{"id":50594,"date":"2023-04-03T23:40:15","date_gmt":"2022-11-30T06:20:10","guid":{"rendered":"https:\/\/www.silicloud.com\/zh\/blog\/ds%e6%a4%9c%e5%ae%9a%e7%9a%84%e6%9c%80%e5%90%8e%e5%86%b2%e5%88%ba_%e6%9c%af%e8%af%ad%e6%80%bb%e7%bb%93\/"},"modified":"2024-04-29T21:47:33","modified_gmt":"2024-04-29T13:47:33","slug":"ds%e6%a4%9c%e5%ae%9a%e7%9a%84%e6%9c%80%e5%90%8e%e5%86%b2%e5%88%ba_%e6%9c%af%e8%af%ad%e6%80%bb%e7%bb%93","status":"publish","type":"post","link":"https:\/\/www.silicloud.com\/zh\/blog\/ds%e6%a4%9c%e5%ae%9a%e7%9a%84%e6%9c%80%e5%90%8e%e5%86%b2%e5%88%ba_%e6%9c%af%e8%af%ad%e6%80%bb%e7%bb%93\/","title":{"rendered":"DS\u691c\u5b9a\u7684\u6700\u540e\u51b2\u523a_\u672f\u8bed\u603b\u7ed3"},"content":{"rendered":"<p>\u8ddd\u79bb\u8003\u8bd5\u53ea\u5269\u4e0b\u51e0\u5929\u4e86\uff0c\u52a0\u6cb9\u6700\u540e\u51b2\u523a\uff01\uff01<\/p>\n<h1>\u5bf9\u4e8e\u8fd9\u7bc7\u6587\u7ae0<\/h1>\n<p>\u6211\u6b63\u5728\u6574\u7406\u5173\u4e8e\u4f5c\u8005\u4e0d\u7406\u89e3\u7684\u672f\u8bed\u7684\u89e3\u91ca\u3002<br \/>\n\u8fd9\u6b21\u6211\u53c2\u8003\u4e86DS\u8003\u8bd5\u51c6\u5907\u8bfe\u7a0b\u7684\u6750\u6599\u548c\u5b98\u65b9\u6587\u672c\u6765\u8fdb\u884c\u6574\u7406\uff0c\u5982\u679c\u6709\u9519\u8bef\u7684\u5730\u65b9\uff0c\u8fd8\u8bf7\u60a8\u5728\u8bc4\u8bba\u680f\u4e2d\u6307\u51fa\u51fa\u5904\u548c\u9519\u8bef\u4e4b\u5904\uff0c\u4e0d\u80dc\u611f\u6fc0\u3002<\/p>\n<p>\u516c\u5f0f\u6559\u6750\u300a\u6700\u77ed\u8def\u5f84 \u6570\u636e\u79d1\u5b66\u5bb6\u8ba4\u8bc1\uff08\u8bfb\u5199\u80fd\u529b\u7ea7\u522b\uff09\u5b98\u65b9\u53c2\u8003\u4e66\u300b[\u83c5\u7531\u7eaa\u5b50]<\/p>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d9313913a08637a6e583c\/4-0.jpg%253F_ex%253D240x240%26s%3D240x240%26t%3Dpict\" alt=\"\" \/><\/div>\n<p>\u8bb2\u5ea7\u6587\u7a3f\u3001\u6a21\u62df\u8003\u8bd5\u5185\u5bb9 zu\u00f2 , m\u00f3 n\u01d0 sh\u00ec<\/p>\n<h2>\u8bf7\u4f60\u7ffb\u8bd1\u4ee5\u4e0b\u5185\u5bb9\uff1a\u53ea\u9700\u8981\u7ed9\u4e00\u4e2a\u4e2d\u6587\u7684\u7ffb\u8bd1\u9009\u9879\u3002<\/h2>\n<p>1. &#8220;Can you please help me with this task?&#8221;<\/p>\n<h2>\u4f2f\u52aa\u5229\u5206\u5e03<\/h2>\n<p>\u300c\u6210\u529f\u3001\u5931\u6557\u300d\u300c\u8868\u3001\u88cf\u300d\u306a\u3069\u306e2\u7a2e\u985e\u306e\u7d50\u679c\u3057\u304b\u5f97\u3089\u308c\u306a\u3044\u8a66\u884c\u306e\u7d50\u679c\u306f\u30010\u30681\u3067\u8868\u3055\u308c\u305f\u78ba\u7387\u5206\u5e03\u3067\u3042\u308a\u3001\u30b3\u30a4\u30f3\u306e\u8868\u88cf\u306a\u3069\u306e\u78ba\u7387\u3092\u8a08\u7b97\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u3053\u306e\u3088\u3046\u306a\u8a66\u884c\u7d50\u679c\u304c2\u901a\u308a\u3057\u304b\u306a\u3044\u8a66\u884c\u3092\u30d9\u30eb\u30cc\u30fc\u30a4\u8a66\u884c\u3068\u547c\u3073\u307e\u3059\u3002<\/p>\n<p>\u4f2f\u52aa\u5229\u5206\u5e03\u548c\u4e8c\u9879\u5206\u5e03\u90fd\u662f\u79bb\u6563\u6982\u7387\u5206\u5e03\uff0c\u7528\u4e8e\u63cf\u8ff0\u53d8\u91cf\u53d6\u79bb\u6563\u503c\u7684\u60c5\u51b5\u3002<\/p>\n<h2>\u4e8c\u9879\u5206\u5e03<\/h2>\n<p>\u8fd9\u4e2a\u6982\u7387\u5206\u5e03\u8868\u793a\u4e86\u5728\u8fdb\u884c\u4e86\u4e92\u76f8\u72ec\u7acb\u7684n\u6b21\u8d1d\u52aa\u5229\u8bd5\u9a8c\u540e\uff0c\u201c\u786c\u5e01\u6b63\u9762\u671d\u4e0a\u201d\u8fd9\u4e2a\u4e8b\u4ef6\u53d1\u751fx\u6b21\u7684\u6982\u7387\u3002\u5177\u4f53\u800c\u8a00\uff0c\u53ef\u4ee5\u8ba1\u7b97\u51fa\u5728\u629b\u63b7n\u6b21\u786c\u5e01\u65f6\u6b63\u9762\u671d\u4e0ax\u6b21\u7684\u6982\u7387\u3002\u636e\u5df2\u77e5\uff0c\u901a\u8fc7\u589e\u52a0\u8d1d\u52aa\u5229\u8bd5\u9a8c\u7684\u6b21\u6570n\uff0c\u53ef\u4ee5\u63a5\u8fd1\u6b63\u6001\u5206\u5e03\u3002<\/p>\n<p>\u5047\u8bbe\u8fdb\u884c\u4e86n\u6b21\u8bd5\u9a8c\uff0c\u6210\u529f\u4e86k\u6b21\uff0c<br \/>\n\u6bcf\u6b21\u8bd5\u9a8c\u7684\u6210\u529f\u6982\u7387\u4e3ap\uff0c<br \/>\nnCk\u8868\u793a\u4e86\u5728n\u6b21\u8bd5\u9a8c\u4e2d\u6210\u529fk\u6b21\u7684\u65b9\u6cd5\u6570\uff0c<br \/>\n\u4ee5\u4e0b\u662f\u4e8c\u9879\u5206\u5e03\u7684\u6982\u7387\u5bc6\u5ea6\u51fd\u6570\u8868\u8fbe\u5f0f\u3002<br \/>\nP(X =k) = nCk * (P ^(k)) *(1-p)^(n-k)<\/p>\n<p>\u4f7f\u7528\u4e8c\u9879\u5206\u5e03\u7684\u4f8b\u5b50\u662f\uff1a\u5047\u8bbe\u63b7\u4e00\u679a\u6709\u5077\u6881\u6362\u67f1\u73b0\u8c61\u7684\u786c\u5e01\uff0c\u6b63\u9762\u671d\u4e0a\u7684\u6982\u7387\u4e3a80%\u3002\u5982\u679c\u63b710\u6b21\u786c\u5e01\uff0c\u5176\u4e2d\u51fa\u73b05\u6b21\u6b63\u9762\u7684\u6982\u7387\u662f\u591a\u5c11\uff1f<\/p>\n<h2>\u6b63\u6001\u5206\u5e03<\/h2>\n<p>\u516c\u5f0fp\uff13\uff10<br \/>\n\u7531\u4e0b\u5217\u8868\u8fbe\u5f0f\u5b9a\u4e49\u7684\u8fde\u7eed\u578b\u6982\u7387\u5206\u5e03<\/p>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d9313913a08637a6e583c\/17-0.png\" alt=\"image.png\" \/><\/div>\n<p>\u7531\u4e8e\u6b63\u6001\u5206\u5e03\u4ee5\u5176\u5747\u503c\u4e3a\u4e2d\u5fc3\u5177\u6709\u5de6\u53f3\u5bf9\u79f0\u6027\uff0c\u5728\u7406\u8bba\u4e0a\u6613\u4e8e\u5904\u7406\uff0c\u56e0\u6b64\u5728\u8bb8\u591a\u573a\u666f\u4e2d\u88ab\u5e7f\u6cdb\u4f7f\u7528\u3002<\/p>\n<h2>\u4e5d<\/h2>\n<h2>\u6570\u636e\u7ba1\u9053<\/h2>\n<p>\u5efa\u7acb\u6570\u636e\u7ba1\u9053\u53ef\u4ee5\u63d0\u9ad8\u6570\u636e\u5904\u7406\u7684\u6548\u7387\u3002<\/p>\n<h2>\u6570\u636e\u5de5\u7a0b\u5e08<\/h2>\n<p>\u8fd9\u4e2a\u804c\u4e1a\u6d89\u53ca\u5230\u5bf9\u5927\u89c4\u6a21\u6570\u636e\u7684\u6574\u7406\u3001\u7ba1\u7406\u548c\u8fd0\u8425\u3002<\/p>\n<h2>\u6570\u636e\u6316\u6398<\/h2>\n<p>\u901a\u8fc7\u5206\u6790\u7d2f\u79ef\u7684\u6570\u636e\uff0c\u627e\u51fa\u5177\u6709\u5546\u4e1a\u4ef7\u503c\u7684\u6cd5\u5219\u3002<br \/>\n\u8fd9\u662f\u5229\u7528\u7edf\u8ba1\u7b49\u5206\u6790\u65b9\u6cd5\u4ece\u5e9e\u5927\u7684\u6570\u636e\u4e2d\u627e\u5230\u6709\u76ca\u4fe1\u606f\u7684\u6280\u672f\u9886\u57df\u3002<\/p>\n<h2>\u6570\u636e\u96c6 j\u00ed)<\/h2>\n<p>\u8fd9\u662f\u5173\u4e8e\u6570\u636e\u7684\u7ec4\u7ec7\u7684\u95ee\u9898\u3002<\/p>\n<h2>\u5341<\/h2>\n<h2>API (\u5e94\u7528\u7a0b\u5e8f\u63a5\u53e3)<\/h2>\n<p>API\uff08\u5e94\u7528\u7a0b\u5e8f\u7f16\u7a0b\u63a5\u53e3\uff09\u662f\u7528\u4e8e\u8fde\u63a5\u7a0b\u5e8f\u4e4b\u95f4\u7684\u673a\u5236\u3002<br \/>\n\u6709\u65f6\u5019\u4e5f\u6307\u63d0\u4f9b\u7684\u7b26\u5408\u8fd9\u79cd\u673a\u5236\u7684\u670d\u52a1\u3002<br \/>\n\u8fd9\u5c31\u662f\u6240\u8c13\u7684API\u670d\u52a1\u3002<\/p>\n<p>\u5229\u7528\u73b0\u6709\u7684API\u670d\u52a1\u7684\u4f18\u70b9\u662f\u53ef\u4ee5\u51cf\u5c11\u5e94\u7528\u7a0b\u5e8f\u5f00\u53d1\u7684\u8fc7\u7a0b\u548c\u6210\u672c\u3002\u7f3a\u70b9\u662f\uff0c\u4f7f\u7528\u7684API\u670d\u52a1\u53ef\u80fd\u4f1a\u51fa\u73b0\u670d\u52a1\u5668\u6545\u969c\u7b49\u95ee\u9898\uff0c\u53ef\u80fd\u4f1a\u5f71\u54cd\u5230\u81ea\u5df1\u7684\u670d\u52a1\u548c\u5e94\u7528\u7a0b\u5e8f\u3002\u6b64\u5916\uff0c\u7531\u4e8e\u4f7f\u7528\u7684API\u670d\u52a1\u7684\u53d8\u66f4\u6216\u8005\u505c\u6b62\u63d0\u4f9b\u7b49\u539f\u56e0\uff0c\u53ef\u80fd\u4f1a\u5bf9\u81ea\u5df1\u7684\u670d\u52a1\u63d0\u4f9b\u9020\u6210\u56f0\u6270\u3002<\/p>\n<p>\u4ee5\u4e0b\u662f\u5bf9\u4e0a\u8ff0\u53e5\u5b50\u7684\u6c49\u8bed\u672c\u5730\u5316\u7684\u4e00\u79cd\u9009\u62e9\uff1a<\/p>\n<p>\u4f18\u70b9\uff1a<br \/>\n\u901a\u8fc7\u4f7f\u7528\u73b0\u6709\u7684API\u670d\u52a1\uff0c\u53ef\u4ee5\u51cf\u5c11\u5e94\u7528\u5f00\u53d1\u7684\u6d41\u7a0b\u548c\u6210\u672c\u3002<br \/>\nAPI\u670d\u52a1\u7684\u4f8b\u5b50\u5305\u62ec\u90ae\u7f16\u641c\u7d22\u3001\u5929\u6c14\u9884\u62a5\u548c\u767b\u5f55\u8ba4\u8bc1\u3002<br \/>\nAPI\u670d\u52a1\u4e0d\u4ec5\u6709\u6536\u8d39\u7684\uff0c\u4e5f\u6709\u514d\u8d39\u7684\u3002<\/p>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d9313913a08637a6e583c\/33-0.png\" alt=\"image.png\" \/><\/div>\n<p>\u8bf7\u67e5\u770b\uff1a<\/p>\n<h2>\u5341\u4e00<\/h2>\n<p>\u7b2c\uff11\uff13\uff14\u4e2a\u516c\u5f0f<\/p>\n<h2>\u6570\u636e\u4f20\u8f93\u65b9\u6cd5\uff08\u6280\u672f\uff09<\/h2>\n<p>\u7b2c\u4e8c\u7ae0\u8bb2\u5ea7\uff0c\u7b2c30\u9875<\/p>\n<h2>SSH\u53ef\u4ee5\u5728\u7f51\u7edc\u4e0a\u5b89\u5168\u5730\u8fdc\u7a0b\u8fde\u63a5\u548c\u7ba1\u7406\u8ba1\u7b97\u673a\u3002<\/h2>\n<p>\u5b89\u5168\u58f3\uff08Secure Shell\uff0cSSH\uff09\u662f\u4e00\u79cd\u5229\u7528\u5bc6\u7801\u548c\u8ba4\u8bc1\u6280\u672f\u5b89\u5168\u5730\u4e0e\u8fdc\u7a0b\u8ba1\u7b97\u673a\u901a\u4fe1\u7684\u534f\u8bae\u3002\u5b83\u80fd\u591f\u52a0\u5bc6\u7f51\u7edc\u4e0a\u6240\u6709\u5305\u62ec\u5bc6\u7801\u8ba4\u8bc1\u5728\u5185\u7684\u901a\u4fe1\u3002<\/p>\n<p>\u53c2\u8003\uff1a<br \/>\nhttps:\/\/ja.wikipedia.org\/wiki\/Secure_Shell<\/p>\n<p>\u8bf7\u67e5\u9605\u4ee5\u4e0a\u94fe\u63a5\u3002<\/p>\n<h2>\u534f\u8bae\uff08protocol\uff09<\/h2>\n<p>\u534f\u8bae\u662f\u6307\u8ba1\u7b97\u673a\u4e0a\u786e\u5b9a\u6570\u636e\u4ea4\u6362\u7684\u624b\u7eed\u6216\u89c4\u5b9a\uff0c\u7535\u4fe1\u53f7\u7684\u7535\u6c14\u89c4\u5219\uff0c\u4ee5\u53ca\u901a\u4fe1\u4e2d\u53d1\u9001\u548c\u63a5\u6536\u7684\u6b65\u9aa4\u7684\u89c4\u8303\u3002\u5373\u4f7f\u5728\u4e0d\u540c\u5236\u9020\u5546\u7684\u8f6f\u4ef6\u548c\u786c\u4ef6\u4e4b\u95f4\uff0c\u901a\u8fc7\u9075\u5faa\u5171\u540c\u7684\u534f\u8bae\uff0c\u53ef\u4ee5\u5b9e\u73b0\u6b63\u786e\u7684\u901a\u4fe1\u3002<\/p>\n<p>\u6839\u636e\u4e0d\u540c\u7684\u76ee\u7684\uff0c\u6709\u5404\u79cd\u5404\u6837\u7684\u534f\u8bae\u3002\u4f5c\u4e3a\u5e38\u89c1\u7684\u4f8b\u5b50\uff0cTCP\/IP\u7528\u4e8e\u4e92\u8054\u7f51\u8fde\u63a5\uff0cHTTP\u7528\u4e8eWeb\u6d4f\u89c8\uff0cPOP\u548cSMTP\u7528\u4e8e\u7535\u5b50\u90ae\u4ef6\u7684\u53d1\u9001\u548c\u63a5\u6536\u3002\u5176\u4e2d\uff0c\u672b\u5c3e\u7684\u201cP\u201d\u4ee3\u8868Protocol\uff08\u534f\u8bae\uff09\u7684\u7f29\u5199\u3002<\/p>\n<p>\u53c2\u8003\u94fe\u63a5\uff1ahttps:\/\/www.keyence.co.jp\/ss\/general\/iot-glossary\/protocol.jsp<\/p>\n<p>\u8bf7\u63d0\u4f9b\u4ee5\u4e0b\u5185\u5bb9\u7684\u4e2d\u6587\u7ffb\u8bd1\uff08\u53ea\u9700\u8981\u63d0\u4f9b\u4e00\u4e2a\u9009\u9879\uff09\uff1a<\/p>\n<h2>Telenet\uff08\u901a\u4fe1\u534f\u8bae\uff09<\/h2>\n<p>\u901a\u8fc7\u7f51\u7edc\u8fdb\u884c\u901a\u4fe1\u65f6\u7684\u89c4\u5b9a\u88ab\u79f0\u4e3a\u901a\u4fe1\u534f\u8bae\u3002\u5728\u64cd\u4f5c\u8fdc\u7a0b\u670d\u52a1\u5668\u7b49\u65f6\uff0c\u4f7f\u7528\u7684\u662f\u901a\u4fe1\u534f\u8bae\u3002<\/p>\n<h2>\u6587\u4ef6\u4f20\u8f93\u534f\u8bae (FTP)<\/h2>\n<p>\u4e0d\u540c\u7684\u6570\u636e\u4f20\u8f93\u6280\u672f\u7684\u57fa\u7840\u662f\u6587\u4ef6\u4f20\u8f93\u534f\u8bae (FTP)\u3002\u88ab\u7528\u4e8e\u6587\u4ef6\u4f20\u8f93\u7684\u6280\u672f\u88ab\u79f0\u4e3a\u6587\u4ef6\u4f20\u8f93\u534f\u8bae\u3002FTP\u662f\u6700\u53e4\u8001\u7684\u6570\u636e\u4f20\u8f93\u6280\u672f\u4e4b\u4e00\uff0c\u5b83\u4ee5\u6587\u4ef6\u7684\u5f62\u5f0f\u5904\u7406\u548c\u4f20\u8f93\u6570\u636e\u3002\u7136\u800c\uff0c\u5b83\u7684\u7f3a\u70b9\u662f\u901a\u4fe1\u672a\u52a0\u5bc6\u3002<\/p>\n<h2>SCP\uff08\u5b89\u5168\u590d\u5236\u534f\u8bae\uff09<\/h2>\n<p>SCP\u662f\u6587\u4ef6\u4f20\u8f93\u534f\u8bae\u4e4b\u4e00\u3002SCP\u901a\u8fc7\u79f0\u4e3aSSH\uff08SecureShell\uff09\u7684\u534f\u8bae\u52a0\u5bc6\u7f51\u7edc\uff0c\u4f7f\u5f97\u5305\u62ec\u5bc6\u7801\u8ba4\u8bc1\u5728\u5185\u7684\u6240\u6709\u7f51\u7edc\u901a\u4fe1\u90fd\u88ab\u52a0\u5bc6\u3002\u5728SCP\u4e2d\uff0c\u5982\u679c\u4f20\u8f93\u88ab\u4e2d\u65ad\uff0c\u5219\u65e0\u6cd5\u4ece\u4e2d\u9014\u91cd\u65b0\u5f00\u59cb\u3002SCP\u662f\u901a\u8fc7SSH\uff08Secure Shell\uff09\u5b89\u5168\u5730\u8fdb\u884c\u6587\u4ef6\u4f20\u8f93\u7684\u534f\u8bae\uff0c\u6240\u6709\u7f51\u7edc\u901a\u4fe1\u5305\u62ec\u5bc6\u7801\u7b49\u8ba4\u8bc1\u90e8\u5206\u90fd\u88ab\u52a0\u5bc6\u3002<\/p>\n<h2>\u8d85\u6587\u672c\u4f20\u8f93\u534f\u8bae\uff08HTTP\uff09<\/h2>\n<p>HTTP \u662f\u7528\u4e8e\u5728 Web \u670d\u52a1\u5668\u548c\u5ba2\u6237\u7aef\u4e4b\u95f4\u8fdb\u884c\u901a\u4fe1\u7684\u534f\u8bae\uff0c\u7528\u4e8e\u4f20\u8f93 HTML \u4e2d\u7684\u6587\u672c\u7b49\u5185\u5bb9\u3002\u901a\u4fe1\u4e0d\u4f1a\u8fdb\u884c\u52a0\u5bc6\uff0c\u8fd9\u662f\u5b83\u7684\u7f3a\u70b9\u4e4b\u4e00\u3002<\/p>\n<h2>\u8d85\u6587\u672c\u4f20\u8f93\u5b89\u5168\u534f\u8bae\uff08HTTPS\uff09<\/h2>\n<p>\u30fb\u901a\u4fe1\u88ab\u52a0\u5bc6\u7684HTTP<br \/>\n\u53ef\u4ee5\u9632\u6b62\u76d1\u542c\u3001\u7be1\u6539\u548c\u5192\u5145\u7684\u901a\u4fe1\u534f\u8bae<br \/>\n\u5728GSC\uff08Google Cloud Storage\uff09\u7684API\u4e2d\uff0c\u6570\u636e\u901a\u8fc7HTTPS\u8fdb\u884c\u4f20\u8f93<\/p>\n<h2>\u5b89\u5168\u6587\u4ef6\u4f20\u8f93\u534f\u8bae<\/h2>\n<p>\u5728\u4e2d\u56fd\uff0c\u6709\u4e00\u4e2a\u6587\u4ef6\u4f20\u8f93\u534f\u8bae\u3002<br \/>\nSFTP\u901a\u8fc7SSH\u8fdb\u884c\u52a0\u5bc6\u901a\u4fe1\uff0c\u800cSCP\u5219\u4e0d\u540c\uff0c\u5373\u4f7f\u5728\u4f20\u8f93\u8fc7\u7a0b\u4e2d\u4e2d\u65ad\uff0c\u4e5f\u53ef\u4ee5\u4ece\u4e2d\u95f4\u4f4d\u7f6e\u6062\u590d\u4f20\u8f93\u3002<\/p>\n<h2>\u5341\u4e8c<\/h2>\n<h2>ER \u56fe<\/h2>\n<p>\u7b2c136\u9875\u7684\u516c\u5f0f<\/p>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d9313913a08637a6e583c\/62-0.png\" alt=\"image.png\" \/><\/div>\n<p>\u6784\u6210\u6570\u636e\u5e93ER\u56fe\u7684\u8981\u7d20\u5305\u62ec\u5b9e\u4f53\u3001\u5173\u7cfb\u3001\u5c5e\u6027\u548c\u57fa\u6570\u3002<\/p>\n<p>\u5b9e\u4f53\u662f\u8868\u793a\u6570\u636e\u96c6\u5408\u7684\u6982\u5ff5\u3002<br \/>\n\u5173\u7cfb\u8868\u793a\u5b9e\u4f53\u4e4b\u95f4\u7684\u8054\u7cfb\u3002<br \/>\n\u5c5e\u6027\u662f\u6307\u5b9e\u4f53\u5185\u90e8\u7684\u7279\u6027\u3002<br \/>\n\u57fa\u6570\u8868\u793a\u5173\u7cfb\u7684\u5173\u7cfb\uff0c\u5982\u201c\u4e00\u5bf9\u4e00\u201d\uff0c\u201c\u4e00\u5bf9\u591a\u201d\uff0c\u201c\u591a\u5bf9\u591a\u201d\u3002\u4e5f\u79f0\u4e3a\u591a\u91cd\u5ea6\u3002<br \/>\n\u8bb0\u5f55\u662f\u6307\u6570\u636e\u5e93\u8868\u4e2d\u7684\u884c\u3002<\/p>\n<p>\u901a\u8fc7\u4f7f\u7528\u5b9e\u4f53\u5173\u7cfb\u56fe\uff0c\u53ef\u4ee5\u6574\u7406\u89d2\u8868\u7684\u5173\u7cfb\u5e76\u4ee5\u4e00\u79cd\u6613\u4e8e\u7406\u89e3\u7684\u65b9\u5f0f\u67e5\u770b\uff0c\u4f7f\u5f97\u975e\u6570\u636e\u5e93\u8bbe\u8ba1\u8005\u4e5f\u80fd\u66f4\u5bb9\u6613\u5730\u7406\u89e3\u8bbe\u8ba1\u5185\u5bb9\u3002<\/p>\n<h2>\u5341\u516b<\/h2>\n<h2>\u5178\u578b\u7684\u7684\u5e26\u6709\u6559\u5e08\u7684\u5b66\u4e60\u65b9\u6cd5<\/h2>\n<p>\u7b2c\u4e94\u7ae0\uff0c\u7b2c78\u9875\u3002<\/p>\n<h2>\u8fd4\u56de<\/h2>\n<p>\u8f93\u51fa\u9002\u5f53\u7684\u8fde\u7eed\u503c\u7ed9\u5b9a\u67d0\u4e2a\u8f93\u5165\u6570\u636e<\/p>\n<p>\u7ebf\u6027\u56de\u5f52\u3001\u51b3\u7b56\u6811\u3001\u968f\u673a\u68ee\u6797\u3001Adaboost\u3001k\u6700\u8fd1\u90bb\u6cd5\u3001\u795e\u7ecf\u7f51\u7edc\u3002<\/p>\n<h2>\u5206\u7c7b<\/h2>\n<p>\u5bf9\u4e8e\u7ed9\u5b9a\u7684\u8f93\u5165\u6570\u636e\uff0c\u8f93\u51fa\u9002\u5f53\u7684\u7c7b\u522b\uff08\u6b63\u9762\u3001\u53cd\u9762\u7b49\uff09\u3002<\/p>\n<p>\u652f\u6301\u5411\u91cf\u673a\u3001\u903b\u8f91\u56de\u5f52\u3001\u51b3\u7b56\u6811\u3001\u968f\u673a\u68ee\u6797\u3001\u81ea\u9002\u5e94\u589e\u5f3a\u3001k\u6700\u8fd1\u90bb\u6cd5\u3001\u795e\u7ecf\u7f51\u7edc<\/p>\n<h2>\u5341\u4e5d<\/h2>\n<p>\u7b2c\u4e94\u7ae0\uff0c\u7b2c50\u9875\u3002<br \/>\n\u6b63\u5f0f\u7684\uff0c\u7b2c59\u9875\u3002<\/p>\n<h2>\u5206\u7c7b\u7684\u8bef\u5dee\u51fd\u6570\uff08\u635f\u5931\u51fd\u6570\uff09<\/h2>\n<p>MSE\u3001MAE\u3001MSLE\u662f\u7528\u4e8e\u56de\u5f52\u6a21\u578b\u7684\u8bef\u5dee\u51fd\u6570\u3002\u8fd9\u4e09\u4e2a\u503c\u7ecf\u5e38\u4e0e\u5206\u6790\u7ed3\u679c\u4e00\u8d77\u5448\u73b0\u3002<\/p>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d9313913a08637a6e583c\/79-0.png\" alt=\"image.png\" \/><\/div>\n<h2>\u5747\u65b9\u8bef\u5dee\uff08MSE\uff09<\/h2>\n<p>\u9884\u6d4b\u548c\u5b9e\u9645\u4e4b\u95f4\u7684\u5dee\u5f02\u7684\u5e73\u5747\u5e73\u65b9 \u9884\u6d4b\u548c\u5b9e\u9645\u7684\u5dee\u5f02\u7684\u5e73\u5747\u5e73\u65b9 Chinese<\/p>\n<h2>RMSE\uff08Root Mean Square Error\uff09<\/h2>\n<p>\u5747\u65b9\u6839\u8bef\u5dee\uff08RMSE\uff09= \u5e73\u5747\u5e73\u65b9\u6839\u5dee\uff08MSE\uff09\u7684\u5e73\u65b9\u6839<\/p>\n<h2>\u5e73\u5747\u7edd\u5bf9\u8bef\u5dee\uff08MAE\uff09<\/h2>\n<p>\u5728\u9884\u6d4b\u4e0e\u5b9e\u9645\u4e4b\u95f4\u7684\u7edd\u5bf9\u5e73\u5747\u5dee\u65b9\u9762\u5177\u6709\u5f88\u597d\u7684\u89e3\u91ca\u6027\uff0c\u5177\u6709\u4e0d\u5bb9\u6613\u53d7\u5230\u79bb\u7fa4\u503c\u5f71\u54cd\u7684\u7279\u70b9\u3002<\/p>\n<h2>\u5747\u65b9\u5bf9\u6570\u8bef\u5dee\uff08MSLE\uff09<\/h2>\n<p>\u5373\u4f7f\u5728\u6b63\u89e3\u503c\u7684\u5206\u5e03\u5f88\u5927\u7684\u60c5\u51b5\u4e0b\uff0c\u5b83\u4ecd\u7136\u5177\u6709\u9002\u5f53\u8bc4\u4f30\u8bef\u5dee\u7684\u7279\u70b9\u3002<\/p>\n<h2>\u4ea4\u53c9\u71b5\u8bef\u5dee<\/h2>\n<p>\u53c8\u88ab\u79f0\u4e3a\u4ea4\u53c9\u71b5\u8bef\u5dee\uff0c\u7528\u4e8e\u5206\u7c7b\u6a21\u578b\u7684\u8bf7\u7ffb\u3002<\/p>\n<h2>\u4e8c\u5341\u4e09<\/h2>\n<h2>\u5bf9\u4e8e\u65f6\u95f4\u5e8f\u5217\u6570\u636e\u8fdb\u884c\u5904\u7406\u7684\u63cf\u8ff0<\/h2>\n<p>\u65f6\u5e8f\u5206\u6790<br \/>\n\u7b2c\u4e94\u7ae0\u3000\u7b2c122\u9875<br \/>\n\u516c\u5f0f\u7b2c116\u9875<\/p>\n<h2>\u539f\u7cfb\u5217\u7684\u610f\u601d\u662f\u6307\u7279\u5b9a\u7684\u4e00\u7ec4\u4e8b\u7269\u6216\u6982\u5ff5\u7684\u6700\u521d\u7248\u672c\u6216\u8d77\u6e90\u3002<\/h2>\n<p>\u89c2\u6d4b\u5230\u7684\u6570\u636e<\/p>\n<p>\u5f53\u8ba1\u7b97\u539f\u59cb\u5e8f\u5217\u7684\u79fb\u52a8\u5e73\u5747\u65f6\uff0c\u5c06\u5f97\u5230\u79fb\u52a8\u5e73\u5747\u5e8f\u5217\u3002\u5c06\u5e8f\u5217\u8f6c\u5316\u4e3a\u79fb\u52a8\u5e73\u5747\u5e8f\u5217\u540e\uff0c\u5c40\u90e8\u6ce2\u52a8\u51cf\u5c11\uff0c\u66f4\u5bb9\u6613\u6355\u6349\u5230\u957f\u671f\u8d8b\u52bf\u3002<\/p>\n<p>\u5bf9\u4e8e\u539f\u59cb\u6570\u636e\u5e8f\u5217\uff0c\u6267\u884c\u5feb\u901f\u5085\u91cc\u53f6\u53d8\u6362\u5373\u53ef\u83b7\u5f97\u9891\u7387\u8c31\u3002<br \/>\n\u901a\u8fc7\u89c2\u5bdf\u9891\u7387\u8c31\uff0c\u53ef\u4ee5\u786e\u8ba4\u539f\u59cb\u6570\u636e\u5e8f\u5217\u7684\u5468\u671f\u6027\u3002<\/p>\n<p>\u30fb\u5c07\u539f\u59cb\u6578\u64da\u8f49\u63db\u70ba\u79fb\u52d5\u5e73\u5747\u6578\u5217\uff0c\u53ef\u4ee5\u78ba\u8a8d\u9577\u671f\u8da8\u52e2\u3002<br \/>\n\u30fb\u5c07\u539f\u59cb\u6578\u64da\u8f49\u63db\u70ba\u5dee\u5206\u6578\u5217\uff0c\u53ef\u4ee5\u6d88\u9664\u9577\u671f\u8da8\u52e2\u3002<br \/>\n\u21e8 \u53ef\u4ee5\u4e86\u89e3\u5230\u4e0a\u5347\u8da8\u52e2\u6216\u4e0b\u964d\u8da8\u52e2\u4ee5\u53ca\uff08\u6700\u8fd1\u7684\u72c0\u6cc1\uff09\u8da8\u52e2\u3002<\/p>\n<p>\u901a\u8fc7\u5c06\u6bcf\u5206\u949f\u6570\u636e\u7684\u539f\u59cb\u5e8f\u5217\u6309\u7167\u6bcf\u5c0f\u65f6\u5e73\u5747\uff0c\u53ef\u4ee5\u83b7\u5f97\u6bcf\u5c0f\u65f6\u7684\u6570\u636e\u3002<\/p>\n<p>\u8bf7\u8003\u8651\u4ee5\u4e0b\u4fe1\u606f\uff1a<\/p>\n<h2>\u964d\u4f4e\u91c7\u6837<\/h2>\n<p>\u901a\u8fc7\u5c06\u6bcf\u5206\u949f\u7684\u539f\u59cb\u6570\u636e\u53d6\u5e73\u5747\uff0c\u53ef\u4ee5\u5f97\u5230\u6bcf\u5c0f\u65f6\u7684\u6570\u636e\u3002\u5c06\u65f6\u95f4\u95f4\u9694\u6269\u5927\u7684\u8fd9\u79cd\u64cd\u4f5c\u79f0\u4e3a\u4e0b\u91c7\u6837\u3002<\/p>\n<h2>\u65f6\u95f4\u5e8f\u5217\u5206\u6790<\/h2>\n<p>\u4e3a\u4e86\u6355\u6349\u67d0\u4e00\u73b0\u8c61\u7684\u65f6\u95f4\u53d8\u52a8\uff0c\u9700\u8981\u8fdb\u884c\u65f6\u5e8f\u6570\u636e\u5206\u6790\u3002<br \/>\n\u901a\u8fc7\u6355\u6349\u53d8\u52a8\uff0c\u53ef\u4ee5\u9884\u6d4b\u672a\u6765\u7684\u53d8\u52a8\u3002<\/p>\n<h2>\u6642\u5e8f\u6570\u636e\u7684\u7279\u5f81<\/h2>\n<h3>\u566a\u97f3<\/h3>\n<p>\u30fb\u5728\u5206\u6790\u8fc7\u7a0b\u4e2d\u4e0d\u5fc5\u8981\u7684\u4fe1\u606f<br \/>\n\u30fb\u901a\u5e38\u88ab\u89c2\u6d4b\u5230\u4f5c\u4e3a\u4f4e\u9891\u6210\u5206<\/p>\n<h3>\u5b9a\u671f\u53d1\u751f\u7684<\/h3>\n<p>\u67d0\u500b\u8da8\u52e2\u6703\u4ee5\u56fa\u5b9a\u7684\u6642\u9593\u9593\u9694\u91cd\u8907\u51fa\u73fe<\/p>\n<h3>\u8d8b\u52bf (q\u016b sh\u00ec)<\/h3>\n<p>\u30fb\u5bf9\u4e8e\u957f\u671f\u7684\u65f6\u95f4\u5e8f\u5217\u6570\u636e\u7684\u957f\u671f\u53d8\u5316<br \/>\n\u30fb\u901a\u8fc7\u8ba1\u7b97\u79fb\u52a8\u5e73\u5747\u503c\uff0c\u901a\u5e38\u53ef\u4ee5\u63d0\u53d6\u51fa\u8d8b\u52bf\u6210\u5206<\/p>\n<h3>\u5e73\u5747\u79fb\u52a8<\/h3>\n<p>\u30fb\u5e73\u6ed1\u5316\u65f6\u95f4\u5e8f\u5217\u6570\u636e\u7684\u65b9\u6cd5<br \/>\n\u30fb\u5bf9\u65f6\u95f4\u5e8f\u5217\u6570\u636e\u8fdb\u884c\u533a\u95f4\u79fb\u52a8\u5e73\u5747<br \/>\n\u30fb\u79fb\u52a8\u5e73\u5747\u7684\u7c7b\u578b<br \/>\n&#8211; \u7b80\u5355\u79fb\u52a8\u5e73\u5747<br \/>\n&#8211; \u6307\u6570\u5e73\u6ed1\u79fb\u52a8\u5e73\u5747<\/p>\n<h2>\u4e8c\u5341\u56db<\/h2>\n<p>Chapter 5, page 137<br \/>\nFormula, page 118<\/p>\n<h2>\u5206\u6790\u53e5\u5b50\u7ed3\u6784<\/h2>\n<p>\u6784\u5efa\u67d0\u79cd\u8bed\u6cd5\u7ed3\u6784\u7684\u6280\u672f<\/p>\n<h2>\u4f9d\u5b58\u53e5\u6cd5\u5206\u6790<\/h2>\n<p>\u8fd9\u9879\u6280\u672f\u7528\u4e8e\u63a8\u65ad\u4e00\u53e5\u8bdd\u4e2d\u5355\u8bcd\u4e4b\u95f4\u7684\u4f9d\u5b58\u5173\u7cfb\u7ed3\u6784\uff0c\u5e76\u4e14\u5c5e\u4e8e\u53e5\u6cd5\u5206\u6790\u7684\u8303\u7574\u5185\u3002<br \/>\n\u5c06\u53e5\u5b50\u5206\u6210\u77ed\u8bed\u5e76\u5bf9\u6bcf\u4e2a\u77ed\u8bed\u7684\u5173\u7cfb\u8fdb\u884c\u7814\u7a76\u3002<\/p>\n<h2>\u89e3\u6790\u7167\u987e<\/h2>\n<p>\u63a8\u6d4b\u6307\u4ee3\u6280\u672f\u662f\u7528\u6765\u786e\u5b9a\u4ee3\u8bcd\u7b49\u8868\u8fbe\u7684\u76ee\u6807\u7684\u4e00\u79cd\u6280\u672f\u3002<\/p>\n<h2>\u8bed\u4e49\u5173\u7cfb\u5206\u6790<\/h2>\n<p>\u5224\u65ad\u4e24\u4e2a\u53e5\u5b50\u4e4b\u95f4\u662f\u5426\u5b58\u5728\u9690\u542b\u5173\u7cfb\u7684\u6280\u672f\u3002<\/p>\n<h2>\u8bcd\u7d20\u5206\u6790<\/h2>\n<p>\u5c06\u53e5\u5b50\u5212\u5206\u4e3a\u8bcd\u7d20\uff08\u5355\u8bcd\uff09\uff0c\u5e76\u5224\u65ad\u6bcf\u4e2a\u8bcd\u7d20\u7684\u5c5e\u6027\uff08\u8bcd\u6027\u7b49\uff09\u3002<\/p>\n<h2>\u8bcd\u6cd5\u5355\u5143<\/h2>\n<p>\u6709\u610f\u4e49\u7684\u6700\u5c0f\u5355\u4f4d<\/p>\n<h3>\u4ee3\u8868\u6027\u7684\u5de5\u5177 de<\/h3>\n<h3>MeCab\u7684\u610f\u601d\u662f\u4ec0\u4e48\uff1f<\/h3>\n<p>\u30fb\u6700\u5e38\u89c1\u7684\u8bcd\u7d20\u5206\u6790\u5de5\u5177<br \/>\n\u30fb\u4e0d\u4f9d\u8d56\u4e8e\u7279\u5b9a\u8bed\u8a00\u6216\u8bcd\u5178\u7684\u901a\u7528\u8bbe\u8ba1<\/p>\n<h3>\u8d3e\u66fc++<\/h3>\n<p>\u4e0eMeCab\u76f8\u6bd4\uff0c\u6211\u4eec\u4f7f\u7528\u66f4\u7ec6\u81f4\u7684\u610f\u4e49\u5206\u7c7b\uff08\u8003\u8651\u4e86\u76f8\u540c\u5355\u8bcd\u7684\u4e0d\u540c\u542b\u4e49\uff09\u3002<br \/>\n\u867d\u7136\u5904\u7406\u65f6\u95f4\u8f83\u957f\uff0c\u4f46\u51c6\u786e\u5ea6\u66f4\u9ad8\uff08\u80fd\u66f4\u7cbe\u786e\u5730\u8fdb\u884c\u5f62\u6001\u7d20\u5206\u89e3\uff09\u3002<\/p>\n<h3>Sudachi\u53ef\u4ee5\u901a\u8fc7\u4ee5\u4e0b\u65b9\u5f0f\u8fdb\u884c\u8868\u8ff0\uff1a<\/h3>\n<p>\u30fb\u8bbe\u8ba1\u6613\u4e8e\u4e13\u4e1a\u5916\u4eba\u4f7f\u7528<\/p>\n<h4>\u4e8c\u5341\u56db<\/h4>\n<p>\u5728\u81ea\u7136\u8bed\u8a00\u5904\u7406\u4e2d\uff0c\u4ee3\u8868\u6027\u7684\u4efb\u52a1\u5305\u62ec\u673a\u5668\u7ffb\u8bd1\u3001\u6587\u672c\u6458\u8981\u3001\u95ee\u7b54\u548c\u5bf9\u8bdd\u7b49\u3002<br \/>\n\u5728\u4e0d\u4f7f\u7528\u6df1\u5ea6\u5b66\u4e60\u7684\u81ea\u7136\u8bed\u8a00\u5904\u7406\u4e2d\uff0c\u901a\u5e38\u5c06\u8fd9\u4e9b\u4efb\u52a1\u5206\u89e3\u4e3a\u5b50\u95ee\u9898\u6765\u89e3\u51b3\u3002<br \/>\n\u53e5\u6cd5\u5206\u6790\u662f\u5176\u4e2d\u4e00\u4e2a\u5b50\u95ee\u9898\uff0c\u662f\u6784\u5efa\u4e00\u53e5\u8bdd\u7684\u8bed\u6cd5\u7ed3\u6784\u7684\u6280\u672f\u3002<br \/>\n\u4f9d\u5b58\u53e5\u6cd5\u5206\u6790\u662f\u53e5\u6cd5\u5206\u6790\u7684\u4e00\u90e8\u5206\u3002<br \/>\n\u81ea\u7136\u8bed\u8a00\u5904\u7406\u4e2d\u8fd8\u4f7f\u7528\u4e86\u5176\u4ed6\u6280\u672f\uff0c\u6bd4\u5982\u8bcd\u6cd5\u5206\u6790\u3002<br \/>\n\u5bf9\u4e8e\u4e00\u53e5\u8bdd\uff0c\u8fdb\u884c\u8bcd\u6cd5\u5206\u6790\u540e\uff0c\u5b83\u5c06\u88ab\u5206\u5272\u6210\u5355\u8bcd\uff0c\u5e76\u4e3a\u6bcf\u4e2a\u5355\u8bcd\u6807\u6ce8\u8bcd\u6027\u3002<\/p>\n<h2>\u4e8c\u5341\u4e94<\/h2>\n<h2>\u4efb\u52a1 w\u00f9)<\/h2>\n<p>\u5728\u673a\u5668\u5b66\u4e60\u9886\u57df\uff0c\u95ee\u9898\u8bbe\u7f6e\u662f\u6307\u673a\u5668\u5b66\u4e60\u6a21\u578b\u6240\u9488\u5bf9\u7684\u7279\u5b9a\u4efb\u52a1\uff0c\u88ab\u79f0\u4e3a&#8221;\u4efb\u52a1&#8221;\u3002\u4f8b\u5982\u80a1\u7968\u9884\u6d4b\u3001\u56fe\u50cf\u8bc6\u522b\u3001\u56fe\u50cf\u7269\u4f53\u68c0\u6d4b\u3001\u6587\u672c\u5206\u7c7b\u3001\u673a\u5668\u7ffb\u8bd1\u3002<\/p>\n<h2>\u7269\u4f53\u7684\u666e\u901a\u8ba4\u77e5<\/h2>\n<p>\u4e00\u822c\u7269\u4f53\u8bc6\u522b\u662f\u7814\u7a76\u9886\u57df\u4e2d\u8ba9\u8ba1\u7b97\u673a\u8bc6\u522b\u548c\u533a\u5206\u56fe\u50cf\u4e2d\u7269\u4f53\u540d\u79f0\u548c\u7c7b\u578b\u7684\u6280\u672f\u3002\u5728\u4e00\u822c\u7269\u4f53\u8bc6\u522b\u7684\u9886\u57df\u4e2d\uff0c\u6d89\u53ca\u5230\u4ee5\u4e0b\u4e3b\u8981\u4efb\u52a1\u3002<\/p>\n<h3>\u56fe\u50cf\u5206\u7c7b<\/h3>\n<p>\u8f93\u51fa\u56fe\u7247\u4e0a\u6240\u62cd\u5230\u7684\u7269\u4f53\u7684\u7c7b\u522b\u3002<\/p>\n<h3>\u7269\u4f53\u68c0\u6d4b<\/h3>\n<p>\u8f93\u51fa\u56fe\u50cf\u4e2d\u6240\u663e\u793a\u7269\u4f53\u7684\u7c7b\u578b\u548c\u5305\u56f4\u8be5\u7269\u4f53\u7684\u77e9\u5f62\u3002<br \/>\n\u4f8b\u5982\uff0c\u5bf9\u8f93\u5165\u7684\u7167\u7247\u8fdb\u884c\u5904\u7406\uff0c\u901a\u8fc7\u9884\u5148\u5b9a\u4e49\u7684\u7c7b\u522b\uff0c\u5982\u4eba\u3001\u6c7d\u8f66\u3001\u6811\u6728\u7b49\uff0c\u4ee5\u77e9\u5f62\u533a\u57df\u786e\u5b9a\u7269\u4f53\u3002<\/p>\n<h3>\u8bed\u4e49\u5206\u5272<\/h3>\n<p>\u8f93\u51fa\u6bcf\u4e2a\u50cf\u7d20\u5c5e\u4e8e\u54ea\u4e2a\u7269\u4f53\u7c7b\u7684\u56fe\u50cf\u3002<\/p>\n<h2>\u53ea\u6d3b\u4e00\u6b21<\/h2>\n<p>\u8fd9\u662f\u7528\u4e8e\u76ee\u6807\u68c0\u6d4b\u7684\u65b9\u6cd5\u540d\u79f0\uff0c\u800c\u4e0d\u662f\u6307\u4ee3\u4efb\u52a1\u7684\u8bcd\u6c47\u3002<\/p>\n<h2>\u4e8c\u5341\u4e03<\/h2>\n<p>\u7b2c\u4e94\u7ae0\u7b2c141\u9875<br \/>\n\u516c\u5f0f119\u9875<\/p>\n<h2>\u56fe\u50cf\u683c\u5f0f<\/h2>\n<h3>&#8220;\u5c06\u4ee5\u4e0b\u5185\u5bb9\u7ffb\u8bd1\u6210\u6c49\u8bed\uff1aPNG&#8221;<\/h3>\n<p>\u30fb\u652f\u6301\u5168\u5f69\u8272\uff081677\u4e07\u79cd\u989c\u8272\uff09<br \/>\n\u30fb\u65e0\u8bba\u4fdd\u5b58\u591a\u5c11\u6b21\uff0c\u56fe\u50cf\u8d28\u91cf\u4e0d\u4f1a\u964d\u4f4e<\/p>\n<h3>JPG\uff08JPEG)\u7684\u7e2e\u5beb\u662f\u4ec0\u9ebc\uff1f<\/h3>\n<p>\u30fb\u652f\u6301\u5168\u5f69\u8272\uff081,677\u4e07\u79cd\u989c\u8272\uff09<br \/>\n\u30fb\u901a\u8fc7\u5220\u9664\u65e0\u6cd5\u8089\u773c\u8bc6\u522b\u7684\u4fe1\u606f\u6765\u7f29\u5c0f\u6587\u4ef6\u5927\u5c0f<br \/>\n\u30fb\u6bcf\u6b21\u4fdd\u5b58\u90fd\u4f1a\u964d\u4f4e\u56fe\u50cf\u8d28\u91cf<\/p>\n<h3>GIF<\/h3>\n<p>\u30fb\u53ea\u80fd\u8868\u8fbe256\u79cd\u989c\u8272<br \/>\n\u30fb\u6587\u4ef6\u5c3a\u5bf8\u975e\u5e38\u5c0f<br \/>\n\u30fb\u53ef\u4ee5\u5236\u4f5c\u7c7b\u4f3c\u7ffb\u9875\u6f2b\u753b\u7684\u52a8\u753b<\/p>\n<h3>\u4f4d\u56fe<\/h3>\n<p>\u30fb\u8fd9\u662f\u5173\u4e8eWindows\u4e2d\u5e38\u89c1\u7684\u56fe\u50cf\u4fdd\u5b58\u683c\u5f0f\u3002<br \/>\n\u30fb\u652f\u6301\u5168\u5f69\u8272\uff08\u4e00\u5343\u516d\u767e\u4e03\u5341\u4e03\u4e07\u79cd\u989c\u8272\uff09\u3002<br \/>\n\u30fb\u751f\u6210\u7684\u6587\u4ef6\u57fa\u672c\u4e0a\u662f\u65e0\u538b\u7f29\u7684\uff0c\u56e0\u6b64\u6ca1\u6709\u753b\u8d28\u635f\u5bb3\u3002<br \/>\n\u30fb\u65e0\u538b\u7f29\u5bfc\u81f4\u6570\u636e\u5bb9\u91cf\u5de8\u5927\uff0c\u8fd9\u4e5f\u662f\u4e00\u4e2a\u56f0\u6270\u3002<\/p>\n<p>BMP\u662fWindows\u4e2d\u4e00\u79cd\u6807\u51c6\u7684\u56fe\u50cf\u4fdd\u5b58\u683c\u5f0f\uff0c\u4e5f\u88ab\u79f0\u4e3a\u4f4d\u56fe\u683c\u5f0f\u3002<br \/>\n\u4e0eJPEG\u548cPNG\u7b49\u538b\u7f29\u4fdd\u5b58\u6587\u4ef6\u683c\u5f0f\u4e0d\u540c\uff0cBMP\u57fa\u672c\u4e0a\u4ee5\u65e0\u538b\u7f29\u65b9\u5f0f\u751f\u6210\u6587\u4ef6\uff0c\u56e0\u6b64\u4e0d\u4f1a\u635f\u5931\u753b\u8d28\u3002\u4f46\u65e0\u538b\u7f29\u5bfc\u81f4\u6570\u636e\u5bb9\u91cf\u5de8\u5927\u4e5f\u662f\u5176\u96be\u70b9\u3002\u53e6\u5916\uff0c\u53ef\u4ee5\u901a\u8fc7\u51cf\u5c11\u8272\u5f69\u6570\u91cf\u5e76\u8fdb\u884c\u538b\u7f29\u4fdd\u5b58\u3002\u53ef\u4ee5\u8bbe\u7f6e\u4ece\u5355\u8272\u7684\u9ed1\u767d\u4e8c\u503c\u56fe\u523016\u8272\u3001256\u8272\u30011677\u4e077216\u8272\uff08\u5168\u5f69\u8272\uff09\u3002<\/p>\n<p>\u8bf7\u9605\u8bfb\u4ee5\u4e0b\u5185\u5bb9\u3002<\/p>\n<h3>TIFF\u53ef\u4ee5\u8fdb\u884c\u672c\u5730\u5316\u7684\u4e2d\u6587\u91ca\u4e49 \uff1a<\/h3>\n<p>\u6807\u8bb0\u56fe\u50cf\u6587\u4ef6\u683c\u5f0f<\/p>\n<p>TIFF\u662f\u6807\u7b7e\u56fe\u50cf\u6587\u4ef6\u683c\u5f0f\uff08Tagged Image File Format\uff09\u7684\u7f29\u5199\uff0c\u662f\u7535\u5b50\u6587\u4ef6\u548c\u7535\u5b50\u5316\u6587\u4ef6\u7684\u4e00\u79cd\u6587\u4ef6\u683c\u5f0f\uff0c\u652f\u6301\u9ed1\u767d\uff0c\u7070\u5ea6\u548c\u5404\u79cd\u989c\u8272\u683c\u5f0f\u3002TIFF\u7684\u7279\u70b9\u5982\u4e0b\uff1a<br \/>\n&#8211; \u6269\u5c55\u540d\u4e3a\u201c.tif\u201d\u548c\u201c.tiff\u201d<br \/>\n&#8211; \u652f\u63011\u81f38,12,24,32\u4f4d\u8272\u5f69<br \/>\n&#8211; \u538b\u7f29\u7387\u5e76\u4e0d\u9ad8\uff0c\u4f46\u5177\u6709\u53ef\u9006\u538b\u7f29\u7684\u7279\u70b9<br \/>\n&#8211; \u901a\u8fc7\u5c06\u6570\u636e\u6570\u7ec4\u7b49\u6570\u636e\u8bb0\u5f55\u5728\u79f0\u4e3a\u6807\u7b7e\u7684\u90e8\u5206\u4e2d\uff0c\u540c\u4e00\u4e2aTIFF\u6587\u4ef6\u4e2d\u53ef\u80fd\u5b58\u5728\u4e0d\u540c\u7684\u683c\u5f0f<br \/>\n&#8211; \u538b\u7f29\u65b9\u6cd5\u5305\u62ecLZW\u3001G3 Fax\u3001G4 Fax\u7b49\uff0c\u652f\u6301\u591a\u9875\u9762\u5904\u7406\u3002<\/p>\n<p>Please refer to:<\/p>\n<h2>\u89c6\u9891\u683c\u5f0f<\/h2>\n<p>\u7b2c\u4e94\u7ae0\u7684\u7b2c146\u9875<\/p>\n<p>\u5c06\u97f3\u9891\u6570\u636e\u6dfb\u52a0\u5230\u56fe\u50cf\u6570\u636e\u96c6\u5408\u4e2d\u7684\u6570\u636e<br \/>\n\u5904\u7406\u89c6\u9891\u6570\u636e\u65f6\u9700\u8981\u8fdb\u884c\u56fe\u50cf\u5904\u7406\u548c\u97f3\u9891\u5904\u7406<br \/>\n\u89c6\u9891\u6570\u636e\u7684\u5b58\u50a8\u683c\u5f0f\u5305\u62ecMP4\u3001AVI\u3001MOV\u3001FIV\u7b49\u3002<\/p>\n<h3>MP4\u683c\u5f0f<\/h3>\n<p>\u30fb\u5728\u8bb8\u591a\u89c6\u9891\u5e73\u53f0\u4e0a\u53ef\u64ad\u653e<br \/>\n\u30fb\u9002\u5408\u538b\u7f29\u5927\u5bb9\u91cf\u89c6\u9891<\/p>\n<h3>AVI (Audio Video Interleave)<\/h3>\n<p>\u9002\u5408\u5728Windows\u4e0a\u8fdb\u884c\u89c6\u9891\u7f16\u8f91\u548c\u64ad\u653e\u3002<\/p>\n<h3>\u96fb\u5f71<\/h3>\n<p>\u9002\u5408\u5728Mac\u4e0a\u8fdb\u884c\u89c6\u9891\u7f16\u8f91\u548c\u64ad\u653e\u7684<\/p>\n<h3>FLV -&gt; Flash\u89c6\u9891\u6587\u4ef6\u683c\u5f0f<\/h3>\n<p>\u30fb\u8fd9\u4e2a\u4e5f\u88ab\u7528\u5728YouTube\u548cNiconico\u52a8\u753b\u7b49\u5e73\u53f0\u4e0a\u3002<\/p>\n<p>FLV \u662f\u4ee5 Flash Video \u6587\u4ef6\u683c\u5f0f\u521b\u5efa\u7684\u89c6\u9891\u6587\u4ef6\u7684\u6269\u5c55\u540d\u3002FLV \u4e3b\u8981\u662f\u4ee5 Flash Player \u4e3a\u5a92\u4ecb\u8fdb\u884c\u5904\u7406\u7684\u683c\u5f0f\uff0c\u53ef\u4ee5\u901a\u8fc7 Web \u6d4f\u89c8\u5668\u8f7b\u677e\u64ad\u653e\u3002\u5b83\u662f YouTube\u3001Google Video\u3001Niconico \u52a8\u753b\u3001Ustream \u7b49\u89c6\u9891\u5206\u4eab\u670d\u52a1\u4e2d\u4f7f\u7528\u7684\u4e3b\u8981\u89c6\u9891\u6587\u4ef6\u683c\u5f0f\uff0c\u5e7f\u4e3a\u4eba\u77e5\u4f5c\u4e3a\u5728\u4e92\u8054\u7f51\u4e0a\u4f20\u64ad\u7684\u52a8\u753b\u6587\u4ef6\u683c\u5f0f\u3002<br \/>\nAdobe Flash \u5305\u542b\u4e00\u4e2a\u540d\u4e3a &#8220;Flash Video Encoder&#8221; \u7684\u5de5\u5177\uff0c\u53ef\u4ee5\u5c06\u5236\u4f5c\u7684 Flash \u89c6\u9891\u7f16\u7801\u4e3a FLV \u6587\u4ef6\uff0c\u65b9\u4fbf\u5730\u521b\u5efa FLV \u6587\u4ef6\u3002<\/p>\n<p>Reference:<\/p>\n<p>\u8bf7\u5e2e\u52a9\u6211\u4eec\u586b\u5199\u4e00\u4efd\u95ee\u5377\u8c03\u67e5\uff0c\u4ee5\u4fbf\u6211\u4eec\u4e86\u89e3\u987e\u5ba2\u5bf9\u6211\u4eec\u4ea7\u54c1\u7684\u610f\u89c1\u548c\u5efa\u8bae\u3002<\/p>\n<h2>\u97f3\u4e50\u683c\u5f0f yu\u00e8 g\u00e9 sh\u00ec)<\/h2>\n<p>\u516c\u5f0f\u4e00\u4e8c\u4e09<\/p>\n<p>\u97f3\u58f0\u6570\u636e\u662f\u6307\u58f0\u97f3\u662f\u7a7a\u6c14\u632f\u52a8\u7684\u6ce2\u3002\u58f0\u97f3\u5177\u6709\u632f\u5e45\uff08\u5927\u5c0f\uff09\u548c\u9891\u7387\uff08\u9ad8\u4f4e\uff09\u3002\u8fd9\u662f\u4e00\u79cd\u6a21\u62df\u4fe1\u53f7\uff08\u8fde\u7eed\u7b26\u53f7\uff09\u3002<\/p>\n<h3>WAV \u53ef\u9009\u9879<\/h3>\n<p>\u4fdd\u5b58\u6240\u6709\u6570\u636e\u7684\u65b9\u6cd5\u662f\u4ee5WAV\u683c\u5f0f\u3002\u7531\u4e8e\u4f7f\u7528\u9ea6\u514b\u98ce\u83b7\u53d6\u5e76\u8f6c\u6362\u4fe1\u606f\u540e\u76f4\u63a5\u4fdd\u5b58\uff0c\u6240\u4ee5\u867d\u7136\u97f3\u8d28\u9ad8\uff0c\u4f46\u6570\u636e\u5bb9\u91cf\u8f83\u5927\u3002\u8fd9\u662fWindows\u7cfb\u7edf\u6240\u4f7f\u7528\u7684\u97f3\u9891\u6587\u4ef6\u683c\u5f0f\uff0c\u7531\u4e8e\u975e\u538b\u7f29\uff0c\u6240\u4ee5\u6570\u636e\u5927\u5c0f\u8f83\u5927\u3002<\/p>\n<h3>MP3 \u53f0\u5f0f\u97f3\u9891\u8bbe\u5907<\/h3>\n<p>\u4e3a\u4e86\u514b\u670dWAV\u683c\u5f0f\u6570\u636e\u91cf\u5927\u7684\u5f31\u70b9\uff0cMP3\u683c\u5f0f\u662f\u57fa\u4e8e\u4eba\u7c7b\u53ef\u542c\u8303\u56f4\u8fdb\u884c\u5f00\u53d1\u7684\u3002<br \/>\n\u901a\u8fc7\u53bb\u9664\u4eba\u8033\u542c\u4e0d\u5230\u7684\u97f3\u9891\u4fe1\u606f\uff0c\u53ef\u4ee5\u7528\u8f83\u5c11\u7684\u6570\u636e\u91cf\u8fdb\u884c\u5b58\u50a8\u3002<br \/>\n&#8211; \u6570\u636e\u5927\u5c0f\u7ea6\u4e3a\u539f\u97f3\u7684\u5341\u5206\u4e4b\u4e00<br \/>\n&#8211; CD\u7ea7\u522b\u7684\u97f3\u8d28<br \/>\n&#8211; \u53ef\u4ee5\u9644\u5e26\u4e13\u8f91\u5c01\u9762\u7167\u7247\u548c\u6b4c\u8bcd\u3002<\/p>\n<h3>AAC<\/h3>\n<p>AAC (Advanced Audio Coding) is a standardized audio compression format that offers high-quality sound while maintaining a smaller file size. AAC \u662f\u4e00\u79cd\u6807\u51c6\u5316\u7684\u97f3\u9891\u538b\u7f29\u683c\u5f0f\uff0c\u53ef\u4ee5\u5728\u4fdd\u6301\u8f83\u5c0f\u6587\u4ef6\u5927\u5c0f\u7684\u540c\u65f6\u63d0\u4f9b\u9ad8\u8d28\u91cf\u7684\u58f0\u97f3\u3002<\/p>\n<p>\u30fb\u5c3d\u7ba1\u4e0e MP3 \u76f8\u6bd4\uff0c\u6587\u4ef6\u5927\u5c0f\u7a0d\u5927\uff0c\u4f46\u97f3\u8d28\u5374\u5f88\u597d\u3002<\/p>\n<h3>AIFF(Audio Interchange File Format)<\/h3>\n<p>\u30fbAIFF\u662f\u5728Apple\u7684Macintosh\u4e0a\u4f5c\u4e3a\u6807\u51c6\u97f3\u9891\u6587\u4ef6\u683c\u5f0f\u4f7f\u7528\u7684\u6269\u5c55\u540d\u3002<br \/>\nAIFF\u662f\u4e00\u79cd\u5bb9\u5668\u683c\u5f0f\u3002\u901a\u5e38\u88ab\u89c6\u4e3a\u975e\u538b\u7f29\u7684\u7ebf\u6027PCM\u91c7\u6837\u6570\u636e\u7684\u683c\u5f0f\uff0c\u4f46\u4e5f\u53ef\u4ee5\u8bb0\u5f55\u538b\u7f29\u97f3\u9891\u3002\u5982\u679c\u4f7f\u7528\u4e86\u975e\u53ef\u9006\u538b\u7f29\uff0c\u5219\u6587\u4ef6\u6269\u5c55\u540d\u5c06\u53d8\u4e3a.aifc\uff08\u6e90\u81ea\u82f1\u8bed\u4e2d\u7684AIFF-Compression\uff09\u3002<\/p>\n<p>\u8bf7\u770b\u4ee5\u4e0b\u5185\u5bb9\u4f5c\u4e3a\u53c2\u8003\u3002<\/p>\n<p>Reference:<br \/>\n\u8bf7\u53c2\u8003\u4ee5\u4e0b\u5185\u5bb9\u3002<\/p>\n<h2>\u4e09\u5341\u56db<\/h2>\n<h2>\u7edf\u8ba1\u5047\u8bbe\u7814\u7a76- de &#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212;&#8212; \uff08\u7edf\u8ba1\u7684\u5047\u8bbe\u8003\u5bdf\uff09<\/h2>\n<p>\u5e30\u65e0\u5047\u8bbe\uff1a\u6ca1\u6709\u5dee\u5f02\u7684\u5047\u8bbe<br \/>\n\u5bf9\u7acb\u5047\u8bbe\uff1a\u5b58\u5728\u5dee\u5f02\u7684\u5047\u8bbe<\/p>\n<p>\u5047\u8bbe\u96f6\u5047\u8bbe\u6b63\u786e\uff0c\u5e76\u5047\u8bbe\u53d1\u751f\u4e86\u5f88\u5c11\u53d1\u751f\u7684\u4e8b\u4ef6\uff08\u5373\u68c0\u9a8c\u7edf\u8ba1\u91cf\u8fdb\u5165\u62d2\u7edd\u57df\uff09\uff0c\u5219\u62d2\u7edd\u96f6\u5047\u8bbe\u3002<br \/>\n\u5f88\u5c11\u53d1\u751f\u7684\u4e8b\u60c5\u6709\u65f6\u5019\u4f1a\u53d1\u751f\u3002<br \/>\n\u5728\u5047\u8bbe\u68c0\u9a8c\u4e2d\uff0c\u5b58\u5728\u4e24\u79cd\u53ef\u80fd\u7684\u9519\u8bef\u3002<\/p>\n<h3>\u7b2c\u4e00\u79cd\u9519\u8bef<\/h3>\n<p>\u867d\u7136\u539f\u5047\u8bbe\u662f\u6b63\u786e\u7684\uff0c\u5374\u5c06\u5176\u5426\u5b9a\u4e86\u3002<\/p>\n<h3>\u7b2c\u4e8c\u79cd\u9519\u8bef<\/h3>\n<p>\u5c3d\u7ba1\u5bf9\u7acb\u5047\u8bbe\u662f\u6b63\u786e\u7684\uff0c\u5374\u9009\u62e9\u91c7\u7eb3\u4e86\u96f6\u5047\u8bbe\u3002<\/p>\n<h3>\u7b2c\u4e00\u79cd\u548c\u7b2c\u4e8c\u79cd\u9519\u8bef\u7684\u533a\u522b\u3002<\/h3>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d9313913a08637a6e583c\/205-0.png\" alt=\"image.png\" \/><\/div>\n<h2>\u56db\u5341\u516d<\/h2>\n<h2>\u6570\u636e\u89c4\u6a21<\/h2>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d9313913a08637a6e583c\/208-0.png\" alt=\"image.png\" \/><\/div>\n<h2>48<\/h2>\n<p>\u7b2c\u4e8c\u7ae0\u7b2c\u4e94\u9875<\/p>\n<h2>\u6570\u636e\u5b58\u50a8\uff08\u5728\u786c\u76d8\u6216\u56fa\u6001\u786c\u76d8\u4e0a\u7ba1\u7406\u6570\u636e\u7684\u673a\u5236\uff09<\/h2>\n<p>\u4e00\u4e2a\u5178\u578b\u7684\u6570\u636e\u5b58\u50a8\u5b9e\u73b0\u793a\u4f8b<\/p>\n<h3>\u6570\u636e\u5e93 (databases)<\/h3>\n<p>\u30fb\u5173\u7cfb\u6570\u636e\u5e93\uff08RDB\uff09<br \/>\n\u30fb\u975e\u5173\u7cfb\u6570\u636e\u5e93\uff08NoSQL\u6570\u636e\u5e93\uff09<\/p>\n<h2>\u5173\u7cfb\u6570\u636e\u5e93\uff08RDB\uff09<\/h2>\n<p>\u5728\u521b\u5efa\u5173\u7cfb\u6570\u636e\u5e93\u7684\u8868\u65f6\uff0c\u9700\u8981\u4e3a\u6bcf\u4e2a\u5217\u8bbe\u7f6e\u6570\u636e\u7c7b\u578b\u3002<br \/>\n\u8868\u662f\u7528\u884c\u548c\u5217\u6784\u6210\u7684\u8868\u683c\u5f62\u5f0f\u7684\u6570\u636e\u5e93\u3002<br \/>\n\u8868\u662f\u5728\u884c\u548c\u5217\u4e2d\u5305\u542b\u5143\u7d20\u7684\u7c7b\u4f3cExcel\u8868\u683c\u7684\u7ed3\u6784\u3002<\/p>\n<h4>\u6574\u6570\uff08\u6570\u503c\uff09<\/h4>\n<h4>\u6570\u5b57\uff08\u5305\u62ec\u5c0f\u6570\uff09<\/h4>\n<h4>\u5b57\u7b26\uff08\u957f\u5ea6\u56fa\u5b9a\u7684\u5b57\u7b26\u4e32\uff09<\/h4>\n<h4>VERCHAR\uff08\u53ef\u53d8\u957f\u5ea6\u7684\u5b57\u7b26\u4e32\uff09<\/h4>\n<h4>\u65e5\u671f<\/h4>\n<h4>\u65f6\u95f4\u6233\uff08\u65e5\u671f\u548c\u65f6\u95f4\uff09<\/h4>\n<h4>\u5e03\u5c14\u503c<\/h4>\n<h2>\u56db\u5341\u4e5d<\/h2>\n<p>\u7b2c\u4e8c\u7ae0\u7b2c26\u9875<\/p>\n<h2>\u6570\u636e\u57fa\u7840\u67b6\u6784<\/h2>\n<h3>\u6570\u636e\u6e56<\/h3>\n<p>\u5c06\u6536\u96c6\u5230\u7684\u6570\u636e\u539f\u5c01\u4e0d\u52a8\u5730\u5b58\u50a8\u8d77\u6765\u7684\u5730\u65b9\uff08\u539f\u59cb\u6570\u636e\uff09<br \/>\n\u5c06\u6bcf\u4e2a\u5b58\u50a8\u8bbe\u5907\u7684\u539f\u59cb\u6570\u636e\u6574\u5408\u5230\u4e00\u4e2a\u5730\u65b9\u7684\u5b58\u50a8\u73af\u5883<br \/>\n\u901a\u5e38\u800c\u8a00\uff0c\u57fa\u4e8e\u4e0e\u6570\u636e\u7ed3\u6784\u65e0\u5173\u7684\u5b58\u50a8\u7cfb\u7edf\u6784\u5efa<\/p>\n<h3>\u6570\u636e\u4ed3\u5e93<\/h3>\n<p>\u4e00\u4e2a\u65b9\u4fbf\u5206\u6790\u7684\u6570\u636e\u6574\u7406\u5730\u70b9<br \/>\n\u00b7 \u84c4\u79ef\u805a\u5408\u548c\u52a0\u5de5\u6570\u636e\u7684\u73af\u5883<br \/>\n\u00b7 \u84c4\u79ef\u7684\u6570\u636e\u53ef\u7528\u4e8e\u5206\u6790\u7b49\u7528\u9014<br \/>\n\u00b7 \u6570\u636e\u4ed3\u5e93\u4e0eSQL\u3001Python\u7b49\u7684\u534f\u4f5c\u662f\u7406\u60f3\u7684<\/p>\n<h3>\u6570\u636e\u4ed3\u5e93<\/h3>\n<p>\u7528\u4e8e\u5b58\u50a8\u7279\u5b9a\u76ee\u7684\u6570\u636e\u7684\u5730\u65b9<br \/>\n&#8211; \u4ece\u6570\u636e\u4ed3\u5e93\u4e2d\u63d0\u53d6\u9002\u7528\u6570\u636e\u5e76\u5b58\u50a8\u7684\u73af\u5883<br \/>\n&#8211; \u53ef\u4ee5\u6839\u636e\u90e8\u95e8\u8bbe\u7f6e\u5b58\u50a8\u8bbe\u5907\uff0c\u5b9e\u73b0\u6570\u636e\u53d6\u5f97\u8d1f\u8f7d\u5747\u8861<br \/>\n\u4e3a\u4e86\u4e0a\u4f20\u6570\u636e\u6216\u5c06\u6570\u636e\u79fb\u52a8\u5230\u4e0d\u540c\u7684\u6570\u636e\u5b58\u50a8\u7cfb\u7edf\uff0c\u9700\u8981\u4f7f\u7528\u6570\u636e\u4f20\u8f93\u6280\u672f\u3002<\/p>\n<h4>\u6570\u636e\u7684\u6d41\u52a8<\/h4>\n<p>\u670d\u52a1\u2192\uff08\u4f20\u8f93\u6570\u636e\uff09\u2192<br \/>\n\u21e8\u670d\u52a1\u6570\u636e\u5e93\u2192\uff08\u4f20\u8f93\u6570\u636e\uff09\u2192<br \/>\n\u21e8\u6570\u636e\u6e56\uff08\u539f\u59cb\u6570\u636e\uff09\u2192\uff08\u5904\u7406\u6570\u636e\uff09\u2192<br \/>\n\u21e8\u6570\u636e\u4ed3\u5e93\u2192\uff08\u63d0\u53d6\u6570\u636e\uff09\u2192<br \/>\n\u21e8\u6570\u636e\u96c6\u5e02\u2192\uff08\u4f20\u8f93\u6570\u636e\uff09\u2192<br \/>\n\u21e8\u5206\u6790\u56e2\u961f<\/p>\n<h2>\u4e94\u5341<\/h2>\n<p>\u7b2c145\u4e2a\u516c\u5f0f<\/p>\n<h2>\u6b63\u5219\u8868\u8fbe\u5f0f<\/h2>\n<p>\u6b63\u898f\u8868\u73fe\u662f\u4e00\u79cd\u8868\u793a\u5b57\u7b26\u96c6\u5408\u7684\u65b9\u6cd5\uff0c\u4f7f\u7528\u4e00\u4e2a\u5b57\u7b26\u4e32\u6765\u8868\u793a\u3002\u4e5f\u88ab\u79f0\u4e3a\u6b63\u5247\u8868\u8fbe\u5f0f\uff0c\u5728\u5f62\u5f0f\u8bed\u8a00\u7406\u8bba\u9886\u57df\u4e2d\u901a\u5e38\u4f7f\u7528\u8fd9\u4e2a\u7ffb\u8bd1\u3002\u6709\u65f6\u4e5f\u88ab\u79f0\u4e3a\u6b63\u89c4\u5f0f\u3002<\/p>\n<p>\u8bf7\u67e5\u9605\uff1a<\/p>\n<p>\u5f53\u6211\u4eec\u9700\u8981\u786e\u5b9a\u662f\u5426\u5305\u542b\u7279\u5b9a\u6a21\u5f0f\u7684\u5b57\u7b26\u4e32\uff0c\u6216\u8005\u9700\u8981\u63d0\u53d6\u5176\u4e2d\u7684\u5185\u5bb9\u65f6\uff0c\u53ef\u4ee5\u4f7f\u7528\u6b63\u5219\u8868\u8fbe\u5f0f\u6765\u8bbe\u7f6e\u641c\u7d22\u548c\u63d0\u53d6\u6761\u4ef6\u3002<br \/>\n\u5b83\u5728\u4ee5\u4e0b\u60c5\u51b5\u4e0b\u88ab\u4f7f\u7528\uff1a<br \/>\n&#8220;\u786e\u5b9a\u8f93\u5165\u7684\u5730\u5740\u683c\u5f0f\u662f\u5426\u6b63\u786e&#8221;<br \/>\n&#8220;\u662f\u5426\u53ef\u4ee5\u627e\u5230\u5305\u542b\u81ea\u5df1\u516c\u53f8\u4ea7\u54c1\u4ee3\u7801A00-A99\u7684\u5217\uff0c\u7528\u4e8e\u9500\u552e\u5386\u53f2\u6587\u672c\u6570\u636e&#8221;<\/p>\n<p>\u4f8b:<\/p>\n<p>\u8bf7\u7528\u4e2d\u6587\u5c06\u4ee5\u4e0b\u5185\u5bb9\u8fdb\u884c\u6539\u5199\uff0c\u53ea\u9700\u63d0\u4f9b\u4e00\u79cd\u7ffb\u8bd1\u9009\u9879:<\/p>\n<p>&#8211; The cat is sleeping on the mat.<br \/>\n\u732b\u6b63\u5728\u57ab\u5b50\u4e0a\u7761\u89c9\u3002<\/p>\n<p>A00-A99\u8fd9\u4e2a\u5b57\u7b26\u4e32\u53ef\u4ee5\u7528\u6b63\u5219\u8868\u8fbe\u5f0f\u8868\u793a\u4e3aA[0-9]{2}\u3002<\/p>\n<p>\u53ef\u4ee5\u4f7f\u7528\u6b63\u5219\u8868\u8fbe\u5f0f\u6765\u7b5b\u9009\u3001\u6e05\u6d17\u548c\u9a8c\u8bc1\u6570\u636e\u3002<\/p>\n<h3>\u7ecf\u5178\u7684\u6b63\u5219\u8868\u8fbe\u5f0f<\/h3>\n<p>\\d\uff1a\u9664\u4e86\u4efb\u4f55\u6570\u5b57\u4ee5\u5916<br \/>\n\u4efb\u4f55\u6570\u5b57\u4ee5\u5916<br \/>\n^\uff1a\u5b57\u7b26\u4e32\u7684\u5f00\u5934<br \/>\n$\uff1a\u5b57\u7b26\u4e32\u7684\u7ed3\u5c3e<br \/>\n{m}\uff1a\u91cd\u590dm\u6b21<br \/>\n{m,n}\uff1a\u91cd\u590dm~n\u6b21<\/p>\n<p>\u8fd9\u53ef\u80fd\u56e0\u8bed\u8a00\u800c\u6709\u6240\u4e0d\u540c\u3002<\/p>\n<p>\u8bf7\u67e5\u9605\u4ee5\u4e0b\u4fe1\u606f:<\/p>\n<h3>\u6b63\u898f\u8868\u9054\u5f0f\u7684\u4f7f\u7528\u60c5\u5883<\/h3>\n<p>\u30fb\u5728\u6570\u636e\u5e93\u4e2d\u5c06\u6df7\u5408\u51fa\u73b0\u7684\u5b57\u7b26\u4e32\u5982\u300c\uff11\uff10\uff10\u5186\u300d\u3068\u300c\uffe5\uff11\uff10\uff10\u300d\u7edf\u4e00\u4e3a\u300c\uff11\uff10\uff10\u5186\u300d\u3002<br \/>\n\u30fb\u641c\u7d22\u5305\u542b\u4ee5\u53e5\u70b9\uff08\u3002\uff09\u7ed3\u5c3e\u7684\u5b57\u7b26\u4e32\u7684\u6570\u636e\u3002<br \/>\n\u30fb\u5c06\u6ca1\u6709\u7528\u9017\u53f7\u5206\u9694\u7684\u6570\u5b57\u5b57\u7b26\u4e32\u5982\u300c\uff11\uff10\uff10\uff10\u300d\u8f6c\u6362\u4e3a\u5e26\u6709\u6570\u5b57\u5206\u9694\u7b26\u7684\u5f62\u5f0f\uff0c\u5982\u300c\uff11\uff0c\uff10\uff10\uff10\u300d\u3002<\/p>\n<h2>51 (\u4e94\u5341\u4e00)<\/h2>\n<h2>\u8868\u7684\u5408\u5e76\u5904\u7406<\/h2>\n<p>\u7b2c\u4e09\u7ae0\u7b2c106\u9875<br \/>\n\u516c\u5f0f\u5728\u7b2c147\u9875<\/p>\n<h3>\u5b8c\u5168\u878d\u5408\u5916\u90e8\u56e0\u7d20<\/h3>\n<p>\u5c06\u4e24\u4e2a\u8868\u4e2d\u5b58\u5728\u7684\u6240\u6709\u6570\u636e\u8fdb\u884c\u5408\u5e76\u7684\u5904\u7406\u3002<br \/>\n\u5728SQL\u4e2d\uff0c<br \/>\n\u4f7f\u7528FULL OUTER JOIN\u5c06\u5de6\u4fa7\u8868\u548c\u53f3\u4fa7\u8868\u7684\u524d\u9762\u7684\u6570\u636e\u6839\u636e\u8fde\u63a5\u952e\u503c\u8fdb\u884c\u5408\u5e76\u3002<br \/>\n\u5de6\u4fa7\u8868\u222a\u53f3\u4fa7\u8868\u3002<\/p>\n<h3>\u5185\u90e8\u5408\u5e76<\/h3>\n<p>\u5728SQL\u4e2d\uff0c\u901a\u8fc7\u5728\u4e24\u4e2a\u8868\u4e2d\u5206\u522b\u6307\u5b9a\u8981\u8fde\u63a5\u7684\u5217\uff0c\u5e76\u8fde\u63a5\u5305\u542b\u76f8\u540c\u503c\u7684\u6570\u636e\u3002<br \/>\n\u4f7f\u7528INNER JOIN\u64cd\u4f5c\u7b26\u3002<br \/>\n\u5b83\u8fde\u63a5\u5de6\u4fa7\u8868\u548c\u53f3\u4fa7\u8868\uff0c\u5c06\u8fde\u63a5\u8f74\u7684\u503c\u5339\u914d\u7684\u884c\u8fdb\u884c\u8fde\u63a5\u3002<br \/>\n\u53ef\u8868\u793a\u4e3a \u5de6\u4fa7\u8868 \u2229 \u53f3\u4fa7\u8868\u3002<\/p>\n<h3>\u4ea4\u53c9\u7ed3\u5408<\/h3>\n<p>\u63d0\u53d6\u4e24\u4e2a\u8868\u6570\u636e\u7684\u6240\u6709\u7ec4\u5408\u7684\u64cd\u4f5c\u3002<\/p>\n<h2>\u5916\u90e8\u7ed3\u5408 &#8211;<\/h2>\n<p>\u5916\u90e8\u7d50\u5408\u662f\u5728\u4e24\u4e2a\u8868\u4e2d\u5206\u522b\u6307\u5b9a\u8981\u8fdb\u884c\u8fde\u63a5\u7684\u5217\uff0c\u5e76\u83b7\u53d6\u5b58\u50a8\u7740\u76f8\u540c\u503c\u7684\u6570\u636e\u8fdb\u884c\u8fde\u63a5\u3002<br \/>\n\u5728\u5185\u90e8\u7ed3\u5408\u4e2d\uff0c\u4e0d\u4f1a\u83b7\u53d6\u4e0d\u5339\u914d\u7684\u6570\u636e\uff0c\u4f46\u5728\u5916\u90e8\u7ed3\u5408\u4e2d\uff0c\u5373\u4f7f\u4e0d\u5339\u914d\uff0c\u4e5f\u4f1a\u5c06\u5176\u4f5c\u4e3a\u6570\u636e\u8fdb\u884c\u83b7\u53d6\u3002<br \/>\n\u5728SQL\u4e2d\uff0c<br \/>\nLEFT OUTER JOIN<br \/>\n\uff08\u5de6\u5916\u90e8\u8fde\u63a5\uff09<br \/>\n\u5c06\u5de6\u4fa7\u8868\u7684\u6240\u6709\u6570\u636e\u4e0e\u4e0e\u6307\u5b9a\u7684\u8fde\u63a5\u8f74\u503c\u5339\u914d\u7684\u53f3\u4fa7\u8868\u8fdb\u884c\u8fde\u63a5\u3002<\/p>\n<h2>\u4e94\u5341\u4e8c<\/h2>\n<h3>\u6e05\u6d01\u5904\u7406<\/h3>\n<p>\u4ece\u4fdd\u5b58\u5728\u6570\u636e\u5e93\u4e2d\u7684\u6570\u636e\u4e2d\u67e5\u627e\u8868\u8fbe\u5dee\u5f02\u3001\u9519\u8bef\u3001\u91cd\u590d\u7b49\u95ee\u9898\uff0c\u5e76\u5bf9\u5176\u8fdb\u884c\u5220\u9664\u548c\u4fee\u6b63\u7684\u5904\u7406\uff0c\u901a\u8fc7\u8fd9\u4e2a\u5904\u7406\u8fc7\u7a0b\uff0c\u6570\u636e\u7684\u8d28\u91cf\u5f97\u5230\u4e86\u63d0\u9ad8\u3002<\/p>\n<h3>\u6570\u636e\u589e\u5f3a<\/h3>\n<p>\u5728\u4eba\u5de5\u589e\u52a0\u6570\u636e\u7684\u8fc7\u7a0b\u4e2d\uff0c\u5bf9\u5b66\u4e60\u6570\u636e\u8fdb\u884c\u5e73\u79fb\u3001\u7f29\u653e\u3001\u65cb\u8f6c\u548c\u6dfb\u52a0\u566a\u58f0\u7b49\u5904\u7406\uff0c\u4ee5\u589e\u52a0\u6570\u636e\u7684\u6570\u91cf\uff08\u6c34\u589e\u6570\u636e\uff09\u3002\u5982\u679c\u662f\u56fe\u50cf\u7684\u8bdd\uff0c\u53ef\u4ee5\u901a\u8fc7\u65cb\u8f6c-5\u00b0\uff0c+5\u00b0\u7684\u65b9\u5f0f\u6765\u589e\u52a0\u5b66\u4e60\u6570\u636e\u3002<\/p>\n<h3>\u62bd\u6837\u5904\u7406<\/h3>\n<p>\u4ece\u6570\u636e\u96c6\u5408\u4e2d\u4ee5\u968f\u673a\u6216\u56fa\u5b9a\u7684\u95f4\u9694\u62bd\u53d6\u6570\u636e\u3002<\/p>\n<h3>\u96f6\u586b\u5145<\/h3>\n<p>\u5f53\u5c06\u6570\u5b57\u4f5c\u4e3a\u5b57\u7b26\u663e\u793a\u65f6\uff0c\u5982\u679c\u6570\u5b57\u7684\u884c\u6570\u5c11\u4e8e\u6307\u5b9a\u7684\u4f4d\u6570\uff0c\u5219\u4f1a\u6267\u884c\u5982\u4e0b\u5904\u7406\u3002\u5728\u8fd9\u4e2a\u5904\u7406\u4e2d\uff0c\u6839\u636e\u5de6\u5bf9\u9f50\u6216\u53f3\u5bf9\u9f50\u7684\u8981\u6c42\uff0c\u5728\u663e\u793a\u7684\u6570\u5b57\u524d\u65b9\u6216\u540e\u65b9\u8865\u51450\uff0c\u4ece\u800c\u5c06\u6570\u5b57\u8f6c\u6362\u4e3a\u56fa\u5b9a\u957f\u5ea6\u7684\u5b57\u7b26\u4e32\u3002<\/p>\n<h2>\u4e94\u5341\u4e09<\/h2>\n<h3>\u5730\u56fe\u5904\u7406<\/h3>\n<p>\u5f53\u8fdb\u884c\u6570\u636e\u8fc1\u79fb\u6216\u6570\u636e\u5408\u5e76\u65f6\uff0c\u5904\u7406\u9700\u8981\u5c06\u4e24\u4e2a\u4e0d\u540c\u7684\u6570\u636e\u76f8\u5173\u8054\u3002<\/p>\n<h3>\u5c06&#8230;\u5206\u7ec4<\/h3>\n<p>\u5c06\u6570\u636e\u6309\u7279\u5b9a\u7684\u7c7b\u522b\u8fdb\u884c\u5206\u7c7b\u548c\u6c47\u603b\u5904\u7406\u3002<\/p>\n<h3>\u8fc7\u6ee4\u5904\u7406<\/h3>\n<p>\u4ece\u7ed9\u5b9a\u6761\u4ef6\u4e2d\u63d0\u53d6\u6ee1\u8db3\u6761\u4ef6\u7684\u884c\u7684\u8fc7\u7a0b\u3002<\/p>\n<h2>\u4e94\u5341\u516d<\/h2>\n<h2>\u8868\u683c\u7684\u8fd0\u7b97<\/h2>\n<h3>\u629b\u5f71<\/h3>\n<p>\u4ece\u8868\u683c\u4e2d\u63d0\u53d6\u7279\u5b9a\u7684\u5217\u8fdb\u884c\u8fd0\u7b97\u3002<\/p>\n<h3>\u9009\u62e9<\/h3>\n<p>\u4ece\u8868\u683c\u4e2d\u63d0\u53d6\u7b26\u5408\u6761\u4ef6\u7684\u884c\u7684\u64cd\u4f5c<\/p>\n<h3>\u878d\u5408<\/h3>\n<p>\u6309\u7167\u4e00\u5b9a\u7684\u6761\u4ef6\u5c06\u591a\u4e2a\u8868\u5408\u5e76\u6210\u4e00\u4e2a\u8868\u7684\u64cd\u4f5c\u3002<\/p>\n<h3>\u4e0d\u591a<\/h3>\n<p>\u4ece\u4e00\u4e2a\u8868\u4e2d\u5220\u9664\u5305\u542b\u5728\u53e6\u4e00\u4e2a\u8868\u4e2d\u7684\u884c\u7684\u64cd\u4f5c<\/p>\n<h2>\u4e94\u5341\u4e03<\/h2>\n<h2>\u6570\u636e\u683c\u5f0f<\/h2>\n<h3>CSV\uff08\u9017\u53f7\u5206\u9694\u503c\uff09<\/h3>\n<p>\u5c06\u591a\u4e2a\u9879\u76ee\u7528\u9017\u53f7\u5206\u9694\u7684\u6570\u636e\u683c\u5f0f\u3002<br \/>\n\u7528\u9017\u53f7\u5206\u9694\u7684\u9879\u76ee\u5f62\u6210\u4e00\u4e2a\u8bb0\u5f55\uff0c\u6bcf\u4e2a\u8bb0\u5f55\u4e4b\u95f4\u7528\u6362\u884c\u7b26\u5206\u9694\u3002<br \/>\n\u5728\u5904\u7406\u8868\u683c\u5f62\u5f0f\u7684\u6570\u636e\u65f6\u7ecf\u5e38\u4f7f\u7528\u3002<br \/>\n\uff08\u7c7b\u4f3c\u4e8eExcel\u7684\u611f\u89c9\uff09<\/p>\n<p>\u7531\u4e8eCSV\u6587\u4ef6\u65e0\u6cd5\u6b63\u786e\u8bfb\u53d6\u5305\u542b\u9017\u53f7\u7684\u6570\u636e\u9879\uff0c\u56e0\u6b64\u6839\u636e\u5b58\u50a8\u6570\u636e\u7684\u683c\u5f0f\u9009\u62e9\u9002\u5f53\u7684\u6570\u636e\u7c7b\u578b\u975e\u5e38\u91cd\u8981\u3002<\/p>\n<h3>TSV\uff08\u5236\u8868\u7b26\u5206\u9694\u503c\uff09<\/h3>\n<p>\u7528\u5236\u8868\u7b26\u5206\u9694\u9879\u76ee\u7684\u6570\u636e\u683c\u5f0f<\/p>\n<h3>SSV\uff08\u7a7a\u683c\u5206\u9694\u503c\uff09<\/h3>\n<p>\u5728\u6570\u636e\u683c\u5f0f\u4e2d\uff0c\u901a\u8fc7\u7a7a\u767d\u6765\u5206\u9694\u9879\u76ee<\/p>\n<h3>XML<\/h3>\n<p>\u4e00\u79cd\u63cf\u8ff0\u6587\u6863\u7ed3\u6784\u7684\u6807\u8bb0\u8bed\u8a00<\/p>\n<h2>\u4e94\u5341\u516b<\/h2>\n<h2>\u5e94\u7528\u7a0b\u5e8f\u63a5\u53e3<\/h2>\n<p>API\uff08\u5e94\u7528\u7a0b\u5e8f\u63a5\u53e3\uff09\u662f\u8fde\u63a5\u4e24\u4e2a\u7a0b\u5e8f\u7684\u673a\u5236\u3002\u6709\u65f6\u4e5f\u53ef\u4ee5\u6307\u63d0\u4f9b\u57fa\u4e8e\u8fd9\u4e00\u673a\u5236\u7684\u670d\u52a1\u3002\u8fd9\u88ab\u79f0\u4e3aAPI\u670d\u52a1\u3002<\/p>\n<p>\u5229\u7528\u73b0\u6709\u7684API\u670d\u52a1\u7684\u597d\u5904\u662f\u53ef\u4ee5\u51cf\u5c11\u5e94\u7528\u7a0b\u5e8f\u5f00\u53d1\u8fc7\u7a0b\u4e2d\u7684\u65f6\u95f4\u548c\u6210\u672c\u3002\u4e0d\u8db3\u4e4b\u5904\u662f\uff0c\u4f7f\u7528\u7684API\u670d\u52a1\u53ef\u80fd\u53d1\u751f\u670d\u52a1\u5668\u6545\u969c\u7b49\u95ee\u9898\uff0c\u53ef\u80fd\u4f1a\u5bf9\u81ea\u8eab\u7684\u670d\u52a1\u548c\u5e94\u7528\u7a0b\u5e8f\u9020\u6210\u5f71\u54cd\u3002\u6b64\u5916\uff0c\u7531\u4e8e\u4f7f\u7528\u7684API\u670d\u52a1\u53ef\u80fd\u53d8\u66f4\u4f7f\u7528\u65b9\u5f0f\u6216\u505c\u6b62\u63d0\u4f9b\uff0c\u53ef\u80fd\u4f1a\u5bf9\u81ea\u8eab\u7684\u670d\u52a1\u63d0\u4f9b\u9020\u6210\u56f0\u6270\u3002<\/p>\n<p>\u4ee5\u4e0b\u662f\u4e2d\u6587\u7684\u7ffb\u8bd1\uff1a<\/p>\n<p>\u4f18\u70b9<br \/>\n&#8211; \u901a\u8fc7\u4f7f\u7528\u73b0\u6709\u7684API\u670d\u52a1\uff0c\u53ef\u4ee5\u51cf\u5c11\u5e94\u7528\u7a0b\u5e8f\u5f00\u53d1\u7684\u8fc7\u7a0b\u548c\u6210\u672c\u3002<br \/>\n&#8211; API\u670d\u52a1\u7684\u4f8b\u5b50\u6709\u90ae\u653f\u7f16\u7801\u641c\u7d22\uff0c\u5929\u6c14\u9884\u62a5\uff0c\u767b\u5f55\u8ba4\u8bc1\u3002<br \/>\n&#8211; API\u670d\u52a1\u4e0d\u4ec5\u5305\u62ec\u4ed8\u8d39\u7684\uff0c\u8fd8\u6709\u514d\u8d39\u7684\u3002<\/p>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d9313913a08637a6e583c\/305-0.png\" alt=\"image.png\" \/><\/div>\n<p>Reference:<\/p>\n<p>\u8bf7\u60a8\u53c2\u8003\uff1a<\/p>\n<p>\u516c\u5f0f134<\/p>\n<h2>\u6570\u636e\u4f20\u8f93\u65b9\u6cd5\uff08\u6280\u672f\uff09<\/h2>\n<p>\u7b2c\u4e8c\u7ae0\u8bb2\u5ea7\u7b2c30\u9875\u3002<\/p>\n<h2>SSH (Secure Shell) \u662f\u4e00\u79cd\u7528\u4e8e\u5728\u4e0d\u5b89\u5168\u7684\u7f51\u7edc\u4e2d\u8fdb\u884c\u52a0\u5bc6\u7684\u7f51\u7edc\u534f\u8bae\u3002<\/h2>\n<p>\u5b89\u5168\u5916\u58f3\uff08Secure Shell\uff0cSSH\uff09\u662f\u4e00\u79cd\u5229\u7528\u5bc6\u7801\u548c\u8ba4\u8bc1\u6280\u672f\u8fdb\u884c\u5b89\u5168\u8fdc\u7a0b\u8ba1\u7b97\u673a\u901a\u4fe1\u7684\u534f\u8bae\u3002\u6240\u6709\u5728\u7f51\u7edc\u4e0a\u7684\u901a\u4fe1\uff0c\u5305\u62ec\u5bc6\u7801\u7b49\u8ba4\u8bc1\u90e8\u5206\uff0c\u90fd\u88ab\u52a0\u5bc6\u5904\u7406\u3002<\/p>\n<p>\u53c2\u8003\u6765\u6e90\uff1a\u7ef4\u57fa\u767e\u79d1<\/p>\n<p>\u5728\u7ef4\u57fa\u767e\u79d1\u9875\u9762\u4e2d\u63d0\u5230\u7684\u5185\u5bb9\u662f\u5173\u4e8e\u201cSecure Shell\u201d\u7684\u4ecb\u7ecd\u3002<\/p>\n<h2>\u534f\u8bae (xi\u00e9 y\u00ec)<\/h2>\n<p>\u534f\u8bae\u662f\u6307\u4e3a\u4e86\u5728\u8ba1\u7b97\u673a\u4e0a\u8fdb\u884c\u6570\u636e\u4ea4\u6362\u800c\u786e\u5b9a\u7684\u8fc7\u7a0b\u3001\u89c4\u8303\u548c\u4fe1\u53f7\u7684\u7535\u6c14\u89c4\u5219\uff0c\u4ee5\u53ca\u5728\u901a\u4fe1\u4e2d\u786e\u5b9a\u7684\u53d1\u9001\u548c\u63a5\u6536\u8fc7\u7a0b\u7684\u6807\u51c6\u3002\u4e0d\u540c\u5382\u5546\u7684\u8f6f\u4ef6\u548c\u786c\u4ef6\u4e5f\u53ef\u4ee5\u901a\u8fc7\u9075\u5b88\u5171\u540c\u7684\u534f\u8bae\u6765\u5b9e\u73b0\u6b63\u786e\u7684\u901a\u4fe1\u3002<\/p>\n<p>\u6839\u636e\u4e0d\u540c\u7684\u76ee\u7684\uff0c\u5b58\u5728\u5404\u79cd\u5404\u6837\u7684\u534f\u8bae\u3002\u4f5c\u4e3a\u5e38\u89c1\u7684\u4f8b\u5b50\uff0c\u7528\u4e8e\u4e92\u8054\u7f51\u8fde\u63a5\u7684TCP\/IP\uff0c\u7528\u4e8e\u7f51\u9875\u6d4f\u89c8\u7b49\u7684HTTP\uff0c\u4ee5\u53ca\u7528\u4e8e\u7535\u5b50\u90ae\u4ef6\u7684POP\u548cSMTP\u7b49\u53ef\u4ee5\u88ab\u63d0\u53ca\u3002\u6240\u6709\u8fd9\u4e9b\u534f\u8bae\u7684\u672b\u5c3e\u90fd\u7f29\u5199\u4e3a&#8221;P&#8221;\uff0c\u4ee3\u8868\u7740\u534f\u8bae\uff08Protocol\uff09\u3002<\/p>\n<p>\u53c2\u8003\u94fe\u63a5: https:\/\/www.keyence.co.jp\/ss\/general\/iot-glossary\/protocol.jsp<\/p>\n<p>\u8bf7\u5c06\u4e0b\u5217\u5185\u5bb9\u4ee5\u4e2d\u56fd\u672c\u571f\u53e3\u8bed\u4e3a\u57fa\u7840\u8fdb\u884c\u7ffb\u8bd1\uff0c\u63d0\u4f9b\u4e00\u79cd\u7248\u672c:<\/p>\n<p>\u534f\u8bae\u6982\u5ff5\u5728\u7269\u8054\u7f51\u9886\u57df\u4e2d\u626e\u6f14\u7740\u91cd\u8981\u89d2\u8272\uff0c\u5173\u4e8e\u7269\u8054\u7f51\u534f\u8bae\u7684\u5b9a\u4e49\u548c\u529f\u80fd\uff0c\u5728\u8be5\u94fe\u63a5\u63d0\u4f9b\u8be6\u5c3d\u7684\u89e3\u7b54\u3002\u8bf7\u70b9\u51fb\u53c2\u8003\u94fe\u63a5\u4ee5\u83b7\u53d6\u66f4\u591a\u76f8\u5173\u4fe1\u606f\u3002<\/p>\n<h2>Telenet\uff08\u901a\u4fe1\u534f\u8bae\uff09<\/h2>\n<p>\u4f7f\u7528\u7f51\u7edc\u8fdb\u884c\u901a\u4fe1\u65f6\u7684\u89c4\u5b9a\u88ab\u79f0\u4e3a\u901a\u4fe1\u534f\u8bae\u3002\u8fd9\u662f\u5728\u64cd\u4f5c\u8fde\u63a5\u5230\u8fdc\u7a0b\u670d\u52a1\u5668\u7b49\u7684\u7ec8\u7aef\u65f6\u4f7f\u7528\u7684\u901a\u4fe1\u534f\u8bae\u3002<\/p>\n<h2>\u6587\u4ef6\u4f20\u8f93\u534f\u8bae (FTP)<\/h2>\n<p>\u57fa\u4e8e\u5404\u79cd\u6570\u636e\u4f20\u8f93\u6280\u672f\u7684\u6587\u4ef6\u4f20\u8f93\u534f\u8bae<br \/>\n\u88ab\u7528\u4e8e\u6587\u4ef6\u4f20\u8f93\u7684\u88ab\u79f0\u4e3a\u6587\u4ef6\u4f20\u8f93\u534f\u8bae\u3002<br \/>\n&#8211; FTP\u662f\u6700\u53e4\u8001\u7684\u6570\u636e\u4f20\u8f93\u6280\u672f\u4e4b\u4e00\uff0c\u4ee5\u6587\u4ef6\u5f62\u5f0f\u5904\u7406\u548c\u4f20\u8f93\u6570\u636e<br \/>\n&#8211; \u5b83\u7684\u7f3a\u70b9\u662f\u901a\u4fe1\u6ca1\u6709\u52a0\u5bc6\u3002<\/p>\n<h3>\u533f\u540d<\/h3>\n<p>\u5728FTP\u670d\u52a1\u5668\u4e0a\u901a\u5e38\u4f7f\u7528\u9884\u5148\u6ce8\u518c\u7684\u7528\u6237ID\u548c\u5bc6\u7801\u8fdb\u884c\u8eab\u4efd\u8ba4\u8bc1\u3002<br \/>\n\u7136\u800c\uff0c\u5bf9\u4e8e\u8981\u4e0e\u4f17\u591a\u7528\u6237\u5171\u4eab\u6587\u4ef6\u7684\u60c5\u51b5\uff0c\u5728\u7ed9\u6bcf\u4e2a\u4eba\u5206\u914d\u7528\u6237\u8d26\u6237\u662f\u4e0d\u73b0\u5b9e\u7684\u3002<br \/>\n\u5982\u679c\u8981\u4e0e\u4f17\u591a\u7528\u6237\u5171\u4eab\u6587\u4ef6\uff0c<br \/>\n\u53ef\u4ee5\u521b\u5efa\u4e00\u4e2a\u540d\u4e3a&#8221;anonymous&#8221;\u7684\u7528\u6237ID\uff0c\u5e76\u8bbe\u7f6e\u4efb\u610f\u5bc6\u7801\u6765\u767b\u5f55\u3002<br \/>\n\u8fd9\u88ab\u79f0\u4e3a\u533f\u540dFTP\u3002<\/p>\n<h2>SCP (\u5b89\u5168\u590d\u5236\u534f\u8bae)<\/h2>\n<p>SCP\u662f\u4e00\u79cd\u6587\u4ef6\u4f20\u8f93\u534f\u8bae\u3002<br \/>\nSCP\u901a\u8fc7\u79f0\u4e3aSSH\uff08SecureShell\uff09\u7684\u534f\u8bae\u5bf9\u7f51\u7edc\u8fdb\u884c\u52a0\u5bc6\uff0c\u5305\u62ec\u6240\u6709\u7f51\u7edc\u4e0a\u7684\u901a\u4fe1\uff0c\u5305\u62ec\u5bc6\u7801\u8ba4\u8bc1\uff0c\u5728SCP\u4e2d\u90fd\u88ab\u52a0\u5bc6\u3002<br \/>\n\u5982\u679c\u4f20\u8f93\u88ab\u4e2d\u65ad\uff0cSCP\u65e0\u6cd5\u4ece\u4e2d\u9014\u6062\u590d\u3002<br \/>\n&#8211; SCP\u662f\u901a\u8fc7SSH\uff08Secure Shell\uff09\u5b89\u5168\u4f20\u8f93\u6587\u4ef6\u7684\u534f\u8bae<br \/>\n&#8211; \u5305\u62ec\u5bc6\u7801\u7b49\u8ba4\u8bc1\u90e8\u5206\u5728\u5185\u7684\u6240\u6709\u7f51\u7edc\u4e0a\u7684\u901a\u4fe1\u90fd\u88ab\u52a0\u5bc6<\/p>\n<h2>\u8d85\u6587\u672c\u4f20\u8f93\u534f\u8bae (HTTP)<\/h2>\n<p>HTTP\u662f\u7528\u4e8e\u5728Web\u670d\u52a1\u5668\u548c\u5ba2\u6237\u7aef\u4e4b\u95f4\u8fdb\u884c\u901a\u4fe1\u7684\u534f\u8bae\u3002\u5b83\u7528\u4e8e\u4f20\u8f93HTML\u4e2d\u7684\u6587\u672c\u7b49\u5185\u5bb9\u3002\u901a\u4fe1\u6ca1\u6709\u52a0\u5bc6\u7684\u529f\u80fd\uff0c\u8fd9\u662f\u4e00\u4e2a\u7f3a\u70b9\u3002<\/p>\n<p>\u901a\u5e38\uff0c\u4f7f\u7528HTTP\u901a\u4fe1\u7684API\u88ab\u79f0\u4e3aWebAPI\u3002<\/p>\n<h3>\u4f7f\u7528GET\u65b9\u6cd5<\/h3>\n<p>\u5728\u4f7f\u7528API\u670d\u52a1\u65f6\uff0c\u83b7\u53d6\u6570\u636e\u9700\u8981\u4f7f\u7528HTTP\u901a\u4fe1\u7684\u65b9\u6cd5\u3002<\/p>\n<h3>\u63d0\u4ea4\u8bf7\u6c42\u7684\u65b9\u6cd5<\/h3>\n<p>\u5728\u8fdb\u884c\u6570\u636e\u901a\u4fe1\u65f6\u4f7f\u7528\u7684HTTP\u901a\u4fe1\u65b9\u6cd5<\/p>\n<h2>HTTPS\uff08\u8d85\u6587\u672c\u4f20\u8f93\u534f\u8bae\u5b89\u5168\u7248\uff09<\/h2>\n<p>\u30fb\u901a\u4fe1\u88ab\u52a0\u5bc6\u7684HTTP<br 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\/>\nhttps:\/\/zipcloud.ibsnet.co.jp\/api\/search?zipcode=4420001<\/p>\n<p>\u5728\u4e0a\u9762\u7684URL\u4e0a\u8fdb\u884c\u641c\u7d22\u65f6\uff0c\u4f1a\u8f93\u51fa\u4ee5\u4e0b\u7ed3\u679c\u3002<\/p>\n<p>{<br \/>\n&#8220;message&#8221;: null,<br \/>\n&#8220;results&#8221;: [<br \/>\n{<br \/>\n&#8220;address1&#8221;: &#8220;\u7231\u77e5\u53bf&#8221;,<br \/>\n&#8220;address2&#8221;: &#8220;\u4e30\u5ddd\u5e02&#8221;,<br \/>\n&#8220;address3&#8221;: &#8220;\u5343\u4e24\u753a&#8221;,<br \/>\n&#8220;kana1&#8221;: &#8220;\uff71\uff72\uff81\uff79\uff9d&#8221;,<br \/>\n&#8220;kana2&#8221;: &#8220;\uff84\uff96\uff76\uff9c\uff7c&#8221;,<br \/>\n&#8220;kana3&#8221;: &#8220;\uff81\uff77\uff9e\uff98\uff81\uff6e\uff73&#8221;,<br \/>\n&#8220;prefcode&#8221;: &#8220;23&#8221;,<br \/>\n&#8220;zipcode&#8221;: &#8220;4420001&#8221;<br \/>\n}<br \/>\n],<br \/>\n&#8220;status&#8221;: 200<br 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\/>\n\uff08\u5373\u4f7f\u6bcf\u884c\u7684\u5217\u6570\u4e0d\u540c\u4e5f\u6ca1\u6709\u95ee\u9898\uff09<\/p>\n<h4>\u6587\u4ef6<\/h4>\n<p>\u4ee5&#8221;\u6587\u6863&#8221;\u4e3a\u5355\u4f4d\u7ba1\u7406\u6570\u636e<br \/>\n\u6587\u6863\u7684\u7ed3\u6784\u53ef\u4ee5\u4efb\u610f\u8bbe\u5b9a<\/p>\n<h2>\u516d\u5341\u56db<\/h2>\n<h2>\u8868\u683c\u7684\u89c4\u8303\u5316<\/h2>\n<p>\u6d88\u9664\u6570\u636e\u7684\u91cd\u590d\uff0c\u4ece\u8868\u4e2d\u6d88\u9664\u5197\u4f59\uff0c\u8fd9\u6837\u53ef\u4ee5\u66f4\u5bb9\u6613\u5730\u8fdb\u884c\u6570\u636e\u7684\u6dfb\u52a0\u3001\u66f4\u65b0\u548c\u5220\u9664\u64cd\u4f5c\uff0c\u63d0\u9ad8\u7ef4\u62a4\u6548\u7387\u3002\u5728\u5173\u7cfb\u578b\u6570\u636e\u5e93\u8bbe\u8ba1\u4e2d\uff0c\u4f7f\u7528\u4e86\u201c\u89c4\u8303\u5316\u201d\u8fd9\u4e2a\u6982\u5ff5\u3002<\/p>\n<p>\u5728\u5173\u7cfb\u578b\u6570\u636e\u5e93\uff08RDB\uff09\u4e2d\uff0c\u4ece\u8868\u4e2d\u6d88\u9664\u5197\u4f59\u6216\u4e0d\u4e00\u81f4\u6027\u7684\u8fc7\u7a0b\u88ab\u79f0\u4e3a\u8868\u7684\u89c4\u8303\u5316\u3002<\/p>\n<h3>\u975e\u6b63\u898f\u5f62 &#8211; 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\/>\n\u6ee1\u8db3\u7b2c\u4e00\u8303\u5f0f\uff0c\u5e76\u5c06\u90e8\u5206\u7531\u975e\u4e3b\u952e\u4f9d\u8d56\u7684\u5185\u5bb9\u5206\u79bb\u5230\u53e6\u4e00\u5f20\u8868\u4e2d\u7684\u5f62\u5f0f\u88ab\u79f0\u4e3a\u7b2c\u4e8c\u8303\u5f0f\u3002<\/p>\n<p>\u628a\u8bb2\u5ea7\u4ee3\u7801\u548c\u8bb2\u5ea7\u540d\u79f0\u4ece\u539f\u59cb\u6570\u636e\u8868\u4e2d\u5206\u79bb\u51fa\u6765\uff0c\u751f\u6210\u4e24\u4e2a\u8868\u7684\u72b6\u6001\u3002<\/p>\n<p>A\u3055\u3093\u7684\u5e74\u9f84\u662f28\u5c81\uff0c\u8b1b\u5ea7\u7f16\u53f7\u4e3aBBBB\u7684\u662fB\u8b1b\u5ea7\u3002<\/p>\n<p>\u2193<br \/>\n\u4e3b\u952e<br \/>\n\u59d3\u540d \u5e74\u9f84 \u8bfe\u7a0b\u7f16\u53f7<br \/>\nA\u5148\u751f 28 BBBB<\/p>\n<p>\u975e\u5173\u952e\u8bfe\u7a0b\u7f16\u53f7 \u8bfe\u7a0b\u540d\u79f0<br \/>\nBBBB 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sh\u00ec)<\/h3>\n<p>\u5728\u4e00\u5bf9\u8f83\u5c11\u7684\u4eba\u4e2d\u662f\u6709\u7528\u7684\u3002\u53d1\u9001\u548c\u63a5\u6536\u6570\u636e\u7684\u4eba\u4f7f\u7528\u5171\u540c\u7684\u5bc6\u94a5\u8fdb\u884c\u52a0\u5bc6\u548c\u89e3\u5bc6\u3002\u6ca1\u6709\u8fd9\u4e2a\u5bc6\u94a5\u7684\u7b2c\u4e09\u65b9\u65e0\u6cd5\u77e5\u9053\u539f\u59cb\u6570\u636e\u3002\u5f53\u4e0e\u540c\u4e00\u63a5\u6536\u8005\u8fdb\u884c\u591a\u6b21\u901a\u4fe1\u65f6\uff0c\u5b83\u662f\u6709\u7528\u7684\u3002\u5171\u4eab\u5bc6\u94a5\u5bc6\u7801\u7cfb\u7edf\u9700\u8981\u5b89\u5168\u5730\u5c06\u5bc6\u94a5\u4f20\u9012\u7ed9\u5bf9\u65b9\uff0c\u4f46\u5728\u4e92\u8054\u7f51\u4e0a\u5b89\u5168\u5730\u5c06\u5171\u4eab\u5bc6\u94a5\u4f20\u9012\u7ed9\u5927\u591a\u6570\u4eba\u662f\u56f0\u96be\u7684\u95ee\u9898\u3002<\/p>\n<h3>\u516c\u958b\u5bc6\u9470\u52a0\u5bc6\u65b9\u5f0f<\/h3>\n<p>\u5728\u4e00\u5bf9\u591a\u7684\u60c5\u51b5\u4e0b\u5f88\u6709\u7528<br \/>\n\u91c7\u7528\u52a0\u5bc6\u548c\u89e3\u5bc6\u4f7f\u7528\u4e0d\u540c\u7684\u5bc6\u94a5<br \/>\n\u516c\u94a5\uff1a\u52a0\u5bc6<br \/>\n\u79c1\u94a5\uff1a\u89e3\u5bc6<br \/>\n\u63a5\u6536\u8005\u751f\u6210\u4e24\u4e2a\u5bc6\u94a5\uff08\u79c1\u94a5\u548c\u516c\u94a5\uff09\uff0c\u5c06\u516c\u94a5\u516c\u5f00\u7ed9\u4efb\u4f55\u53d1\u9001\u8005<br \/>\n\u6570\u636e\u7684\u53d1\u9001\u8005\u4f7f\u7528\u516c\u94a5\u8fdb\u884c\u52a0\u5bc6<br \/>\n\u52a0\u5bc6\u7684\u6570\u636e\u53ea\u80fd\u88ab\u5177\u5907\u79c1\u94a5\u7684\u4eba\u89e3\u5bc6\u3002<\/p>\n<h3>\u5b89\u5168\u5957\u63a5\u5b57\u5c42<\/h3>\n<p>\u5728\u4f7f\u7528\u4e92\u8054\u7f51\u901a\u4fe1\u7684\u52a0\u5bc6\u8fc7\u7a0b\u4e2d\uff0c\u53cc\u65b9\u91c7\u7528\u516c\u94a5\u52a0\u5bc6\u65b9\u5f0f\u8fdb\u884c\u901a\u4fe1\uff0c\u5e76\u5171\u4eab\u4e34\u65f6\u7684\u5171\u540c\u5bc6\u94a5\uff0c\u7136\u540e\u4f7f\u7528\u5171\u540c\u5bc6\u94a5\u52a0\u5bc6\u8fdb\u884c\u540e\u7eed\u7684\u52a0\u5bc6\u8fc7\u7a0b\u3002<\/p>\n<h2>\u516d\u5341\u516d<\/h2>\n<h2>\u54c8\u5e0c\u51fd\u6570<\/h2>\n<p>\u516c\u5f0fp169\u662f\u5c06\u7279\u5b9a\u7684\u5b57\u7b26\u4e32\u8f6c\u6362\u4e3a\u53e6\u4e00\u4e2a\u6570\u503c\u5b57\u7b26\u4e32\u7684\u51fd\u6570\u3002\u8be5\u51fd\u6570\u901a\u8fc7\u4e00\u7cfb\u5217\u9884\u5b9a\u7684\u6b65\u9aa4\u5bf9\u8f93\u5165\u503c\u8fdb\u884c\u8ba1\u7b97\uff0c\u5e76\u8fd4\u56de\u4e00\u4e2a\u56fa\u5b9a\u957f\u5ea6\u7684\u8f93\u51fa\u503c\u3002\u54c8\u5e0c\u51fd\u6570\u65e0\u8bba\u8f93\u5165\u7684\u957f\u5ea6\u5982\u4f55\u90fd\u4f1a\u8fd4\u56de\u56fa\u5b9a\u957f\u5ea6\u7684\u8f93\u51fa\u503c\u3002\u76f8\u540c\u7684\u8f93\u5165\u5fc5\u5b9a\u4f1a\u8fd4\u56de\u76f8\u540c\u7684\u8f93\u51fa\u3002<\/p>\n<p>ABCDEFG\u8fd9\u4e2a\u5b57\u7b26\u4e32\u53ef\u4ee5\u901a\u8fc7\u54c8\u5e0c\u51fd\u6570\u8f6c\u6362\u6210\u53e6\u4e00\u4e2a\u5b57\u7b26\u4e328E5A\u3002<br \/>\n\u54c8\u5e0c\u51fd\u6570\u5177\u6709\u4e0d\u53ef\u9006\u7684\u7279\u6027\uff0c\u4e0d\u80fd\u901a\u8fc78E5A\u53cd\u5411\u8f6c\u6362\u56deABCDEFG\u3002<br \/>\n\u901a\u8fc7\u54c8\u5e0c\u51fd\u6570\u8f6c\u6362\u540e\u7684\u503c\u88ab\u79f0\u4e3a\u6458\u8981\u503c\u6216\u54c8\u5e0c\u503c\u3002<\/p>\n<p>\u5373\u4f7f\u539f\u59cb\u6570\u636e\u7a0d\u6709\u4e0d\u540c\uff0c\u54c8\u5e0c\u503c\u4e5f\u4f1a\u5b8c\u5168\u8f6c\u5316\u4e3a\u4e0d\u540c\u7684\u503c\u3002<br \/>\nABCDEFG\u21e8\uff18E5A<br \/>\nACBDEFG\u21e8\uff19G7H<\/p>\n<p>\u54c8\u5e0c\u51fd\u6570\u4e5f\u7528\u4e8e\u6570\u636e\u68c0\u7d22\u3002<br \/>\n\u54c8\u5e0c\u51fd\u6570\u8fd8\u7528\u4e8e\u6784\u5efa\u6570\u636e\u7be1\u6539\u68c0\u6d4b\u673a\u5236\u3002<br \/>\n\u54c8\u5e0c\u51fd\u6570\u5c06\u6570\u636e\u8f6c\u6362\u4e3a\u53e6\u4e00\u79cd\u8868\u793a\u5f62\u5f0f\u3002<br \/>\n\u54c8\u5e0c\u51fd\u6570\u7528\u4e8e\u5728\u6570\u636e\u5e93\u4e2d\u5bfb\u627e\u91cd\u590d\u8bb0\u5f55\u3002<br \/>\n\u54c8\u5e0c\u51fd\u6570\u5c06\u8f93\u5165\u7684\u5b57\u7b26\u4e32\u8f6c\u6362\u5e76\u4e0e\u9884\u5148\u8f6c\u6362\u7684\u6b63\u786e\u5b57\u7b26\u4e32\u8fdb\u884c\u6bd4\u8f83\u3002<br \/>\n\u54c8\u5e0c\u51fd\u6570\u7528\u4e8e\u4ece\u6570\u636e\u96c6\u4e2d\u627e\u5230\u7279\u5b9a\u7684\u6570\u636e\u3002<\/p>\n<p>\u54c8\u5e0c\u51fd\u6570\u4e0d\u7528\u4e8e\u53bb\u9664\u566a\u97f3\u7684\u76ee\u7684\u3002<\/p>\n<h2>67 &#8211; \u516d\u5341\u4e03<\/h2>\n<p>\u516c\u5f0f p\uff11\uff17\uff19, \uff12\uff11\uff14, \uff12\uff11\uff15\u7684\u91ca\u4e49\u662f\u4ec0\u4e48\uff1f<\/p>\n<h2>\u4e2a\u4eba\u4fe1\u606f\u4fdd\u62a4<\/h2>\n<h3>GDPR\uff08\u901a\u7528\u6570\u636e\u4fdd\u62a4\u6761\u4f8b\uff09<\/h3>\n<h3>\u6b27\u76df\u4e00\u822c\u6570\u636e\u4fdd\u62a4\u6761\u4f8b<\/h3>\n<p>\u5728\u4e2d\u56fd\uff0c\u4e2a\u4eba\u6570\u636e\u7684\u8bc6\u522b\u3001\u5b89\u5168\u4fdd\u969c\u65b9\u6cd5\u3001\u900f\u660e\u6027\u8981\u6c42\u3001\u6cc4\u9732\u68c0\u6d4b\u548c\u62a5\u544a\u65b9\u6cd5\u7b49\u8be6\u7ec6\u8981\u6c42\u5df2\u88ab\u89c4\u5b9a\u3002\u7531\u4e8e\u9002\u7528\u4e8e\u6b27\u76df\u5c45\u6c11\uff0c\u56e0\u6b64\u5728\u65e5\u672c\uff0c\u5982\u679c\u6d89\u53ca\u5904\u7406\u9762\u5411\u6d77\u5916\u7684\u7535\u5b50\u5546\u52a1\u6216\u6709\u6d77\u5916\u8bbf\u95ee\u7684\u670d\u52a1\uff0c\u5219\u9700\u8981\u8fdb\u884c\u76f8\u5e94\u7684\u9002\u5e94\u3002\u8fd9\u5728\u65e5\u672c\u5f15\u8d77\u4e86\u5f88\u5927\u7684\u5173\u6ce8\uff0c\u56e0\u4e3a\u5b83\u4e5f\u9002\u7528\u4e8e\u5728\u6b27\u76df\u5883\u5916\u63d0\u4f9b\u670d\u52a1\u7684\u4f01\u4e1a\u3002<\/p>\n<p>\u6839\u636e\u6b27\u6d32\u59d4\u5458\u4f1a\u7684\u89c4\u5b9a\uff0c\u7981\u6b62\u5c06\u4e2a\u4eba\u6570\u636e\u8f6c\u79fb\u5230\u672a\u5177\u5907\u4e0e\u6b27\u76df\u76f8\u7b49\u7684\u4e2a\u4eba\u4fe1\u606f\u4fdd\u62a4\u6c34\u5e73\u7684\u5730\u533a\u3002\u4f46\u53ea\u8981\u88ab\u8ba4\u5b9a\u4e3a\u201c\u4e0e\u6b27\u76df\u5883\u5185\u5177\u6709\u76f8\u7b49\u4e2a\u4eba\u4fe1\u606f\u4fdd\u62a4\u6c34\u5e73\u7684\u56fd\u5bb6\u201d\uff0c\u5c31\u53ef\u4ee5\u5141\u8bb8\u6570\u636e\u7684\u8f6c\u79fb\u3002<\/p>\n<h3>CCPA\uff08\u52a0\u5229\u798f\u5c3c\u4e9a\u6d88\u8d39\u8005\u9690\u79c1\u6cd5\uff09<\/h3>\n<h3>\u52a0\u5229\u798f\u5c3c\u4e9a\u5dde\u6d88\u8d39\u8005\u9690\u79c1\u6cd5<\/h3>\n<p>\u4ece2020\u5e74\u5f00\u59cb\u5b9e\u65bd<br \/>\n\u5728\u9690\u79c1\u4fdd\u62a4\u65b9\u9762\uff0c\u5b83\u7c7b\u4f3c\u4e8eGDPR\u6cd5\u89c4\uff0c\u5e76\u4e14\u5728\u7f8e\u56fd\u5404\u5dde\u4e5f\u901a\u8fc7\u4e86\u7c7b\u4f3c\u7684\u6cd5\u6848\u3002<\/p>\n<h3>\u4fee\u6539\u4e2a\u4eba\u4fe1\u606f\u4fdd\u62a4\u6cd5<\/h3>\n<p>\u9884\u8ba1\u57282022\u5e74\uff0c\u65e5\u672c\u5c06\u5b9e\u65bd\u4fee\u8ba2\u4e2a\u4eba\u4fe1\u606f\u4fdd\u62a4\u6cd5\u3002\u8fd9\u9879\u6cd5\u5f8b\u6db5\u76d6\u4e86\u52a0\u5f3a\u6743\u5229\u4fdd\u62a4\u3001\u52a0\u5927\u4f01\u4e1a\u8d23\u4efb\u3001\u52a0\u5f3a\u8fdd\u53cd\u6cd5\u89c4\u7684\u5904\u7f5a\u529b\u5ea6\u4ee5\u53ca\u5173\u4e8e\u7b2c\u4e09\u65b9\u63d0\u4f9b\u6570\u636e\u89c4\u5219\u7b49\u65b9\u9762\uff0c\u540c\u65f6\u4e5f\u6db5\u76d6\u4e86\u5bf9\u6570\u636e\u5229\u7528\u65b9\u5f0f\u7684\u89c4\u5b9a\u3002<\/p>\n<p>\u9884\u8ba1\u57282021\u5e74\u81f32022\u5e74\u671f\u95f4\uff0c\u5404\u884c\u4e1a\u5c06\u4f1a\u5236\u5b9a\u5e76\u7ed9\u51fa\u4f01\u4e1a\u5e94\u8be5\u9075\u5b88\u7684\u89c4\u5b9a\u4ee5\u53ca\u5177\u4f53\u4e8b\u4f8b\u7684\u6307\u5bfc\u65b9\u9488\u3002<\/p>\n<h3>\u80f6\u6c34<\/h3>\n<p>\u4f7f\u7528\u4e8e\u8bed\u8a00\u7406\u89e3\u4efb\u52a1\u7684\u57fa\u51c6\u6d4b\u8bd5\u7684\u540d\u79f0\u3002<\/p>\n<h3>\u5176\u4ed6<\/h3>\n<p>\u627f\u8ba4\u65e5\u672c\u5df2\u88ab\u8ba4\u5b9a\u4e3a\u4e0e\u6b27\u76df\u8303\u56f4\u5185\u5177\u6709\u76f8\u540c\u7684\u4e2a\u4eba\u4fe1\u606f\u4fdd\u62a4\u6c34\u5e73\uff0c\u8be5\u8ba4\u5b9a\u79f0\u4e3a&#8221;\u5341\u5206\u6027\u8ba4\u5b9a&#8221;\u3002<\/p>\n<h2>68 \u516d\u5341\u516b<\/h2>\n<p>\u516c\u5f0fp178<\/p>\n<h2>\u6570\u636e\u4f26\u7406<\/h2>\n<h3>ELS I \u7684\u4e2d\u6587\u540c\u4e49\u8868\u8fbe\u5982\u4e0b\uff1a<\/h3>\n<p>ELS \u56fd\u9645\u4eba\u7c7b\u79d1\u5b66\u4f26\u7406\u5b66\u4e2d\u5fc3<\/p>\n<p>\u5f53\u5b9e\u65bd\u65b0\u7684\u79d1\u5b66\u6280\u672f\u5230\u793e\u4f1a\u65f6\uff0c\u5e94\u7efc\u5408\u8003\u8651\u9664\u6280\u672f\u95ee\u9898\u4e4b\u5916\u7684\u6240\u6709\u95ee\u9898\uff0c\u5305\u62ec\u4f26\u7406\u95ee\u9898\u3001\u6cd5\u5f8b\u95ee\u9898\u548c\u793e\u4f1a\u95ee\u9898\u7b49\u3002\u8fd9\u662f\u4e00\u79cd\u89c2\u70b9\u3002\u903b\u8f91\u95ee\u9898\u3001\u6cd5\u5f8b\u95ee\u9898\u548c\u793e\u4f1a\u95ee\u9898\uff08Ethical, Legal and Social Issues\uff09\u7684\u9996\u5b57\u6bcd\u7f29\u5199\u3002\u5185\u9601\u5e9c\u4e8e2019\u5e74\u53d1\u5e03\u7684&#8221;\u4ee5\u4eba\u4e3a\u4e2d\u5fc3\u7684\u4eba\u5de5\u667a\u80fd\u793e\u4f1a\u539f\u5219&#8221;\u4e5f\u90e8\u5206\u53cd\u6620\u4e86\u653f\u5e9c\u5bf9\u6570\u636e\u4f26\u7406\u95ee\u9898\u7684\u610f\u613f\u3002<\/p>\n<h3>\u4eba\u7c7b\u57fa\u56e0\u7ec4\u8ba1\u5212 (HGP)<\/h3>\n<p>\u5728\u7f8e\u56fd\u653f\u5e9c\u8d44\u52a9\u7684\u4eba\u7c7b\u57fa\u56e0\u7ec4\u8ba1\u5212\u4e2d\uff0c\u9996\u6b21\u4f7f\u7528\u4e86ELSI\u3002<\/p>\n<h2>\u8fdd\u89c4\u884c\u4e3a<\/h2>\n<h3>\u4f2a\u9020<\/h3>\n<p>\u521b\u5efa\u4e0d\u5b58\u5728\u7684\u6570\u636e<\/p>\n<h3>\u7be1\u6539<\/h3>\n<p>\u6570\u636e\u7be1\u6539\u3001\u4f2a\u9020<\/p>\n<h3>\u4fb5\u72af\u4ed6\u4eba\u6743\u76ca<\/h3>\n<p>\u672a\u7ecf\u9002\u5f53\u5f15\u7528\uff0c\u4f7f\u7528\u4ed6\u4eba\u7684\u60f3\u6cd5\u548c\u6570\u636e\u3002<\/p>\n<h3>BERT\uff08\u5167\u5bb9\u8fa8\u8b58\u8f49\u63db\u5668\uff09<\/h3>\n<p>\u7531Google\u5f00\u53d1\u7684\u4e00\u79cd\u57fa\u4e8eTransformer\u7684\u673a\u5668\u5b66\u4e60\u65b9\u6cd5\uff0c\u7528\u4e8e\u81ea\u7136\u8bed\u8a00\u5904\u7406\uff08NLP\uff09\u7684\u9884\u8bad\u7ec3\u3002BERT\u662f\u7531Google\u7684Jacob Devlin\u53ca\u5176\u540c\u4e8b\u4e8e2018\u5e74\u521b\u4f5c\u5e76\u516c\u5f00\u7684\u3002\u622a\u81f32019\u5e74\uff0cGoogle\u6b63\u5728\u5229\u7528BERT\u6765\u52a0\u6df1\u5bf9\u7528\u6237\u641c\u7d22\u7684\u7406\u89e3\u3002<\/p>\n<h3>\u84dd\u8272<\/h3>\n<p>BLEU\uff08Bilingual Evaluation Understudy\uff09\u662f\u4e00\u79cd\u7528\u4e8e\u8bc4\u4f30\u4ece\u4e00\u79cd\u81ea\u7136\u8bed\u8a00\u7ffb\u8bd1\u6210\u53e6\u4e00\u79cd\u81ea\u7136\u8bed\u8a00\u7684\u673a\u5668\u7ffb\u8bd1\u6587\u672c\u8d28\u91cf\u7684\u7b97\u6cd5\u3002<\/p>\n<h3>LSI (\u6f5c\u5728\u8bed\u4e49\u7d22\u5f15)<\/h3>\n<p>LSI\u662f\u201cLarge Scale Integration\uff08\u5927\u89c4\u6a21\u96c6\u6210\u7535\u8def\uff09\u201d\u7684\u7f29\u5199\u3002\u5b83\u662f\u7531\u6676\u4f53\u7ba1\u3001\u4e8c\u6781\u7ba1\u3001\u65e0\u6e90\u5143\u4ef6\u7b49\u7ec4\u6210\u7684\u7535\u5b50\u7535\u8def\u90e8\u4ef6\uff0c\u53ef\u4ee5\u5b9e\u73b0\u590d\u6742\u7684\u529f\u80fd\u3002\u901a\u5e38\u4f7f\u7528\u7845\u7b49\u534a\u5bfc\u4f53\u6750\u6599\u6765\u6784\u6210\u3002<\/p>\n<h2>\u4e03\u5341\u4e09<\/h2>\n<p>\u7b2c177\u4e2a\u516c\u5f0f<\/p>\n<h3>\u4e00\u6761\u4fe1\u606f<\/h3>\n<p>\u6211\u6536\u96c6\u7684\u6570\u636e\uff0c\u5305\u62ec\u81ea\u5df1\u8fdb\u884c\u7684\u8c03\u67e5\u95ee\u5377\u548c\u8bbf\u8c08\u7ed3\u679c\u7b49\uff0c\u662f\u5b9e\u9645\u6536\u96c6\u548c\u7ecf\u5386\u7684\u4fe1\u606f\u3002<br \/>\n&#8220;\u6211\u81ea\u5df1\u6536\u96c6\u7684\u6570\u636e&#8221;<\/p>\n<h3>\u518d\u6b21\u83b7\u5f97\u7684\u4fe1\u606f<\/h3>\n<p>\u6839\u636e\u5176\u4ed6\u4f5c\u8005\u7f16\u5199\u7684\u4e66\u7c4d\u6216\u8bba\u6587\u4e2d\u5305\u542b\u7684\u8c03\u67e5\u7ed3\u679c\uff0c\u4ee5\u53ca\u4ece\u5176\u4ed6\u516c\u53f8\u83b7\u53d6\u7684\u4fe1\u606f\u548c\u4e34\u65f6\u4fe1\u606f\u7f16\u8f91\u7684\u4fe1\u606f\uff0c\u5373\u6240\u8c13&#8221;\u516c\u5f00\/\u9500\u552e\u7684\u6570\u636e&#8221;\u3002<\/p>\n<h3>\u4e09\u4e2a\u6d88\u606f<\/h3>\n<p>\u627e\u4e0d\u5230\u50cf\u4f20\u95fb\u4e00\u6837\u7684\u6d88\u606f\u6765\u6e90\u7684\u4fe1\u606f\u3002<\/p>\n<h3>\u624b\u5199\u6570\u5b57\u6570\u636e\u5e93MNIST<\/h3>\n<p>\u8fd9\u662f\u624b\u5199\u6570\u5b57\u56fe\u50cf\u7684\u5f00\u653e\u6570\u636e\u96c6\uff0c\u5305\u542b\u4e866\u4e07\u5f20\u7528\u4e8e\u8bad\u7ec3\u7684\u56fe\u50cf\u548c1\u4e07\u5f20\u7528\u4e8e\u6d4b\u8bd5\u7684\u56fe\u50cf\u3002<\/p>\n<h3>RESAS\u53ef\u4ee5\u7528\u4e2d\u6587\u7ffb\u8bd1\u4e3a&#8221;\u533a\u57df\u7ecf\u6d4e\u7ed3\u6784\u5206\u6790\u7cfb\u7edf&#8221;\u3002<\/h3>\n<p>\u8fd9\u662f\u7531\u65e5\u672c\u7ecf\u6d4e\u4ea7\u4e1a\u7701\u548c\u5185\u9601\u5b98\u623f\u63d0\u4f9b\u7684\u5730\u533a\u7ecf\u6d4e\u5206\u6790\u7cfb\u7edf\uff0c\u4e0d\u662f\u57fa\u4e8e\u56fe\u50cf\u7684\u5f00\u653e\u6570\u636e\u3002<\/p>\n<h2>\u8fd9\u662f\u4e2d\u56fd\u4eba\u8457\u540d\u7684\u7cbe\u795e\u53d1\u5c55\u7406\u8bba\u4e4b\u4e00\u3002<\/h2>\n<h2>\u5173\u4e8e\u6570\u636e\u548c\u4eba\u5de5\u667a\u80fd\u7684\u5229\u7528\u7684\u6cd5\u5f8b<\/h2>\n<h3>\u81ea\u613f\u9009\u62e9\u53c2\u4e0e<\/h3>\n<p>\u5e0c\u671b\u53c2\u52a0\u7684\u624b\u7eed\u975e\u53c2\u52a0\u5219\u4e0d\u53ef\u80fd\u3002<br \/>\n\u82e5\u672a\u83b7\u5f97\u4f7f\u7528\u6570\u636e\u7684\u8bb8\u53ef\uff0c\u5219\u4e0d\u80fd\u4f7f\u7528\u8be5\u6570\u636e\u3002<\/p>\n<h3>\u4e0d\u53c2\u4e0e<\/h3>\n<p>\u5f53\u4e2a\u4eba\u4fe1\u606f\u6ee1\u8db3\u4e00\u5b9a\u6761\u4ef6\u65f6\uff0c\u53ef\u5728\u672a\u7ecf\u672c\u4eba\u540c\u610f\u7684\u60c5\u51b5\u4e0b\u5411\u7b2c\u4e09\u65b9\u63d0\u4f9b\u7684\u5236\u5ea6\uff0c\u53d7\u4e2a\u4eba\u4fe1\u606f\u4fdd\u62a4\u6cd5\u6240\u89c4\u5b9a\u3002<\/p>\n<p>\u9009\u62e9\u62d2\u7edd\u7684\u7ecf\u8425\u8005\u6709\u4e49\u52a1\u5411\u5185\u9601\u5e9c\u673a\u6784\u2014\u2014\u4e2a\u4eba\u4fe1\u606f\u4fdd\u62a4\u59d4\u5458\u4f1a\u63d0\u4ea4\u5fc5\u8981\u4e8b\u9879\u767b\u8bb0\u3002<\/p>\n<p>\u5982\u679c\u6709\u4f01\u4e1a\u901a\u8fc7\u9009\u62e9\u9000\u51fa\u9009\u9879\u516c\u5f00\u4e2a\u4eba\u4fe1\u606f\uff0c\u90a3\u4e48\u5f53\u8be5\u4f01\u4e1a\u6536\u5230\u4e2a\u4eba\u4fe1\u606f\u4e3b\u4f53\u7684\u8981\u6c42\u65f6\uff0c\u5fc5\u987b\u505c\u6b62\u516c\u5f00\u3002<\/p>\n<p>\u65e0\u6cd5\u901a\u8fc7\u9009\u62e9\u9000\u51fa\u6765\u63d0\u4f9b\u4e2a\u4eba\u4fe1\u606f\u3002<\/p>\n<p>\u6211\u5e0c\u671b\u53c2\u52a0\u4e5f\u5e0c\u671b\u80fd\u591f\u4e0d\u53c2\u52a0\u7684\u624b\u7eed<br \/>\n\u5982\u679c\u4e0d\u5e0c\u671b\u53c2\u52a0\uff0c\u57fa\u672c\u4e0a\u5c31\u5fc5\u987b\u53c2\u52a0<br \/>\n\u5982\u679c\u5e0c\u671b\u4e0d\u4f7f\u7528\u6570\u636e\uff0c\u8bf7\u52a1\u5fc5\u5c06\u6570\u636e\u5220\u9664<br \/>\n\u6b64\u5916\uff0c\u4e5f\u5fc5\u987b\u5efa\u7acb\u4e00\u4e2a\u53ef\u4ee5\u8868\u793a\u4e0d\u4f7f\u7528\u6570\u636e\u7684\u673a\u5236<\/p>\n<p>\u5982\u679c\u8981\u5411\u7b2c\u4e09\u65b9\u63d0\u4f9b\u4e2a\u4eba\u4fe1\u606f\uff0c<br \/>\n\u539f\u5219\u4e0a\uff0c\u9700\u8981\u4e8b\u5148\u83b7\u5f97\u672c\u4eba\u7684\u540c\u610f\u3002<br \/>\n\u5982\u679c\u6ca1\u6709\u5f97\u5230\u672c\u4eba\u7684\u540c\u610f\uff0c\u5219\u9700\u8981\u8fdb\u884c\u9009\u62e9\u9000\u51fa\u7a0b\u5e8f\u3002<\/p>\n<p>\u6839\u636e\u672c\u4eba\u7684\u8981\u6c42\uff0c\u5e94\u5f53\u505c\u6b62\u63d0\u4f9b\u672c\u4eba\u7684\u6570\u636e\u3002<br \/>\n\u4f7f\u672c\u4eba\u80fd\u591f\u8f7b\u6613\u5730\u4e86\u89e3\u6b64\u4e8b\u7684\u72b6\u6001\u3002<br \/>\n\u2460 \u4f5c\u4e3a\u7b2c\u4e09\u65b9\u63d0\u4f9b\u7684\u76ee\u7684\u3002<br \/>\n\u2461 \u63d0\u4f9b\u7684\u4e2a\u4eba\u8d44\u6599\u9879\u76ee\u3002<br \/>\n\u2462 \u63d0\u4f9b\u7684\u65b9\u5f0f\u3002<br \/>\n\u2463 \u6839\u636e\u672c\u4eba\u7684\u8981\u6c42\u505c\u6b62\u63d0\u4f9b\u3002<br \/>\n\u2464 \u63a5\u6536\u672c\u4eba\u7684\u8981\u6c42\u7684\u65b9\u5f0f\u3002<\/p>\n<p>\u5c06\u672c\u4eba\u901a\u77e5\u7684\u4e8b\u9879\u62a5\u544a\u7ed9\u4e2a\u4eba\u4fe1\u606f\u4fdd\u62a4\u59d4\u5458\u4f1a<br \/>\n\uff08\u4e2a\u4eba\u4fe1\u606f\u4fdd\u62a4\u59d4\u5458\u4f1a\u5c06\u6b64\u516c\u5f00\uff09<\/p>\n<h2>76<\/h2>\n<h3>SCAMPER\uff08\u66ff\u4ee3 \u7ec4\u5408 \u9002\u5e94 \u4fee\u6539 \u653e\u7f6e \u6dd8\u6c70 \u53cd\u8f6c\uff08\u91cd\u65b0\u6392\u5217\uff09\uff09<\/h3>\n<p>\u7528\u4e8e\u5927\u89c4\u6a21\u751f\u4ea7\u521b\u610f\u7684\u6846\u67b6\u3002<\/p>\n<p>\u8bf7\u63d0\u4f9b\u66f4\u591a\u7684\u4e0a\u4e0b\u6587\u4fe1\u606f\u4ee5\u4fbf\u8fdb\u884c\u51c6\u786e\u7684\u7ffb\u8bd1\u3002<\/p>\n<h2>\u4e03\u5341\u516b<\/h2>\n<h3>\u6982\u5ff5\u9a8c\u8bc1 (Gai Nian Yan Zheng)<\/h3>\n<p>\u5728\u65e5\u8a9e\u4e2d\uff0c\u8fd9\u88ab\u79f0\u4e3a\u6982\u5ff5\u9a8c\u8bc1\u3002<br \/>\n\u5728AI\u5f00\u53d1\u4e2d\uff0c\u901a\u8fc7PoC\uff08\u6982\u5ff5\u9a8c\u8bc1\uff09\u8fdb\u884cAI\u6a21\u578b\u7684\u6784\u5efa\u3001\u8bc4\u4f30\u6027\u80fd\u3001\u786e\u8ba4\u5728\u5b9e\u9645\u8fd0\u8425\u4e2dAI\u6a21\u578b\u7684\u53ef\u884c\u6027\u7b49\u3002<\/p>\n<h3>RFM\u5206\u6790\u7684\u6982\u5ff5\u662f\u5bf9\u5ba2\u6237\u8fdb\u884c\u7ec6\u5206\uff0c\u4ee5\u4fbf\u66f4\u597d\u5730\u4e86\u89e3\u4ed6\u4eec\u7684\u9700\u6c42\u548c\u884c\u4e3a\u6a21\u5f0f\u3002<\/h3>\n<p>\u7528\u4e8e\u6df1\u5316\u5bf9\u5ba2\u6237\u7406\u89e3\u7684\u5206\u6790\u65b9\u6cd5<br \/>\n\u8fdb\u884c\u5ba2\u6237\u5206\u5272<\/p>\n<h3>\u5173\u8054\u5206\u6790<\/h3>\n<p>\u5206\u6790\u4e8b\u8c61\u5173\u8054\u6027\u7684\u65b9\u6cd5<br 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