{"id":5009,"date":"2016-11-18T08:29:47","date_gmt":"2016-11-18T08:29:47","guid":{"rendered":"http:\/\/www.kaspersky.com.cn\/blog\/?p=5009"},"modified":"2017-09-24T18:42:02","modified_gmt":"2017-09-24T10:42:02","slug":"how-machine-learning-works-simplified","status":"publish","type":"post","link":"https:\/\/www.kaspersky.com.cn\/blog\/how-machine-learning-works-simplified\/5009\/","title":{"rendered":"\u673a\u5668\u5b66\u4e60\u7684\u5de5\u4f5c\u65b9\u5f0f\u2014\u7b80\u5316\u7248"},"content":{"rendered":"

\u5c31\u5728\u6700\u8fd1\uff0c\u4e00\u4e9b\u79d1\u6280\u516c\u53f8\u5bf9\u4e8e\u201d\u673a\u5668\u5b66\u4e60\u201d\u7684\u70ed\u8877\u7a0b\u5ea6\u8fbe\u5230\u4e86\u75af\u72c2\u5730\u6b65\u3002\u4ed6\u4eec\u7eb7\u7eb7\u8868\u793a\u201d\u673a\u5668\u5b66\u4e60\u201d\u80fd\u89e3\u51b3\u8fc7\u53bb\u53ea\u6709\u4eba\u5de5\u89e3\u51b3\u7684\u95ee\u9898\u3002\u6709\u4e9b\u516c\u53f8\u751a\u81f3\u76f4\u63a5\u5c06\u5176\u79f0\u4e4b\u4e3a\u201d\u4eba\u5de5\u667a\u80fd\u201d\u3002\u673a\u5668\u5b66\u4e60\u5bf9IT\u5b89\u5168\u9886\u57df\u6709\u7740\u7279\u6b8a\u5174\u8da3\uff0c\u540e\u8005\u77ac\u606f\u4e07\u53d8\u800c\u6211\u4eec\u4e5f\u9700\u8981\u60f3\u51fa\u59a5\u5584\u7684\u89e3\u51b3\u65b9\u6848\u3002<\/p>\n

\"\"<\/p>\n

\u6709\u4e9b\u516c\u53f8\u4e4b\u6240\u4ee5\u5c06\u673a\u5668\u5b66\u4e60\u79f0\u4e4b\u4e3a\u201d\u4eba\u5de5\u667a\u80fd\u201d\uff0c\u5b8c\u5168\u662f\u4e3a\u4e86\u81ea\u8eab\u7684\u5229\u76ca\u8003\u8651\u3002<\/p>\n

\u6280\u672f\u5f52\u6839\u7ed3\u5e95\u5c31\u662f\u901f\u5ea6\u548c\u4e00\u81f4\u6027\u7684\u6982\u5ff5\uff0c\u5e76\u6ca1\u6709\u4ec0\u4e48\u5176\u5b83\u6280\u5de7\u3002\u673a\u5668\u5b66\u4e60\u57fa\u4e8e\u6280\u672f\uff0c\u4f7f\u5176\u5bb9\u6613\u4ee5\u4eba\u7c7b\u8bed\u8a00\u89e3\u91ca\u3002\u90a3\u4e48\uff0c\u7b80\u5355\u6765\u8bf4\uff1a\u6211\u4eec\u5229\u7528\u5de5\u4f5c\u7b97\u6cd5\uff08\u57fa\u4e8e\u673a\u5668\u5b66\u4e60\u7684\u7b97\u6cd5\uff09\u89e3\u51b3\u4e00\u4e2a\u5b9e\u9645\u7684\u95ee\u9898\u3002\u8fd9\u4e2a\u6982\u5ff5\u5176\u5b9e\u76f8\u5f53\u7b80\u5355\uff0c\u5e76\u80fd\u5e26\u6765\u771f\u6b63\u6709\u4ef7\u503c\u7684\u6d1e\u89c1\u3002<\/p>\n

\u95ee\u9898\uff1a\u533a\u5206\u6709\u610f\u4e49\u7684\u6587\u5b57\u548c\u4e71\u7801<\/strong><\/p>\n

\u4eba\u7c7b\u6b63\u5e38\u5199\u4f5c\uff08Terry Pratchett\u8457\u4f5c\u6458\u9009\uff09\uff0c\u770b\u8d77\u6765\u5c31\u50cf\u8fd9\u6837\uff1a<\/p>\n

Give a man a fire and he\u2019s warm for the day. But set fire to him and he\u2019s warm for the rest of his life
\nIt is well known that a vital ingredient of success is not knowing that what you\u2019re attempting can\u2019t be done
\nThe trouble with having an open mind, of course, is that people will insist on coming along and trying to put things in it<\/p>\n

dfgldfkjgreiut rtyuiokjhg cvbnrtyu<\/p>\n

\u4e71\u7801\u770b\u4e0a\u53bb\u5219\u50cf\u8fd9\u6837\uff1a<\/p>\n

DFgdgfkljhdfnmn vdfkjdfk kdfjkswjhwiuerwp2ijnsd,mfns sdlfkls wkjgwl
\nreoigh dfjdkjfhgdjbgk nretSRGsgkjdxfhgkdjfg gkfdgkoi<\/p>\n

\u6211\u4eec\u7684\u4efb\u52a1\u6b63\u662f\u5f00\u53d1\u80fd\u5206\u8fa8\u8fd9\u4e24\u8005\u533a\u522b\u7684\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\u3002<\/strong><\/p>\n

\u5c3d\u7ba1\u5bf9\u4e8e\u4eba\u7c7b\u800c\u8a00\u518d\u7b80\u5355\u4e0d\u8fc7\uff0c\u4f46\u5bf9\u4e8e\u8ba1\u7b97\u673a\u800c\u8a00\u5374\u662f\u4e00\u9879\u5341\u8db3\u7684\u6311\u6218\uff0c\u9700\u8981\u82b1\u8d39\u5927\u91cf\u7cbe\u529b\u548c\u65f6\u95f4\u5c06\u8fd9\u4e9b\u533a\u522b\u8fdb\u884c\u5f62\u5f0f\u5316\u3002\u8fd9\u91cc\u6211\u4eec\u8981\u7528\u5230\u673a\u5668\u5b66\u4e60\uff1a\u9700\u8981\u4e3a\u8be5\u7b97\u6cd5\u63d0\u4f9b\u4e00\u4e9b\u4f8b\u5b50\uff0c\u8ba9\u5176\u201d\u5b66\u4e60\u201d\u5982\u4f55\u53ef\u9760\u5730\u56de\u7b54\u8fd9\u4e2a\u95ee\u9898\uff0c\u201d\u662f\u4eba\u7c7b\u6587\u5b57\u8fd8\u662f\u4e71\u7801\uff1f\u201d\u8fd9\u5c31\u597d\u6bd4\u73b0\u5b9e\u4e16\u754c\u53cd\u75c5\u6bd2\u7a0b\u5e8f\u6bcf\u6b21\u5206\u6790\u4e00\u4e2a\u6587\u4ef6\u65f6\u7684\u60c5\u5f62\u3002<\/p>\n

\u7531\u4e8e\u6211\u4eec\u662f\u5728IT\u5b89\u5168\u7684\u80cc\u666f\u4e0b\u8c08\u8bba\u8fd9\u4e00\u4e3b\u9898\uff0c\u56e0\u6b64\u53cd\u75c5\u6bd2\u8f6f\u4ef6\u7684\u4e3b\u8981\u76ee\u6807\u662f\u5728\u5927\u91cf\u5e72\u51c0\u6570\u636e\u5185\u627e\u5230\u6076\u610f\u4ee3\u7801\uff0c\u56e0\u6b64\u6211\u4eec\u5c06\u6709\u610f\u4e49\u7684\u6587\u5b57\u6807\u4e3a\u201d\u5e72\u51c0\u201d\uff0c\u5c06\u4e71\u7801\u6807\u4e3a\u201d\u6076\u610f\u201d\u3002<\/p>\n

\u8fd9\u5bf9\u4e8e\u4eba\u7c7b\u6765\u8bf4\u5b9e\u5728\u7b80\u5355\uff1a\u4ed6\u4eec\u80fd\u7acb\u5373\u8fa8\u8ba4\u51fa\u54ea\u4e2a\u662f\u2019\u5e72\u51c0\u2019\uff0c\u54ea\u4e2a\u662f\u2019\u6076\u610f\u2019\u3002\u4f46\u5c06\u8fd9\u79cd\u533a\u522b\u8fdb\u884c\u5f62\u5f0f\u5316\u6216\u5411\u8ba1\u7b97\u673a\u89e3\u91ca\u5374\u7740\u5b9e\u662f\u4ef6\u96be\u4e8b\u3002\u56e0\u6b64\uff0c\u6211\u4eec\u8fd9\u91cc\u4f7f\u7528\u673a\u5668\u5b66\u4e60\uff1a\u6211\u4eec\u7ed9\u8fd9\u79cd\u7b97\u6cd5\u63d0\u4f9b\u4e00\u4e9b\u4f8b\u5b50\uff0c\u8ba9\u5b83\u4ece\u4e2d\u5b66\u4e60\uff0c\u5982\u6b64\u4fbf\u80fd\u63d0\u4f9b\u95ee\u9898\u7684\u6b63\u786e\u7b54\u6848\u3002
\n
\n\u89e3\u51b3\u65b9\u6848\uff1a\u4f7f\u7528\u4e00\u79cd\u7b97\u6cd5<\/strong><\/p>\n

\u6211\u4eec\u7684\u7b97\u6cd5\u80fd\u8ba1\u7b97\u67d0\u4e2a\u7279\u5b9a\u5b57\u6bcd\u8ddf\u5728\u53e6\u4e00\u7279\u5b9a\u5b57\u6bcd\u540e\u7684\u9891\u7387\uff0c\u4ece\u800c\u5206\u6790\u51fa\u6240\u6709\u53ef\u80fd\u7684\u914d\u5bf9\u3002\u4f8b\u5982\uff0c\u7b2c\u4e00\u6bb5\u8bdd\u201dGive a man a fire and he\u2019s warm for the day. But set fire to him and he\u2019s warm for the rest of his life,\u201d\uff0c\u663e\u7136\u5c5e\u4e8e\u201d\u5e72\u51c0\u201d\u4e00\u7c7b\uff0c\u7279\u5b9a\u5b57\u6bcd\u914d\u5bf9\u7684\u9891\u7387\u5982\u4e0b\uff1a<\/p>\n

Bu \u2014 1
\nGi \u2014 1
\nan \u2014 3
\nar \u2014 2
\nay \u2014 1
\nda \u2014 1
\nes \u2014 1
\net \u2014 1
\nfe \u2014 1
\nfi \u2014 2
\nfo \u2014 2
\nhe \u2014 4
\nhi \u2014 2
\nif \u2014 1
\nim \u2014 1<\/p>\n

\u4e3a\u4e86\u66f4\u7b80\u5316\u4e00\u4e9b\uff0c\u6211\u4eec\u7279\u610f\u7701\u7565\u4e86\u6807\u70b9\u7b26\u53f7\u548c\u7a7a\u683c\u3002\u56e0\u6b64\uff0c\u8fd9\u6bb5\u6587\u5b57\u4e2d\uff0ca\u540e\u9762\u8ddfn\u51fa\u73b0\u4e09\u6b21\uff0cf\u540e\u9762\u8ddfi\u5219\u51fa\u73b0\u4e24\u6b21\uff0c\u800ca\u540e\u9762\u8ddfy\u51fa\u73b0\u4e86\u4e00\u6b21\u3002<\/p>\n

\u5728\u8fd9\u4e00\u9636\u6bb5\uff0c\u6211\u4eec\u77e5\u9053\u4e00\u6bb5\u8bdd\u4e0d\u8db3\u4ee5\u8ba9\u6a21\u578b\u5b66\u4e60\uff1a\u6211\u4eec\u9700\u8981\u5206\u6790\u6bd4\u8fd9\u591a\u5f97\u591a\u7684\u6587\u5b57\u3002\u9996\u5148\u5728\u300a\u98d8\u300b\uff08\u739b\u683c\u4e3d\u7279\u00b7\u7c73\u5207\u5c14\u8457\uff09\u91cc\u8ba1\u7b97\u5b57\u6bcd\u914d\u5bf9\u2014\u6216\u8005\u66f4\u7cbe\u786e\u5730\u8bf4\uff0c\u5728\u8fd9\u672c\u4e66\u7684\u524d20%\u7ae0\u8282\u3002\u8ba1\u7b97\u7684\u914d\u5bf9\u7ed3\u679c\u5982\u4e0b\uff1a<\/p>\n

he \u2014 11460
\nth \u2014 9260
\ner \u2014 7089
\nin \u2014 6515
\nan \u2014 6214
\nnd \u2014 4746
\nre \u2014 4203
\nou \u2014 4176
\nwa \u2014 2166
\nsh \u2014 2161
\nea \u2014 2146
\nnt \u2014 2144
\nwc \u2014 1<\/p>\n

\u5982\u4f60\u6240\u89c1\uff0c\u78b0\u5230he\u5b57\u6bcd\u7ec4\u5408\u662fan\u5b57\u6bcd\u7ec4\u5408\u6982\u7387\u76842\u500d\u3002\u800cwc\u5219\u53ea\u51fa\u73b0\u4e86\u4e00\u6b21\uff08\u5c31\u662fnewcomer\u8fd9\u4e2a\u8bcd\uff09\u3002<\/p>\n

\u90a3\u4e48\uff0c\u73b0\u5728\u6211\u4eec\u6709\u4e86\u5e72\u51c0\u6587\u5b57\u7684\u6a21\u578b\uff1f\u90a3\u6211\u4eec\u8be5\u5982\u4f55\u4f7f\u7528\u5462\uff1f\u9996\u5148\uff0c\u8981\u786e\u5b9a\u4e00\u884c\u6587\u5b57\u662f\u5e72\u51c0\u6216\u6076\u610f\u7684\u53ef\u80fd\u6027\uff0c\u6211\u4eec\u9700\u8981\u89c4\u5b9a\u5176\u786e\u5b9e\u6027\u3002\u6211\u4eec\u5c06\u5229\u7528\u6a21\u578b\uff08\u901a\u8fc7\u8bc4\u4f30\u5b57\u6bcd\u7ec4\u5408\u7684\u73b0\u5b9e\u6027\uff09\u660e\u786e\u5404\u79cd\u5b57\u6bcd\u914d\u5bf9\u7684\u9891\u7387\uff0c\u968f\u540e\u5c06\u8fd9\u4e9b\u6570\u5b57\u76f8\u4e58\uff1a<\/p>\n

F(Gi) * F(iv) * F(ve) * F(e ) * F( a) * F(a ) * F( m) * F(ma) * F(an) * F(n ) * \u2026
\n6 * 364 * 2339 * 13606 * 8751 * 1947 * 2665 * 1149 * 6214 * 5043 * \u2026<\/p>\n

\u5728\u786e\u5b9a\u786e\u5b9e\u6027\u7684\u7ec8\u503c\u4e2d\uff0c\u6211\u4eec\u8fd8\u9700\u8003\u8651\u6bcf\u884c\u6587\u5b57\u7684\u7b26\u53f7\u6570\u91cf\uff1a\u4e00\u884c\u6587\u5b57\u8d8a\u957f\uff0c\u5219\u8d8a\u591a\u7684\u6570\u5b57\u76f8\u4e58\u3002\u56e0\u6b64\uff0c\u4e3a\u4e86\u8ba9\u8fd9\u4e00\u6570\u503c\u540c\u7b49\u9002\u7528\u4e8e\u77ed\u884c\u548c\u957f\u884c\uff0c\u6211\u4eec\u8fd0\u7528\u4e86\u4e00\u4e9b\u201d\u6570\u5b57\u9b54\u6cd5\u201d\u3002\uff08\u6211\u4eec\u4ece\u7ed3\u679c\u4e2d\u5bf9\u201d\u4e0a\u8ff0\u884c\u957f\u5ea6\u51cf\u4e00\u201d\u7a0b\u5ea6\u5f00\u65b9\uff09\u3002<\/p>\n

\u4f7f\u7528\u6a21\u578b<\/strong><\/p>\n

\u73b0\u5728\u6211\u4eec\u53ef\u4ee5\u5f97\u51fa\u90e8\u5206\u7ed3\u8bba\uff1a\u8ba1\u7b97\u51fa\u7684\u6570\u5b57\u8d8a\u5927\uff0c\u5219\u4e0a\u8ff0\u884c\u4e0e\u6211\u4eec\u7684\u6a21\u578b\u66f4\u5339\u914d\u2014\u7ed3\u679c\u662f\u4eba\u7c7b\u4e66\u5199\u6587\u5b57\u7684\u6982\u7387\u8d8a\u9ad8\u3002\u5982\u679c\u8fd9\u6bb5\u6587\u5b57\u8ba1\u7b97\u51fa\u7684\u6570\u5b57\u5f88\u9ad8\uff0c\u5219\u79f0\u5176\u4e3a\u5e72\u51c0\u3002<\/p>\n

\u5982\u679c\u4e0a\u8ff0\u884c\u4e2d\u53ef\u7591\u5730\u542b\u6709\u5927\u91cf\u7f55\u89c1\u7ec4\u5408\uff08\u6bd4\u5982\uff1a wx\u3001zg\u548c yq\u7b49\uff09\uff0c\u5219\u6076\u610f\u7684\u53ef\u80fd\u6027\u66f4\u5927\u3002<\/p>\n

\u5bf9\u4e8e\u6211\u4eec\u7528\u6765\u5206\u6790\u7684\u884c\u6765\u8bf4\uff0c\u6211\u4eec\u6d4b\u7b97\u51fa\u7684\u5206\u6570\uff08\u201d\u786e\u5b9e\u6027\u201d\uff09\u5982\u4e0b\u6240\u793a\uff1a<\/p>\n

Give a man a fire and he\u2019s warm for the day. But set fire to him and he\u2019s warm for the rest of his life \u2014 1984 points
\nIt is well known that a vital ingredient of success is not knowing that what you\u2019re attempting can\u2019t be done \u2014 1601 points
\nThe trouble with having an open mind, of course, is that people will insist on coming along and trying to put things in it \u2014 2460 points
\nDFgdgfkljhdfnmn vdfkjdfk kdfjkswjhwiuerwp2ijnsd,mfns sdlfkls wkjgwl \u2014 16 points
\nreoigh dfjdkjfhgdjbgk nretSRGsgkjdxfhgkdjfg gkfdgkoi \u2014 9 points
\ndfgldfkjgreiut rtyuiokjhg cvbnrtyu \u2014 43 points<\/p>\n

\u5982\u4f60\u6240\u89c1\uff0c\u5e72\u51c0\u884c\u5f97\u5206\u666e\u904d\u5927\u5927\u8d85\u8fc71000\u5206\uff0c\u800c\u6076\u610f\u884c\u751a\u81f3\u5f88\u96be\u8fc7100\u5206\u3002\u4f3c\u4e4e\u6211\u4eec\u7684\u7b97\u6cd5\u5982\u9884\u60f3\u7684\u90a3\u6837\u51c6\u786e\u5de5\u4f5c\u3002<\/p>\n

\u5c31\u7ed9\u6bb5\u843d\u6587\u5b57\u8bc4\u9ad8\u4f4e\u5206\u5de5\u4f5c\u800c\u8a00\uff0c\u6700\u597d\u7684\u65b9\u5f0f\u662f\u5c06\u8fd9\u9879\u5de5\u4f5c\u59d4\u6258\u7ed9\u673a\u5668\uff0c\u7136\u540e\u8ba9\u5b83\u5b66\u4e60\u3002\u4e3a\u6b64\uff0c\u6211\u4eec\u9700\u8981\u63d0\u4ea4\u5927\u91cf\u771f\u5b9e\u7684\u5e72\u51c0\u884c\u5e76\u8ba1\u7b97\u8fd9\u4e9b\u884c\u7684\u786e\u5b9e\u6027\uff0c\u7136\u540e\u518d\u63d0\u4ea4\u4e00\u4e9b\u6076\u610f\u884c\u5e76\u91cd\u590d\u76f8\u540c\u7684\u5de5\u4f5c\u3002\u968f\u540e\uff0c\u6211\u4eec\u5c31\u80fd\u8ba1\u7b97\u51fa\u8bc4\u4ef7\u57fa\u51c6\u3002\u5728\u6211\u4eec\u7684\u6848\u4f8b\u4e2d\uff0c\u57fa\u51c6\u5728500\u5206\u5de6\u53f3\u3002<\/p>\n

\u73b0\u5b9e\u4e2d\u5e94\u7528<\/strong><\/p>\n

\u8ba9\u6211\u4eec\u518d\u590d\u4e60\u4e0b\u521a\u624d\u8c08\u5230\u7684\u5185\u5bb9\u3002<\/p>\n

1.\u89c4\u5b9a\u4e86\u5e72\u51c0\u884c\u7684\u7279\u70b9\uff08\u4f8b\u5982\uff0c\u5b57\u7b26\u914d\u5bf9\uff09\u3002<\/p>\n

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2.\u6211\u4eec\u4f7f\u7528\u89c4\u5b9a\u7684\u6307\u793a\u5668\u6784\u5efa\u6570\u5b66\u6a21\u578b\uff0c\u5e76\u57fa\u4e8e\u4e00\u6574\u5957\u4f8b\u5b50\u4f7f\u4e4b\u5b66\u4e60\u3002<\/p>\n

3.\u6211\u4eec\u4f7f\u7528\u7b80\u5355\u7684\u6570\u5b57\u6a21\u578b\u8ba1\u7b97\u786e\u5b9e\u6027\u8bc4\u5206\u3002<\/p>\n

\u5766\u767d\u8bf4\uff0c\u73b0\u5b9e\u751f\u6d3b\u4e2d\u6211\u4eec\u5b9e\u9645\u64cd\u4f5c\u6070\u6070\u76f8\u53cd\uff1a\u6211\u4eec\u8ba1\u7b97\u2019\u6076\u610f\u2019\u8bc4\u5206\u3002\u53ef\u80fd\u770b\u8d77\u6765\u5e76\u4e0d\u90a3\u4e48\u590d\u6742\uff0c\u4f46\u53ef\u4ee5\u60f3\u8c61\uff0c\u5982\u679c\u91c7\u7528\u53e6\u4e00\u79cd\u8bed\u8a00\u6216\u5b57\u6bcd\u8868\u7684\u8bdd\uff0c\u6587\u5b57\u884c\u5728\u6211\u4eec\u6a21\u578b\u4e2d\u7684\u4e0d\u786e\u5b9e\u6027\u5c06\u8fbe\u5230\u600e\u6837\u7684\u7a0b\u5ea6\u3002\u4f46\u5982\u679c\u53cd\u75c5\u6bd2\u8f6f\u4ef6\u5728\u68c0\u6d4b\u5230\u4e00\u79cd\u5168\u65b0\u7684\u6587\u4ef6\u65f6\uff0c\u53ea\u662f\u56e0\u4e3a\u4e4b\u524d\u4ece\u672a\u78b0\u5230\u8fc7\u5c31\u62a5\u9519\u7684\u8bdd\uff0c\u8fd9\u663e\u7136\u96be\u4ee5\u88ab\u63a5\u53d7\u3002<\/p>\n

\u673a\u5668\u5b66\u4e60\u7684\u66ff\u4ee3\u65b9\u6cd5\uff1f<\/strong><\/p>\n

\u5927\u7ea6\u572820\u5e74\u524d\uff0c\u6076\u610f\u8f6f\u4ef6\u8fd8\u662f\u7a00\u7f3a\u7269\u7684\u65f6\u5019\uff0c\u201d\u4e71\u7801\u201d\u80fd\u5f88\u5bb9\u6613\u56e0\u7b7e\u540d\uff08\u72ec\u7279\u5206\u6bb5\uff09\u800c\u68c0\u6d4b\u5230\u3002\u800c\u5728\u4e0a\u8ff0\u4f8b\u5b50\u4e2d\uff0c\u7b7e\u540d\u770b\u8d77\u6765\u53ef\u80fd\u5c31\u50cf\u8fd9\u6837\uff1a<\/p>\n

\u53cd\u75c5\u6bd2\u7a0b\u5e8f\u626b\u63cf\u6587\u4ef6\u5e76\u53d1\u73b0erwp2ij\u540e\u4f1a\u731c\u60f3\uff1a\u201d\u554a\u54c8\uff0c\u8fd9\u662f\u7b2c17\u53f7\u4e71\u7801\u3002\u201d\u5728\u53d1\u73b0 gkjdxfhg\u540e\uff0c\u5219\u4f1a\u6807\u8bb0\u4e3a\u7b2c139\u53f7\u4e71\u7801\u3002<\/p>\n

\u800c\u5728\u5927\u7ea615\u5e74\u524d\uff0c\u968f\u7740\u6076\u610f\u8f6f\u4ef6\u6837\u672c\u6570\u91cf\u7684\u5927\u5e45\u589e\u52a0\uff0c\u201d\u6cdb\u5316\u201d\u68c0\u6d4b\u5360\u636e\u4e86\u4e3b\u8981\u4f4d\u7f6e\u3002\u75c5\u6bd2\u5206\u6790\u5458\u660e\u786e\u4e86\u8fd0\u7528\u4e8e\u6709\u610f\u4e49\u6587\u5b57\u7684\u89c4\u5219\uff0c\u5c31\u50cf\u8fd9\u6837\uff1a<\/p>\n

1.\u4e00\u4e2a\u5355\u8bcd\u7684\u957f\u5ea6\u901a\u5e38\u57281-20\u4e2a\u5b57\u7b26\u4e4b\u95f4\u3002<\/p>\n

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3.\u5143\u97f3\u5b57\u6bcd\u76f8\u5bf9\u5747\u5300\u5730\u4e0e\u8f85\u97f3\u5b57\u6bcd\u6df7\u5408\u5230\u4e00\u8d77\u3002<\/p>\n

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\u7f3a\u70b9<\/strong><\/p>\n

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1.\u8bef\u62a5<\/strong><\/p>\n

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2.\u7ed5\u8fc7\u6a21\u578b<\/strong><\/p>\n

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\"\"<\/p>\n

\u8fd9\u4e09\u5e45\u6f2b\u753b\u5f88\u597d\u5730\u8be0\u91ca\u4e86\u4e0a\u8ff0\u6570\u5b57\u6a21\u578b\u662f\u5982\u4f55\u88ab\u201d\u611a\u5f04\u201d\uff1a\u6709\u4e9b\u6587\u5b57\u770b\u8d77\u6765\u662f\u786e\u5b9e\u7684\uff0c\u4f46\u4e8b\u5b9e\u4e0a\u5374\u662f\u201d\u4e71\u7801\u201d\u3002\u8d44\u6599\u6765\u6e90<\/a><\/p>\n

3. \u6a21\u578b\u5347\u7ea7<\/strong><\/p>\n

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\u7ed3\u8bba<\/strong><\/p>\n

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