7c7b\u4f3c\u8bcd\u8bed\u5916\uff0c<a target=\"_blank\" 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