{"id":55001,"date":"2018-03-23T14:37:50","date_gmt":"2018-03-23T06:37:50","guid":{"rendered":"https:\/\/blog.trendmicro.com.tw\/?p=55001"},"modified":"2018-03-23T14:42:57","modified_gmt":"2018-03-23T06:42:57","slug":"%e5%ae%8c%e7%be%8e%e7%b5%90%e5%90%88%e8%b3%87%e5%ae%89%e5%b0%88%e5%ae%b6%e8%88%87ai%ef%bc%8c%e8%b6%a8%e5%8b%a2%e7%a7%91%e6%8a%80%e9%98%b2%e7%a6%a6%e8%83%bd%e9%87%8f%e5%a4%a7%e8%ba%8d%e5%8d%87","status":"publish","type":"post","link":"https:\/\/blog.trendmicro.com.tw\/?p=55001","title":{"rendered":"\u5b8c\u7f8e\u7d50\u5408\u8cc7\u5b89\u5c08\u5bb6\u8207AI\uff0c\u8da8\u52e2\u79d1\u6280\u9632\u79a6\u80fd\u91cf\u5927\u8e8d\u5347"},"content":{"rendered":"

\u7121\u5eb8\u7f6e\u7591\uff0c\u300c\u4eba\u5de5\u667a\u6167\u300d(AI)\u662f\u7576\u4e0b\u6700\u71b1\u9580\u7684\u79d1\u6280\u8da8\u52e2\uff1b\u56e0\u8fd1\u5e74\u4f86\u6a5f\u5668\u5b78\u7fd2(ML)\u3001\u6df1\u5ea6\u5b78\u7fd2(DL)\u7b49\u6280\u8853\u6709\u6240\u7a81\u7834\uff0c\u9a45\u4f7f\u5404\u5927\u79d1\u6280\u516c\u53f8\u7af6\u76f8\u555f\u52d5AI\u5c08\u6848\uff0c\u8b93\u4eba\u5011\u66f4\u52a0\u4fe1\u4efb\u96fb\u8166\u6240\u505a\u6c7a\u7b56\uff0c\u9023\u5e36\u501a\u8cf4\u96fb\u8166\u4f86\u8655\u7406\u5404\u7a2e\u95dc\u9375\u8cc7\u5b89\u8b70\u984c\u3002<\/p>\n

\u8da8\u52e2\u79d1\u6280\u6838\u5fc3\u6280\u8853\u90e8\u6280\u8853\u7d93\u7406Ricky Chou\u5f37\u8abf\uff0cAI\u7d55\u975e\u6311\u6230\u4eba\u985e\u7684\u5de5\u5177\uff0c\u800c\u5728\u65bc\u8f14\u52a9\u4eba\u985e\u3002\u4f9d\u8cc7\u5b89\u8ab2\u984c\u800c\u8ad6\uff0c\u9032\u5165\u8cc7\u8a0a\u7206\u70b8\u6642\u4ee3\uff0c\u82e5\u50c5\u6191\u8cc7\u5b89\u5c08\u5bb6\u5f59\u6574\u5de8\u91cf\u8cc7\u8a0a\uff0c\u89e3\u6790\u4e0d\u540c\u7db2\u8def\u884c\u70ba\u6240\u96b1\u85cf\u7684\u60e1\u610f\u6a21\u5f0f\uff0c\u552f\u6050\u7de9\u4e0d\u6fdf\u6025\uff0c\u4e9f\u9700\u501f\u52a9AI\u7a81\u7834\u56f0\u5883\u3002<\/p>\n

\u4ee5\u8da8\u52e2\u79d1\u6280\u70ba\u4f8b\uff0c\u6bcf\u5929\u6536\u96c6\u6578\u5341TB\u4f86\u81ea\u4e16\u754c\u5404\u5730\u7684\u611f\u6e2c\u6578\u64da\uff0c\u5373\u662f\u5229\u7528AI\u8207ML\u6280\u8853\uff0c\u5728\u77ed\u6642\u9593\u5167\u6574\u7406\u70ba\u6709\u50f9\u503c\u8cc7\u8a0a\u3002\u904e\u5f80\u8cc7\u5b89\u5c08\u5bb6\u7fd2\u6163\u900f\u904e\u53cd\u7d44\u8b6f\u5de5\u5177\uff0c\u7814\u5224\u6a94\u6848\u7a76\u7adf\u5c6c\u65bc\u6b63\u5e38\u6216\u60e1\u610f\uff0c\u5e73\u5747\u6bcf\u500b\u6a94\u6848\u9700\u8655\u740615\u5206\u9418\u52302\u5c0f\u6642\uff0c\u4ee5\u8da8\u52e2\u79d1\u6280\u6bcf\u6708\u5f59\u96c6\u903e5\u842c\u7b46\u6a94\u6848\u4f86\u770b\uff0c\u8cc7\u5b89\u5c08\u5bb6\u81f3\u5c11\u9700\u8017\u664212,500\u5c0f\u6642\u624d\u80fd\u6d88\u5316\u5b8c\u7562\uff0c\u5be6\u70ba\u4e0d\u53ef\u80fd\u7684\u4efb\u52d9\uff1b\u552f\u6709\u6191\u85c9AI\/ML\u52a9\u529b\uff0c\u624d\u6709\u8fa6\u6cd5\u8b93\u4e0d\u53ef\u80fd\u8b8a\u70ba\u53ef\u80fd\u3002<\/p>\n

\"AI\u7d55\u975e\u6311\u6230\u4eba\u985e\u7684\u5de5\u5177\uff0c\u800c\u5728\u65bc\u8f14\u52a9\u4eba\u985e\"<\/a>
AI\u7d55\u975e\u6311\u6230\u4eba\u985e\u7684\u5de5\u5177\uff0c\u800c\u5728\u65bc\u8f14\u52a9\u4eba\u985e<\/figcaption><\/figure>\n

\u878d\u5408\u591a\u91cd\u914d\u5957\u6a5f\u5236\uff0c\u63d0\u5347\u5a01\u8105\u5075\u6e2c\u7cbe\u6e96\u5ea6<\/span><\/strong><\/h3>\n

\u6709\u4eba\u8cea\u7591\uff0cAI\u89e3\u6790\u60e1\u610f\u6a94\u6848\u7684\u7cbe\u6e96\u5ea6\uff0c\u662f\u5426\u7b49\u540c\u8cc7\u5b89\u5c08\u5bb6\u4eba\u5de5\u5224\u8b80\u7684\u6c34\u5e73\uff1f\u70ba\u6b64\u8da8\u52e2\u79d1\u6280\u5f15\u7528\u903e10\u7a2e\u5a01\u8105\u60c5\u8cc7\u670d\u52d9\u3001\u5efa\u7acb\u903e300\u7a2eFeatures\uff0c\u555f\u52d5\u903e30\u9805ML\u6a21\u578b\uff0c\u900f\u904e\u6a21\u578b\u878d\u5408(Ensemble)\u8207\u4ea4\u53c9\u9a57\u8b49\uff0c\u529b\u6c42\u9054\u5230100%\u7cbe\u6e96\u5ea6\u3002<\/p>\n

\u8209\u4f8b\u4f86\u8aaa\uff0cASCII\u6a94\u6848\u578b\u614b\u7e41\u591a\uff0c\u8a72\u516c\u53f8\u81ea\u89ba\u96e3\u4ee5\u5099\u8db3\u5b8c\u6574\u8a13\u7df4\u8cc7\u6599\uff0c\u9042\u904b\u7528\u534a\u76e3\u7763\u5b78\u7fd2(Semi-supervised learning)\u65b9\u6cd5\uff0c\u89e3\u6790\u5404\u985e\u6a94\u6848\u7684\u76f8\u4f3c\u5ea6\uff0c\u5c07\u76f8\u4f3c\u8005\u4e88\u4ee5\u7fa4\u7d44\uff0c\u6709\u6548\u5224\u65b7\u500b\u5225\u6a94\u6848\u7684\u60e1\u610f\u6210\u4efd\u3002\u53e6\u91dd\u5c0d\u6c99\u7bb1\u52d5\u614b\u884c\u70ba\u5206\u6790\u60c5\u5883\uff0c\u5176\u5206\u6790\u5831\u544a\u52d5\u8f12\u5e7e\u5341MB\u3001\u860a\u542b\u4e0a\u5343\u7dad\u5ea6\u8cc7\u8a0a\uff0c\u55ae\u9760\u4eba\u529b\u96e3\u4ee5\u6709\u6548\u89e3\u8b80\uff0c\u8da8\u52e2\u79d1\u6280\u900f\u904eWord2Vec\u6280\u8853\uff0c\u5c07\u4e0a\u5343\u7dad\u5ea6\u8cc7\u8a0a\u58d3\u7e2e\u70ba\u4e8c\u7dad\u8cc7\u8a0a\uff0c\u518d\u7d50\u5408\u5377\u7a4d\u795e\u7d93\u7db2\u8def(CNN)\uff0c\u52a0\u901f\u57f7\u884c\u60e1\u610f\u7a0b\u5f0f\u7684\u5206\u985e\u5de5\u4f5c\u3002<\/p>\n

Ricky Chou\u88dc\u5145\uff0c\u73fe\u4eca\u8a31\u591a\u60e1\u610f\u90fd\u7d93\u904e\u6df7\u6dc6\uff0c\u751a\u81f3\u57cb\u85cf\u65bc\u5716\u6a94\uff0c\u6545\u8da8\u52e2\u79d1\u6280\u4e0d\u50c5\u5c0dDe-Obfuscation\u3001Image OCR\u7b49\u76f8\u95dc\u89e3\u6790\u6280\u8853\u8457\u529b\u9817\u6df1\uff0c\u66f4\u690d\u57fa\u958b\u6e90\u6280\u8853\u767c\u5c55TLSH (Trend Locality Sensitive Hash)\u6a21\u5f0f\uff0c\u6839\u64da\u672a\u77e5\u6a94\u6848\u8207\u5df2\u77e5\u6b63\u5e38\u6a94\u6848\u7684\u76f8\u4f3c\u5ea6\uff0c\u6e96\u78ba\u5224\u65b7\u5404\u500b\u6a94\u6848\u80fd\u5426\u88ab\u5b89\u5168\u57f7\u884c\u3002<\/p>\n

\u622a\u81f3\u76ee\u524d\uff0c\u8da8\u52e2\u79d1\u6280\u7684\u5a01\u8105\u5c08\u5bb6\u5df2\u80fd\u8207AI\u7dca\u5bc6\u5408\u4f5c\uff0c\u900f\u904eAI\u5927\u5e45\u6e1b\u5c11Routine Job\u8655\u7406\u6642\u9593\uff0c\u5168\u529b\u6295\u5165\u66f4\u5177\u610f\u7fa9\u7684\u7814\u7a76\u8207\u8abf\u67e5\uff0c\u52a0\u901f\u7834\u89e3\u8a31\u591a\u68d8\u624b\u7684\u60e1\u610f\u653b\u64ca\u884c\u70ba\uff0c\u5982\u5546\u52d9\u96fb\u5b50\u90f5\u4ef6\u8a50\u9a19(BEC)<\/a>\u4fbf\u662f\u5178\u578b\u4e4b\u4f8b\u3002<\/p>\n

\u7d9c\u89c0BEC<\/a>\u6a21\u5f0f\uff0c\u99ed\u5ba2\u7d93\u5e38\u507d\u5192\u6b63\u503c\u4f11\u5047\u6216\u5dee\u65c5\u7684\u4f01\u696d\u9ad8\u5c64\uff0c\u767c\u4fe1\u6307\u793a\u8ca1\u52d9\u6216\u51fa\u7d0d\u4eba\u54e1\u532f\u6b3e\u81f3\u7279\u5b9a\u5e33\u6236\uff1b\u7531\u65bc\u6b64\u985e\u4fe1\u4ef6\u672a\u593e\u96dc\u602a\u7570\u8cc7\u8a0a(\u5982\u593e\u5e36\u9644\u6a94\u6216URL\u9023\u7d50)\uff0cAnti-Spam\u7cfb\u7d71\u7121\u5f9e\u8fa8\u8b58\u7570\u5e38\uff0c\u52a0\u4e0a\u99ed\u5ba2\u6163\u7528\u4ee5\u5047\u4e82\u771f\u7684\u4fe1\u7bb1\u5730\u5740\u3001\u5408\u6cd5\u516c\u958b\u7684\u4fe1\u7bb1\uff0c\u751a\u6216\u5165\u4fb5\u5229\u7528\u9ad8\u5c64\u4e4b\u4fe1\u7bb1\uff0c\u5c0e\u81f4\u6536\u4ef6\u4eba\u4e0d\u7591\u6709\u4ed6\u3001\u57f7\u884c\u8f49\u5e33\u3002<\/p>\n

\u8da8\u52e2\u79d1\u6280\u8a8d\u70ba\uff0c\u4e00\u65e6\u80fd\u8fa8\u6790\u767c\u4fe1\u4eba\u7684\u5beb\u4f5c\u98a8\u683c(Writing Style)\uff0c\u53ef\u671b\u6839\u64da\u5beb\u6cd5\u7684\u5dee\u7570\uff0c\u6709\u6548\u8b58\u7834BEC<\/a>\u884c\u5f91\uff1b\u65bc\u662f\u501f\u52a9ML\u6280\u8853\uff0c\u4f9d\u6bcf\u4f4d\u4e3b\u7ba1\u904e\u5f80\u7d04200~300\u5c01\u4fe1\u4ef6\u4f5c\u70ba\u8a13\u7df4\u7d20\u6750\uff0c\u7522\u751f\u4e0d\u540c\u983b\u9053\u7684\u5149\u8b5c\u57fa\u6e96\uff0c\u5f8c\u7e8c\u82e5\u6709\u507d\u9020\u90f5\u4ef6\u504f\u96e2\u6b63\u5e38\u5149\u8b5c\uff0c\u81ea\u7136\u7121\u6240\u9041\u5f62\u3002<\/p>\n

\u53e6\u8ac7\u53ca\u7f55\u898b\u7684APT<\/a>\u6216\u65b0\u578b\u614b\u653b\u64ca\u6a21\u5f0f\uff0c\u7d93\u5e38\u7919\u65bc\u6b63\u3001\u7570\u5e38\u6a23\u672c\u6578\u91cf\u5dee\u8ddd\u904e\u5927\uff0c\u96e3\u4ee5\u7522\u751f\u826f\u597d\u5b78\u7fd2\u6548\u679c\uff1b\u70ba\u89e3\u6c7a\u6b64\u96e3\u984c\uff0c\u8da8\u52e2\u79d1\u6280\u63a1\u7528\u7570\u5e38\u5075\u6e2c(Anomaly Detection)\u6a21\u5f0f\uff0c\u4ea4\u53c9\u904b\u7528\u50b3\u7d71\u7d71\u8a08\u5206\u6790\u3001\u55ae\u985e\u5225SVM\u6f14\u7b97\u6cd5(one Class-SVM)\u53ca\u6df1\u5ea6\u5b78\u7fd2\u7684\u81ea\u52d5\u7de8\u8b6f\u5668(Auto-encoder)\uff0c\u5148\u5b78\u7fd2\u6b63\u5e38\u884c\u70ba\u3001\u8a2d\u5b9a\u9580\u6abb\u503c\uff0c\u65e5\u5f8c\u4efb\u4f55\u843d\u5728\u908a\u754c\u9ede\u5916\u7684\u884c\u70ba\u6a21\u5f0f\uff0c\u5373\u53ef\u8996\u70ba\u7570\u5e38\u3002<\/p>\n

\u524d\u8ff0\u505a\u6cd5\uff0c\u9069\u7528\u5bb6\u5ead\u7db2\u8def\u3001IoT\u3001\u8eca\u7528\u7cfb\u7d71\u7b49\u4e0d\u540c\u9632\u79a6\u60c5\u5883\uff0c\u4ea6\u80fd\u7528\u65bc\u5075\u6e2c\u4f01\u696d\u5167\u90e8\u7684APT<\/a>\u3001\u5167\u8cca\u6216\u9593\u8adc\u7b49\u653b\u64ca\u6d3b\u52d5\uff0c\u53ea\u56e0\u9019\u4e9b\u7570\u5e38\u884c\u70ba\u6975\u5176\u8907\u96dc\uff0c\u5f88\u96e3\u85c9\u7531Rule-based Mode\u6216Feature Engineering\u65b9\u5f0f\uff0c\u7cbe\u6e96\u63cf\u8ff0\u5176\u653b\u64ca\u6a23\u614b\u3002<\/p>\n

AI\u5982\u96d9\u9762\u5203\uff0c\u6050\u6dea\u70ba\u99ed\u5ba2\u653b\u64ca\u6b66\u5668<\/span><\/strong><\/h3>\n

Ricky Chou\u4e0d\u5fd8\u63d0\u9192\uff0cAI\/ML\u5982\u96d9\u9762\u5203\uff0c\u653b\u64ca\u8005\u53ef\u80fd\u5229\u7528\u6b64\u6280\u8853\u653b\u64ca\u9632\u5b88\u65b9\u7684\u6a5f\u5668\u5b78\u7fd2\u7cfb\u7d71\u3002\u56e0\u70ba\u518d\u600e\u9ebc\u5f37\u5927\u7684AI\u7cfb\u7d71\uff0c\u7d42\u7a76\u5b58\u5728\u5f31\u9ede\uff0c\u6cc1\u4e14\u73fe\u968e\u6bb5\u7528\u6236\u53ea\u6c42ML\u6a5f\u5236\u53ef\u4ee5\u904b\u4f5c\u3001\u758f\u65bc\u9032\u884c\u9a57\u8b49\u6e2c\u8a66\uff0c\u96e3\u4ee5\u9810\u5148\u5bdf\u89ba\u6f5b\u5728\u6f0f\u6d1e\uff0c\u6240\u4ee5\u53ea\u8981\u99ed\u5ba2\u65e9\u4e00\u6b65\u638c\u63e1\u5f31\u9ede\uff0c\u4fbf\u53ef\u904b\u7528\u5c0d\u6297\u6a5f\u5668\u5b78\u7fd2(Adversarial Machine Learning)\u6280\u8853\uff0c\u8a98\u9a19ML\u6a21\u578b\u7522\u751f\u932f\u8aa4\u6c7a\u5b9a\uff0c\u4e5f\u53ef\u900f\u904e\u751f\u6210\u5f0f\u5c0d\u6297\u7db2\u8def(GAN)\uff0c\u8b93\u539f\u672c\u60e1\u610f\u7a0b\u5f0f\u52a0\u4e0a\u96dc\u8a0a(Noise)\uff0c\u6210\u529f\u9583\u907f\u5075\u6e2c\u7a0b\u5f0f\uff0c\u751a\u81f3\u76f4\u63a5\u76dc\u53d6ML\u6a21\u578b\u3002<\/p>\n

\u6709\u9451\u65bc\u6b64\uff0c\u8da8\u52e2\u79d1\u6280\u7684Zero Day Initiative(ZDI)\u7d44\u7e54\u904b\u7528Fuzzer\u3001\u7b26\u865f\u904b\u7b97\u7b49AI\u6f14\u7b97\u6cd5\uff0c\u4e00\u4f86\u900f\u904e\u975e\u9810\u671f\u5b57\u4e32\u7684\u96a8\u6a5f\u8f38\u5165\uff0c\u6aa2\u8996\u7a0b\u5f0f\u662f\u5426\u767c\u751f\u7570\u72c0\uff0c\u4e8c\u4f86\u5206\u6790\u7a0b\u5f0f\u78bc\u5340\u6bb5\uff0c\u4ee5\u8a3a\u65b7\u7a0b\u5f0f\u78bc\u8def\u5f91\u4e26\u9032\u884c\u6a19\u7c64\u8a3b\u8a18\uff0c\u89e3\u6c7a\u904e\u5f80AI\u7cfb\u7d71\u5728SAT \u6e2c\u8a66(Site Acceptance Testing)\u4e4b\u4e0d\u8db3\uff0c\u6709\u6548\u6316\u6398\u7cfb\u7d71\u6f0f\u6d1e\uff0c\u4e26\u81ea\u52d5\u7522\u751f\u865b\u64ec\u88dc\u4e01\u3002\u800c\u8fd1\u5e74\u7f8e\u570b\u570b\u9632\u90e8\u570b\u9632\u9ad8\u7b49\u7814\u7a76\u8a08\u756b\u7f72(DARPA)\u7a4d\u6975\u8209\u8fa6CGC(Cyber Grand Challenge)\u6f0f\u6d1e\u81ea\u52d5\u653b\u9632\u6bd4\u8cfd\uff0c\u4ea6\u8207\u8da8\u52e2\u79d1\u6280ZDI\u7684\u76ee\u7684\u6b8a\u9014\u540c\u6b78\u3002<\/p>\n

\u4f46\u74b0\u9867CGC\u7af6\u8cfd\u60c5\u666f\uff0c\u53eaAI\u67e5\u627e\u7cfb\u7d71\u6f0f\u6d1e\u7684\u901f\u5ea6\uff0c\u5c1a\u6709\u83ab\u5927\u9032\u6b65\u7a7a\u9593\uff0c\u63db\u8a00\u4e4b\uff0c\u6b64\u6642\u4e26\u4e0d\u8db3\u4ee5\u78ba\u4fddML\u7cfb\u7d71\u514d\u65bc\u906d\u53d7\u96f6\u65e5\u653b\u64ca\u3002Ricky Chou\u8a8d\u70ba\u7576\u4e0b\u6700\u4f73\u9632\u79a6\u67b6\u69cb\uff0c\u7d55\u975e\u5b8c\u5168\u8a17\u4ed8\u65bcAI\/ML\u55ae\u4e00\u57fa\u790e\uff0c\u5fc5\u9808\u63a1\u53d6\u591a\u9805\u914d\u5957\u63aa\u65bd\uff0c\u878d\u5408\u591a\u7d44ML\u6f14\u7b97\u6cd5\uff0c\u524d\u5f8c\u4e32\u806f\u6210\u70ba\u5b8c\u5584\u7684\u5224\u65b7\u8207\u6aa2\u6838\u6a5f\u5236\uff0c\u85c9\u6b64\u964d\u4f4e\u8aa4\u522a\u8aa4\u6514\u6a5f\u7387\uff0c\u4ea6\u63d0\u9ad8\u99ed\u5ba2\u653b\u9677ML\u6a21\u578b\u7684\u96e3\u5ea6\uff1b\u800c\u8da8\u52e2\u79d1\u6280\u7684XGen\u9632\u8b77\u6280\u8853\uff0c\u4fbf\u662f\u85c9\u7531AI\/ML\u52a0\u4e0a\u914d\u5957\u6a5f\u5236\u7684\u591a\u91cd\u7d44\u5408\uff0c\u5f97\u4ee5\u767c\u63ee\u591a\u5c64\u5f0f\u9632\u79a6\u5999\u6548\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"

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