{"id":186760,"date":"2024-05-09T15:33:10","date_gmt":"2024-05-09T07:33:10","guid":{"rendered":"https:\/\/docs.pingcode.com\/ask\/ask-ask\/186760.html"},"modified":"2024-05-09T15:33:13","modified_gmt":"2024-05-09T07:33:13","slug":"%e8%ba%ab%e4%b8%ba%e5%b0%8f%e7%99%bd%ef%bc%8c%e6%9c%ba%e5%99%a8%e5%ad%a6%e4%b9%a0%e6%80%8e%e4%b9%88%e6%a0%b7%e6%89%8d%e5%8f%ab%e5%85%a5%e9%97%a8","status":"publish","type":"post","link":"https:\/\/docs.pingcode.com\/ask\/ask-ask\/186760.html","title":{"rendered":"\u8eab\u4e3a\u5c0f\u767d\uff0c\u673a\u5668\u5b66\u4e60\u600e\u4e48\u6837\u624d\u53eb\u5165\u95e8"},"content":{"rendered":"<p style=\"text-align:center\"><img decoding=\"async\" src=\"https:\/\/cdn-kb.worktile.com\/kb\/wp-content\/uploads\/2024\/04\/26084337\/a4dc60c8-2a8b-4a40-81e5-cafa7b306dc5.webp\" alt=\"\u8eab\u4e3a\u5c0f\u767d\uff0c\u673a\u5668\u5b66\u4e60\u600e\u4e48\u6837\u624d\u53eb\u5165\u95e8\" \/><\/p>\n<p><p><strong><a href=\"https:\/\/docs.pingcode.com\/ask\/59192.html\" target=\"_blank\">\u673a\u5668\u5b66\u4e60<\/a>\u7684\u5165\u95e8\u8981\u6c42\u5305\u62ec\u7406\u89e3\u57fa\u672c\u6982\u5ff5\u3001\u638c\u63e1\u6838\u5fc3\u7b97\u6cd5\u3001\u5b66\u4f1a\u4f7f\u7528\u6570\u636e\u5904\u7406\u5de5\u5177\u3001\u7f16\u5199\u7b80\u5355\u7684\u6a21\u578b\u3001\u53c2\u4e0e\u5b9e\u9645\u9879\u76ee\u3001\u8ddf\u8e2a\u6700\u65b0\u52a8\u6001<\/strong>\u3002\u5176\u4e2d\uff0c<strong>\u7406\u89e3\u57fa\u672c\u6982\u5ff5<\/strong>\u662f\u5fc5\u4e0d\u53ef\u5c11\u7684\u7b2c\u4e00\u6b65\u3002\u521d\u5b66\u8005\u9700\u8981\u4e86\u89e3\u673a\u5668\u5b66\u4e60\u7684\u5b9a\u4e49\u3001\u7c7b\u578b\uff08\u4f8b\u5982\u76d1\u7763\u5b66\u4e60\u3001\u65e0\u76d1\u7763\u5b66\u4e60\u3001\u5f3a\u5316\u5b66\u4e60\uff09\u3001\u57fa\u672c\u6d41\u7a0b\u4ee5\u53ca\u5e38\u7528\u6982\u5ff5\uff08\u6bd4\u5982\u7279\u5f81\u3001\u76ee\u6807\u53d8\u91cf\u3001\u8bad\u7ec3\u96c6\u4e0e\u6d4b\u8bd5\u96c6\uff09\u3002\u638c\u63e1\u8fd9\u4e9b\u57fa\u7840\u77e5\u8bc6\u5bf9\u4e8e\u6df1\u5165\u5b66\u4e60\u7b97\u6cd5\u3001\u5de5\u5177\u4f7f\u7528\u4ee5\u53ca\u540e\u7eed\u7684\u6a21\u578b\u5f00\u53d1\u81f3\u5173\u91cd\u8981\u3002<\/p>\n<\/p>\n<p><p>\u63a5\u4e0b\u6765\uff0c\u6211\u5c06\u8be6\u7ec6\u4ecb\u7ecd\u5982\u4f55\u4e00\u6b65\u6b65\u5165\u95e8\u673a\u5668\u5b66\u4e60\u3002<\/p>\n<\/p>\n<p><h3>\u4e00\u3001\u57fa\u672c\u6982\u5ff5\u4e0e\u672f\u8bed<\/h3>\n<\/p>\n<p><p>\u5728\u673a\u5668\u5b66\u4e60\u7684\u4e16\u754c\u91cc\uff0c<strong>\u57fa\u672c\u6982\u5ff5\u4e0e\u672f\u8bed<\/strong>\u6784\u6210\u4e86\u6574\u4e2a\u5b66\u4e60\u8fc7\u7a0b\u7684\u57fa\u7840\u3002\u4f60\u9700\u8981\u719f\u6089\u4ee5\u4e0b\u51e0\u4e2a\u5173\u952e\u70b9\uff1a<\/p>\n<\/p>\n<ul>\n<li><strong>\u76d1\u7763\u5b66\u4e60<\/strong>: \u5176\u4e2d\u6a21\u578b\u901a\u8fc7\u5df2\u6807\u8bb0\u7684\u8bad\u7ec3\u6570\u636e\u5b66\u4f1a\u9884\u6d4b\u8f93\u51fa\u3002<\/li>\n<li><strong>\u65e0\u76d1\u7763\u5b66\u4e60<\/strong>: \u6a21\u578b\u5728\u6ca1\u6709\u660e\u786e\u6807\u8bb0\u7684\u60c5\u51b5\u4e0b\u5bfb\u627e\u6570\u636e\u7684\u9690\u85cf\u7ed3\u6784\u3002<\/li>\n<li><strong>\u5f3a\u5316\u5b66\u4e60<\/strong>: \u901a\u8fc7\u4e0e\u73af\u5883\u7684\u4e92\u52a8\uff0c\u6a21\u578b\u81ea\u4e3b\u5b66\u4e60\u51b3\u7b56\u7b56\u7565\u3002<\/li>\n<li><strong>\u7279\u5f81<\/strong>\uff1a\u6570\u636e\u7684\u5c5e\u6027\uff0c\u673a\u5668\u5b66\u4e60\u6a21\u578b\u7684\u8f93\u5165\u3002<\/li>\n<li><strong>\u76ee\u6807\u53d8\u91cf<\/strong>\uff1a\u6a21\u578b\u5c1d\u8bd5\u9884\u6d4b\u7684\u53d8\u91cf\u3002<\/li>\n<\/ul>\n<p><h4>\u7279\u5f81\u7406\u89e3\u4e0e\u5de5\u7a0b<\/h4>\n<\/p>\n<p><p>\u7406\u89e3\u7279\u5f81\u662f\u81f3\u5173\u91cd\u8981\u7684\u3002\u7279\u5f81\u5373\u6570\u636e\u96c6\u4e2d\u5355\u4e2a\u6570\u636e\u70b9\u7684\u5c5e\u6027\uff0c\u662f\u6a21\u578b\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u7684\u8f93\u5165\u53d8\u91cf\u3002\u4f60\u9700\u8981\u5b66\u4f1a<strong>\u7279\u5f81\u9009\u62e9<\/strong>\uff0c\u4ee5\u53ca\u5982\u4f55\u8fdb\u884c<strong>\u7279\u5f81\u5de5\u7a0b<\/strong>\uff0c\u540e\u8005\u6d89\u53ca\u5230\u6570\u636e\u9884\u5904\u7406\u3001\u7f29\u653e\u3001\u8f6c\u6362\u548c\u7279\u5f81\u521b\u5efa\u7b49\u591a\u4e2a\u6b65\u9aa4\u3002<\/p>\n<\/p>\n<p><h3>\u4e8c\u3001\u6838\u5fc3\u7b97\u6cd5\u4e0e\u6a21\u578b<\/h3>\n<\/p>\n<p><p>\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\u662f\u8be5\u9886\u57df\u7684\u5fc3\u810f\uff0c\u5165\u95e8\u8005\u9700\u8981\u638c\u63e1\u4ee5\u4e0b<strong>\u6838\u5fc3\u7b97\u6cd5<\/strong>\uff1a<\/p>\n<\/p>\n<ul>\n<li><strong>\u7ebf\u6027\u56de\u5f52\u4e0e\u903b\u8f91\u56de\u5f52<\/strong>: \u57fa\u7840\u7684\u9884\u6d4b\u548c\u5206\u7c7b\u7b97\u6cd5\u3002<\/li>\n<li><strong>\u51b3\u7b56\u6811<\/strong>: \u6613\u4e8e\u7406\u89e3\u548c\u5b9e\u73b0\u7684\u5206\u7c7b\u7b97\u6cd5\u3002<\/li>\n<li><strong>\u652f\u6301\u5411\u91cf\u673a (SVM)<\/strong>: \u4e00\u4e2a\u5f3a\u5927\u7684\u5206\u7c7b\u5668\u3002<\/li>\n<li><strong>\u805a\u7c7b\u7b97\u6cd5<\/strong>: \u5982K-Means\u3001\u5c42\u6b21\u805a\u7c7b\u7b49\u3002<\/li>\n<li><strong>\u795e\u7ecf\u7f51\u7edc<\/strong>: \u57fa\u7840\u7684\u4eba\u5de5\u795e\u7ecf\u7f51\u7edc\u81f3\u590d\u6742\u7684\u6df1\u5ea6\u5b66\u4e60\u7f51\u7edc\u3002<\/li>\n<\/ul>\n<p><h4>\u7b97\u6cd5\u5e94\u7528\u4e0e\u5b9e\u8df5<\/h4>\n<\/p>\n<p><p>\u7406\u89e3\u7b97\u6cd5\u7684\u5de5\u4f5c\u539f\u7406\u540e\uff0c\u4f60\u9700\u8981\u901a\u8fc7\u5b9e\u8df5\u6765\u5de9\u56fa\u77e5\u8bc6\u3002<strong>\u5b9e\u8df5<\/strong>\u53ef\u901a\u8fc7\u5728\u7ebf\u8bfe\u7a0b\u3001\u5f00\u6e90\u9879\u76ee\u6216\u7ade\u8d5b\u7b49\u9014\u5f84\u6765\u8fdb\u884c\u3002\u7f16\u5199\u4ee3\u7801\u5b9e\u73b0\u7b97\u6cd5\uff0c\u7406\u89e3\u6a21\u578b\u7684\u5de5\u4f5c\u539f\u7406\uff0c\u5e76\u5728\u771f\u5b9e\u6570\u636e\u96c6\u4e0a\u5e94\u7528\u4f60\u7684\u6a21\u578b\u3002<\/p>\n<\/p>\n<p><h3>\u4e09\u3001\u6570\u636e\u5904\u7406\u5de5\u5177<\/h3>\n<\/p>\n<p><p>\u673a\u5668\u5b66\u4e60\u6d89\u53ca\u5927\u91cf\u7684\u6570\u636e\u5904\u7406\u5de5\u4f5c\uff0c\u719f\u7ec3\u638c\u63e1<strong>\u6570\u636e\u5904\u7406\u5de5\u5177<\/strong>\u662f\u5fc5\u5907\u6280\u80fd\u3002\u4e3b\u8981\u5de5\u5177\u53ca\u5e93\u5305\u62ec\uff1a<\/p>\n<\/p>\n<ul>\n<li><strong>Python<\/strong>: \u6210\u4e3a\u673a\u5668\u5b66\u4e60\u7684\u4e3b\u8981\u7f16\u7a0b\u8bed\u8a00\u3002<\/li>\n<li><strong>NumPy\u548cPandas<\/strong>: \u7528\u4e8e\u6570\u636e\u5206\u6790\u548c\u5904\u7406\u3002<\/li>\n<li><strong>Matplotlib\u548cSeaborn<\/strong>: \u7ed8\u5236\u6570\u636e\u53ef\u89c6\u5316\u56fe\u8868\u3002<\/li>\n<li><strong>Scikit-learn<\/strong>: \u63d0\u4f9b\u7b80\u5355\u9ad8\u6548\u7684\u6570\u636e\u6316\u6398\u548c\u6570\u636e\u5206\u6790\u5de5\u5177\u3002<\/li>\n<\/ul>\n<p><h4>\u6570\u636e\u63a2\u7d22\u4e0e\u9884\u5904\u7406<\/h4>\n<\/p>\n<p><p>\u5b66\u4f1a\u6570\u636e\u6e05\u6d17\u3001\u53d8\u6362\u548c\u5f52\u4e00\u5316\u5bf9\u5efa\u7acb\u6709\u6548\u6a21\u578b\u81f3\u5173\u91cd\u8981\u3002\u6709\u6548\u7684\u6570\u636e\u9884\u5904\u7406\u80fd\u663e\u8457\u63d0\u9ad8\u6a21\u578b\u6027\u80fd\u3002<\/p>\n<\/p>\n<p><h3>\u56db\u3001\u5efa\u7acb\u4e0e\u8bc4\u4f30\u6a21\u578b<\/h3>\n<\/p>\n<p><p><strong>\u5efa\u7acb\u6a21\u578b<\/strong>\u662f\u673a\u5668\u5b66\u4e60\u7684\u6838\u5fc3\u73af\u8282\uff0c\u521d\u5b66\u8005\u9700\u8981\u638c\u63e1\u4ee5\u4e0b\u6b65\u9aa4\uff1a<\/p>\n<\/p>\n<ul>\n<li>\u6570\u636e\u5212\u5206: \u8bad\u7ec3\u96c6\u4e0e\u6d4b\u8bd5\u96c6\u7684\u5212\u5206\u3002<\/li>\n<li>\u6a21\u578b\u8bad\u7ec3: \u4f7f\u7528\u8bad\u7ec3\u6570\u636e\u6765\u8bad\u7ec3\u6a21\u578b\u3002<\/li>\n<li>\u6a21\u578b\u8bc4\u4f30: \u4f7f\u7528\u6d4b\u8bd5\u96c6\u8bc4\u4f30\u6a21\u578b\u6027\u80fd\u3002<\/li>\n<\/ul>\n<p><h4>\u6a21\u578b\u8c03\u4f18\u4e0e\u9a8c\u8bc1<\/h4>\n<\/p>\n<p><p>\u6a21\u578b\u8bc4\u4f30\u540e\uff0c\u901a\u5e38\u9700\u8981\u8fdb\u884c<strong>\u8c03\u4f18<\/strong>\u4ee5\u6539\u5584\u6027\u80fd\u3002\u4e86\u89e3\u5982\u4f55\u8c03\u6574\u6a21\u578b\u53c2\u6570\uff0c\u4f7f\u7528\u4ea4\u53c9\u9a8c\u8bc1\u7b49\u6280\u5de7\u6765\u9a8c\u8bc1\u6a21\u578b\u7684\u7a33\u5065\u6027\u3002<\/p>\n<\/p>\n<p><h3>\u4e94\u3001\u5b9e\u9645\u9879\u76ee\u7ecf\u9a8c<\/h3>\n<\/p>\n<p><p>\u7406\u8bba\u5b66\u4e60\u4e4b\u540e\uff0c\u52a0\u5165<strong>\u5b9e\u9645\u9879\u76ee<\/strong>\u662f\u68c0\u9a8c\u4f60\u662f\u5426\u771f\u6b63\u5165\u95e8\u7684\u6700\u597d\u65b9\u5f0f\u3002\u4f60\u53ef\u4ee5\u901a\u8fc7\u4ee5\u4e0b\u9014\u5f84\u83b7\u5f97\u7ecf\u9a8c\uff1a<\/p>\n<\/p>\n<ul>\n<li>\u5728\u7ebf\u7ade\u8d5b: \u5982Kaggle\u63d0\u4f9b\u7684\u673a\u5668\u5b66\u4e60\u7ade\u8d5b\u3002<\/li>\n<li>\u4e2a\u4eba\u9879\u76ee: \u89e3\u51b3\u5b9e\u9645\u95ee\u9898\u6216\u4ece\u5934\u5f00\u59cb\u6784\u5efa\u4e00\u4e2a\u9879\u76ee\u3002<\/li>\n<\/ul>\n<p><h4>\u9879\u76ee\u5206\u6790\u4e0e\u62a5\u544a<\/h4>\n<\/p>\n<p><p>\u5b9e\u9645\u9879\u76ee\u4e0d\u4ec5\u9700\u8981\u7f16\u7801\u548c\u6a21\u578b\u5efa\u7acb\uff0c\u8fd8\u9700\u8981\u5bf9\u7ed3\u679c\u8fdb\u884c<strong>\u5206\u6790<\/strong>\u5e76\u64b0\u5199\u5408\u7406\u7684<strong>\u62a5\u544a<\/strong>\u3002\u5b66\u4f1a\u64b0\u5199\u6280\u672f\u6587\u6863\u6216\u7ed3\u679c\u62a5\u544a\uff0c\u4ee5\u4fbf\u4e0e\u4ed6\u4eba\u5206\u4eab\u4f60\u7684\u5de5\u4f5c\u3002<\/p>\n<\/p>\n<p><h3>\u516d\u3001\u6301\u7eed\u5b66\u4e60\u4e0e\u7814\u7a76<\/h3>\n<\/p>\n<p><p><strong>\u673a\u5668\u5b66\u4e60\u662f\u4e00\u4e2a\u5feb\u901f\u53d1\u5c55\u7684\u9886\u57df<\/strong>\uff0c\u8ddf\u8e2a\u6700\u65b0\u7814\u7a76\u3001\u6280\u672f\u66f4\u65b0\u662f\u5fc5\u8981\u7684\u3002\u53ef\u4ee5\u901a\u8fc7\u4ee5\u4e0b\u65b9\u5f0f\u4fdd\u6301\u66f4\u65b0\uff1a<\/p>\n<\/p>\n<ul>\n<li>\u9605\u8bfb\u76f8\u5173\u8bba\u6587: \u5982arXiv\u4e0a\u7684\u6700\u65b0\u8bba\u6587\u3002<\/li>\n<li>\u53c2\u52a0\u7814\u8ba8\u4f1a\u548cWorkshop: \u4e0e\u884c\u4e1a\u4e13\u5bb6\u4ea4\u6d41\u3002<\/li>\n<\/ul>\n<p><h4>\u5b66\u672f\u754c\u4e0e\u884c\u4e1a\u4ea4\u6d41<\/h4>\n<\/p>\n<p><p>\u5efa\u7acb\u826f\u597d\u7684\u5b66\u672f\u754c\u548c\u884c\u4e1a\u8054\u7cfb\uff0c\u4e0d\u4ec5\u53ef\u4ee5\u83b7\u53d6\u6700\u65b0\u7684\u77e5\u8bc6\uff0c\u8fd8\u80fd\u4e3a\u4f60\u63d0\u4f9b\u804c\u4e1a\u4e0a\u7684\u673a\u4f1a\u3002\u53c2\u52a0\u4f1a\u8bae\u3001\u7814\u8ba8\u4f1a\u53ca\u7f51\u7edc\u6559\u80b2\u8bfe\u7a0b\uff0c\u79ef\u6781\u4e0e\u540c\u884c\u4ea4\u6d41\u3002<\/p>\n<\/p>\n<p><p>\u901a\u8fc7\u4e0a\u8ff0\u516d\u5927\u6b65\u9aa4\uff0c\u5373\u53ef\u5b8c\u6210\u4ece\u5c0f\u767d\u5230\u673a\u5668\u5b66\u4e60\u5165\u95e8\u8005\u7684\u8f6c\u53d8\u3002\u79ef\u7d2f\u8db3\u591f\u7ecf\u9a8c\u540e\uff0c\u4f60\u5c06\u80fd\u591f\u7406\u89e3\u66f4\u590d\u6742\u7684\u673a\u5668\u5b66\u4e60\u6982\u5ff5\uff0c\u5e76\u5f00\u59cb\u5904\u7406\u66f4\u5148\u8fdb\u7684\u95ee\u9898\u3002\u8bb0\u4f4f\uff0c\u673a\u5668\u5b66\u4e60\u662f\u4e00\u4e2a\u6301\u7eed\u5b66\u4e60\u548c\u5b9e\u8df5\u7684\u8fc7\u7a0b\u3002<\/p>\n<\/p>\n<h2><strong>\u76f8\u5173\u95ee\u7b54FAQs\uff1a<\/strong><\/h2>\n<p><strong>1. 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