{"id":189304,"date":"2024-05-09T17:32:03","date_gmt":"2024-05-09T09:32:03","guid":{"rendered":"https:\/\/docs.pingcode.com\/ask\/ask-ask\/189304.html"},"modified":"2024-05-09T17:32:06","modified_gmt":"2024-05-09T09:32:06","slug":"%e5%a4%a7%e6%95%b0%e6%8d%ae%e5%88%86%e6%9e%90%e3%80%81%e6%9c%ba%e5%99%a8%e5%ad%a6%e4%b9%a0%e5%92%8c%e5%9b%be%e5%83%8f%e5%a4%84%e7%90%86%e5%93%aa%e4%b8%aa%e6%9b%b4%e5%8a%a0%e5%ae%b9%e6%98%93%e5%85%a5","status":"publish","type":"post","link":"https:\/\/docs.pingcode.com\/ask\/ask-ask\/189304.html","title":{"rendered":"\u5927\u6570\u636e\u5206\u6790\u3001\u673a\u5668\u5b66\u4e60\u548c\u56fe\u50cf\u5904\u7406\u54ea\u4e2a\u66f4\u52a0\u5bb9\u6613\u5165\u95e8"},"content":{"rendered":"<p style=\"text-align:center\"><img decoding=\"async\" src=\"https:\/\/cdn-kb.worktile.com\/kb\/wp-content\/uploads\/2024\/04\/26095350\/c106403a-6f5b-4089-a08b-150580ec91c7.webp\" alt=\"\u5927\u6570\u636e\u5206\u6790\u3001\u673a\u5668\u5b66\u4e60\u548c\u56fe\u50cf\u5904\u7406\u54ea\u4e2a\u66f4\u52a0\u5bb9\u6613\u5165\u95e8\" \/><\/p>\n<p><p><strong>\u5927\u6570\u636e\u5206\u6790\u3001<a href=\"https:\/\/docs.pingcode.com\/ask\/59192.html\" target=\"_blank\">\u673a\u5668\u5b66\u4e60<\/a>\u4e0e\u56fe\u50cf\u5904\u7406<\/strong> \u5f53\u4e2d\uff0c<strong>\u5927\u6570\u636e\u5206\u6790<\/strong>\u901a\u5e38\u88ab\u770b\u4f5c\u76f8\u5bf9\u66f4\u6613\u5165\u95e8\u3002\u8fd9\u662f\u56e0\u4e3a\u5927\u6570\u636e\u5206\u6790\u4fa7\u91cd\u4e8e\u6570\u636e\u7406\u89e3\u548c\u89e3\u91ca\uff0c\u800c\u673a\u5668\u5b66\u4e60\u548c\u56fe\u50cf\u5904\u7406\u5219\u901a\u5e38\u6d89\u53ca\u66f4\u590d\u6742\u7684\u7b97\u6cd5\u548c\u6570\u5b66\u57fa\u7840\u3002\u7279\u522b\u662f\u5bf9\u4e8e\u521d\u5b66\u8005\u6765\u8bf4\uff0c\u5927\u6570\u636e\u5206\u6790\u7684\u95e8\u69db\u76f8\u6bd4\u5176\u4ed6\u4e24\u8005\u6765\u8bf4\u8f83\u4f4e\u3002<\/p>\n<\/p>\n<p><p><strong>\u5927\u6570\u636e\u5206\u6790<\/strong>\u7684\u5165\u95e8\u901a\u5e38\u8981\u6c42\u7406\u89e3\u57fa\u7840\u7684\u7edf\u8ba1\u6982\u5ff5\u3001\u6570\u636e\u5e93\u77e5\u8bc6\u548c\u4e00\u4e9b\u6570\u636e\u5904\u7406\u7684\u5de5\u5177\u548c\u6280\u672f\u3002\u76f4\u89c2\u4e0a\uff0c\u6570\u636e\u5206\u6790\u53ef\u4ee5\u4ece\u7b80\u5355\u7684\u6570\u636e\u96c6\u64cd\u4f5c\u5f00\u59cb\u5b66\u4e60\uff0c\u9010\u6b65\u6d89\u53ca\u66f4\u591a\u7684\u7edf\u8ba1\u5206\u6790\u6280\u5de7\u3002\u76f8\u5bf9\u6765\u8bf4\uff0c\u5165\u95e8\u8005\u53ef\u4ee5\u901a\u8fc7\u4f7f\u7528\u5404\u79cd\u6570\u636e\u53ef\u89c6\u5316\u5de5\u5177\u5feb\u901f\u770b\u5230\u81ea\u5df1\u7684\u5de5\u4f5c\u6210\u679c\uff0c\u8fd9\u79cd\u5373\u65f6\u53cd\u9988\u5bf9\u4e8e\u63d0\u4f9b\u5b66\u4e60\u52a8\u529b\u7279\u522b\u6709\u5e2e\u52a9\u3002<\/p>\n<\/p>\n<p><h3>\u4e00\u3001\u5927\u6570\u636e\u5206\u6790\u5165\u95e8\u57fa\u7840<\/h3>\n<\/p>\n<p><p><strong>\u5927\u6570\u636e\u5206\u6790<\/strong>\u7684\u521d\u5b66\u8005\u901a\u5e38\u9700\u8981\u638c\u63e1\u7684\u57fa\u672c\u77e5\u8bc6\u5305\u62ec<strong>\u6570\u636e\u91c7\u96c6\u3001\u6570\u636e\u6e05\u6d17\u3001\u6570\u636e\u5b58\u50a8\u3001\u6570\u636e\u67e5\u8be2\u3001\u6570\u636e\u5206\u6790\u53ca\u53ef\u89c6\u5316<\/strong>\u3002\u8d77\u521d\uff0c\u53ef\u4ee5\u901a\u8fc7\u5b66\u4e60Excel\u6216\u8005Google Sheets\u8fd9\u6837\u7684\u7535\u5b50\u8868\u683c\u5de5\u5177\u7684\u9ad8\u7ea7\u529f\u80fd\u5f00\u59cb\uff0c\u6bd4\u5982\u4f7f\u7528\u516c\u5f0f\u8fdb\u884c\u8ba1\u7b97\u3001\u8fdb\u884c\u6392\u5e8f\u548c\u7b5b\u9009\u3001\u4f7f\u7528\u56fe\u8868\u529f\u80fd\u7b49\u3002\u968f\u540e\uff0c\u53ef\u4ee5\u901a\u8fc7\u5b66\u4e60SQL\u6765\u8fdb\u884c\u66f4\u590d\u6742\u7684\u6570\u636e\u67e5\u8be2\u548c\u64cd\u4f5c\uff0c\u7136\u540e\u4e86\u89e3\u5982\u4f55\u4f7f\u7528Python\u6216R\u8bed\u8a00\u8fdb\u884c\u6570\u636e\u5206\u6790\u3002<\/p>\n<\/p>\n<p><p>\u6570\u636e\u6e05\u6d17\u662f\u5927\u6570\u636e\u5206\u6790\u4e0d\u53ef\u6216\u7f3a\u7684\u4e00\u90e8\u5206\uff0c\u5b83\u6d89\u53ca\u5230\u7684\u64cd\u4f5c\u5305\u62ec\u5904\u7406\u7f3a\u5931\u503c\u3001\u5f02\u5e38\u503c\u548c\u91cd\u590d\u6570\u636e\u3002\u5165\u95e8\u8005\u53ef\u4ee5\u4f7f\u7528\u5982Pandas\u8fd9\u6837\u7684\u5e93\uff0c\u6765\u66f4\u4fbf\u6377\u5730\u8fdb\u884c\u6570\u636e\u6e05\u6d17\u4e0e\u51c6\u5907\u5de5\u4f5c\u3002\u5927\u6570\u636e\u5206\u6790\u8fd8\u9700\u4e86\u89e3\u57fa\u7840\u7684\u7edf\u8ba1\u5b66\u539f\u7406\uff0c\u5982\u5747\u503c\u3001\u4e2d\u4f4d\u6570\u3001\u6807\u51c6\u5dee\u7b49\u7edf\u8ba1\u6027\u6307\u6807\u7684\u8ba1\u7b97\u53ca\u5176\u89e3\u91ca\uff0c\u4ee5\u53ca\u56de\u5f52\u5206\u6790\u3001\u5047\u8bbe\u68c0\u9a8c\u7b49\u65b9\u6cd5\u3002<\/p>\n<\/p>\n<p><h3>\u4e8c\u3001\u673a\u5668\u5b66\u4e60\u5165\u95e8\u96be\u5ea6<\/h3>\n<\/p>\n<p><p>\u76f8\u5bf9\u800c\u8a00\uff0c<strong>\u673a\u5668\u5b66\u4e60<\/strong>\u5165\u95e8\u95e8\u69db\u8f83\u9ad8\u3002\u673a\u5668\u5b66\u4e60\u8981\u6c42\u8f83\u5f3a\u7684\u6570\u5b66\u57fa\u7840\uff0c\u7279\u522b\u662f\u7edf\u8ba1\u5b66\u3001\u7ebf\u6027\u4ee3\u6570\u548c\u6982\u7387\u8bba\u3002\u6b64\u5916\uff0c\u5165\u95e8\u8005\u8fd8\u9700\u8981\u5b66\u4e60\u5982\u4f55\u8bad\u7ec3\u6a21\u578b\u3001\u9a8c\u8bc1\u6a21\u578b\u7684\u6027\u80fd\u4ee5\u53ca\u8c03\u6574\u6a21\u578b\u53c2\u6570\u7b49\u3002\u673a\u5668\u5b66\u4e60\u7684\u5b66\u4e60\u8fc7\u7a0b\u80fd\u591f\u5e2e\u52a9\u4f60\u7406\u89e3\u7b97\u6cd5\u80cc\u540e\u7684\u539f\u7406\u548c\u903b\u8f91\uff0c\u4f46\u8fd9\u9700\u8981\u65f6\u95f4\u548c\u7cbe\u529b\u53bb\u6df1\u6316\u6bcf\u4e00\u79cd\u7b97\u6cd5\u7684\u7ec6\u8282\u3002<\/p>\n<\/p>\n<p><p><strong>\u673a\u5668\u5b66\u4e60<\/strong>\u901a\u5e38\u6d89\u53ca\u5e7f\u6cdb\u7684\u7b97\u6cd5\u548c\u6a21\u578b\uff0c\u5982<strong>\u76d1\u7763\u5b66\u4e60\u3001\u975e\u76d1\u7763\u5b66\u4e60\u3001\u5f3a\u5316\u5b66\u4e60<\/strong>\u3002\u5bf9\u5165\u95e8\u8005\u800c\u8a00\uff0c\u5f00\u59cb\u5b66\u4e60\u65f6\u53ef\u4ee5\u5173\u6ce8\u4e00\u4e9b\u57fa\u672c\u7684\u7b97\u6cd5\uff0c\u6bd4\u5982\u7ebf\u6027\u56de\u5f52\u3001\u51b3\u7b56\u6811\u548c\u968f\u673a\u68ee\u6797\uff0c\u5e76\u5c1d\u8bd5\u4f7f\u7528\u6d41\u884c\u7684\u673a\u5668\u5b66\u4e60\u5e93\u5982scikit-learn\u6765\u5b9e\u73b0\u8fd9\u4e9b\u7b97\u6cd5\u3002\u900f\u8fc7\u9879\u76ee\u5b9e\u8df5\uff0c\u5165\u95e8\u8005\u53ef\u4ee5\u9010\u6b65\u6df1\u5165\u4e86\u89e3\u7279\u5f81\u5de5\u7a0b\u3001\u6a21\u578b\u9009\u62e9\u53ca\u4f18\u5316\u7684\u8fc7\u7a0b\u3002<\/p>\n<\/p>\n<p><h3>\u4e09\u3001\u56fe\u50cf\u5904\u7406\u7684\u5b66\u4e60\u95e8\u69db<\/h3>\n<\/p>\n<p><p><strong>\u56fe\u50cf\u5904\u7406<\/strong>\u4f5c\u4e3a\u4e00\u4e2a\u4e13\u4e1a\u9886\u57df\uff0c\u5b83\u7684\u5165\u95e8\u96be\u5ea6\u5728\u4e8e\u9700\u8981\u5bf9\u56fe\u50cf\u6570\u636e\u7684\u7279\u6027\u6709\u6df1\u5165\u7684\u7406\u89e3\uff0c\u5e76\u4e14\u6d89\u53ca\u4e86\u5f88\u591a\u4e13\u4e1a\u77e5\u8bc6\uff0c\u5982<strong>\u6570\u5b57\u56fe\u50cf\u7684\u57fa\u7840\u6982\u5ff5\u3001\u56fe\u50cf\u7684\u5b58\u50a8\u4e0e\u5904\u7406\u65b9\u5f0f<\/strong>\u7b49\u3002\u56fe\u50cf\u5904\u7406\u901a\u5e38\u8fd8\u9700\u8981\u638c\u63e1\u4e00\u4e9b\u590d\u6742\u7684\u6570\u5b66\u77e5\u8bc6\uff0c\u5982\u5085\u91cc\u53f6\u53d8\u6362\u3001\u6ce2\u5f62\u53d8\u6362\u7b49\uff0c\u5728\u5b66\u4e60\u56fe\u50cf\u5904\u7406\u7684\u7b97\u6cd5\u65f6\u4f1a\u7528\u5230\u8fd9\u4e9b\u77e5\u8bc6\u3002<\/p>\n<\/p>\n<p><p>\u5165\u95e8\u8005\u5728\u5b66\u4e60\u56fe\u50cf\u5904\u7406\u65f6\u5f80\u5f80\u9700\u8981\u4ece\u5b66\u4e60\u56fe\u50cf\u7684\u57fa\u7840\u8868\u793a\u548c\u5b58\u50a8\u683c\u5f0f\u5f00\u59cb\uff0c\u7136\u540e\u9010\u6b65\u8fc7\u6e21\u5230\u56fe\u50cf\u64cd\u4f5c\u7684\u57fa\u7840\u4e0a\uff0c\u6bd4\u5982\u56fe\u50cf\u7684\u7f29\u653e\u3001\u65cb\u8f6c\u548c\u88c1\u526a\u7b49\u3002\u6b64\u5916\uff0c\u8fd8\u9700\u4e86\u89e3\u50cf\u7d20\u7ea7\u64cd\u4f5c\uff0c\u5305\u62ec\u989c\u8272\u7a7a\u95f4\u8f6c\u6362\u3001\u6ee4\u6ce2\u548c\u8fb9\u7f18\u68c0\u6d4b\u7b49\u3002\u968f\u7740\u6280\u672f\u7684\u8fdb\u6b65\uff0c\u56fe\u50cf\u5904\u7406\u9886\u57df\u8fd8\u5305\u62ec\u4e86\u4f7f\u7528\u6df1\u5ea6\u5b66\u4e60\u6280\u672f\uff0c\u5982\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\uff08CNN\uff09\u8fdb\u884c\u56fe\u50cf\u8bc6\u522b\u548c\u5206\u7c7b\u7684\u9ad8\u9636\u5e94\u7528\u3002<\/p>\n<\/p>\n<p><p>\u5927\u6570\u636e\u5206\u6790\u3001\u673a\u5668\u5b66\u4e60\u548c\u56fe\u50cf\u5904\u7406\u8fd9\u4e09\u4e2a\u9886\u57df\u5404\u6709\u7279\u70b9\u548c\u96be\u5ea6\uff0c\u4ed6\u4eec\u7684\u5165\u95e8\u95e8\u69db\u4e5f\u6709\u6240\u4e0d\u540c\u3002\u5927\u6570\u636e\u5206\u6790\u56e0\u4e3a\u5bf9\u6570\u5b66\u548c\u7b97\u6cd5\u7684\u8981\u6c42\u76f8\u5bf9\u8f83\u4f4e\u800c\u66f4\u52a0\u6613\u4e8e\u4e0a\u624b\uff0c\u800c\u673a\u5668\u5b66\u4e60\u548c\u56fe\u50cf\u5904\u7406\u5219\u9700\u8981\u66f4\u591a\u7684\u65f6\u95f4\u548c\u4e13\u4e1a\u77e5\u8bc6\u6765\u6df1\u5165\u5b66\u4e60\u3002\u4e0d\u8fc7\uff0c\u65e0\u8bba\u9009\u62e9\u54ea\u4e2a\u9886\u57df\uff0c\u5f3a\u8c03\u7684\u90fd\u662f\u4ece\u5b9e\u9645\u6848\u4f8b\u51fa\u53d1\uff0c\u901a\u8fc7\u5b9e\u8df5\u6765\u638c\u63e1\u7406\u8bba\u77e5\u8bc6\u3002<\/p>\n<\/p>\n<h2><strong>\u76f8\u5173\u95ee\u7b54FAQs\uff1a<\/strong><\/h2>\n<p><strong>1. \u4ec0\u4e48\u662f\u5927\u6570\u636e\u5206\u6790\uff1f\u4e3a\u4ec0\u4e48\u5b83\u662f\u4e2a\u5bb9\u6613\u5165\u95e8\u7684\u9886\u57df\uff1f<\/strong><\/p>\n<p>\u5927\u6570\u636e\u5206\u6790\u662f\u6307\u901a\u8fc7\u6536\u96c6\u3001\u6574\u7406\u548c\u5206\u6790\u5927\u91cf\u6570\u636e\u6765\u83b7\u53d6\u6709\u4ef7\u503c\u7684\u4fe1\u606f\u548c\u6d1e\u5bdf\u529b\u7684\u8fc7\u7a0b\u3002\u5b83\u662f\u4e00\u4e2a\u5bb9\u6613\u5165\u95e8\u7684\u9886\u57df\uff0c\u56e0\u4e3a\u73b0\u5728\u6709\u8bb8\u591a\u5f00\u6e90\u7684\u5de5\u5177\u548c\u8d44\u6e90\u53ef\u4f9b\u4f7f\u7528\uff0c\u4f8b\u5982Hadoop\u548cSpark\u3002\u6b64\u5916\uff0c\u8fd8\u6709\u8bb8\u591a\u5728\u7ebf\u8bfe\u7a0b\u548c\u5b66\u4e60\u8d44\u6e90\u53ef\u4ee5\u5e2e\u52a9\u521d\u5b66\u8005\u5feb\u901f\u638c\u63e1\u5927\u6570\u636e\u5206\u6790\u7684\u57fa\u7840\u77e5\u8bc6\u548c\u6280\u80fd\u3002<\/p>\n<p><strong>2. \u673a\u5668\u5b66\u4e60\u662f\u4ec0\u4e48\uff1f\u4e3a\u4ec0\u4e48\u5b83\u662f\u4e00\u4e2a\u76f8\u5bf9\u5bb9\u6613\u5165\u95e8\u7684\u9886\u57df\uff1f<\/strong><\/p>\n<p>\u673a\u5668\u5b66\u4e60\u662f\u4e00\u79cd<a href=\"https:\/\/docs.pingcode.com\/tag\/AI\" target=\"_blank\">\u4eba\u5de5\u667a\u80fd<\/a>\u7684\u5206\u652f\uff0c\u5b83\u901a\u8fc7\u8ba9\u8ba1\u7b97\u673a\u4ece\u6570\u636e\u4e2d\u5b66\u4e60\u6a21\u5f0f\u548c\u89c4\u5f8b\uff0c\u4f7f\u5176\u80fd\u591f\u81ea\u4e3b\u5730\u505a\u51fa\u51b3\u7b56\u548c\u9884\u6d4b\u3002\u673a\u5668\u5b66\u4e60\u662f\u4e00\u4e2a\u76f8\u5bf9\u5bb9\u6613\u5165\u95e8\u7684\u9886\u57df\uff0c\u56e0\u4e3a\u6709\u4e30\u5bcc\u7684\u5f00\u6e90\u5e93\u548c\u7b97\u6cd5\u53ef\u4f9b\u4f7f\u7528\uff0c\u5982Scikit-learn\u548cTensorFlow\u3002\u6b64\u5916\uff0c\u8fd8\u6709\u8bb8\u591a\u5728\u7ebf\u6559\u7a0b\u548c\u5b9e\u8df5\u9879\u76ee\uff0c\u53ef\u4ee5\u5e2e\u52a9\u521d\u5b66\u8005\u7406\u89e3\u548c\u5e94\u7528\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\u3002<\/p>\n<p><strong>3. \u56fe\u50cf\u5904\u7406\u662f\u4ec0\u4e48\uff1f\u4e3a\u4ec0\u4e48\u5b83\u662f\u4e00\u4e2a\u76f8\u5bf9\u5bb9\u6613\u5165\u95e8\u7684\u9886\u57df\uff1f<\/strong><\/p>\n<p>\u56fe\u50cf\u5904\u7406\u662f\u6307\u5229\u7528\u8ba1\u7b97\u673a\u5bf9\u56fe\u50cf\u8fdb\u884c\u5904\u7406\u548c\u5206\u6790\u7684\u8fc7\u7a0b\u3002\u5b83\u662f\u4e00\u4e2a\u76f8\u5bf9\u5bb9\u6613\u5165\u95e8\u7684\u9886\u57df\uff0c\u56e0\u4e3a\u6709\u8bb8\u591a\u5f00\u6e90\u7684\u56fe\u50cf\u5904\u7406\u5e93\u53ef\u4f9b\u4f7f\u7528\uff0c\u5982OpenCV\u548cPIL\u3002\u6b64\u5916\uff0c\u8fd8\u6709\u8bb8\u591a\u5728\u7ebf\u8d44\u6e90\u548c\u5b9e\u8df5\u9879\u76ee\u53ef\u4ee5\u5e2e\u52a9\u521d\u5b66\u8005\u5b66\u4e60\u548c\u5e94\u7528\u56fe\u50cf\u5904\u7406\u6280\u672f\u3002\u5bf9\u4e8e\u90a3\u4e9b\u5bf9\u89c6\u89c9\u5904\u7406\u6709\u5174\u8da3\u7684\u4eba\u6765\u8bf4\uff0c\u8fd9\u662f\u4e00\u4e2a\u53ef\u4ee5\u5feb\u901f\u5165\u95e8\u5e76\u5b9e\u8df5\u7684\u9886\u57df\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"\u5927\u6570\u636e\u5206\u6790\u3001\u673a\u5668\u5b66\u4e60\u4e0e\u56fe\u50cf\u5904\u7406 \u5f53\u4e2d\uff0c\u5927\u6570\u636e\u5206\u6790\u901a\u5e38\u88ab\u770b\u4f5c\u76f8\u5bf9\u66f4\u6613\u5165\u95e8\u3002\u8fd9\u662f\u56e0\u4e3a\u5927\u6570\u636e\u5206\u6790\u4fa7\u91cd\u4e8e\u6570\u636e\u7406\u89e3\u548c\u89e3\u91ca [&hellip;]","protected":false},"author":3,"featured_media":189307,"comment_status":"closed","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[37],"tags":[],"acf":[],"_links":{"self":[{"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/posts\/189304"}],"collection":[{"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/comments?post=189304"}],"version-history":[{"count":0,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/posts\/189304\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/media\/189307"}],"wp:attachment":[{"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/media?parent=189304"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/categories?post=189304"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/tags?post=189304"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}