{"id":1001660,"date":"2024-12-27T10:02:11","date_gmt":"2024-12-27T02:02:11","guid":{"rendered":"https:\/\/docs.pingcode.com\/ask\/ask-ask\/1001660.html"},"modified":"2024-12-27T10:02:13","modified_gmt":"2024-12-27T02:02:13","slug":"%e5%a6%82%e4%bd%95%e8%ae%ad%e7%bb%83%e8%af%86%e5%88%ab%e6%a8%a1%e5%9e%8bpython","status":"publish","type":"post","link":"https:\/\/docs.pingcode.com\/ask\/1001660.html","title":{"rendered":"\u5982\u4f55\u8bad\u7ec3\u8bc6\u522b\u6a21\u578bpython"},"content":{"rendered":"<p style=\"text-align:center;\" ><img decoding=\"async\" src=\"https:\/\/cdn-kb.worktile.com\/kb\/wp-content\/uploads\/2024\/04\/25075731\/4d0c5052-98ea-49bc-a171-ac9bb4e46262.webp\" alt=\"\u5982\u4f55\u8bad\u7ec3\u8bc6\u522b\u6a21\u578bpython\" \/><\/p>\n<p><p> \u5f00\u5934\u6bb5\u843d\uff1a<br \/>\u8bad\u7ec3\u8bc6\u522b\u6a21\u578bPython\u7684\u5173\u952e\u6b65\u9aa4\u5305\u62ec\uff1a<strong>\u6570\u636e\u6536\u96c6\u4e0e\u51c6\u5907\u3001\u6570\u636e\u9884\u5904\u7406\u3001\u9009\u62e9\u5408\u9002\u7684\u6a21\u578b\u3001\u6a21\u578b\u8bad\u7ec3\u3001\u6a21\u578b\u8bc4\u4f30\u4e0e\u8c03\u4f18<\/strong>\u3002\u5176\u4e2d\uff0c\u6570\u636e\u6536\u96c6\u4e0e\u51c6\u5907\u662f\u6574\u4e2a\u8fc7\u7a0b\u7684\u57fa\u77f3\u3002\u4e3a\u4e86\u8bad\u7ec3\u4e00\u4e2a\u9ad8\u6548\u7684\u8bc6\u522b\u6a21\u578b\uff0c\u9996\u5148\u9700\u8981\u6536\u96c6\u8db3\u591f\u591a\u7684\u3001\u5177\u6709\u4ee3\u8868\u6027\u7684\u6570\u636e\u96c6\u3002\u6570\u636e\u7684\u8d28\u91cf\u548c\u6570\u91cf\u76f4\u63a5\u5f71\u54cd\u6a21\u578b\u7684\u6027\u80fd\uff0c\u56e0\u6b64\u5728\u6570\u636e\u6536\u96c6\u9636\u6bb5\u8981\u5c3d\u91cf\u6db5\u76d6\u6240\u6709\u53ef\u80fd\u7684\u573a\u666f\u548c\u60c5\u51b5\u3002\u63a5\u4e0b\u6765\uff0c\u8fd8\u9700\u8981\u5bf9\u6570\u636e\u8fdb\u884c\u9884\u5904\u7406\uff0c\u786e\u4fdd\u6570\u636e\u7684\u4e00\u81f4\u6027\u548c\u6a21\u578b\u7684\u9002\u5e94\u6027\u3002<\/p>\n<\/p>\n<p><p>\u4e00\u3001\u6570\u636e\u6536\u96c6\u4e0e\u51c6\u5907<\/p>\n<\/p>\n<p><p>\u5728\u8bad\u7ec3\u8bc6\u522b\u6a21\u578b\u65f6\uff0c\u6570\u636e\u6536\u96c6\u4e0e\u51c6\u5907\u662f\u9996\u8981\u6b65\u9aa4\u3002\u9996\u5148\uff0c\u9700\u8981\u660e\u786e\u8bc6\u522b\u4efb\u52a1\u7684\u76ee\u6807\u548c\u8303\u56f4\uff0c\u4f8b\u5982\u662f\u56fe\u50cf\u8bc6\u522b\u8fd8\u662f\u8bed\u97f3\u8bc6\u522b\u3002\u6839\u636e\u5177\u4f53\u9700\u6c42\uff0c\u9009\u62e9\u5408\u9002\u7684\u6570\u636e\u6765\u6e90\uff0c\u53ef\u80fd\u662f\u516c\u5f00\u7684\u6570\u636e\u96c6\uff0c\u4e5f\u53ef\u80fd\u662f\u81ea\u5df1\u91c7\u96c6\u7684\u6570\u636e\u3002<\/p>\n<\/p>\n<ol>\n<li>\n<p><strong>\u6570\u636e\u6765\u6e90\u7684\u591a\u6837\u6027<\/strong><br \/>\u6570\u636e\u5e94\u6db5\u76d6\u8bc6\u522b\u4efb\u52a1\u4e2d\u6240\u6709\u53ef\u80fd\u7684\u573a\u666f\u548c\u60c5\u51b5\uff0c\u4ee5\u63d0\u9ad8\u6a21\u578b\u7684\u6cdb\u5316\u80fd\u529b\u3002\u5bf9\u4e8e\u56fe\u50cf\u8bc6\u522b\uff0c\u53ef\u4ee5\u4f7f\u7528\u5f00\u6e90\u7684\u56fe\u50cf\u6570\u636e\u96c6\uff0c\u5982ImageNet\u3001CIFAR-10\u7b49\u3002\u8bed\u97f3\u8bc6\u522b\u5219\u53ef\u4ee5\u4f7f\u7528LibriSpeech\u6216\u5176\u4ed6\u8bed\u97f3\u6570\u636e\u96c6\u3002\u540c\u65f6\uff0c\u4e5f\u53ef\u4ee5\u901a\u8fc7\u7f51\u7edc\u722c\u866b\u6280\u672f\u81ea\u884c\u6536\u96c6\u6570\u636e\uff0c\u4ee5\u6ee1\u8db3\u7279\u5b9a\u9700\u6c42\u3002<\/p>\n<\/p>\n<\/li>\n<li>\n<p><strong>\u6570\u636e\u6807\u6ce8\u7684\u51c6\u786e\u6027<\/strong><br \/>\u6570\u636e\u6807\u6ce8\u7684\u51c6\u786e\u6027\u76f4\u63a5\u5f71\u54cd\u8bc6\u522b\u6a21\u578b\u7684\u7cbe\u5ea6\u3002\u5728\u6570\u636e\u6807\u6ce8\u8fc7\u7a0b\u4e2d\uff0c\u53ef\u4ee5\u4f7f\u7528\u81ea\u52a8\u6807\u6ce8\u5de5\u5177\u6765\u63d0\u9ad8\u6548\u7387\uff0c\u4f46\u4ecd\u9700\u4eba\u5de5\u5ba1\u6838\u4ee5\u786e\u4fdd\u6807\u6ce8\u7684\u51c6\u786e\u6027\u3002\u5bf9\u4e8e\u590d\u6742\u7684\u8bc6\u522b\u4efb\u52a1\uff0c\u53ef\u80fd\u9700\u8981\u9080\u8bf7\u9886\u57df\u4e13\u5bb6\u8fdb\u884c\u6807\u6ce8\u3002<\/p>\n<\/p>\n<\/li>\n<\/ol>\n<p><p>\u4e8c\u3001\u6570\u636e\u9884\u5904\u7406<\/p>\n<\/p>\n<p><p>\u5728\u6570\u636e\u6536\u96c6\u5b8c\u6210\u540e\uff0c\u9700\u8981\u5bf9\u6570\u636e\u8fdb\u884c\u9884\u5904\u7406\uff0c\u4ee5\u63d0\u9ad8\u6a21\u578b\u8bad\u7ec3\u7684\u6548\u679c\u548c\u6548\u7387\u3002\u6570\u636e\u9884\u5904\u7406\u7684\u76ee\u7684\u662f\u5c06\u539f\u59cb\u6570\u636e\u8f6c\u6362\u4e3a\u9002\u5408\u6a21\u578b\u8bad\u7ec3\u7684\u683c\u5f0f\u548c\u5f62\u5f0f\u3002<\/p>\n<\/p>\n<ol>\n<li>\n<p><strong>\u6570\u636e\u6e05\u6d17<\/strong><br \/>\u6570\u636e\u6e05\u6d17\u662f\u6570\u636e\u9884\u5904\u7406\u7684\u7b2c\u4e00\u6b65\u3002\u5b83\u5305\u62ec\u53bb\u9664\u91cd\u590d\u9879\u3001\u586b\u8865\u7f3a\u5931\u503c\u3001\u7ea0\u6b63\u9519\u8bef\u6807\u6ce8\u7b49\u3002\u5bf9\u4e8e\u56fe\u50cf\u6570\u636e\uff0c\u8fd8\u53ef\u80fd\u9700\u8981\u8fdb\u884c\u53bb\u566a\u5904\u7406\uff0c\u4ee5\u63d0\u9ad8\u56fe\u50cf\u8d28\u91cf\u3002<\/p>\n<\/p>\n<\/li>\n<li>\n<p><strong>\u6570\u636e\u589e\u5f3a<\/strong><br \/>\u6570\u636e\u589e\u5f3a\u662f\u901a\u8fc7\u5bf9\u73b0\u6709\u6570\u636e\u8fdb\u884c\u5404\u79cd\u53d8\u6362\uff08\u5982\u65cb\u8f6c\u3001\u7f29\u653e\u3001\u7ffb\u8f6c\u7b49\uff09\u6765\u589e\u52a0\u6570\u636e\u96c6\u7684\u591a\u6837\u6027\u3002\u8fd9\u79cd\u65b9\u6cd5\u53ef\u4ee5\u6709\u6548\u63d0\u9ad8\u6a21\u578b\u7684\u6cdb\u5316\u80fd\u529b\uff0c\u7279\u522b\u662f\u5728\u6570\u636e\u91cf\u6709\u9650\u7684\u60c5\u51b5\u4e0b\u3002<\/p>\n<\/p>\n<\/li>\n<\/ol>\n<p><p>\u4e09\u3001\u9009\u62e9\u5408\u9002\u7684\u6a21\u578b<\/p>\n<\/p>\n<p><p>\u9009\u62e9\u5408\u9002\u7684\u6a21\u578b\u662f\u8bad\u7ec3\u8bc6\u522b\u6a21\u578b\u7684\u6838\u5fc3\u73af\u8282\u3002\u4e0d\u540c\u7684\u8bc6\u522b\u4efb\u52a1\u9700\u8981\u4e0d\u540c\u7684\u6a21\u578b\u67b6\u6784\u548c\u7b97\u6cd5\u3002<\/p>\n<\/p>\n<ol>\n<li>\n<p><strong>\u6a21\u578b\u67b6\u6784\u7684\u9009\u62e9<\/strong><br \/>\u5bf9\u4e8e\u56fe\u50cf\u8bc6\u522b\uff0c\u5e38\u7528\u7684\u6a21\u578b\u67b6\u6784\u5305\u62ec\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\uff08CNN\uff09\u3001\u6df1\u5ea6\u6b8b\u5dee\u7f51\u7edc\uff08ResNet\uff09\u7b49\u3002\u5bf9\u4e8e\u8bed\u97f3\u8bc6\u522b\uff0c\u5faa\u73af\u795e\u7ecf\u7f51\u7edc\uff08RNN\uff09\u3001\u957f\u77ed\u671f\u8bb0\u5fc6\u7f51\u7edc\uff08LSTM\uff09\u7b49\u662f\u8f83\u4e3a\u5e38\u7528\u7684\u9009\u62e9\u3002\u9009\u62e9\u6a21\u578b\u67b6\u6784\u65f6\uff0c\u9700\u6839\u636e\u4efb\u52a1\u7684\u590d\u6742\u7a0b\u5ea6\u548c\u6570\u636e\u7279\u70b9\u8fdb\u884c\u6743\u8861\u3002<\/p>\n<\/p>\n<\/li>\n<li>\n<p><strong>\u9884\u8bad\u7ec3\u6a21\u578b\u7684\u4f7f\u7528<\/strong><br \/>\u9884\u8bad\u7ec3\u6a21\u578b\u662f\u6307\u5728\u5927\u89c4\u6a21\u6570\u636e\u96c6\u4e0a\u8bad\u7ec3\u597d\u7684\u6a21\u578b\uff0c\u53ef\u4ee5\u7528\u4e8e\u8fc1\u79fb\u5b66\u4e60\uff0c\u4ee5\u51cf\u5c11\u8bad\u7ec3\u65f6\u95f4\u548c\u8ba1\u7b97\u8d44\u6e90\u3002\u901a\u8fc7\u5fae\u8c03\u9884\u8bad\u7ec3\u6a21\u578b\uff0c\u53ef\u4ee5\u5feb\u901f\u83b7\u5f97\u8f83\u597d\u7684\u8bc6\u522b\u6548\u679c\u3002<\/p>\n<\/p>\n<\/li>\n<\/ol>\n<p><p>\u56db\u3001\u6a21\u578b\u8bad\u7ec3<\/p>\n<\/p>\n<p><p>\u6a21\u578b\u8bad\u7ec3\u662f\u6574\u4e2a\u8bc6\u522b\u6a21\u578b\u5f00\u53d1\u6d41\u7a0b\u7684\u6838\u5fc3\u6b65\u9aa4\u3002\u901a\u8fc7\u4e0d\u65ad\u8fed\u4ee3\u8bad\u7ec3\uff0c\u6a21\u578b\u53ef\u4ee5\u9010\u6b65\u63d0\u9ad8\u5bf9\u8bc6\u522b\u4efb\u52a1\u7684\u51c6\u786e\u6027\u3002<\/p>\n<\/p>\n<ol>\n<li>\n<p><strong>\u8bad\u7ec3\u53c2\u6570\u7684\u8bbe\u7f6e<\/strong><br \/>\u5728\u6a21\u578b\u8bad\u7ec3\u4e2d\uff0c\u9700\u8bbe\u7f6e\u9002\u5f53\u7684\u8bad\u7ec3\u53c2\u6570\uff0c\u5982\u5b66\u4e60\u7387\u3001\u6279\u91cf\u5927\u5c0f\u3001\u8fed\u4ee3\u6b21\u6570\u7b49\u3002\u8fd9\u4e9b\u53c2\u6570\u7684\u8bbe\u7f6e\u76f4\u63a5\u5f71\u54cd\u6a21\u578b\u7684\u6536\u655b\u901f\u5ea6\u548c\u6700\u7ec8\u6027\u80fd\u3002\u901a\u5e38\u9700\u8981\u901a\u8fc7\u5b9e\u9a8c\u8fdb\u884c\u8c03\u4f18\u3002<\/p>\n<\/p>\n<\/li>\n<li>\n<p><strong>\u4f7f\u7528\u5408\u9002\u7684\u4f18\u5316\u7b97\u6cd5<\/strong><br \/>\u4f18\u5316\u7b97\u6cd5\u5728\u6a21\u578b\u8bad\u7ec3\u4e2d\u8d77\u5230\u81f3\u5173\u91cd\u8981\u7684\u4f5c\u7528\u3002\u5e38\u7528\u7684\u4f18\u5316\u7b97\u6cd5\u5305\u62ec\u968f\u673a\u68af\u5ea6\u4e0b\u964d\uff08SGD\uff09\u3001Adam\u7b49\u3002\u4e0d\u540c\u7684\u4f18\u5316\u7b97\u6cd5\u5177\u6709\u4e0d\u540c\u7684\u6536\u655b\u7279\u6027\u548c\u8ba1\u7b97\u590d\u6742\u5ea6\uff0c\u9700\u6839\u636e\u5177\u4f53\u4efb\u52a1\u9009\u62e9\u5408\u9002\u7684\u7b97\u6cd5\u3002<\/p>\n<\/p>\n<\/li>\n<\/ol>\n<p><p>\u4e94\u3001\u6a21\u578b\u8bc4\u4f30\u4e0e\u8c03\u4f18<\/p>\n<\/p>\n<p><p>\u6a21\u578b\u8bad\u7ec3\u5b8c\u6210\u540e\uff0c\u9700\u8981\u5bf9\u6a21\u578b\u8fdb\u884c\u8bc4\u4f30\u548c\u8c03\u4f18\uff0c\u4ee5\u786e\u4fdd\u5176\u80fd\u591f\u5728\u771f\u5b9e\u573a\u666f\u4e2d\u6709\u6548\u5de5\u4f5c\u3002<\/p>\n<\/p>\n<ol>\n<li>\n<p><strong>\u6a21\u578b\u8bc4\u4f30<\/strong><br \/>\u6a21\u578b\u8bc4\u4f30\u901a\u5e38\u5728\u9a8c\u8bc1\u96c6\u6216\u6d4b\u8bd5\u96c6\u4e0a\u8fdb\u884c\u3002\u901a\u8fc7\u8ba1\u7b97\u8bc6\u522b\u51c6\u786e\u7387\u3001\u7cbe\u786e\u7387\u3001\u53ec\u56de\u7387\u7b49\u6307\u6807\u6765\u8bc4\u4f30\u6a21\u578b\u7684\u6027\u80fd\u3002\u540c\u65f6\uff0c\u8fd8\u53ef\u4ee5\u901a\u8fc7\u6df7\u6dc6\u77e9\u9635\u5206\u6790\u6a21\u578b\u5728\u4e0d\u540c\u7c7b\u522b\u4e0a\u7684\u8bc6\u522b\u6548\u679c\u3002<\/p>\n<\/p>\n<\/li>\n<li>\n<p><strong>\u6a21\u578b\u8c03\u4f18<\/strong><br 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