{"id":2463,"date":"2018-05-14T14:56:01","date_gmt":"2018-05-14T06:56:01","guid":{"rendered":"http:\/\/www.sugonedu.com\/?p=2463"},"modified":"2018-05-14T14:56:01","modified_gmt":"2018-05-14T06:56:01","slug":"%e6%88%90%e4%b8%ba%e4%b8%80%e5%90%8d%e5%90%88%e6%a0%bc%e7%9a%84%e7%ae%97%e6%b3%95%e5%b7%a5%e7%a8%8b%e5%b8%88%e9%9c%80%e8%a6%81%e6%8e%8c%e6%8f%a1%e5%93%aa%e4%ba%9b%e6%8a%80%e8%83%bd%ef%bc%9f","status":"publish","type":"post","link":"http:\/\/112.123.118.11:9997\/?p=2463","title":{"rendered":"\u6210\u4e3a\u4e00\u540d\u5408\u683c\u7684\u7b97\u6cd5\u5de5\u7a0b\u5e08\u9700\u8981\u638c\u63e1\u54ea\u4e9b\u6280\u80fd\uff1f"},"content":{"rendered":"<p style=\"text-align: justify;\"><span style=\"font-family: \u5fae\u8f6f\u96c5\u9ed1, &quot;Microsoft YaHei&quot;; font-size: 16px; color: rgb(0, 0, 0);\">&nbsp;<\/span><\/p>\n<p style=\"text-align: justify; text-indent: 2em;\"><span style=\"font-family: \u5fae\u8f6f\u96c5\u9ed1, &quot;Microsoft YaHei&quot;; font-size: 16px; color: rgb(0, 0, 0);\">\u6210\u4e3a\u4e00\u540d\u5408\u683c\u7684\u5f00\u53d1\u5de5\u7a0b\u5e08\u4e0d\u662f\u4e00\u4ef6\u7b80\u5355\u7684\u4e8b\u60c5\uff0c\u9700\u8981\u638c\u63e1\u4ece\u5f00\u53d1\u5230\u8c03\u8bd5\u5230\u4f18\u5316\u7b49\u4e00\u7cfb\u5217\u80fd\u529b\uff0c\u8fd9\u4e9b\u80fd\u529b\u4e2d\u7684\u6bcf\u4e00\u9879\u638c\u63e1\u8d77\u6765\u90fd\u9700\u8981\u8db3\u591f\u7684\u52aa\u529b\u548c\u7ecf\u9a8c\u3002\u800c\u8981\u6210\u4e3a\u4e00\u540d\u5408\u683c\u7684\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\u5de5\u7a0b\u5e08\uff08\u4ee5\u4e0b\u7b80\u79f0\u7b97\u6cd5\u5de5\u7a0b\u5e08\uff09\u66f4\u662f\u96be\u4e0a\u52a0\u96be\uff0c\u56e0\u4e3a\u5728\u638c\u63e1\u5de5\u7a0b\u5e08\u7684\u901a\u7528\u6280\u80fd\u4ee5\u5916\uff0c\u8fd8\u9700\u8981\u638c\u63e1\u4e00\u5f20\u4e0d\u7b97\u5c0f\u7684\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\u77e5\u8bc6\u7f51\u7edc\u3002\u4e0b\u9762\u6211\u4eec\u5c31\u5c06\u6210\u4e3a\u4e00\u540d\u5408\u683c\u7684\u7b97\u6cd5\u5de5\u7a0b\u5e08\u6240\u9700\u7684\u6280\u80fd\u8fdb\u884c\u62c6\u5206\uff0c\u4e00\u8d77\u6765\u770b\u4e00\u4e0b\u7a76\u7adf\u9700\u8981\u638c\u63e1\u54ea\u4e9b\u6280\u80fd\u624d\u80fd\u7b97\u662f\u4e00\u540d\u5408\u683c\u7684\u7b97\u6cd5\u5de5\u7a0b\u5e08\u3002<\/span><\/p>\n<p style=\"text-align: justify;\"><span style=\"font-family: \u5fae\u8f6f\u96c5\u9ed1, &quot;Microsoft YaHei&quot;; font-size: 16px; color: rgb(0, 0, 0);\">&nbsp;<\/span><\/p>\n<p style=\"text-align:center\"><img src=\"\/ueditor\/php\/upload\/image\/20180514\/1526279669765062.jpg\" title=\"1526279669765062.jpg\" alt=\"69.jpg\"\/><\/p>\n<p style=\"text-align: justify;\"><span style=\"font-family: \u5fae\u8f6f\u96c5\u9ed1, &quot;Microsoft YaHei&quot;; font-size: 16px; color: rgb(0, 0, 0);\">&nbsp;<\/span><\/p>\n<p style=\"text-align: justify; text-indent: 2em;\"><span style=\"font-family: \u5fae\u8f6f\u96c5\u9ed1, &quot;Microsoft YaHei&quot;; font-size: 16px; color: rgb(0, 0, 0);\">1. \u57fa\u7840\u5f00\u53d1\u80fd\u529b<\/span><\/p>\n<p style=\"text-align: justify;\"><span style=\"font-family: \u5fae\u8f6f\u96c5\u9ed1, &quot;Microsoft YaHei&quot;; font-size: 16px; color: rgb(0, 0, 0);\">&nbsp;<\/span><\/p>\n<p style=\"text-align: justify; text-indent: 2em;\"><span style=\"font-family: \u5fae\u8f6f\u96c5\u9ed1, &quot;Microsoft YaHei&quot;; font-size: 16px; color: rgb(0, 0, 0);\">\u6240\u8c13\u7b97\u6cd5\u5de5\u7a0b\u5e08\uff0c\u9996\u5148\u9700\u8981\u662f\u4e00\u540d\u5de5\u7a0b\u5e08\uff0c\u90a3\u4e48\u5c31\u8981\u638c\u63e1\u6240\u6709\u5f00\u53d1\u5de5\u7a0b\u5e08\u90fd\u9700\u8981\u638c\u63e1\u7684\u4e00\u4e9b\u80fd\u529b\u3002\u6709\u4e9b\u540c\u5b66\u5bf9\u4e8e\u8fd9\u4e00\u70b9\u5b58\u5728\u4e00\u4e9b\u8bef\u89e3\uff0c\u8ba4\u4e3a\u6240\u8c13\u7b97\u6cd5\u5de5\u7a0b\u5e08\u5c31\u53ea\u9700\u8981\u601d\u8003\u548c\u8bbe\u8ba1\u7b97\u6cd5\uff0c\u4e0d\u7528\u5728\u4e4e\u8fd9\u4e9b\u7b97\u6cd5\u5982\u4f55\u5b9e\u73b0\uff0c\u800c\u4e14\u4f1a\u6709\u4eba\u5e2e\u4f60\u6765\u5b9e\u73b0\u4f60\u60f3\u51fa\u6765\u7684\u7b97\u6cd5\u65b9\u6848\u3002\u8fd9\u79cd\u601d\u60f3\u662f\u9519\u8bef\u7684\uff0c\u5728\u5927\u591a\u6570\u4f01\u4e1a\u7684\u5927\u591a\u6570\u804c\u4f4d\u4e2d\uff0c\u7b97\u6cd5\u5de5\u7a0b\u5e08\u9700\u8981\u8d1f\u8d23\u4ece\u7b97\u6cd5\u8bbe\u8ba1\u5230\u7b97\u6cd5\u5b9e\u73b0\u518d\u5230\u7b97\u6cd5\u4e0a\u7ebf\u8fd9\u4e00\u4e2a\u5168\u6d41\u7a0b\u7684\u5de5\u4f5c\u3002\u7b14\u8005\u66fe\u7ecf\u89c1\u8fc7\u4e00\u4e9b\u4f01\u4e1a\u5b9e\u884c\u8fc7\u7b97\u6cd5\u8bbe\u8ba1\u4e0e\u7b97\u6cd5\u5b9e\u73b0\u76f8\u5206\u79bb\u7684\u7ec4\u7ec7\u67b6\u6784\uff0c\u4f46\u662f\u5728\u8fd9\u79cd\u67b6\u6784\u4e0b\uff0c\u8bf4\u4e0d\u6e05\u695a\u8c01\u8be5\u4e3a\u7b97\u6cd5\u6548\u679c\u8d1f\u8d23\uff0c\u7b97\u6cd5\u8bbe\u8ba1\u8005\u548c\u7b97\u6cd5\u5f00\u53d1\u8005\u90fd\u6709\u4e00\u809a\u5b50\u7684\u82e6\u6c34\uff0c\u5177\u4f53\u539f\u56e0\u4e0d\u5728\u672c\u6587\u7684\u8ba8\u8bba\u8303\u7574\u4e2d\uff0c\u4f46\u5e0c\u671b\u5927\u5bb6\u8bb0\u4f4f\u7684\u662f\uff0c\u57fa\u7840\u7684\u5f00\u53d1\u6280\u80fd\u662f\u6240\u6709\u7b97\u6cd5\u5de5\u7a0b\u5e08\u90fd\u9700\u8981\u638c\u63e1\u7684\u3002\u57fa\u7840\u5f00\u53d1\u6240\u6d89\u53ca\u5230\u7684\u6280\u80fd\u975e\u5e38\u7684\u591a\uff0c\u5728\u8fd9\u91cc\u53ea\u6311\u9009\u4e86\u4e24\u4e2a\u6bd4\u8f83\u91cd\u8981\u7684\u70b9\u6765\u505a\u9610\u8ff0\u3002<\/span><\/p>\n<p style=\"text-align: justify;\"><span style=\"font-family: \u5fae\u8f6f\u96c5\u9ed1, &quot;Microsoft YaHei&quot;; font-size: 16px; color: rgb(0, 0, 0);\">&nbsp;<\/span><\/p>\n<p style=\"text-align: justify; text-indent: 2em;\"><span style=\"font-family: \u5fae\u8f6f\u96c5\u9ed1, &quot;Microsoft YaHei&quot;; font-size: 16px; color: rgb(0, 0, 0);\">2. \u5355\u5143\u6d4b\u8bd5<\/span><\/p>\n<p style=\"text-align: justify;\"><span style=\"font-family: \u5fae\u8f6f\u96c5\u9ed1, &quot;Microsoft YaHei&quot;; font-size: 16px; color: rgb(0, 0, 0);\">&nbsp;<\/span><\/p>\n<p style=\"text-align: justify; text-indent: 2em;\"><span style=\"font-family: \u5fae\u8f6f\u96c5\u9ed1, &quot;Microsoft YaHei&quot;; font-size: 16px; color: rgb(0, 0, 0);\">\u5728\u4f01\u4e1a\u5e94\u7528\u4e2d\uff0c\u4e00\u4e2a\u95ee\u9898\u7684\u5b8c\u6574\u89e3\u51b3\u65b9\u6848\u901a\u5e38\u5305\u62ec\u5f88\u591a\u7684\u6d41\u7a0b\uff0c\u8fd9\u5176\u4e2d\u6bcf\u4e2a\u73af\u8282\u90fd\u9700\u8981\u53cd\u590d\u8fed\u4ee3\u4f18\u5316\u8c03\u8bd5\uff0c\u5982\u4f55\u80fd\u591f\u5c06\u590d\u6742\u4efb\u52a1\u8fdb\u884c\u6a21\u5757\u5212\u5206\uff0c\u5e76\u4e14\u4fdd\u8bc1\u6574\u4f53\u6d41\u7a0b\u7684\u6b63\u786e\u6027\u5462\uff1f\u6700\u5b9e\u7528\u7684\u65b9\u6cd5\u5c31\u662f\u5355\u5143\u6d4b\u8bd5\u3002\u5355\u5143\u6d4b\u8bd5\u5e76\u4e0d\u53ea\u662f\u7b80\u5355\u7684\u4e00\u79cd\u6d4b\u8bd5\u6280\u80fd\uff0c\u5b83\u9996\u5148\u662f\u4e00\u79cd\u8bbe\u8ba1\u80fd\u529b\u3002\u5e76\u4e0d\u662f\u6bcf\u4efd\u4ee3\u7801\u90fd\u53ef\u4ee5\u505a\u5355\u5143\u6d4b\u8bd5\uff0c\u80fd\u505a\u5355\u5143\u6d4b\u8bd5\u7684\u524d\u63d0\u662f\u4ee3\u7801\u9996\u5148\u662f\u53ef\u4ee5\u5212\u5206\u4e3a\u591a\u4e2a\u5355\u5143\u2014\u2014\u4e5f\u5c31\u662f\u6a21\u5757\u7684\u3002\u5728\u628a\u9879\u76ee\u62c6\u89e3\u6210\u53ef\u72ec\u7acb\u5f00\u53d1\u548c\u6d4b\u8bd5\u7684\u6a21\u5757\u4e4b\u540e\uff0c\u518d\u52a0\u4e0a\u5bf9\u6bcf\u4e2a\u6a21\u5757\u7684\u72ec\u7acb\u7684\u3001\u53ef\u91cd\u590d\u7684\u5355\u5143\u6d4b\u8bd5\uff0c\u5c31\u53ef\u4ee5\u4fdd\u8bc1\u6bcf\u4e2a\u6a21\u5757\u7684\u6b63\u786e\u6027\uff0c\u5982\u679c\u6bcf\u4e2a\u6a21\u5757\u7684\u6b63\u786e\u6027\u90fd\u53ef\u4ee5\u4fdd\u8bc1\uff0c\u90a3\u4e48\u6574\u4f53\u6d41\u7a0b\u7684\u6b63\u786e\u6027\u5c31\u53ef\u4ee5\u5f97\u5230\u4fdd\u8bc1\u3002<\/span><\/p>\n<p style=\"text-align: justify;\"><span style=\"font-family: \u5fae\u8f6f\u96c5\u9ed1, &quot;Microsoft YaHei&quot;; font-size: 16px; color: rgb(0, 0, 0);\">&nbsp;<\/span><\/p>\n<p style=\"text-align:center\"><img src=\"\/ueditor\/php\/upload\/image\/20180514\/1526279873769020.jpg\" title=\"1526279873769020.jpg\" alt=\"70.jpg\"\/><\/p>\n<p style=\"text-align: justify;\"><span style=\"font-family: \u5fae\u8f6f\u96c5\u9ed1, &quot;Microsoft YaHei&quot;; font-size: 16px; color: rgb(0, 0, 0);\">&nbsp;<\/span><\/p>\n<p style=\"text-align: justify; text-indent: 2em;\"><span style=\"font-family: \u5fae\u8f6f\u96c5\u9ed1, &quot;Microsoft YaHei&quot;; font-size: 16px; color: rgb(0, 0, 0);\">\u5bf9\u4e8e\u7b97\u6cd5\u5f00\u53d1\u8fd9\u79cd\u6d41\u7a0b\u53d8\u52a8\u9891\u7e41\u7684\u5f00\u53d1\u6d3b\u52a8\u6765\u8bb2\uff0c\u505a\u597d\u6a21\u5757\u8bbe\u8ba1\u548c\u5355\u5143\u6d4b\u8bd5\u662f\u4e0d\u7ed9\u81ea\u5df1\u548c\u4ed6\u4eba\u6316\u5751\u7684\u91cd\u8981\u4fdd\u8bc1\u3002\u4e5f\u662f\u80fd\u8ba9\u81ea\u5df1\u653e\u5fc3\u5730\u5bf9\u4ee3\u7801\u505a\u5404\u79cd\u6539\u52a8\u4f18\u5316\u7684\u91cd\u8981\u524d\u63d0\u3002<\/span><\/p>\n<p style=\"text-align: justify;\"><span style=\"font-family: \u5fae\u8f6f\u96c5\u9ed1, &quot;Microsoft YaHei&quot;; font-size: 16px; color: rgb(0, 0, 0);\">&nbsp;<\/span><\/p>\n<p style=\"text-align: justify; text-indent: 2em;\"><span style=\"font-family: \u5fae\u8f6f\u96c5\u9ed1, &quot;Microsoft YaHei&quot;; font-size: 16px; color: rgb(0, 0, 0);\">3. \u903b\u8f91\u62bd\u8c61\u590d\u7528<\/span><\/p>\n<p style=\"text-align: justify;\"><span style=\"font-family: \u5fae\u8f6f\u96c5\u9ed1, &quot;Microsoft YaHei&quot;; font-size: 16px; color: rgb(0, 0, 0);\">&nbsp;<\/span><\/p>\n<p style=\"text-align: justify; text-indent: 2em;\"><span style=\"font-family: \u5fae\u8f6f\u96c5\u9ed1, &quot;Microsoft YaHei&quot;; font-size: 16px; color: rgb(0, 0, 0);\">\u903b\u8f91\u7684\u62bd\u8c61\u590d\u7528\u53ef\u4ee5\u8bf4\u662f\u6240\u6709\u8f6f\u4ef6\u5f00\u53d1\u6d3b\u52a8\u4e2d\u6700\u4e3a\u91cd\u8981\u7684\u4e00\u6761\u539f\u5219\uff0c\u8861\u91cf\u4e00\u4e2a\u7a0b\u5e8f\u5458\u4ee3\u7801\u6c34\u5e73\u7684\u91cd\u8981\u539f\u5219\u4e4b\u4e00\u5c31\u662f\u770b\u4ed6\u4ee3\u7801\u4e2d\u91cd\u590d\u4ee3\u7801\u548c\u76f8\u4f3c\u4ee3\u7801\u7684\u6bd4\u4f8b\u3002\u5927\u91cf\u91cd\u590d\u4ee3\u7801\u6216\u76f8\u4f3c\u4ee3\u7801\u80cc\u540e\u53cd\u6620\u7684\u662f\u5de5\u7a0b\u5e08\u601d\u7ef4\u7684\u61d2\u60f0\uff0c\u56e0\u4e3a\u4ed6\u89c9\u5f97\u590d\u5236\u7c98\u8d34\u6216\u8005\u76f4\u63a5\u7167\u7740\u6284\u662f\u6700\u7701\u4e8b\u7684\u505a\u6cd5\u3002\u8fd9\u6837\u505a\u4e0d\u4ec5\u770b\u4e0a\u53bb\u975e\u5e38\u7684\u4e11\u964b\uff0c\u800c\u4e14\u4e5f\u975e\u5e38\u5bb9\u6613\u51fa\u9519\uff0c\u66f4\u4e0d\u7528\u63d0\u7ef4\u62a4\u8d77\u6765\u7684\u96be\u5ea6\u3002 &nbsp;&nbsp;<\/span><\/p>\n<p style=\"text-align: justify;\"><span style=\"font-family: \u5fae\u8f6f\u96c5\u9ed1, &quot;Microsoft YaHei&quot;; font-size: 16px; color: rgb(0, 0, 0);\">&nbsp;<\/span><\/p>\n<p style=\"text-align: justify; text-indent: 2em;\"><span style=\"font-family: \u5fae\u8f6f\u96c5\u9ed1, &quot;Microsoft YaHei&quot;; font-size: 16px; color: rgb(0, 0, 0);\">\u7b97\u6cd5\u5f00\u53d1\u7684\u9879\u76ee\u4e2d\u7ecf\u5e38\u4f1a\u6709\u5f88\u591a\u7c7b\u4f3c\u903b\u8f91\u7684\u51fa\u73b0\uff0c\u4f8b\u5982\u5bf9\u591a\u4e2a\u7279\u5f81\u4f7f\u7528\u7c7b\u4f3c\u7684\u5904\u7406\u65b9\u6cd5\uff0c\u8fd8\u6709\u539f\u59cb\u6570\u636eETL\u4e2d\u7684\u5f88\u591a\u7c7b\u4f3c\u5904\u7406\u65b9\u6cd5\u3002\u5982\u679c\u4e0d\u5bf9\u91cd\u590d\u903b\u8f91\u505a\u597d\u62bd\u8c61\uff0c\u4ee3\u7801\u770b\u4e0a\u53bb\u5168\u662f\u4e00\u884c\u884c\u7684\u91cd\u590d\u4ee3\u7801\uff0c\u65e0\u8bba\u662f\u9605\u8bfb\u8d77\u6765\u8fd8\u662f\u7ef4\u62a4\u8d77\u6765\u90fd\u4f1a\u975e\u5e38\u9ebb\u70e6\u3002<\/span><\/p>\n<p style=\"text-align: justify;\"><span style=\"font-family: \u5fae\u8f6f\u96c5\u9ed1, &quot;Microsoft YaHei&quot;; font-size: 16px; color: rgb(0, 0, 0);\">&nbsp;&nbsp;<\/span><\/p>\n<p style=\"text-align: justify; text-indent: 2em;\"><span style=\"font-family: \u5fae\u8f6f\u96c5\u9ed1, &quot;Microsoft YaHei&quot;; font-size: 16px; color: rgb(0, 0, 0);\">4. \u6982\u7387\u548c\u7edf\u8ba1\u57fa\u7840<\/span><\/p>\n<p style=\"text-align: justify;\"><span style=\"font-family: \u5fae\u8f6f\u96c5\u9ed1, &quot;Microsoft YaHei&quot;; font-size: 16px; color: rgb(0, 0, 0);\">&nbsp;<\/span><\/p>\n<p style=\"text-align: justify; text-indent: 2em;\"><span style=\"font-family: \u5fae\u8f6f\u96c5\u9ed1, &quot;Microsoft YaHei&quot;; font-size: 16px; color: rgb(0, 0, 0);\">\u6982\u7387\u548c\u7edf\u8ba1\u53ef\u4ee5\u8bf4\u662f\u673a\u5668\u5b66\u4e60\u9886\u57df\u7684\u57fa\u77f3\u4e4b\u4e00\uff0c\u4ece\u67d0\u4e2a\u89d2\u5ea6\u6765\u770b\uff0c\u673a\u5668\u5b66\u4e60\u53ef\u4ee5\u770b\u505a\u662f\u5efa\u7acb\u5728\u6982\u7387\u601d\u7ef4\u4e4b\u4e0a\u7684\u4e00\u79cd\u5bf9\u4e0d\u786e\u5b9a\u4e16\u754c\u7684\u7cfb\u7edf\u6027\u601d\u8003\u548c\u8ba4\u77e5\u65b9\u5f0f\u3002\u5b66\u4f1a\u7528\u6982\u7387\u7684\u89c6\u89d2\u770b\u5f85\u95ee\u9898\uff0c\u7528\u6982\u7387\u7684\u8bed\u8a00\u63cf\u8ff0\u95ee\u9898\uff0c\u662f\u6df1\u5165\u7406\u89e3\u548c\u719f\u7ec3\u8fd0\u7528\u673a\u5668\u5b66\u4e60\u6280\u672f\u7684\u6700\u91cd\u8981\u57fa\u7840\u4e4b\u4e00\u3002 &nbsp;&nbsp;<\/span><\/p>\n<p style=\"text-align: justify;\"><span style=\"font-family: \u5fae\u8f6f\u96c5\u9ed1, &quot;Microsoft YaHei&quot;; font-size: 16px; color: rgb(0, 0, 0);\">&nbsp;<\/span><\/p>\n<p style=\"text-align: justify; text-indent: 2em;\"><span style=\"font-family: \u5fae\u8f6f\u96c5\u9ed1, &quot;Microsoft YaHei&quot;; font-size: 16px; color: rgb(0, 0, 0);\">\u6982\u7387\u8bba\u5185\u5bb9\u5f88\u591a\uff0c\u4f46\u90fd\u662f\u4ee5\u5177\u4f53\u7684\u4e00\u4e2a\u4e2a\u5206\u5e03\u4e3a\u5177\u4f53\u8868\u73b0\u8f7d\u4f53\u4f53\u73b0\u51fa\u6765\u7684\uff0c\u6240\u4ee5\u5b66\u597d\u5e38\u7528\u7684\u6982\u7387\u5206\u5e03\u53ca\u5176\u5404\u79cd\u6027\u8d28\u5bf9\u4e8e\u5b66\u597d\u6982\u7387\u975e\u5e38\u91cd\u8981\u3002\u5bf9\u4e8e\u79bb\u6563\u6570\u636e\uff0c\u4f2f\u52aa\u5229\u5206\u5e03\u3001\u4e8c\u9879\u5206\u5e03\u3001\u591a\u9879\u5206\u5e03\u3001Beta\u5206\u5e03\u3001\u72c4\u91cc\u514b\u83b1\u5206\u5e03\u4ee5\u53ca\u6cca\u677e\u5206\u5e03\u90fd\u662f\u9700\u8981\u7406\u89e3\u638c\u63e1\u7684\u5185\u5bb9\uff1b\u5bf9\u4e8e\u79bb\u7ebf\u6570\u636e\uff0c\u9ad8\u65af\u5206\u5e03\u548c\u6307\u6570\u5206\u5e03\u65cf\u662f\u6bd4\u8f83\u91cd\u8981\u7684\u5206\u5e03\u3002\u8fd9\u4e9b\u5206\u5e03\u8d2f\u7a7f\u7740\u673a\u5668\u5b66\u4e60\u7684\u5404\u79cd\u6a21\u578b\u4e4b\u4e2d\uff0c\u4e5f\u5b58\u5728\u4e8e\u4e92\u8054\u7f51\u548c\u771f\u5b9e\u4e16\u754c\u7684\u5404\u79cd\u6570\u636e\u4e4b\u4e2d\uff0c\u7406\u89e3\u4e86\u6570\u636e\u7684\u5206\u5e03\uff0c\u624d\u80fd\u77e5\u9053\u8be5\u5bf9\u5b83\u4eec\u505a\u4ec0\u4e48\u6837\u7684\u5904\u7406\u3002<\/span><\/p>\n<p style=\"text-align: justify;\"><span style=\"font-family: \u5fae\u8f6f\u96c5\u9ed1, &quot;Microsoft YaHei&quot;; font-size: 16px; color: rgb(0, 0, 0);\">&nbsp;<br \/><\/span><\/p>\n<p style=\"text-align:center\"><img src=\"\/ueditor\/php\/upload\/image\/20180514\/1526279953687346.jpg\" title=\"1526279953687346.jpg\" alt=\"53.jpg\"\/><\/p>\n<p style=\"text-align: justify;\"><span style=\"font-family: \u5fae\u8f6f\u96c5\u9ed1, &quot;Microsoft YaHei&quot;; font-size: 16px; color: rgb(0, 0, 0);\">&nbsp;<\/span><\/p>\n<p style=\"text-align: justify; text-indent: 2em;\"><span style=\"font-family: \u5fae\u8f6f\u96c5\u9ed1, &quot;Microsoft YaHei&quot;; font-size: 16px; color: rgb(0, 0, 0);\">\u6b64\u5916\uff0c\u5047\u8bbe\u68c0\u9a8c\u7684\u76f8\u5173\u7406\u8bba\u4e5f\u9700\u8981\u638c\u63e1\u3002\u5728\u8fd9\u4e2a\u6240\u8c13\u7684\u5927\u6570\u636e\u65f6\u4ee3\uff0c\u6700\u80fd\u9a97\u4eba\u7684\u5927\u6982\u5c31\u662f\u6570\u636e\u4e86\uff0c\u638c\u63e1\u4e86\u5047\u8bbe\u68c0\u9a8c\u548c\u7f6e\u4fe1\u533a\u95f4\u7b49\u76f8\u5173\u7406\u8bba\uff0c\u624d\u80fd\u5177\u5907\u5206\u8fa8\u6570\u636e\u7ed3\u8bba\u771f\u4f2a\u7684\u80fd\u529b\u3002\u4f8b\u5982\u4e24\u7ec4\u6570\u636e\u662f\u5426\u771f\u7684\u5b58\u5728\u5dee\u5f02\uff0c\u4e0a\u7ebf\u4e00\u4e2a\u7b56\u7565\u4e4b\u540e\u6307\u6807\u662f\u5426\u771f\u7684\u6709\u63d0\u5347\u7b49\u7b49\u3002\u8fd9\u79cd\u95ee\u9898\u5728\u5b9e\u9645\u5de5\u4f5c\u4e2d\u975e\u5e38\u5e38\u89c1\uff0c\u4e0d\u638c\u63e1\u76f8\u5173\u80fd\u529b\u7684\u8bdd\u76f8\u5f53\u4e8e\u5c31\u662f\u5927\u6570\u636e\u65f6\u4ee3\u7684\u7741\u773c\u778e\u3002 &nbsp;&nbsp;<\/span><\/p>\n<p style=\"text-align: justify;\"><span style=\"font-family: \u5fae\u8f6f\u96c5\u9ed1, &quot;Microsoft YaHei&quot;; font-size: 16px; color: rgb(0, 0, 0);\">&nbsp;<\/span><\/p>\n<p style=\"text-align: justify; text-indent: 2em;\"><span style=\"font-family: \u5fae\u8f6f\u96c5\u9ed1, &quot;Microsoft YaHei&quot;; font-size: 16px; color: rgb(0, 0, 0);\">\u5728\u7edf\u8ba1\u65b9\u9762\uff0c\u4e00\u4e9b\u5e38\u7528\u7684\u53c2\u6570\u4f30\u8ba1\u65b9\u6cd5\u4e5f\u9700\u8981\u638c\u63e1\uff0c\u5178\u578b\u7684\u5982\u6700\u5927\u4f3c\u7136\u4f30\u8ba1\u3001\u6700\u5927\u540e\u9a8c\u4f30\u8ba1\u3001EM\u7b97\u6cd5\u7b49\u3002\u8fd9\u4e9b\u7406\u8bba\u548c\u6700\u4f18\u5316\u7406\u8bba\u4e00\u6837\uff0c\u90fd\u662f\u53ef\u4ee5\u5e94\u7528\u4e8e\u6240\u6709\u6a21\u578b\u7684\u7406\u8bba\uff0c\u662f\u57fa\u7840\u4e2d\u7684\u57fa\u7840\u3002<\/span><\/p>\n<p style=\"text-align: justify;\"><span style=\"font-family: \u5fae\u8f6f\u96c5\u9ed1, &quot;Microsoft YaHei&quot;; font-size: 16px; color: rgb(0, 0, 0);\">&nbsp;<\/span><\/p>\n<p style=\"text-align: justify; text-indent: 2em;\"><span style=\"font-family: \u5fae\u8f6f\u96c5\u9ed1, &quot;Microsoft YaHei&quot;; font-size: 16px; color: rgb(0, 0, 0);\">5. \u673a\u5668\u5b66\u4e60\u7406\u8bba<\/span><\/p>\n<p style=\"text-align: justify;\"><span style=\"font-family: \u5fae\u8f6f\u96c5\u9ed1, &quot;Microsoft YaHei&quot;; font-size: 16px; color: rgb(0, 0, 0);\">&nbsp;<\/span><\/p>\n<p style=\"text-align: justify; text-indent: 2em;\"><span style=\"font-family: \u5fae\u8f6f\u96c5\u9ed1, &quot;Microsoft YaHei&quot;; font-size: 16px; color: rgb(0, 0, 0);\">\u867d\u7136\u73b0\u5728\u5f00\u7bb1\u5373\u7528\u7684\u5f00\u6e90\u5de5\u5177\u5305\u8d8a\u6765\u8d8a\u591a\uff0c\u4f46\u5e76\u4e0d\u610f\u5473\u7740\u7b97\u6cd5\u5de5\u7a0b\u5e08\u5c31\u53ef\u4ee5\u5ffd\u7565\u673a\u5668\u5b66\u4e60\u57fa\u7840\u7406\u8bba\u7684\u5b66\u4e60\u548c\u638c\u63e1\u3002\u8fd9\u6837\u505a\u4e3b\u8981\u6709\u4e24\u65b9\u9762\u7684\u610f\u4e49\uff1a &nbsp;<\/span><\/p>\n<p style=\"text-align: justify;\"><span style=\"font-family: \u5fae\u8f6f\u96c5\u9ed1, &quot;Microsoft YaHei&quot;; font-size: 16px; color: rgb(0, 0, 0);\">&nbsp;<\/span><\/p>\n<p style=\"text-align: justify; text-indent: 2em;\"><span style=\"font-family: \u5fae\u8f6f\u96c5\u9ed1, &quot;Microsoft YaHei&quot;; font-size: 16px; color: rgb(0, 0, 0);\">\u638c\u63e1\u7406\u8bba\u624d\u80fd\u5bf9\u5404\u79cd\u5de5\u5177\u3001\u6280\u5de7\u7075\u6d3b\u5e94\u7528\uff0c\u800c\u4e0d\u662f\u53ea\u4f1a\u7167\u642c\u5957\u7528\u3002\u53ea\u6709\u5728\u8fd9\u4e2a\u57fa\u7840\u4e0a\u624d\u80fd\u591f\u771f\u6b63\u5177\u5907\u642d\u5efa\u4e00\u5957\u673a\u5668\u5b66\u4e60\u7cfb\u7edf\u7684\u80fd\u529b\uff0c\u5e76\u5bf9\u5176\u8fdb\u884c\u6301\u7eed\u4f18\u5316\u3002\u5426\u5219\u53ea\u80fd\u7b97\u662f\u673a\u5668\u5b66\u4e60\u642c\u7816\u5de5\u4eba\uff0c\u7b97\u4e0d\u5f97\u5408\u683c\u7684\u5de5\u7a0b\u5e08\u3002\u51fa\u4e86\u95ee\u9898\u4e5f\u4e0d\u4f1a\u89e3\u51b3\uff0c\u66f4\u8c08\u4e0d\u4e0a\u5bf9\u7cfb\u7edf\u505a\u4f18\u5316\u3002 &nbsp;&nbsp;<\/span><\/p>\n<p style=\"text-align: justify;\"><span style=\"font-family: \u5fae\u8f6f\u96c5\u9ed1, &quot;Microsoft YaHei&quot;; font-size: 16px; color: rgb(0, 0, 0);\">&nbsp;<\/span><\/p>\n<p style=\"text-align: justify; text-indent: 2em;\"><span style=\"font-family: \u5fae\u8f6f\u96c5\u9ed1, &quot;Microsoft YaHei&quot;; font-size: 16px; color: rgb(0, 0, 0);\">\u5b66\u4e60\u673a\u5668\u5b66\u4e60\u7684\u57fa\u7840\u7406\u8bba\u7684\u76ee\u7684\u4e0d\u4ec5\u4ec5\u662f\u5b66\u4f1a\u5982\u4f55\u6784\u5efa\u673a\u5668\u5b66\u4e60\u7cfb\u7edf\uff0c\u66f4\u91cd\u8981\u7684\u662f\uff0c\u8fd9\u4e9b\u57fa\u7840\u7406\u8bba\u91cc\u9762\u4f53\u73b0\u7684\u662f\u4e00\u5957\u601d\u60f3\u548c\u601d\u7ef4\u6a21\u5f0f\uff0c\u5176\u5185\u6db5\u5305\u62ec\u6982\u7387\u6027\u601d\u7ef4\u3001\u77e9\u9635\u5316\u601d\u7ef4\u3001\u6700\u4f18\u5316\u601d\u7ef4\u7b49\u591a\u4e2a\u5b50\u9886\u57df\uff0c\u8fd9\u4e00\u5957\u601d\u7ef4\u6a21\u5f0f\u5bf9\u4e8e\u5728\u5f53\u4eca\u8fd9\u4e2a\u5927\u6570\u636e\u65f6\u4ee3\u505a\u6570\u636e\u7684\u5904\u7406\u3001\u5206\u6790\u548c\u5efa\u6a21\u662f\u975e\u5e38\u6709\u5e2e\u52a9\u7684\u3002\u5982\u679c\u4f60\u8111\u5b50\u91cc\u6ca1\u6709\u8fd9\u5957\u601d\u7ef4\uff0c\u9762\u5bf9\u5927\u6570\u636e\u73af\u5883\u8fd8\u5728\u7528\u8001\u4e00\u5957\u975e\u6982\u7387\u7684\u3001\u6807\u91cf\u5f0f\u7684\u601d\u7ef4\u53bb\u601d\u8003\u95ee\u9898\uff0c\u90a3\u4e48\u601d\u8003\u7684\u6548\u7387\u548c\u6df1\u5ea6\u90fd\u4f1a\u975e\u5e38\u53d7\u9650\u3002 &nbsp;<\/span><\/p>\n<p style=\"text-align: justify;\"><span style=\"font-family: \u5fae\u8f6f\u96c5\u9ed1, &quot;Microsoft YaHei&quot;; font-size: 16px; color: rgb(0, 0, 0);\">&nbsp;<\/span><\/p>\n<p style=\"text-align: justify; text-indent: 2em;\"><span style=\"font-family: \u5fae\u8f6f\u96c5\u9ed1, &quot;Microsoft YaHei&quot;; font-size: 16px; color: rgb(0, 0, 0);\">\u673a\u5668\u5b66\u4e60\u7684\u7406\u8bba\u5185\u6db5\u548c\u5916\u5ef6\u975e\u5e38\u4e4b\u5e7f\uff0c\u7edd\u975e\u4e00\u7bc7\u6587\u7ae0\u53ef\u4ee5\u7a77\u5c3d\uff0c\u6240\u4ee5\u5728\u8fd9\u91cc\u6211\u5217\u4e3e\u4e86\u4e00\u4e9b\u6bd4\u8f83\u6838\u5fc3\uff0c\u540c\u65f6\u5bf9\u4e8e\u5b9e\u9645\u5de5\u4f5c\u6bd4\u8f83\u6709\u5e2e\u52a9\u7684\u5185\u5bb9\u8fdb\u884c\u4ecb\u7ecd\uff0c\u5927\u5bb6\u53ef\u5728\u638c\u63e1\u4e86\u8fd9\u4e9b\u57fa\u7840\u5185\u5bb9\u4e4b\u540e\uff0c\u518d\u4e0d\u65ad\u63a2\u7d22\u5b66\u4e60\u3002<\/span><\/p>\n<p style=\"text-align: justify;\"><span style=\"font-family: \u5fae\u8f6f\u96c5\u9ed1, &quot;Microsoft YaHei&quot;; font-size: 16px; color: rgb(0, 0, 0);\">&nbsp;<\/span><\/p>\n<p style=\"text-align: justify; text-indent: 2em;\"><span style=\"font-family: \u5fae\u8f6f\u96c5\u9ed1, &quot;Microsoft YaHei&quot;; font-size: 16px; color: rgb(0, 0, 0);\">6. \u57fa\u7840\u7406\u8bba<\/span><\/p>\n<p style=\"text-align: justify;\"><span style=\"font-family: \u5fae\u8f6f\u96c5\u9ed1, &quot;Microsoft YaHei&quot;; font-size: 16px; color: rgb(0, 0, 0);\">&nbsp;<\/span><\/p>\n<p style=\"text-align: justify; text-indent: 2em;\"><span style=\"font-family: \u5fae\u8f6f\u96c5\u9ed1, &quot;Microsoft YaHei&quot;; font-size: 16px; color: rgb(0, 0, 0);\">\u6240\u8c13\u57fa\u7840\u7406\u8bba\uff0c\u6307\u7684\u662f\u4e0d\u6d89\u53ca\u4efb\u4f55\u5177\u4f53\u6a21\u578b\uff0c\u800c\u53ea\u5173\u6ce8\u201c\u5b66\u4e60\u201d\u8fd9\u4ef6\u4e8b\u672c\u8eab\u7684\u4e00\u4e9b\u7406\u8bba\u3002\u4ee5\u4e0b\u662f\u4e00\u4e9b\u6bd4\u8f83\u6709\u7528\u7684\u57fa\u7840\u6982\u5ff5\uff1a &nbsp;&nbsp;<\/span><\/p>\n<p style=\"text-align: justify;\"><span style=\"font-family: \u5fae\u8f6f\u96c5\u9ed1, &quot;Microsoft YaHei&quot;; font-size: 16px; color: rgb(0, 0, 0);\">&nbsp;<\/span><\/p>\n<p style=\"text-align: justify; text-indent: 2em;\"><strong><span style=\"font-family: \u5fae\u8f6f\u96c5\u9ed1, &quot;Microsoft YaHei&quot;; font-size: 16px; color: rgb(0, 0, 0);\">VC\u7ef4\u3002<\/span><\/strong><span style=\"font-family: \u5fae\u8f6f\u96c5\u9ed1, &quot;Microsoft YaHei&quot;; font-size: 16px; color: rgb(0, 0, 0);\">VC\u7ef4\u662f\u4e00\u4e2a\u5f88\u6709\u8da3\u7684\u6982\u5ff5\uff0c\u5b83\u7684\u4e3b\u4f53\u662f\u4e00\u7c7b\u51fd\u6570\uff0c\u63cf\u8ff0\u7684\u662f\u8fd9\u7c7b\u51fd\u6570\u80fd\u591f\u628a\u591a\u5c11\u4e2a\u6837\u672c\u7684\u6240\u6709\u7ec4\u5408\u90fd\u5212\u5206\u5f00\u6765\u3002VC\u7ef4\u7684\u610f\u4e49\u5728\u54ea\u91cc\u5462\uff1f\u5b83\u5728\u4e8e\u5f53\u4f60\u9009\u5b9a\u4e86\u4e00\u4e2a\u6a21\u578b\u4ee5\u53ca\u5b83\u5bf9\u5e94\u7684\u7279\u5f81\u4e4b\u540e\uff0c\u4f60\u662f\u5927\u6982\u53ef\u4ee5\u77e5\u9053\u8fd9\u7ec4\u6a21\u578b\u548c\u7279\u5f81\u7684\u9009\u62e9\u80fd\u591f\u5bf9\u591a\u5927\u7684\u6570\u636e\u96c6\u8fdb\u884c\u5206\u7c7b\u7684\u3002\u6b64\u5916\uff0c\u4e00\u7c7b\u51fd\u6570\u7684VC\u7ef4\u7684\u5927\u5c0f\uff0c\u8fd8\u53ef\u4ee5\u53cd\u5e94\u51fa\u8fd9\u7c7b\u51fd\u6570\u8fc7\u62df\u5408\u7684\u53ef\u80fd\u6027\u3002<\/span><\/p>\n<p style=\"text-align: justify; text-indent: 0em;\"><span style=\"font-family: \u5fae\u8f6f\u96c5\u9ed1, &quot;Microsoft YaHei&quot;; font-size: 16px; color: rgb(0, 0, 0);\">&nbsp; &nbsp;<\/span><\/p>\n<p style=\"text-align: justify; text-indent: 2em;\"><strong><span style=\"font-family: \u5fae\u8f6f\u96c5\u9ed1, &quot;Microsoft YaHei&quot;; font-size: 16px; color: rgb(0, 0, 0);\">\u4fe1\u606f\u8bba\u3002<\/span><\/strong><span style=\"font-family: \u5fae\u8f6f\u96c5\u9ed1, &quot;Microsoft YaHei&quot;; font-size: 16px; color: rgb(0, 0, 0);\">\u4ece\u67d0\u79cd\u89d2\u5ea6\u6765\u8bb2\uff0c\u673a\u5668\u5b66\u4e60\u548c\u4fe1\u606f\u8bba\u662f\u540c\u4e00\u4e2a\u95ee\u9898\u7684\u4e24\u4e2a\u4fa7\u9762\uff0c\u673a\u5668\u5b66\u4e60\u6a21\u578b\u7684\u4f18\u5316\u8fc7\u7a0b\u540c\u65f6\u4e5f\u53ef\u4ee5\u770b\u4f5c\u662f\u6700\u5c0f\u5316\u6570\u636e\u96c6\u4e2d\u4fe1\u606f\u91cf\u7684\u8fc7\u7a0b\u3002\u5bf9\u4fe1\u606f\u8bba\u4e2d\u57fa\u672c\u6982\u5ff5\u7684\u4e86\u89e3\uff0c\u5bf9\u4e8e\u673a\u5668\u5b66\u4e60\u7406\u8bba\u7684\u5b66\u4e60\u662f\u5927\u6709\u88e8\u76ca\u7684\u3002\u4f8b\u5982\u51b3\u7b56\u6811\u4e2d\u7528\u6765\u505a\u5206\u88c2\u51b3\u7b56\u4f9d\u636e\u7684\u4fe1\u606f\u589e\u76ca\uff0c\u8861\u91cf\u6570\u636e\u4fe1\u606f\u91cf\u7684\u4fe1\u606f\u71b5\u7b49\u7b49\uff0c\u8fd9\u4e9b\u6982\u5ff5\u7684\u7406\u89e3\u5bf9\u4e8e\u673a\u5668\u5b66\u4e60\u95ee\u9898\u795e\u672c\u7684\u7406\u89e3\u90fd\u5f88\u6709\u5e2e\u52a9\u3002\u8fd9\u90e8\u5206\u5185\u5bb9\u53ef\u53c2\u8003\u300aElements of Information Theory\u300b\u8fd9\u672c\u4e66\u3002 &nbsp;&nbsp;<\/span><\/p>\n<p style=\"text-align: justify;\"><span style=\"font-family: \u5fae\u8f6f\u96c5\u9ed1, &quot;Microsoft YaHei&quot;; font-size: 16px; color: rgb(0, 0, 0);\">&nbsp;<\/span><\/p>\n<p style=\"text-align: justify; text-indent: 2em;\"><strong><span style=\"font-family: \u5fae\u8f6f\u96c5\u9ed1, &quot;Microsoft YaHei&quot;; font-size: 16px; color: rgb(0, 0, 0);\">\u6b63\u5219\u5316\u548cbias-variance tradeoff\u3002<\/span><\/strong><span style=\"font-family: \u5fae\u8f6f\u96c5\u9ed1, &quot;Microsoft YaHei&quot;; font-size: 16px; color: rgb(0, 0, 0);\">\u5982\u679c\u8bf4\u73b0\u9636\u6bb5\u6211\u56fd\u7684\u4e3b\u8981\u77db\u76fe\u662f\u201c\u4eba\u6c11\u65e5\u76ca\u589e\u957f\u7684\u7f8e\u597d\u751f\u6d3b\u9700\u8981\u548c\u4e0d\u5e73\u8861\u4e0d\u5145\u5206\u7684\u53d1\u5c55\u4e4b\u95f4\u7684\u77db\u76fe\u201d\uff0c\u90a3\u4e48\u673a\u5668\u5b66\u4e60\u4e2d\u7684\u4e3b\u8981\u77db\u76fe\u5c31\u662f\u6a21\u578b\u8981\u5c3d\u91cf\u62df\u5408\u6570\u636e\u548c\u6a21\u578b\u4e0d\u80fd\u8fc7\u5ea6\u62df\u5408\u6570\u636e\u4e4b\u95f4\u7684\u77db\u76fe\u3002\u800c\u5316\u89e3\u8fd9\u4e00\u77db\u76fe\u7684\u6838\u5fc3\u6280\u672f\u4e4b\u4e00\u5c31\u662f\u6b63\u5219\u5316\u3002\u6b63\u5219\u5316\u7684\u5177\u4f53\u65b9\u6cd5\u4e0d\u5728\u6b64\u8ba8\u8bba\uff0c\u4f46\u9700\u8981\u7406\u89e3\u7684\uff0c\u662f\u5404\u79cd\u6b63\u5219\u5316\u65b9\u6cd5\u80cc\u540e\u900f\u9732\u51fa\u7684\u601d\u60f3\uff1abias-variance tradoff\u3002\u5728\u4e0d\u540c\u5229\u76ca\u70b9\u4e4b\u95f4\u7684\u5e73\u8861\u4e0e\u53d6\u820d\u662f\u5404\u79cd\u7b97\u6cd5\u4e4b\u95f4\u7684\u91cd\u8981\u5dee\u5f02\uff0c\u7406\u89e3\u8fd9\u4e00\u70b9\u5bf9\u4e8e\u7406\u89e3\u4e0d\u540c\u7b97\u6cd5\u4e4b\u95f4\u7684\u6838\u5fc3\u5dee\u5f02\u6709\u7740\u975e\u5e38\u91cd\u8981\u7684\u4f5c\u7528\u3002 &nbsp;&nbsp;<\/span><\/p>\n<p style=\"text-align: justify;\"><span style=\"font-family: \u5fae\u8f6f\u96c5\u9ed1, &quot;Microsoft YaHei&quot;; font-size: 16px; color: rgb(0, 0, 0);\">&nbsp;<\/span><\/p>\n<p style=\"text-align: justify; text-indent: 2em;\"><strong><span style=\"font-family: \u5fae\u8f6f\u96c5\u9ed1, &quot;Microsoft YaHei&quot;; font-size: 16px; color: rgb(0, 0, 0);\">\u6700\u4f18\u5316\u7406\u8bba\u3002<\/span><\/strong><span style=\"font-family: \u5fae\u8f6f\u96c5\u9ed1, &quot;Microsoft YaHei&quot;; font-size: 16px; color: rgb(0, 0, 0);\">\u7edd\u5927\u591a\u6570\u673a\u5668\u5b66\u4e60\u95ee\u9898\u7684\u89e3\u51b3\uff0c\u90fd\u53ef\u4ee5\u5212\u5206\u4e3a\u4e24\u4e2a\u9636\u6bb5\uff1a\u5efa\u6a21\u548c\u4f18\u5316\u3002\u6240\u8c13\u5efa\u6a21\u5c31\u662f\u540e\u9762\u6211\u4eec\u4f1a\u63d0\u5230\u7684\u5404\u79cd\u7528\u6a21\u578b\u6765\u63cf\u8ff0\u95ee\u9898\u7684\u65b9\u6cd5\uff0c\u800c\u4f18\u5316\u5c31\u662f\u5efa\u6a21\u5b8c\u6210\u4e4b\u540e\u6c42\u5f97\u6a21\u578b\u7684\u6700\u4f18\u53c2\u6570\u7684\u8fc7\u7a0b\u3002\u673a\u5668\u5b66\u4e60\u4e2d\u5e38\u7528\u7684\u6a21\u578b\u6709\u5f88\u591a\uff0c\u4f46\u80cc\u540e\u7528\u5230\u7684\u4f18\u5316\u65b9\u6cd5\u5374\u5e76\u6ca1\u6709\u90a3\u4e48\u591a\u3002\u6362\u53e5\u8bdd\u8bf4\uff0c\u5f88\u591a\u6a21\u578b\u90fd\u662f\u7528\u7684\u540c\u4e00\u5957\u4f18\u5316\u65b9\u6cd5\uff0c\u800c\u540c\u4e00\u4e2a\u4f18\u5316\u65b9\u6cd5\u4e5f\u53ef\u4ee5\u7528\u6765\u4f18\u5316\u5f88\u591a\u4e0d\u540c\u6a21\u578b\u3002\u5bf9\u5404\u79cd\u5e38\u7528\u4f18\u5316\u65b9\u6cd5\u7684\u548c\u601d\u60f3\u6709\u6240\u6709\u4e86\u89e3\u975e\u5e38\u6709\u5fc5\u8981\uff0c\u5bf9\u4e8e\u7406\u89e3\u6a21\u578b\u8bad\u7ec3\u7684\u8fc7\u7a0b\uff0c\u4ee5\u53ca\u89e3\u91ca\u5404\u79cd\u60c5\u51b5\u4e0b\u6a21\u578b\u8bad\u7ec3\u7684\u6548\u679c\u90fd\u5f88\u6709\u5e2e\u52a9\u3002\u8fd9\u91cc\u9762\u5305\u62ec\u6700\u5927\u4f3c\u7136\u3001\u6700\u5927\u540e\u9a8c\u3001\u68af\u5ea6\u4e0b\u964d\u3001\u62df\u725b\u987f\u6cd5\u3001L-BFGS\u7b49\u3002<\/span><\/p>\n<p style=\"text-align: justify;\"><span style=\"font-family: \u5fae\u8f6f\u96c5\u9ed1, &quot;Microsoft YaHei&quot;; font-size: 16px; color: rgb(0, 0, 0);\">&nbsp;<\/span><\/p>\n<p style=\"text-align:center\"><img src=\"\/ueditor\/php\/upload\/image\/20180514\/1526280115123290.jpg\" title=\"1526280115123290.jpg\" alt=\"54.jpg\"\/><\/p>\n<p style=\"text-align: justify;\"><span style=\"font-family: \u5fae\u8f6f\u96c5\u9ed1, &quot;Microsoft YaHei&quot;; font-size: 16px; color: rgb(0, 0, 0);\">&nbsp;<\/span><\/p>\n<p style=\"text-align: justify; text-indent: 2em;\"><span style=\"font-family: \u5fae\u8f6f\u96c5\u9ed1, &quot;Microsoft YaHei&quot;; font-size: 16px; color: rgb(0, 0, 0);\">\u673a\u5668\u5b66\u4e60\u7684\u57fa\u7840\u7406\u8bba\u8fd8\u6709\u5f88\u591a\uff0c\u53ef\u4ee5\u5148\u4ece\u4e0a\u9762\u7684\u6982\u5ff5\u5b66\u8d77\uff0c\u628a\u5b83\u4eec\u5f53\u505a\u5b66\u4e60\u7684\u8d77\u70b9\uff0c\u5728\u5b66\u4e60\u8fc7\u7a0b\u4e2d\u8fd8\u4f1a\u9047\u5230\u5176\u4ed6\u9700\u8981\u5b66\u4e60\u7684\u5185\u5bb9\uff0c\u5c31\u50cf\u4e00\u5f20\u7f51\u7edc\u6162\u6162\u94fa\u5f00\u4e00\u6837\uff0c\u4e0d\u65ad\u79ef\u7d2f\u81ea\u5df1\u7684\u77e5\u8bc6\u3002\u8fd9\u65b9\u9762\u57fa\u7840\u7406\u8bba\u7684\u5b66\u4e60\uff0c\u9664\u4e86Andrew Ng\u7684\u8457\u540d\u8bfe\u7a0b\u4ee5\u5916\uff0c\u300aLearning from Data\u300b\u8fd9\u95e8\u516c\u5f00\u8bfe\u4e5f\u975e\u5e38\u503c\u5f97\u5927\u5bb6\u5b66\u4e60\uff0c\u8fd9\u95e8\u8bfe\u6ca1\u6709\u4efb\u4f55\u80cc\u666f\u8981\u6c42\uff0c\u8bb2\u6388\u7684\u5185\u5bb9\u662f\u5728\u6240\u6709\u6a21\u578b\u4e4b\u4e0b\u7684\u57fa\u7840\u4e2d\u7684\u57fa\u7840\uff0c\u975e\u5e38\u5730\u9760\u8fd1\u673a\u5668\u5b66\u4e60\u7684\u5185\u6838\u672c\u8d28\u3002\u8fd9\u95e8\u8bfe\u7684\u4e2d\u6587\u7248\u672c\u53eb\u505a\u300a\u673a\u5668\u5b66\u4e60\u57fa\u77f3\u300b\uff0c\u4e5f\u53ef\u4ee5\u5728\u7f51\u4e0a\u627e\u5230\uff0c\u5176\u8bb2\u6388\u8005\u662f\u4e0a\u9762\u82f1\u6587\u7248\u672c\u8bb2\u6388\u8005\u7684\u5b66\u751f\u3002<\/span><\/p>\n<p style=\"text-align: justify;\"><span style=\"font-family: \u5fae\u8f6f\u96c5\u9ed1, &quot;Microsoft YaHei&quot;; font-size: 16px; color: rgb(0, 0, 0);\">&nbsp;<\/span><\/p>\n<p style=\"text-align: justify; text-indent: 2em;\"><span style=\"font-family: \u5fae\u8f6f\u96c5\u9ed1, &quot;Microsoft YaHei&quot;; font-size: 16px; color: rgb(0, 0, 0);\">7. \u6709\u76d1\u7763\u5b66\u4e60<\/span><\/p>\n<p style=\"text-align: justify;\"><span style=\"font-family: \u5fae\u8f6f\u96c5\u9ed1, &quot;Microsoft YaHei&quot;; font-size: 16px; color: rgb(0, 0, 0);\">&nbsp;<\/span><\/p>\n<p style=\"text-align: justify; text-indent: 2em;\"><span style=\"font-family: \u5fae\u8f6f\u96c5\u9ed1, &quot;Microsoft YaHei&quot;; font-size: 16px; color: rgb(0, 0, 0);\">\u5728\u4e86\u89e3\u4e86\u673a\u5668\u5b66\u4e60\u7684\u57fa\u672c\u6982\u5ff5\u4e4b\u540e\uff0c\u5c31\u53ef\u4ee5\u8fdb\u5165\u5230\u4e00\u4e9b\u5177\u4f53\u6a21\u578b\u7684\u5b66\u4e60\u4e2d\u4e86\u3002\u5728\u76ee\u524d\u7684\u5de5\u4e1a\u5b9e\u8df5\u4e2d\uff0c\u6709\u76d1\u7763\u5b66\u4e60\u7684\u5e94\u7528\u9762\u4ecd\u7136\u662f\u6700\u5e7f\u6cdb\u7684\uff0c\u8fd9\u662f\u56e0\u4e3a\u6211\u4eec\u73b0\u5b9e\u4e2d\u9047\u5230\u7684\u5f88\u591a\u95ee\u9898\u90fd\u662f\u5e0c\u671b\u5bf9\u67d0\u4e2a\u4e8b\u7269\u7684\u67d0\u4e2a\u5c5e\u6027\u505a\u51fa\u9884\u6d4b\uff0c\u800c\u8fd9\u4e9b\u95ee\u9898\u901a\u8fc7\u5408\u7406\u7684\u62bd\u8c61\u548c\u53d8\u6362\uff0c\u90fd\u53ef\u4ee5\u8f6c\u5316\u4e3a\u6709\u76d1\u7763\u5b66\u4e60\u7684\u95ee\u9898\u3002 &nbsp;&nbsp;<\/span><\/p>\n<p style=\"text-align: justify;\"><span style=\"font-family: \u5fae\u8f6f\u96c5\u9ed1, &quot;Microsoft YaHei&quot;; font-size: 16px; color: rgb(0, 0, 0);\">&nbsp;<\/span><\/p>\n<p style=\"text-align: justify; text-indent: 2em;\"><span style=\"font-family: \u5fae\u8f6f\u96c5\u9ed1, &quot;Microsoft YaHei&quot;; font-size: 16px; color: rgb(0, 0, 0);\">\u5728\u5b66\u4e60\u590d\u6742\u6a21\u578b\u4e4b\u524d\uff0c\u6211\u5efa\u8bae\u5927\u5bb6\u90fd\u5148\u5b66\u4e60\u51e0\u4e2a\u6700\u7b80\u5355\u7684\u6a21\u578b\uff0c\u5178\u578b\u7684\u5982\u6734\u7d20\u8d1d\u53f6\u65af\u3002\u6734\u7d20\u8d1d\u53f6\u65af\u6709\u5f88\u5f3a\u7684\u5047\u8bbe\uff0c\u8fd9\u4e2a\u5047\u8bbe\u5f88\u591a\u95ee\u9898\u90fd\u4e0d\u6ee1\u8db3\uff0c\u6a21\u578b\u7ed3\u6784\u4e5f\u5f88\u7b80\u5355\uff0c\u6240\u4ee5\u5176\u4f18\u5316\u6548\u679c\u5e76\u4e0d\u662f\u6700\u597d\u7684\u3002\u4f46\u4e5f\u6b63\u662f\u7531\u4e8e\u5176\u7b80\u5355\u7684\u5f62\u5f0f\uff0c\u975e\u5e38\u5229\u4e8e\u5b66\u4e60\u8005\u6df1\u5165\u7406\u89e3\u6574\u4e2a\u6a21\u578b\u5728\u5efa\u6a21\u548c\u4f18\u5316\u8fc7\u7a0b\u4e2d\u7684\u6bcf\u4e00\u6b65\uff0c\u8fd9\u5bf9\u4e8e\u641e\u6e05\u695a\u673a\u5668\u5b66\u4e60\u662f\u600e\u4e48\u4e00\u56de\u4e8b\u60c5\u662f\u975e\u5e38\u6709\u7528\u7684\u3002\u540c\u65f6\uff0c\u6734\u7d20\u8d1d\u53f6\u65af\u7684\u6a21\u578b\u5f62\u5f0f\u901a\u8fc7\u4e00\u756a\u5de7\u5999\u7684\u53d8\u6362\u4e4b\u540e\uff0c\u53ef\u4ee5\u5f97\u5230\u548c\u903b\u8f91\u56de\u5f52\u5f62\u5f0f\u4e0a\u975e\u5e38\u7edf\u4e00\u7684\u7ed3\u679c\uff0c\u8fd9\u65e0\u7591\u63d0\u4f9b\u4e86\u5bf9\u903b\u8f91\u56de\u5f52\u53e6\u5916\u4e00\u4e2a\u89d2\u5ea6\u7684\u89e3\u91ca\uff0c\u5bf9\u4e8e\u66f4\u52a0\u6df1\u523b\u7406\u89e3\u903b\u8f91\u56de\u5f52\u8fd9\u4e00\u6700\u5e38\u7528\u6a21\u578b\u6709\u7740\u975e\u5e38\u91cd\u8981\u7684\u4f5c\u7528\u3002 &nbsp;&nbsp;<\/span><\/p>\n<p style=\"text-align: justify;\"><span style=\"font-family: \u5fae\u8f6f\u96c5\u9ed1, &quot;Microsoft YaHei&quot;; font-size: 16px; color: rgb(0, 0, 0);\">&nbsp;<\/span><\/p>\n<p style=\"text-align: justify; text-indent: 2em;\"><span style=\"font-family: \u5fae\u8f6f\u96c5\u9ed1, &quot;Microsoft YaHei&quot;; font-size: 16px; color: rgb(0, 0, 0);\">\u5728\u638c\u63e1\u4e86\u673a\u5668\u5b66\u4e60\u6a21\u578b\u7684\u57fa\u7840\u6d41\u7a0b\u4e4b\u540e\uff0c\u9700\u8981\u5b66\u4e60\u4e24\u79cd\u6700\u57fa\u7840\u7684\u6a21\u578b\u5f62\u5f0f\uff1a\u7ebf\u6027\u6a21\u578b\u548c\u6811\u5f62\u6a21\u578b\uff0c\u5206\u522b\u5bf9\u5e94\u7740\u7ebf\u6027\u56de\u5f52\/\u903b\u8f91\u56de\u5f52\u548c\u51b3\u7b56\u56de\u5f52\/\u5206\u7c7b\u6811\u3002\u73b0\u5728\u5e38\u7528\u7684\u6a21\u578b\uff0c\u65e0\u8bba\u662f\u6d45\u5c42\u6a21\u578b\u8fd8\u662f\u6df1\u5ea6\u5b66\u4e60\u7684\u6df1\u5c42\u6a21\u578b\uff0c\u90fd\u662f\u57fa\u4e8e\u8fd9\u4e24\u79cd\u57fa\u7840\u6a21\u578b\u5f62\u5f0f\u53d8\u5e7b\u800c\u6765\u3002\u800c\u5b66\u4e60\u8fd9\u4e24\u79cd\u6a21\u578b\u7684\u65f6\u5019\u9700\u8981\u4ed4\u7ec6\u601d\u8003\u7684\u95ee\u9898\u662f\uff1a\u8fd9\u4e24\u79cd\u6a21\u578b\u7684\u672c\u8d28\u5dee\u5f02\u662f\u4ec0\u4e48\uff1f\u4e3a\u4ec0\u4e48\u9700\u8981\u6709\u8fd9\u4e24\u79cd\u6a21\u578b\uff1f\u4ed6\u4eec\u5728\u8bad\u7ec3\u548c\u9884\u6d4b\u7684\u7cbe\u5ea6\u3001\u6548\u7387\u3001\u590d\u6742\u5ea6\u7b49\u65b9\u9762\u6709\u4ec0\u4e48\u5dee\u5f02\uff1f\u4e86\u89e3\u6e05\u695a\u8fd9\u4e9b\u672c\u8d28\u7684\u5dee\u5f02\u4e4b\u540e\uff0c\u624d\u53ef\u4ee5\u505a\u5230\u6839\u636e\u95ee\u9898\u548c\u6570\u636e\u7684\u5177\u4f53\u60c5\u51b5\u5bf9\u6a21\u578b\u81ea\u5982\u8fd0\u7528\u3002 &nbsp;&nbsp;<\/span><\/p>\n<p style=\"text-align: justify;\"><span style=\"font-family: \u5fae\u8f6f\u96c5\u9ed1, &quot;Microsoft YaHei&quot;; font-size: 16px; color: rgb(0, 0, 0);\">&nbsp;<\/span><\/p>\n<p style=\"text-align: justify; text-indent: 2em;\"><span style=\"font-family: \u5fae\u8f6f\u96c5\u9ed1, &quot;Microsoft YaHei&quot;; font-size: 16px; color: rgb(0, 0, 0);\">\u5728\u638c\u63e1\u4e86\u7ebf\u6027\u6a21\u578b\u548c\u6811\u5f62\u6a21\u578b\u8fd9\u4e24\u79cd\u57fa\u7840\u5f62\u5f0f\u4e4b\u540e\uff0c\u4e0b\u4e00\u6b65\u9700\u8981\u638c\u63e1\u7684\u662f\u8fd9\u4e24\u79cd\u57fa\u7840\u6a21\u578b\u7684\u590d\u6742\u5f62\u5f0f\u3002\u5176\u4e2d\u7ebf\u6027\u6a21\u578b\u7684\u590d\u6742\u5f62\u5f0f\u5c31\u662f\u591a\u5c42\u7ebf\u6027\u6a21\u578b\uff0c\u4e5f\u5c31\u662f\u795e\u7ecf\u7f51\u7edc\u3002\u6811\u6a21\u578b\u7684\u590d\u6742\u5f62\u5f0f\u5305\u62ec\u4ee5GDBT\u4e3a\u4ee3\u8868\u7684boosting\u7ec4\u5408\uff0c\u4ee5\u53ca\u4ee5\u968f\u673a\u68ee\u6797\u4e3a\u4ee3\u8868\u7684bagging\u7ec4\u5408\u3002\u8fd9\u4e24\u79cd\u7ec4\u5408\u6a21\u578b\u7684\u610f\u4e49\u4e0d\u4ec5\u5728\u4e8e\u6a21\u578b\u672c\u8eab\uff0cboosting\u548cbagging\u8fd9\u4e24\u79cd\u7ec4\u5408\u601d\u60f3\u672c\u8eab\u4e5f\u975e\u5e38\u503c\u5f97\u5b66\u4e60\u548c\u7406\u89e3\uff0c\u8fd9\u4ee3\u8868\u4e86\u4e24\u79cd\u4e00\u822c\u6027\u7684\u5f3a\u5316\u65b9\u6cd5\uff1aboosting\u7684\u601d\u60f3\u662f\u7cbe\u76ca\u6c42\u7cbe\uff0c\u4e0d\u65ad\u5728\u4e4b\u524d\u7684\u57fa\u7840\u4e0a\u7ee7\u7eed\u4f18\u5316\uff1b\u800cbagging\u7684\u601d\u60f3\u662f\u201c\u4e09\u4e2a\u81ed\u88e8\u5c06\u9876\u4e00\u4e2a\u8bf8\u845b\u4eae\u201d\uff0c\u662f\u901a\u8fc7\u591a\u4e2a\u5f31\u5206\u7c7b\u5668\u7684\u7ec4\u5408\u6765\u5f97\u5230\u4e00\u4e2a\u5f3a\u5206\u7c7b\u5668\u3002<\/span><\/p>\n<p style=\"text-align: justify;\"><span style=\"font-family: \u5fae\u8f6f\u96c5\u9ed1, &quot;Microsoft YaHei&quot;; font-size: 16px; color: rgb(0, 0, 0);\">&nbsp;<br \/><\/span><\/p>\n<p style=\"text-align:center\"><img src=\"\/ueditor\/php\/upload\/image\/20180514\/1526280201134590.jpg\" title=\"1526280201134590.jpg\" alt=\"55.jpg\"\/><\/p>\n<p style=\"text-align: justify;\"><span style=\"font-family: \u5fae\u8f6f\u96c5\u9ed1, &quot;Microsoft YaHei&quot;; font-size: 16px; color: rgb(0, 0, 0);\">&nbsp;<\/span><\/p>\n<p style=\"text-align: justify; text-indent: 2em;\"><span style=\"font-family: \u5fae\u8f6f\u96c5\u9ed1, &quot;Microsoft YaHei&quot;; font-size: 16px; color: rgb(0, 0, 0);\">\u8fd9\u4e24\u79cd\u7ec4\u5408\u65b9\u6cd5\u5404\u6709\u4f18\u52a3\uff0c\u4f46\u90fd\u662f\u5728\u65e5\u5e38\u5de5\u4f5c\u4e2d\u53ef\u4ee5\u501f\u9274\u7684\u601d\u60f3\u3002\u4f8b\u5982\u5728\u63a8\u8350\u7cfb\u7edf\u4e2d\u6240\u6211\u4eec\u7ecf\u5e38\u4f1a\u4f7f\u7528\u591a\u4e2a\u7ef4\u5ea6\u7684\u6570\u636e\u505a\u53ec\u56de\u6e90\uff0c\u4ece\u67d0\u4e2a\u89d2\u5ea6\u6765\u770b\u5c31\u662f\u4e00\u79cdbagging\u7684\u601d\u60f3\uff1a\u6bcf\u4e2a\u5355\u72ec\u53ec\u56de\u6e90\u5e76\u4e0d\u80fd\u7ed9\u51fa\u6700\u597d\u8868\u73b0\uff0c\u4f46\u662f\u591a\u4e2a\u53ec\u56de\u6e90\u7ec4\u5408\u4e4b\u540e\uff0c\u5c31\u53ef\u4ee5\u5f97\u5230\u6bd4\u6bcf\u4e2a\u5355\u72ec\u53ec\u56de\u6e90\u90fd\u8981\u597d\u7684\u7ed3\u679c\u3002\u6240\u4ee5\u8bf4\u601d\u60f3\u6bd4\u6a21\u578b\u672c\u8eab\u66f4\u91cd\u8981\u3002<\/span><\/p>\n<p style=\"text-align: justify;\"><span style=\"font-family: \u5fae\u8f6f\u96c5\u9ed1, &quot;Microsoft YaHei&quot;; font-size: 16px; color: rgb(0, 0, 0);\">&nbsp;<\/span><\/p>\n<p style=\"text-align: justify; text-indent: 2em;\"><span style=\"font-family: \u5fae\u8f6f\u96c5\u9ed1, &quot;Microsoft YaHei&quot;; font-size: 16px; color: rgb(0, 0, 0);\">8. \u65e0\u76d1\u7763\u5b66\u4e60<\/span><\/p>\n<p style=\"text-align: justify;\"><span style=\"font-family: \u5fae\u8f6f\u96c5\u9ed1, &quot;Microsoft YaHei&quot;; font-size: 16px; color: rgb(0, 0, 0);\">&nbsp;<\/span><\/p>\n<p style=\"text-align: justify; text-indent: 2em;\"><span style=\"font-family: \u5fae\u8f6f\u96c5\u9ed1, &quot;Microsoft YaHei&quot;; font-size: 16px; color: rgb(0, 0, 0);\">\u6709\u76d1\u7763\u5b66\u4e60\u867d\u7136\u76ee\u524d\u5360\u4e86\u673a\u5668\u5b66\u4e60\u5e94\u7528\u7684\u5927\u591a\u6570\u573a\u666f\uff0c\u4f46\u662f\u65e0\u76d1\u7763\u5b66\u4e60\u65e0\u8bba\u4ece\u6570\u636e\u89c4\u6a21\u8fd8\u662f\u4f5c\u7528\u4e0a\u6765\u8bb2\u4e5f\u90fd\u975e\u5e38\u7684\u91cd\u8981\u3002\u65e0\u76d1\u7763\u5b66\u4e60\u7684\u4e00\u5927\u7c7b\u5185\u5bb9\u662f\u5728\u505a\u805a\u7c7b\uff0c\u505a\u805a\u7c7b\u7684\u610f\u4e49\u901a\u5e38\u53ef\u4ee5\u5206\u4e3a\u4e24\u7c7b\uff1a\u4e00\u7c7b\u662f\u5c06\u805a\u7c7b\u7ed3\u679c\u672c\u8eab\u5f53\u505a\u6700\u7ec8\u7684\u76ee\u6807\uff0c\u53e6\u4e00\u7c7b\u662f\u5c06\u805a\u7c7b\u7684\u7ed3\u679c\u518d\u4f5c\u4e3a\u7279\u5f81\u7528\u5230\u6709\u76d1\u7763\u5b66\u4e60\u4e2d\u3002\u4f46\u8fd9\u4e24\u79cd\u610f\u4e49\u5e76\u4e0d\u662f\u548c\u67d0\u79cd\u805a\u7c7b\u65b9\u6cd5\u5177\u4f53\u7ed1\u5b9a\uff0c\u800c\u53ea\u662f\u805a\u7c7b\u4e4b\u540e\u7ed3\u679c\u7684\u4e0d\u540c\u4f7f\u7528\u65b9\u5f0f\uff0c\u8fd9\u9700\u8981\u5728\u5de5\u4f5c\u4e2d\u4e0d\u65ad\u5b66\u4e60\u3001\u79ef\u7d2f\u548c\u601d\u8003\u3002\u800c\u5728\u5165\u95e8\u5b66\u4e60\u9636\u6bb5\u9700\u8981\u638c\u63e1\u7684\uff0c\u662f\u4e0d\u540c\u805a\u7c7b\u7b97\u6cd5\u7684\u6838\u5fc3\u5dee\u5f02\u5728\u54ea\u91cc\u3002\u4f8b\u5982\u6700\u5e38\u7528\u7684\u805a\u7c7b\u65b9\u6cd5\u4e2d\uff0ckmeans\u548cDBSCAN\u5206\u522b\u9002\u5408\u5904\u7406\u4ec0\u4e48\u6837\u7684\u95ee\u9898\uff1f\u9ad8\u65af\u6df7\u5408\u6a21\u578b\u6709\u7740\u4ec0\u4e48\u6837\u7684\u5047\u8bbe\uff1fLDA\u4e2d\u6587\u6863\u3001\u4e3b\u9898\u548c\u8bcd\u4e4b\u95f4\u662f\u4ec0\u4e48\u5173\u7cfb\uff1f\u8fd9\u4e9b\u6a21\u578b\u6700\u597d\u80fd\u591f\u653e\u5230\u4e00\u8d77\u6765\u5b66\u4e60\uff0c\u4ece\u800c\u638c\u63e1\u5b83\u4eec\u4e4b\u95f4\u7684\u8054\u7cfb\u548c\u5dee\u5f02\uff0c\u800c\u4e0d\u662f\u628a\u4ed6\u4eec\u5f53\u505a\u4e00\u4e2a\u4e2a\u5b64\u7acb\u7684\u4e1c\u897f\u6765\u770b\u5f85\u3002 &nbsp;&nbsp;<\/span><\/p>\n<p style=\"text-align: justify;\"><span style=\"font-family: \u5fae\u8f6f\u96c5\u9ed1, &quot;Microsoft YaHei&quot;; font-size: 16px; color: rgb(0, 0, 0);\">&nbsp;<\/span><\/p>\n<p style=\"text-align: justify; text-indent: 2em;\"><span style=\"font-family: \u5fae\u8f6f\u96c5\u9ed1, &quot;Microsoft YaHei&quot;; font-size: 16px; color: rgb(0, 0, 0);\">\u9664\u4e86\u805a\u7c7b\u4ee5\u5916\uff0c\u8fd1\u5e74\u6765\u5174\u8d77\u7684\u5d4c\u5165\u8868\u793a\uff08embedding representation\uff09\u4e5f\u662f\u65e0\u76d1\u7763\u5b66\u4e60\u7684\u4e00\u79cd\u91cd\u8981\u65b9\u6cd5\u3002\u8fd9\u79cd\u65b9\u6cd5\u548c\u805a\u7c7b\u7684\u5dee\u5f02\u5728\u4e8e\uff0c\u805a\u7c7b\u7684\u65b9\u6cd5\u662f\u4f7f\u7528\u5df2\u6709\u7279\u5f81\u5bf9\u6570\u636e\u8fdb\u884c\u5212\u5206\uff0c\u800c\u5d4c\u5165\u8868\u793a\u5219\u662f\u521b\u9020\u65b0\u7684\u7279\u5f81\uff0c\u8fd9\u79cd\u65b0\u7684\u7279\u5f81\u662f\u5bf9\u6837\u672c\u7684\u4e00\u79cd\u5168\u65b0\u7684\u8868\u793a\u65b9\u5f0f\u3002\u8fd9\u79cd\u65b0\u7684\u8868\u793a\u65b9\u6cd5\u63d0\u4f9b\u4e86\u5bf9\u6570\u636e\u5168\u65b0\u7684\u89c2\u5bdf\u89c6\u89d2\uff0c\u8fd9\u79cd\u89c6\u89d2\u63d0\u4f9b\u4e86\u6570\u636e\u5904\u7406\u7684\u5168\u65b0\u7684\u53ef\u80fd\u6027\u3002\u6b64\u5916\uff0c\u8fd9\u79cd\u505a\u6cd5\u867d\u7136\u662f\u4eceNLP\u9886\u57df\u4e2d\u5174\u8d77\uff0c\u4f46\u5374\u5177\u6709\u5f88\u5f3a\u7684\u666e\u9002\u6027\uff0c\u53ef\u7528\u6765\u5904\u7406\u591a\u79cd\u591a\u6837\u7684\u6570\u636e\uff0c\u90fd\u53ef\u4ee5\u5f97\u5230\u4e0d\u9519\u7684\u7ed3\u679c\uff0c\u6240\u4ee5\u73b0\u5728\u5df2\u7ecf\u6210\u4e3a\u4e00\u79cd\u5fc5\u5907\u7684\u6280\u80fd\u3002 &nbsp;&nbsp;<\/span><\/p>\n<p style=\"text-align: justify;\"><span style=\"font-family: \u5fae\u8f6f\u96c5\u9ed1, &quot;Microsoft YaHei&quot;; font-size: 16px; color: rgb(0, 0, 0);\">&nbsp;<\/span><\/p>\n<p style=\"text-align: justify; text-indent: 2em;\"><span style=\"font-family: \u5fae\u8f6f\u96c5\u9ed1, &quot;Microsoft YaHei&quot;; font-size: 16px; color: rgb(0, 0, 0);\">\u673a\u5668\u5b66\u4e60\u7406\u8bba\u65b9\u9762\u7684\u5b66\u4e60\u53ef\u4ee5\u4ece\u300aAn Introduction to Statistical Learning with Application in R\u300b\u5f00\u59cb\uff0c\u8fd9\u672c\u4e66\u5bf9\u4e00\u4e9b\u5e38\u7528\u6a21\u578b\u548c\u7406\u8bba\u57fa\u7840\u63d0\u4f9b\u4e86\u5f88\u597d\u7684\u8bb2\u89e3\uff0c\u540c\u65f6\u4e5f\u6709\u9002\u91cf\u7684\u4e60\u9898\u7528\u6765\u5de9\u56fa\u6240\u5b66\u77e5\u8bc6\u3002\u8fdb\u9636\u5b66\u4e60\u53ef\u4f7f\u7528\u4e0a\u9762\u8fd9\u672c\u4e66\u7684\u5347\u7ea7\u7248\u300aElements of Statistical Learning\u300b\u548c\u8457\u540d\u7684\u300aPattern Recognition and Machine Learning\u300b\u3002<\/span><\/p>\n<p style=\"text-align: justify;\"><span style=\"font-family: \u5fae\u8f6f\u96c5\u9ed1, &quot;Microsoft YaHei&quot;; font-size: 16px; color: rgb(0, 0, 0);\">&nbsp;<\/span><\/p>\n<p style=\"text-align: justify; text-indent: 2em;\"><span style=\"font-family: \u5fae\u8f6f\u96c5\u9ed1, &quot;Microsoft YaHei&quot;; font-size: 16px; color: rgb(0, 0, 0);\">9. \u5f00\u53d1\u8bed\u8a00\u548c\u5f00\u53d1\u5de5\u5177<\/span><\/p>\n<p style=\"text-align: justify;\"><span style=\"font-family: \u5fae\u8f6f\u96c5\u9ed1, &quot;Microsoft YaHei&quot;; font-size: 16px; color: rgb(0, 0, 0);\">&nbsp;<\/span><\/p>\n<p style=\"text-align: justify; text-indent: 2em;\"><span style=\"font-family: \u5fae\u8f6f\u96c5\u9ed1, &quot;Microsoft YaHei&quot;; font-size: 16px; color: rgb(0, 0, 0);\">\u638c\u63e1\u4e86\u8db3\u591f\u7684\u7406\u8bba\u77e5\u8bc6\uff0c\u8fd8\u9700\u8981\u8db3\u591f\u7684\u5de5\u5177\u6765\u5c06\u8fd9\u4e9b\u7406\u8bba\u843d\u5730\uff0c\u8fd9\u90e8\u5206\u6211\u4eec\u4ecb\u7ecd\u4e00\u4e9b\u5e38\u7528\u7684\u8bed\u8a00\u548c\u5de5\u5177\u3002&nbsp;<\/span><\/p>\n<p style=\"text-align: justify;\"><span style=\"font-family: \u5fae\u8f6f\u96c5\u9ed1, &quot;Microsoft YaHei&quot;; font-size: 16px; color: rgb(0, 0, 0);\">&nbsp;<\/span><\/p>\n<p style=\"text-align: justify; text-indent: 2em;\"><span style=\"font-family: \u5fae\u8f6f\u96c5\u9ed1, &quot;Microsoft YaHei&quot;; font-size: 16px; color: rgb(0, 0, 0);\">\uff081\uff09\u5f00\u53d1\u8bed\u8a00&nbsp;<\/span><\/p>\n<p style=\"text-align: justify;\"><span style=\"font-family: \u5fae\u8f6f\u96c5\u9ed1, &quot;Microsoft YaHei&quot;; font-size: 16px; color: rgb(0, 0, 0);\">&nbsp;<\/span><\/p>\n<p style=\"text-align: justify; text-indent: 2em;\"><span style=\"font-family: \u5fae\u8f6f\u96c5\u9ed1, &quot;Microsoft YaHei&quot;; font-size: 16px; color: rgb(0, 0, 0);\">\u8fd1\u5e74\u6765Python\u53ef\u4ee5\u8bf4\u662f\u6570\u636e\u79d1\u5b66\u548c\u7b97\u6cd5\u9886\u57df\u6700\u706b\u7684\u8bed\u8a00\uff0c\u4e3b\u8981\u539f\u56e0\u662f\u5b83\u4f7f\u7528\u95e8\u69db\u4f4e\uff0c\u4e0a\u624b\u5bb9\u6613\uff0c\u540c\u65f6\u5177\u6709\u7740\u5b8c\u5907\u7684\u5de5\u5177\u751f\u6001\u5708\uff0c\u540c\u65f6\u5404\u79cd\u5e73\u53f0\u5bf9\u5176\u652f\u6301\u4e5f\u6bd4\u8f83\u597d\u3002\u6240\u4ee5Python\u65b9\u9762\u6211\u5c31\u4e0d\u518d\u8d58\u8ff0\u3002\u4f46\u662f\u5728\u5b66\u4e60Python\u4ee5\u5916\uff0c\u6211\u5efa\u8bae\u5927\u5bb6\u53ef\u4ee5\u518d\u5b66\u4e60\u4e00\u4e0bR\u8bed\u8a00\uff0c\u4e3b\u8981\u539f\u56e0\u6709\u4ee5\u4e0b\u51e0\u70b9\uff1a&nbsp;<\/span><\/p>\n<p style=\"text-align: justify;\"><span style=\"font-family: \u5fae\u8f6f\u96c5\u9ed1, &quot;Microsoft YaHei&quot;; font-size: 16px; color: rgb(0, 0, 0);\">&nbsp;<\/span><\/p>\n<p style=\"text-align: justify; text-indent: 2em;\"><span style=\"font-family: \u5fae\u8f6f\u96c5\u9ed1, &quot;Microsoft YaHei&quot;; font-size: 16px; color: rgb(0, 0, 0);\">R\u8bed\u8a00\u5177\u6709\u6700\u5b8c\u5907\u7684\u7edf\u8ba1\u5b66\u5de5\u5177\u94fe\u3002\u6211\u4eec\u5728\u4e0a\u9762\u4ecb\u7ecd\u4e86\u6982\u7387\u548c\u7edf\u8ba1\u7684\u91cd\u8981\u6027\uff0cR\u8bed\u8a00\u5728\u8fd9\u65b9\u9762\u63d0\u4f9b\u7684\u652f\u6301\u662f\u6700\u5168\u9762\u7684\uff0c\u65e5\u5e38\u7684\u4e00\u4e9b\u7edf\u8ba1\u65b9\u9762\u7684\u9700\u6c42\uff0c\u7528R\u6765\u505a\u53ef\u80fd\u8981\u6bd4\u7528Python\u6765\u505a\u8fd8\u8981\u66f4\u5feb\u3002Python\u7684\u7edf\u8ba1\u79d1\u5b66\u5de5\u5177\u867d\u7136\u4e5f\u5728\u4e0d\u65ad\u5b8c\u5584\uff0c\u4f46\u662fR\u4ecd\u7136\u662f\u7edf\u8ba1\u79d1\u5b66\u6700\u5927\u6700\u6d3b\u8dc3\u7684\u793e\u533a\u3002&nbsp;<\/span><\/p>\n<p style=\"text-align: justify;\"><span style=\"font-family: \u5fae\u8f6f\u96c5\u9ed1, &quot;Microsoft YaHei&quot;; 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font-size: 16px; color: rgb(0, 0, 0);\">&nbsp;<\/span><\/p>\n<p style=\"text-align: justify; text-indent: 2em;\"><span style=\"font-family: \u5fae\u8f6f\u96c5\u9ed1, &quot;Microsoft YaHei&quot;; font-size: 16px; color: rgb(0, 0, 0);\">\uff082\uff09\u5f00\u53d1\u5de5\u5177&nbsp;<\/span><\/p>\n<p style=\"text-align: justify;\"><span style=\"font-family: \u5fae\u8f6f\u96c5\u9ed1, &quot;Microsoft YaHei&quot;; font-size: 16px; color: rgb(0, 0, 0);\">&nbsp;<\/span><\/p>\n<p style=\"text-align: justify; text-indent: 2em;\"><span style=\"font-family: \u5fae\u8f6f\u96c5\u9ed1, &quot;Microsoft YaHei&quot;; font-size: 16px; color: rgb(0, 0, 0);\">\u5f00\u53d1\u5de5\u5177\u65b9\u9762\uff0cPython\u7cfb\u7684\u5de5\u5177\u65e0\u7591\u662f\u5b9e\u7528\u6027\u6700\u9ad8\u7684\uff0c\u5177\u4f53\u6765\u8bf4\uff0cNumpy\u3001Scipy\u3001sklearn\u3001pandas\u3001Matplotlib\u7ec4\u6210\u7684\u5957\u4ef6\u53ef\u4ee5\u6ee1\u8db3\u5355\u673a\u4e0a\u7edd\u5927\u591a\u6570\u7684\u5206\u6790\u548c\u8bad\u7ec3\u5de5\u4f5c\u3002\u4f46\u662f\u5728\u6a21\u578b\u8bad\u7ec3\u65b9\u9762\uff0c\u6709\u4e00\u4e9b\u66f4\u52a0\u4e13\u6ce8\u7684\u5de5\u5177\u53ef\u4ee5\u7ed9\u51fa\u66f4\u597d\u7684\u8bad\u7ec3\u7cbe\u5ea6\u548c\u6027\u80fd\uff0c\u5178\u578b\u7684\u5982LibSVM\u3001Liblinear\u3001XGBoost\u7b49\u3002&nbsp;<\/span><\/p>\n<p style=\"text-align: justify;\"><span style=\"font-family: \u5fae\u8f6f\u96c5\u9ed1, &quot;Microsoft YaHei&quot;; font-size: 16px; color: rgb(0, 0, 0);\">&nbsp;<\/span><\/p>\n<p style=\"text-align: justify; text-indent: 2em;\"><span style=\"font-family: \u5fae\u8f6f\u96c5\u9ed1, &quot;Microsoft YaHei&quot;; font-size: 16px; color: rgb(0, 0, 0);\">\u5927\u6570\u636e\u5de5\u5177\u65b9\u9762\uff0c\u76ee\u524d\u79bb\u7ebf\u8ba1\u7b97\u7684\u4e3b\u6d41\u5de5\u5177\u4ecd\u7136\u662fHadoop\u548cSpark\uff0c\u5b9e\u65f6\u8ba1\u7b97\u65b9\u9762Spark Streaming\u548cStorm\u4e5f\u662f\u6bd4\u8f83\u4e3b\u6d41\u7684\u9009\u62e9\u3002\u8fd1\u5e74\u6765\u5174\u8d77\u7684\u65b0\u5e73\u53f0\u4e5f\u6bd4\u8f83\u591a\uff0c\u4f8b\u5982Flink\u548cTensorflow\u90fd\u662f\u503c\u5f97\u5173\u6ce8\u7684\u3002\u503c\u5f97\u4e00\u63d0\u7684\u662f\uff0c\u5bf9\u4e8eHadoop\u548cSpark\u7684\u638c\u63e1\uff0c\u4e0d\u4ec5\u8981\u638c\u63e1\u5176\u7f16\u7801\u6280\u672f\uff0c\u540c\u65f6\u8fd8\u8981\u5bf9\u5176\u8fd0\u884c\u539f\u7406\u6709\u4e00\u5b9a\u7406\u89e3\uff0c\u4f8b\u5982\uff0cMap-Reduce\u7684\u6d41\u7a0b\u5728Hadoop\u4e0a\u662f\u5982\u4f55\u5b9e\u73b0\u7684\uff0cSpark\u4e0a\u4ec0\u4e48\u64cd\u4f5c\u6bd4\u8f83\u8017\u65f6\uff0caggregateByKey\u548cgroupByKey\u5728\u8fd0\u884c\u539f\u7406\u4e0a\u6709\u4ec0\u4e48\u5dee\u5f02\uff0c\u7b49\u7b49\u3002\u53ea\u6709\u638c\u63e1\u4e86\u8fd9\u4e9b\uff0c\u624d\u80fd\u5bf9\u8fd9\u4e9b\u5927\u6570\u636e\u5e73\u53f0\u8fd0\u7528\u81ea\u5982\uff0c\u5426\u5219\u5f88\u5bb9\u6613\u51fa\u73b0\u7a0b\u5e8f\u8017\u65f6\u8fc7\u957f\u3001\u8dd1\u4e0d\u52a8\u3001\u5185\u5b58\u7206\u6389\u7b49\u7b49\u95ee\u9898\u3002<\/span><\/p>\n<p style=\"text-align: justify;\"><span style=\"font-family: \u5fae\u8f6f\u96c5\u9ed1, &quot;Microsoft YaHei&quot;; font-size: 16px; color: rgb(0, 0, 0);\">&nbsp;<\/span><\/p>\n<p style=\"text-align: justify; text-indent: 2em;\"><span style=\"font-family: \u5fae\u8f6f\u96c5\u9ed1, &quot;Microsoft YaHei&quot;; font-size: 16px; color: rgb(0, 0, 0);\">10. \u67b6\u6784\u8bbe\u8ba1<\/span><\/p>\n<p style=\"text-align: justify;\"><span style=\"font-family: \u5fae\u8f6f\u96c5\u9ed1, &quot;Microsoft YaHei&quot;; font-size: 16px; color: rgb(0, 0, 0);\">&nbsp;<\/span><\/p>\n<p style=\"text-align: justify; text-indent: 2em;\"><span style=\"font-family: \u5fae\u8f6f\u96c5\u9ed1, &quot;Microsoft YaHei&quot;; font-size: 16px; color: rgb(0, 0, 0);\">\u6700\u540e\u6211\u4eec\u82b1\u4e00\u4e9b\u7bc7\u5e45\u6765\u8c08\u4e00\u4e0b\u673a\u5668\u5b66\u4e60\u7cfb\u7edf\u7684\u67b6\u6784\u8bbe\u8ba1\u3002\u6240\u8c13\u673a\u5668\u5b66\u4e60\u7cfb\u7edf\u7684\u67b6\u6784\uff0c\u6307\u7684\u662f\u4e00\u5957\u80fd\u591f\u652f\u6301\u673a\u5668\u5b66\u4e60\u8bad\u7ec3\u3001\u9884\u6d4b\u3001\u670d\u52a1\u7a33\u5b9a\u9ad8\u6548\u8fd0\u884c\u7684\u6574\u4f53\u7cfb\u7edf\u4ee5\u53ca\u4ed6\u4eec\u4e4b\u95f4\u7684\u5173\u7cfb\u3002\u5728\u4e1a\u52a1\u89c4\u6a21\u548c\u590d\u6742\u5ea6\u53d1\u5c55\u5230\u4e00\u5b9a\u7a0b\u5ea6\u7684\u65f6\u5019\uff0c\u673a\u5668\u5b66\u4e60\u4e00\u5b9a\u4f1a\u8d70\u5411\u7cfb\u7edf\u5316\u3001\u5e73\u53f0\u5316\u8fd9\u4e2a\u65b9\u5411\u3002\u8fd9\u4e2a\u65f6\u5019\u5c31\u9700\u8981\u6839\u636e\u4e1a\u52a1\u7279\u70b9\u4ee5\u53ca\u673a\u5668\u5b66\u4e60\u672c\u8eab\u7684\u7279\u70b9\u6765\u8bbe\u8ba1\u4e00\u5957\u6574\u4f53\u67b6\u6784\uff0c\u8fd9\u91cc\u9762\u5305\u62ec\u4e0a\u6e38\u6570\u636e\u4ed3\u5e93\u548c\u6570\u636e\u6d41\u7684\u67b6\u6784\u8bbe\u8ba1\uff0c\u4ee5\u53ca\u6a21\u578b\u8bad\u7ec3\u7684\u67b6\u6784\uff0c\u8fd8\u6709\u7ebf\u4e0a\u670d\u52a1\u7684\u67b6\u6784\u7b49\u7b49\u3002\u8fd9\u4e00\u5957\u67b6\u6784\u7684\u5b66\u4e60\u5c31\u4e0d\u50cf\u524d\u9762\u7684\u5185\u5bb9\u90a3\u4e48\u7b80\u5355\u4e86\uff0c\u6ca1\u6709\u592a\u591a\u73b0\u6210\u6559\u6750\u53ef\u4ee5\u5b66\u4e60\uff0c\u66f4\u591a\u7684\u662f\u5728\u5927\u91cf\u5b9e\u8df5\u7684\u57fa\u7840\u4e0a\u8fdb\u884c\u62bd\u8c61\u603b\u7ed3\uff0c\u5bf9\u5f53\u524d\u7cfb\u7edf\u4e0d\u65ad\u8fdb\u884c\u6f14\u5316\u548c\u6539\u8fdb\u3002\u4f46\u8fd9\u65e0\u7591\u662f\u7b97\u6cd5\u5de5\u7a0b\u5e08\u804c\u4e1a\u9053\u8def\u4e0a\u6700\u503c\u5f97\u4e3a\u4e4b\u594b\u6597\u7684\u5de5\u4f5c\u3002\u5728\u8fd9\u91cc\u80fd\u7ed9\u7684\u5efa\u8bae\u5c31\u662f\u591a\u5b9e\u8df5\uff0c\u591a\u603b\u7ed3\uff0c\u591a\u62bd\u8c61\uff0c\u591a\u8fed\u4ee3\u3002<\/span><\/p>\n<p style=\"text-align: justify;\"><span style=\"font-family: \u5fae\u8f6f\u96c5\u9ed1, &quot;Microsoft YaHei&quot;; 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