{"id":197602,"date":"2024-05-09T23:44:37","date_gmt":"2024-05-09T15:44:37","guid":{"rendered":"https:\/\/docs.pingcode.com\/ask\/ask-ask\/197602.html"},"modified":"2024-05-09T23:44:44","modified_gmt":"2024-05-09T15:44:44","slug":"%e5%a6%82%e4%bd%95%e6%9c%80%e7%ae%80%e5%8d%95%e3%80%81%e9%80%9a%e4%bf%97%e5%9c%b0%e7%90%86%e8%a7%a3%e9%80%bb%e8%be%91%e5%9b%9e%e5%bd%92%e7%ae%97%e6%b3%95","status":"publish","type":"post","link":"https:\/\/docs.pingcode.com\/ask\/ask-ask\/197602.html","title":{"rendered":"\u5982\u4f55\u6700\u7b80\u5355\u3001\u901a\u4fd7\u5730\u7406\u89e3\u903b\u8f91\u56de\u5f52\u7b97\u6cd5"},"content":{"rendered":"<p style=\"text-align:center\"><img decoding=\"async\" src=\"https:\/\/cdn-kb.worktile.com\/kb\/wp-content\/uploads\/2024\/04\/24140030\/0ed38627-9983-43e6-b71c-b1cb77651301.webp\" alt=\"\u5982\u4f55\u6700\u7b80\u5355\u3001\u901a\u4fd7\u5730\u7406\u89e3\u903b\u8f91\u56de\u5f52\u7b97\u6cd5\" \/><\/p>\n<p><p>\u903b\u8f91\u56de\u5f52\u7b97\u6cd5\u662f\u4e00\u79cd\u7528\u4e8e\u5206\u7c7b\u95ee\u9898\u7684\u7edf\u8ba1\u65b9\u6cd5\uff0c\u5b83\u901a\u8fc7\u5c06\u6570\u636e\u62df\u5408\u5230\u4e00\u4e2a\u903b\u8f91\u51fd\u6570\uff08Logistic function\uff09\u6765\u9884\u6d4b\u4e00\u4e2a\u4e8b\u4ef6\u53d1\u751f\u7684\u6982\u7387\u3002<strong>\u6700\u7b80\u5355\u3001\u901a\u4fd7\u5730\u7406\u89e3\u903b\u8f91\u56de\u5f52\uff0c\u53ef\u4ee5\u5c06\u5176\u89c6\u4e3a\u4e00\u4e2a\u5224\u65ad\u95ee\u9898\u7684\u201c\u662f\u201d\u6216\u201c\u5426\u201d\u7684\u8fc7\u7a0b\u3001\u5b83\u901a\u8fc7\u8ba1\u7b97\u6982\u7387\uff08\u53d6\u503c\u8303\u56f4\u57280\u52301\u4e4b\u95f4\uff09\u6765\u8fdb\u884c\u51b3\u7b56\u3002<\/strong> \u5176\u4e2d\uff0c\u6838\u5fc3\u5728\u4e8e\u903b\u8f91\u51fd\u6570\uff0c\u4e5f\u79f0\u4e3a Sigmoid \u51fd\u6570\uff0c\u5b83\u80fd\u591f\u5c06\u4efb\u610f\u8303\u56f4\u5185\u7684\u8f93\u5165\u503c\u6620\u5c04\u52300\u548c1\u4e4b\u95f4\uff0c\u4fbf\u4e8e\u6211\u4eec\u8fdb\u884c\u6982\u7387\u5224\u65ad\u3002<\/p>\n<\/p>\n<p><p>\u4e3a\u8fdb\u4e00\u6b65\u9610\u8ff0\uff0c\u903b\u8f91\u56de\u5f52\u901a\u8fc7\u8f93\u5165\u7279\u5f81\u7684\u7ebf\u6027\u7ec4\u5408\u7ecf\u8fc7Sigmoid\u51fd\u6570\u8f6c\u6362\uff0c\u8f93\u51fa\u4e00\u4e2a\u4ecb\u4e8e0\u4e0e1\u4e4b\u95f4\u7684\u503c\u3002\u8fd9\u4e2a\u503c\u53ef\u4ee5\u89c6\u4e3a\u5c5e\u4e8e\u67d0\u4e00\u7c7b\u522b\u7684\u6982\u7387\u3002\u4ee5\u91d1\u878d\u6b3a\u8bc8\u68c0\u6d4b\u4e3a\u4f8b\uff0c\u903b\u8f91\u56de\u5f52\u6a21\u578b\u53ef\u4ee5\u6839\u636e\u4ea4\u6613\u7279\u70b9\uff08\u5982\u4ea4\u6613\u91d1\u989d\u3001\u65f6\u95f4\u7b49\uff09\u8ba1\u7b97\u51fa\u6bcf\u7b14\u4ea4\u6613\u662f\u6b3a\u8bc8\u884c\u4e3a\u7684\u6982\u7387\u3002\u5982\u679c\u8fd9\u4e2a\u6982\u7387\u8d85\u8fc7\u4e86\u8bbe\u5b9a\u7684\u9608\u503c\uff0c\u6bd4\u59820.5\uff0c\u90a3\u4e48\u6211\u4eec\u5c31\u8ba4\u4e3a\u8fd9\u7b14\u4ea4\u6613\u662f\u6b3a\u8bc8\u7684\u3002<\/p>\n<\/p>\n<p><h3>\u4e00\u3001\u903b\u8f91\u56de\u5f52\u7b97\u6cd5\u7684\u57fa\u672c\u539f\u7406<\/h3>\n<\/p>\n<p><p>\u903b\u8f91\u56de\u5f52\u80cc\u540e\u7684\u6570\u5b66\u539f\u7406\u662f\u76f8\u5bf9\u76f4\u63a5\u7684\u3002\u5b83\u4e3b\u8981\u901a\u8fc7\u6700\u5927\u4f3c\u7136\u4f30\u8ba1\uff08Maximum Likelihood Estimation, MLE\uff09\u6765\u4f18\u5316\u6a21\u578b\u53c2\u6570\u3002\u7b80\u800c\u8a00\u4e4b\uff0c\u6700\u5927\u4f3c\u7136\u4f30\u8ba1\u5c31\u662f\u901a\u8fc7\u4f18\u5316\u8fc7\u7a0b\u627e\u5230\u4e00\u7ec4\u53c2\u6570\uff0c\u4f7f\u5f97\u57fa\u4e8e\u8fd9\u7ec4\u53c2\u6570\u4e0b\uff0c\u89c2\u6d4b\u5230\u7684\u6570\u636e\u51fa\u73b0\u7684\u53ef\u80fd\u6027\uff08\u4f3c\u7136\uff09\u6700\u5927\u3002<\/p>\n<\/p>\n<p><h4>\u53d8\u91cf\u5173\u7cfb\u7684\u5efa\u7acb<\/h4>\n<\/p>\n<p><p>\u5728\u903b\u8f91\u56de\u5f52\u4e2d\uff0c\u6211\u4eec\u9996\u5148\u9700\u8981\u786e\u5b9a\u7684\u662f\u81ea\u53d8\u91cf\uff08\u7279\u5f81\uff09\u4e0e\u56e0\u53d8\u91cf\uff08\u6807\u7b7e\uff09\u4e4b\u95f4\u7684\u5173\u7cfb\u3002\u81ea\u53d8\u91cf\u7684\u7ebf\u6027\u7ec4\u5408\u4f1a\u901a\u8fc7\u4e00\u4e2a\u903b\u8f91\u51fd\u6570\u8f6c\u6362\uff0c\u4ea7\u751f\u4e00\u4e2a\u8f93\u51fa\u503c\uff0c\u8fd9\u4e2a\u503c\u8868\u793a\u4e86\u67d0\u4e00\u4e8b\u4ef6\u53d1\u751f\u7684\u6982\u7387\u3002\u5173\u952e\u5728\u4e8e\uff0c\u901a\u8fc7\u8c03\u6574\u6a21\u578b\u53c2\u6570\uff08\u5373\u81ea\u53d8\u91cf\u524d\u7684\u7cfb\u6570\uff09\uff0c\u6211\u4eec\u53ef\u4ee5\u63d0\u9ad8\u6a21\u578b\u9884\u6d4b\u7684\u51c6\u786e\u6027\u3002<\/p>\n<\/p>\n<p><h4>\u53c2\u6570\u4f30\u8ba1<\/h4>\n<\/p>\n<p><p>\u53c2\u6570\u7684\u4f30\u8ba1\u5219\u662f\u901a\u8fc7\u6700\u5927\u5316\u4f3c\u7136\u51fd\u6570\u6765\u5b9e\u73b0\u3002\u5728\u5b9e\u8df5\u4e2d\uff0c\u901a\u5e38\u901a\u8fc7\u68af\u5ea6\u4e0b\u964d\uff08Gradient Descent\uff09\u7b49\u4f18\u5316\u7b97\u6cd5\u6765\u9010\u6b65\u8c03\u6574\u53c2\u6570\uff0c\u76f4\u81f3\u627e\u5230\u4f7f\u4f3c\u7136\u51fd\u6570\u8fbe\u5230\u6700\u5927\u503c\u7684\u53c2\u6570\u7ec4\u5408\u3002<\/p>\n<\/p>\n<p><h3>\u4e8c\u3001\u903b\u8f91\u56de\u5f52\u7684\u5b9e\u9645\u5e94\u7528<\/h3>\n<\/p>\n<p><p>\u903b\u8f91\u56de\u5f52\u5e7f\u6cdb\u5e94\u7528\u4e8e\u5404\u4e2a\u9886\u57df\u4e2d\uff0c\u4ece\u91d1\u878d\u98ce\u9669\u8bc4\u4f30\u3001\u533b\u7597\u75be\u75c5\u9884\u6d4b\uff0c\u5230\u793e\u4f1a\u79d1\u5b66\u7814\u7a76\uff0c\u4e43\u81f3\u4e8e\u81ea\u7136\u8bed\u8a00\u5904\u7406\u7b49\u9886\u57df\uff0c\u90fd\u6709\u5b83\u7684\u8eab\u5f71\u3002<\/p>\n<\/p>\n<p><h4>\u91d1\u878d\u884c\u4e1a\u4e2d\u7684\u5e94\u7528<\/h4>\n<\/p>\n<p><p>\u5728\u91d1\u878d\u884c\u4e1a\u4e2d\uff0c\u903b\u8f91\u56de\u5f52\u88ab\u7528\u6765\u8bc4\u4f30\u8d37\u6b3e\u7533\u8bf7\u4eba\u7684\u4fe1\u7528\u98ce\u9669\uff0c\u901a\u8fc7\u5206\u6790\u7533\u8bf7\u4eba\u7684\u5404\u79cd\u8d22\u52a1\u6307\u6807\uff0c\u6765\u9884\u6d4b\u5176\u8fdd\u7ea6\u7684\u6982\u7387\u3002\u8fd9\u5bf9\u4e8e\u94f6\u884c\u548c\u91d1\u878d\u673a\u6784\u6765\u8bf4\u662f\u6781\u5176\u91cd\u8981\u7684\uff0c\u56e0\u4e3a\u5b83\u76f4\u63a5\u5173\u7cfb\u5230\u8d37\u6b3e\u7684\u6279\u51c6\u4e0e\u5426\uff0c\u4ee5\u53ca\u76f8\u5e94\u7684\u5229\u7387\u8bbe\u7f6e\u3002<\/p>\n<\/p>\n<p><h4>\u533b\u7597\u5065\u5eb7\u9886\u57df\u7684\u5e94\u7528<\/h4>\n<\/p>\n<p><p>\u5728\u533b\u7597\u5065\u5eb7\u9886\u57df\uff0c\u903b\u8f91\u56de\u5f52\u7528\u4e8e\u9884\u6d4b\u67d0\u4e9b\u75be\u75c5\u7684\u53d1\u75c5\u6982\u7387\uff0c\u5982\u901a\u8fc7\u5206\u6790\u60a3\u8005\u7684\u751f\u6d3b\u4e60\u60ef\u3001\u57fa\u56e0\u4fe1\u606f\u7b49\u6570\u636e\uff0c\u6765\u9884\u6d4b\u5fc3\u810f\u75c5\u3001\u7cd6\u5c3f\u75c5\u7b49\u75be\u75c5\u7684\u98ce\u9669\u3002\u8fd9\u5bf9\u4e8e\u65e9\u671f\u8bca\u65ad\u3001\u9884\u9632\u6cbb\u7597\u8ba1\u5212\u7684\u5236\u5b9a\u5177\u6709\u91cd\u8981\u610f\u4e49\u3002<\/p>\n<\/p>\n<p><h3>\u4e09\u3001\u903b\u8f91\u56de\u5f52\u7b97\u6cd5\u7684\u4f18\u7f3a\u70b9<\/h3>\n<\/p>\n<p><p>\u867d\u7136\u903b\u8f91\u56de\u5f52\u5728\u5904\u7406\u5206\u7c7b\u95ee\u9898\u4e0a\u5177\u6709\u5e7f\u6cdb\u7684\u5e94\u7528\uff0c\u4f46\u5b83\u4e5f\u6709\u81ea\u8eab\u7684\u9650\u5236\u3002<\/p>\n<\/p>\n<p><h4>\u4f18\u70b9<\/h4>\n<\/p>\n<ul>\n<li><strong>\u6a21\u578b\u7b80\u5355\uff0c\u6613\u4e8e\u7406\u89e3\u548c\u5b9e\u73b0\uff1b<\/strong> \u903b\u8f91\u56de\u5f52\u7684\u6a21\u578b\u7ed3\u6784\u76f4\u89c2\uff0c\u53c2\u6570\u7684\u7269\u7406\u610f\u4e49\u6e05\u6670\uff0c\u4fbf\u4e8e\u89e3\u91ca\u3002<\/li>\n<li><strong>\u6548\u7387\u8f83\u9ad8\uff0c\u8ba1\u7b97\u6210\u672c\u4e0d\u9ad8\uff1b<\/strong> \u76f8\u6bd4\u4e8e\u4e00\u4e9b\u590d\u6742\u7684\u7b97\u6cd5\u6a21\u578b\uff0c\u903b\u8f91\u56de\u5f52\u5728\u8ba1\u7b97\u8d44\u6e90\u6709\u9650\u7684\u73af\u5883\u4e0b\u4e5f\u53ef\u4ee5\u9ad8\u6548\u8fd0\u884c\u3002<\/li>\n<\/ul>\n<p><h4>\u7f3a\u70b9<\/h4>\n<\/p>\n<ul>\n<li><strong>\u5904\u7406\u975e\u7ebf\u6027\u95ee\u9898\u80fd\u529b\u6709\u9650\uff1b<\/strong> \u7531\u4e8e\u903b\u8f91\u56de\u5f52\u4f9d\u8d56\u4e8e\u7ebf\u6027\u5047\u8bbe\uff0c\u5bf9\u4e8e\u67d0\u4e9b\u975e\u7ebf\u6027\u7684\u6570\u636e\u5206\u5e03\uff0c\u5176\u8868\u73b0\u4e0d\u5982\u4e00\u4e9b\u590d\u6742\u7684\u6a21\u578b\u3002<\/li>\n<li><strong>\u5bf9\u591a\u5206\u7c7b\u95ee\u9898\u5904\u7406\u4e0d\u5982\u4e00\u4e9b\u4e13\u95e8\u7684\u7b97\u6cd5\uff1b<\/strong> \u903b\u8f91\u56de\u5f52\u867d\u7136\u53ef\u4ee5\u901a\u8fc7\u4e00\u4e9b\u6280\u5de7\u5904\u7406\u591a\u5206\u7c7b\u95ee\u9898\uff0c\u4f46\u5728\u672c\u8d28\u4e0a\u5b83\u662f\u4e00\u4e2a\u4e8c\u5206\u7c7b\u7b97\u6cd5\u3002<\/li>\n<\/ul>\n<p><h3>\u56db\u3001\u5982\u4f55\u63d0\u9ad8\u903b\u8f91\u56de\u5f52\u6a21\u578b\u7684\u6027\u80fd<\/h3>\n<\/p>\n<p><p>\u63d0\u9ad8\u6a21\u578b\u6027\u80fd\u4e0d\u4ec5\u5173\u4e4e\u53c2\u6570\u7684\u4f18\u5316\uff0c\u8fd8\u6d89\u53ca\u5230\u7279\u5f81\u9009\u62e9\u3001\u6570\u636e\u9884\u5904\u7406\u7b49\u65b9\u9762\u3002<\/p>\n<\/p>\n<p><h4>\u7279\u5f81\u5de5\u7a0b<\/h4>\n<\/p>\n<p><p>\u901a\u8fc7\u7279\u5f81\u9009\u62e9\u3001\u7279\u5f81\u6784\u9020\u7b49\u65b9\u6cd5\u53ef\u4ee5\u663e\u8457\u63d0\u9ad8\u6a21\u578b\u7684\u6027\u80fd\u3002\u9009\u62e9\u4e0e\u9884\u6d4b\u76ee\u6807\u9ad8\u5ea6\u76f8\u5173\u7684\u7279\u5f81\u3001\u6784\u9020\u66f4\u6709\u4fe1\u606f\u91cf\u7684\u7279\u5f81\uff0c\u90fd\u6709\u52a9\u4e8e\u6a21\u578b\u66f4\u597d\u5730\u5b66\u4e60\u6570\u636e\u3002<\/p>\n<\/p>\n<p><h4>\u6570\u636e\u9884\u5904\u7406<\/h4>\n<\/p>\n<p><p>\u6570\u636e\u9884\u5904\u7406\uff0c\u5305\u62ec\u7f3a\u5931\u503c\u5904\u7406\u3001\u5f02\u5e38\u503c\u5904\u7406\u548c\u6570\u636e\u6807\u51c6\u5316\u7b49\uff0c\u5bf9\u4e8e\u63d0\u9ad8\u6a21\u578b\u7cbe\u5ea6\u540c\u6837\u975e\u5e38\u91cd\u8981\u3002\u7279\u522b\u662f\u6570\u636e\u6807\u51c6\u5316\uff0c\u53ef\u4ee5\u786e\u4fdd\u6a21\u578b\u5728\u4f18\u5316\u8fc7\u7a0b\u4e2d\u66f4\u52a0\u7a33\u5b9a\uff0c\u52a0\u5feb\u6536\u655b\u901f\u5ea6\u3002<\/p>\n<\/p>\n<p><p>\u901a\u8fc7\u7cbe\u5fc3\u8bbe\u8ba1\u7684\u7279\u5f81\u5de5\u7a0b\u548c\u5468\u5230\u7684\u6570\u636e\u9884\u5904\u7406\uff0c\u5728\u5f88\u5927\u7a0b\u5ea6\u4e0a\u53ef\u4ee5\u5f25\u8865\u903b\u8f91\u56de\u5f52\u672c\u8eab\u7684\u4e0d\u8db3\uff0c\u4f7f\u5176\u5728\u5404\u79cd\u5b9e\u9645\u5e94\u7528\u4e2d\u53d1\u6325\u66f4\u5927\u7684\u4f5c\u7528\u3002<\/p>\n<\/p>\n<h2><strong>\u76f8\u5173\u95ee\u7b54FAQs\uff1a<\/strong><\/h2>\n<p><strong>\u4ec0\u4e48\u662f\u903b\u8f91\u56de\u5f52\u7b97\u6cd5\uff1f<\/strong><br \/>\n\u903b\u8f91\u56de\u5f52\u7b97\u6cd5\u662f\u4e00\u79cd\u7528\u4e8e\u89e3\u51b3\u5206\u7c7b\u95ee\u9898\u7684<a href=\"https:\/\/docs.pingcode.com\/ask\/59192.html\" target=\"_blank\">\u673a\u5668\u5b66\u4e60<\/a>\u7b97\u6cd5\u3002\u5b83\u4e3b\u8981\u57fa\u4e8e\u5bf9\u6570\u636e\u7684\u7ebf\u6027\u56de\u5f52\u8fdb\u884c\u63a8\u5bfc\uff0c\u5e76\u4f7f\u7528sigmoid\u51fd\u6570\u5c06\u7ed3\u679c\u6620\u5c04\u52300\u52301\u4e4b\u95f4\u7684\u6982\u7387\u503c\u3002\u903b\u8f91\u56de\u5f52\u53ef\u4ee5\u7528\u4e8e\u4e8c\u5206\u7c7b\u95ee\u9898\uff0c\u4e5f\u53ef\u4ee5\u6269\u5c55\u5230\u591a\u5206\u7c7b\u95ee\u9898\u4e0a\u3002<\/p>\n<p><strong>\u903b\u8f91\u56de\u5f52\u7b97\u6cd5\u5982\u4f55\u5de5\u4f5c\uff1f<\/strong><br 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