{"id":926923,"date":"2024-12-26T15:58:48","date_gmt":"2024-12-26T07:58:48","guid":{"rendered":"https:\/\/docs.pingcode.com\/ask\/ask-ask\/926923.html"},"modified":"2024-12-26T15:58:50","modified_gmt":"2024-12-26T07:58:50","slug":"%e5%a6%82%e4%bd%95%e7%82%bc%e4%b8%b9python","status":"publish","type":"post","link":"https:\/\/docs.pingcode.com\/ask\/926923.html","title":{"rendered":"\u5982\u4f55\u70bc\u4e39python"},"content":{"rendered":"<p style=\"text-align:center;\" ><img decoding=\"async\" src=\"https:\/\/cdn-kb.worktile.com\/kb\/wp-content\/uploads\/2024\/04\/25063313\/0c256b7e-2c1b-4c29-9121-0aee7b41e3e3.webp\" alt=\"\u5982\u4f55\u70bc\u4e39python\" \/><\/p>\n<p><p> <strong>\u5b66\u4e60Python\u70bc\u4e39\u7684\u5173\u952e\u5728\u4e8e\uff1a\u638c\u63e1Python\u7684\u57fa\u672c\u8bed\u6cd5\u3001\u719f\u6089<a href=\"https:\/\/docs.pingcode.com\/ask\/59192.html\" target=\"_blank\">\u673a\u5668\u5b66\u4e60<\/a>\u6846\u67b6\u3001\u7406\u89e3\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u7684\u539f\u7406\u3001\u4f18\u5316\u6a21\u578b\u6027\u80fd\u3001\u4e0d\u65ad\u5b9e\u8df5\u548c\u8fed\u4ee3\u3002<\/strong>\u5176\u4e2d\uff0c\u7406\u89e3\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u7684\u539f\u7406\u662f\u81f3\u5173\u91cd\u8981\u7684\u4e00\u6b65\uff0c\u56e0\u4e3a\u53ea\u6709\u7406\u89e3\u6a21\u578b\u7684\u5de5\u4f5c\u673a\u5236\uff0c\u624d\u80fd\u6709\u6548\u5730\u8fdb\u884c\u6a21\u578b\u7684\u4f18\u5316\u548c\u8c03\u8bd5\u3002\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u901a\u5e38\u6d89\u53ca\u5927\u91cf\u7684\u53c2\u6570\u548c\u590d\u6742\u7684\u6570\u5b66\u8ba1\u7b97\uff0c\u7406\u89e3\u8fd9\u4e9b\u539f\u7406\u6709\u52a9\u4e8e\u4f60\u5728\u9762\u5bf9\u95ee\u9898\u65f6\u5feb\u901f\u627e\u5230\u89e3\u51b3\u65b9\u6848\u3002<\/p>\n<\/p>\n<p><p>\u4e00\u3001\u638c\u63e1Python\u57fa\u672c\u8bed\u6cd5<\/p>\n<\/p>\n<p><p>Python\u4f5c\u4e3a\u4e00\u79cd\u9ad8\u6548\u3001\u7b80\u6d01\u7684\u7f16\u7a0b\u8bed\u8a00\uff0c\u662f\u6570\u636e\u79d1\u5b66\u548c\u673a\u5668\u5b66\u4e60\u9886\u57df\u7684\u9996\u9009\u3002\u638c\u63e1Python\u7684\u57fa\u672c\u8bed\u6cd5\u662f\u70bc\u4e39\uff08\u5373\u5b9e\u73b0\u548c\u4f18\u5316\u673a\u5668\u5b66\u4e60\u6a21\u578b\uff09\u7684\u7b2c\u4e00\u6b65\u3002<\/p>\n<\/p>\n<ol>\n<li>\n<p><strong>Python\u57fa\u7840\u77e5\u8bc6<\/strong><br \/>Python\u7684\u8bed\u6cd5\u76f8\u5bf9\u7b80\u5355\u6613\u61c2\uff0c\u4f46\u8fd9\u5e76\u4e0d\u610f\u5473\u7740\u53ef\u4ee5\u5ffd\u89c6\u57fa\u7840\u3002\u638c\u63e1\u53d8\u91cf\u3001\u6570\u636e\u7c7b\u578b\u3001\u63a7\u5236\u7ed3\u6784\uff08\u5982\u5faa\u73af\u3001\u6761\u4ef6\u5224\u65ad\uff09\u7b49\u57fa\u672c\u6982\u5ff5\u662f\u975e\u5e38\u91cd\u8981\u7684\u3002\u8fd9\u4e9b\u6982\u5ff5\u662f\u6784\u5efa\u4efb\u4f55\u590d\u6742\u7a0b\u5e8f\u7684\u57fa\u77f3\u3002<\/p>\n<\/p>\n<\/li>\n<li>\n<p><strong>\u51fd\u6570\u548c\u7c7b<\/strong><br \/>\u5728Python\u4e2d\uff0c\u51fd\u6570\u548c\u7c7b\u662f\u7ec4\u7ec7\u4ee3\u7801\u7684\u91cd\u8981\u5de5\u5177\u3002\u51fd\u6570\u6709\u52a9\u4e8e\u4ee3\u7801\u590d\u7528\u548c\u903b\u8f91\u5206\u79bb\uff0c\u800c\u7c7b\u5219\u662f\u9762\u5411\u5bf9\u8c61\u7f16\u7a0b\u7684\u6838\u5fc3\u3002\u7406\u89e3\u5982\u4f55\u5b9a\u4e49\u548c\u4f7f\u7528\u51fd\u6570\u4e0e\u7c7b\uff0c\u53ef\u4ee5\u63d0\u9ad8\u4ee3\u7801\u7684\u53ef\u8bfb\u6027\u548c\u7ef4\u62a4\u6027\u3002<\/p>\n<\/p>\n<\/li>\n<\/ol>\n<p><p>\u4e8c\u3001\u719f\u6089\u673a\u5668\u5b66\u4e60\u6846\u67b6<\/p>\n<\/p>\n<p><p>\u5728\u638c\u63e1\u4e86Python\u7684\u57fa\u672c\u8bed\u6cd5\u4e4b\u540e\uff0c\u4e0b\u4e00\u6b65\u662f\u719f\u6089\u5e38\u7528\u7684\u673a\u5668\u5b66\u4e60\u6846\u67b6\uff0c\u5982TensorFlow\u3001PyTorch\u3001scikit-learn\u7b49\u3002\u8fd9\u4e9b\u6846\u67b6\u63d0\u4f9b\u4e86\u8bb8\u591a\u73b0\u6210\u7684\u5de5\u5177\u548c\u7b97\u6cd5\uff0c\u53ef\u4ee5\u5927\u5927\u52a0\u901f\u6a21\u578b\u7684\u5f00\u53d1\u8fc7\u7a0b\u3002<\/p>\n<\/p>\n<ol>\n<li>\n<p><strong>TensorFlow\u548cKeras<\/strong><br \/>TensorFlow\u662fGoogle\u5f00\u53d1\u7684\u4e00\u4e2a\u5f00\u6e90\u673a\u5668\u5b66\u4e60\u6846\u67b6\uff0cKeras\u662f\u5176\u9ad8\u9636API\uff0c\u7b80\u5316\u4e86\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u7684\u6784\u5efa\u8fc7\u7a0b\u3002\u638c\u63e1\u8fd9\u4e24\u4e2a\u5de5\u5177\u53ef\u4ee5\u5e2e\u52a9\u4f60\u5feb\u901f\u6784\u5efa\u3001\u8bad\u7ec3\u548c\u90e8\u7f72\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u3002<\/p>\n<\/p>\n<\/li>\n<li>\n<p><strong>PyTorch<\/strong><br \/>PyTorch\u4ee5\u5176\u7075\u6d3b\u6027\u548c\u52a8\u6001\u8ba1\u7b97\u56fe\u7684\u7279\u70b9\u800c\u95fb\u540d\uff0c\u975e\u5e38\u9002\u5408\u7814\u7a76\u548c\u5f00\u53d1\u65b0\u7b97\u6cd5\u3002\u5176\u7b80\u6d01\u7684API\u548c\u4e30\u5bcc\u7684\u793e\u533a\u8d44\u6e90\uff0c\u4f7f\u5f97\u5b83\u6210\u4e3a\u8bb8\u591a\u7814\u7a76\u4eba\u5458\u7684\u9996\u9009\u3002<\/p>\n<\/p>\n<\/li>\n<\/ol>\n<p><p>\u4e09\u3001\u7406\u89e3\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u7684\u539f\u7406<\/p>\n<\/p>\n<p><p>\u7406\u89e3\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u7684\u539f\u7406\u662f\u70bc\u4e39\u7684\u6838\u5fc3\u3002\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u901a\u5e38\u7531\u591a\u5c42\u795e\u7ecf\u7f51\u7edc\u6784\u6210\uff0c\u6bcf\u5c42\u795e\u7ecf\u7f51\u7edc\u901a\u8fc7\u5b66\u4e60\u6570\u636e\u7279\u5f81\u6765\u8fdb\u884c\u9884\u6d4b\u548c\u5206\u7c7b\u3002<\/p>\n<\/p>\n<ol>\n<li>\n<p><strong>\u795e\u7ecf\u7f51\u7edc\u57fa\u7840<\/strong><br \/>\u795e\u7ecf\u7f51\u7edc\u662f\u6df1\u5ea6\u5b66\u4e60\u7684\u57fa\u7840\u3002\u4e86\u89e3\u795e\u7ecf\u5143\u7684\u7ed3\u6784\u3001\u6fc0\u6d3b\u51fd\u6570\u7684\u4f5c\u7528\u4ee5\u53ca\u5982\u4f55\u901a\u8fc7\u53cd\u5411\u4f20\u64ad\u7b97\u6cd5\u8fdb\u884c\u53c2\u6570\u66f4\u65b0\uff0c\u662f\u7406\u89e3\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u7684\u5173\u952e\u3002<\/p>\n<\/p>\n<\/li>\n<li>\n<p><strong>\u5e38\u7528\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b<\/strong><br \/>\u5e38\u89c1\u7684\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u5305\u62ec\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\uff08CNN\uff09\u3001\u9012\u5f52\u795e\u7ecf\u7f51\u7edc\uff08RNN\uff09\u548c\u751f\u6210\u5bf9\u6297\u7f51\u7edc\uff08GAN\uff09\u7b49\u3002\u6bcf\u79cd\u6a21\u578b\u90fd\u6709\u5176\u72ec\u7279\u7684\u7ed3\u6784\u548c\u5e94\u7528\u573a\u666f\uff0c\u4e86\u89e3\u8fd9\u4e9b\u6a21\u578b\u7684\u5de5\u4f5c\u673a\u5236\u548c\u4f18\u7f3a\u70b9\uff0c\u53ef\u4ee5\u5e2e\u52a9\u4f60\u5728\u9879\u76ee\u4e2d\u9009\u62e9\u5408\u9002\u7684\u6a21\u578b\u3002<\/p>\n<\/p>\n<\/li>\n<\/ol>\n<p><p>\u56db\u3001\u4f18\u5316\u6a21\u578b\u6027\u80fd<\/p>\n<\/p>\n<p><p>\u6784\u5efa\u4e00\u4e2a\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u5e76\u4e0d\u662f\u7ec8\u70b9\u3002\u4e3a\u4e86\u63d0\u9ad8\u6a21\u578b\u7684\u6027\u80fd\u548c\u51c6\u786e\u6027\uff0c\u9700\u8981\u5bf9\u6a21\u578b\u8fdb\u884c\u4f18\u5316\uff0c\u8fd9\u5305\u62ec\u8c03\u6574\u8d85\u53c2\u6570\u3001\u9009\u62e9\u5408\u9002\u7684\u635f\u5931\u51fd\u6570\u3001\u4f7f\u7528\u6b63\u5219\u5316\u6280\u672f\u7b49\u3002<\/p>\n<\/p>\n<ol>\n<li>\n<p><strong>\u8d85\u53c2\u6570\u8c03\u6574<\/strong><br \/>\u8d85\u53c2\u6570\u662f\u6a21\u578b\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u7684\u5173\u952e\u53c2\u6570\uff0c\u5305\u62ec\u5b66\u4e60\u7387\u3001\u6279\u91cf\u5927\u5c0f\u3001\u7f51\u7edc\u5c42\u6570\u7b49\u3002\u901a\u8fc7\u7f51\u683c\u641c\u7d22\u3001\u968f\u673a\u641c\u7d22\u6216\u8d1d\u53f6\u65af\u4f18\u5316\u7b49\u65b9\u6cd5\uff0c\u53ef\u4ee5\u627e\u5230\u6700\u4f18\u7684\u8d85\u53c2\u6570\u7ec4\u5408\u3002<\/p>\n<\/p>\n<\/li>\n<li>\n<p><strong>\u6b63\u5219\u5316\u6280\u672f<\/strong><br \/>\u6b63\u5219\u5316\u6280\u672f\u5982Dropout\u3001L2\u6b63\u5219\u5316\u7b49\uff0c\u53ef\u4ee5\u6709\u6548\u9632\u6b62\u6a21\u578b\u8fc7\u62df\u5408\uff0c\u63d0\u9ad8\u6a21\u578b\u7684\u6cdb\u5316\u80fd\u529b\u3002\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u52a0\u5165\u6b63\u5219\u5316\uff0c\u53ef\u4ee5\u8ba9\u6a21\u578b\u5728\u9762\u5bf9\u65b0\u6570\u636e\u65f6\u8868\u73b0\u66f4\u597d\u3002<\/p>\n<\/p>\n<\/li>\n<\/ol>\n<p><p>\u4e94\u3001\u4e0d\u65ad\u5b9e\u8df5\u548c\u8fed\u4ee3<\/p>\n<\/p>\n<p><p>\u673a\u5668\u5b66\u4e60\u548c\u6df1\u5ea6\u5b66\u4e60\u9886\u57df\u53d1\u5c55\u8fc5\u901f\uff0c\u65b0\u7684\u7b97\u6cd5\u548c\u6280\u672f\u4e0d\u65ad\u6d8c\u73b0\u3002\u4e3a\u4e86\u4fdd\u6301\u7ade\u4e89\u529b\uff0c\u6301\u7eed\u7684\u5b66\u4e60\u548c\u5b9e\u8df5\u662f\u5fc5\u4e0d\u53ef\u5c11\u7684\u3002<\/p>\n<\/p>\n<ol>\n<li>\n<p><strong>\u53c2\u4e0e\u5f00\u6e90\u9879\u76ee<\/strong><br \/>\u53c2\u4e0e\u5f00\u6e90\u9879\u76ee\u662f\u63d0\u9ad8\u7f16\u7a0b\u6280\u80fd\u548c\u673a\u5668\u5b66\u4e60\u80fd\u529b\u7684\u597d\u65b9\u6cd5\u3002\u901a\u8fc7\u9605\u8bfb\u548c\u8d21\u732e\u5f00\u6e90\u9879\u76ee\u4ee3\u7801\uff0c\u53ef\u4ee5\u5b66\u4e60\u5230\u4ed6\u4eba\u7684\u7f16\u7a0b\u601d\u8def\u548c\u6280\u5de7\u3002<\/p>\n<\/p>\n<\/li>\n<li>\n<p><strong>\u4e2a\u4eba\u9879\u76ee\u548c\u7ade\u8d5b<\/strong><br \/>\u521b\u5efa\u4e2a\u4eba\u9879\u76ee\u6216\u53c2\u4e0eKaggle\u7ade\u8d5b\uff0c\u53ef\u4ee5\u5e2e\u52a9\u4f60\u5c06\u7406\u8bba\u77e5\u8bc6\u5e94\u7528\u5230\u5b9e\u9645\u95ee\u9898\u4e2d\u3002\u901a\u8fc7\u89e3\u51b3\u771f\u5b9e\u95ee\u9898\uff0c\u4f60\u53ef\u4ee5\u66f4\u6df1\u5165\u5730\u7406\u89e3\u673a\u5668\u5b66\u4e60\u6a21\u578b\u7684\u5de5\u4f5c\u673a\u5236\uff0c\u63d0\u9ad8\u95ee\u9898\u89e3\u51b3\u80fd\u529b\u3002<\/p>\n<\/p>\n<\/li>\n<\/ol>\n<p><p>\u901a\u8fc7\u4ee5\u4e0a\u6b65\u9aa4\u7684\u5b66\u4e60\u548c\u5b9e\u8df5\uff0c\u4f60\u5c06\u80fd\u591f\u638c\u63e1Python\u70bc\u4e39\u7684\u6280\u80fd\uff0c\u4e3a\u4f60\u7684\u673a\u5668\u5b66\u4e60\u548c\u6df1\u5ea6\u5b66\u4e60\u4e4b\u65c5\u6253\u4e0b\u575a\u5b9e\u7684\u57fa\u7840\u3002\u5e0c\u671b\u8fd9\u7bc7\u6587\u7ae0\u80fd\u591f\u5e2e\u52a9\u4f60\u66f4\u597d\u5730\u7406\u89e3\u548c\u5e94\u7528\u8fd9\u4e9b\u6280\u672f\uff0c\u5e76\u5728\u4f60\u7684\u9879\u76ee\u4e2d\u53d6\u5f97\u6210\u529f\u3002<\/p>\n<\/p>\n<h2><strong>\u76f8\u5173\u95ee\u7b54FAQs\uff1a<\/strong><\/h2>\n<p> 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