{"id":198553,"date":"2024-05-10T00:24:10","date_gmt":"2024-05-09T16:24:10","guid":{"rendered":"https:\/\/docs.pingcode.com\/ask\/ask-ask\/198553.html"},"modified":"2024-05-10T00:24:14","modified_gmt":"2024-05-09T16:24:14","slug":"bp%e7%ae%97%e6%b3%95%e4%b8%ad%ef%bc%8c%e6%9d%83%e5%80%bc%e8%ae%ad%e7%bb%83%e5%a5%bd%e4%b9%8b%e5%90%8e%e5%9c%a8%e6%b5%8b%e8%af%95%e9%98%b6%e6%ae%b5%e8%bf%98%e4%bc%9a%e6%94%b9%e5%8f%98%e5%90%97","status":"publish","type":"post","link":"https:\/\/docs.pingcode.com\/ask\/198553.html","title":{"rendered":"BP\u7b97\u6cd5\u4e2d\uff0c\u6743\u503c\u8bad\u7ec3\u597d\u4e4b\u540e\u5728\u6d4b\u8bd5\u9636\u6bb5\u8fd8\u4f1a\u6539\u53d8\u5417"},"content":{"rendered":"

\"BP\u7b97\u6cd5\u4e2d\uff0c\u6743\u503c\u8bad\u7ec3\u597d\u4e4b\u540e\u5728\u6d4b\u8bd5\u9636\u6bb5\u8fd8\u4f1a\u6539\u53d8\u5417\"<\/p>\n

\u4e0d\u4f1a\uff0cBP\u7b97\u6cd5\u4e2d\u7684\u6743\u503c\u5728\u8bad\u7ec3\u9636\u6bb5\u786e\u5b9a\u4e4b\u540e\uff0c\u5728\u6d4b\u8bd5\u9636\u6bb5\u4e00\u822c\u4fdd\u6301\u4e0d\u53d8\u3002<\/strong> \u5728\u6d4b\u8bd5\u9636\u6bb5\uff0c\u795e\u7ecf\u7f51\u7edc\u4f7f\u7528\u8bad\u7ec3\u9636\u6bb5\u786e\u5b9a\u597d\u7684\u6743\u503c\u6765\u5bf9\u65b0\u7684\u6570\u636e\u8fdb\u884c\u9884\u6d4b\u548c\u5206\u7c7b\uff0c\u800c\u4e0d\u518d\u5bf9\u6743\u503c\u8fdb\u884c\u8c03\u6574\u3002\u8fd9\u662f\u56e0\u4e3a\u8bad\u7ec3\u9636\u6bb5\u7684\u76ee\u6807\u662f\u901a\u8fc7\u591a\u6b21\u8fed\u4ee3\u4f18\u5316\u7b97\u6cd5\uff0c\u627e\u5230\u80fd\u591f\u4f7f\u7f51\u7edc\u8f93\u51fa\u4e0e\u671f\u671b\u8f93\u51fa\u6700\u5339\u914d\u7684\u6743\u503c\u53c2\u6570\u3002\u4e00\u65e6\u5b8c\u6210\u6b64\u8fc7\u7a0b\uff0c\u5c31\u8ba4\u4e3a\u7f51\u7edc\u5df2\u7ecf\u201c\u5b66\u4f1a\u201d\u4e86\u4ece\u8f93\u5165\u5230\u8f93\u51fa\u7684\u6620\u5c04\u5173\u7cfb\uff0c\u6b64\u65f6\u6743\u503c\u5e94\u5f53\u56fa\u5b9a\u4e0b\u6765\uff0c\u4fdd\u8bc1\u6a21\u578b\u7684\u6cdb\u5316\u80fd\u529b\u3002<\/p>\n<\/p>\n

\u4e00\u3001BP\u7b97\u6cd5\u6982\u8ff0<\/h3>\n<\/p>\n

BP\u7b97\u6cd5\uff0c\u4e5f\u79f0\u4e3a\u8bef\u5dee\u53cd\u5411\u4f20\u64ad\u7b97\u6cd5\uff08BackPropagation\uff09\uff0c\u662f\u4e00\u79cd\u5e38\u89c1\u7684\u795e\u7ecf\u7f51\u7edc\u5b66\u4e60\u7b97\u6cd5\u3002\u5b83\u901a\u8fc7\u8ba1\u7b97\u8f93\u51fa\u5c42\u7684\u8bef\u5dee\uff0c\u5e76\u5c06\u8bef\u5dee\u6309\u7167\u4e00\u5b9a\u7684\u89c4\u5219\u53cd\u5411\u4f20\u9012\u5230\u524d\u9762\u7684\u6bcf\u4e00\u5c42\uff0c\u9010\u5c42\u8c03\u6574\u5404\u4e2a\u795e\u7ecf\u5143\u7684\u6743\u91cd\u548c\u504f\u7f6e\uff0c\u4ece\u800c\u4f7f\u5f97\u7f51\u7edc\u7684\u5b9e\u9645\u8f93\u51fa\u66f4\u63a5\u8fd1\u671f\u671b\u8f93\u51fa\u3002\u7ecf\u8fc7\u591a\u6b21\u8bad\u7ec3\u8fed\u4ee3\uff0c\u5f53\u7f51\u7edc\u7684\u6027\u80fd\u8fbe\u5230\u4e00\u5b9a\u6807\u51c6\u6216\u8005\u8bad\u7ec3\u6b21\u6570\u8fbe\u5230\u9884\u8bbe\u7684\u4e0a\u9650\u65f6\uff0c\u8bad\u7ec3\u8fc7\u7a0b\u7ed3\u675f\u3002<\/p>\n<\/p>\n

\u4e8c\u3001\u6743\u503c\u8bad\u7ec3\u4e0e\u56fa\u5b9a<\/h3>\n<\/p>\n

\u5728\u8bad\u7ec3\u9636\u6bb5\uff0cBP\u7b97\u6cd5\u901a\u8fc7\u524d\u5411\u4f20\u64ad\u8ba1\u7b97\u8f93\u51fa\u7ed3\u679c\uff0c\u5e76\u901a\u8fc7\u53cd\u5411\u4f20\u64ad\u8c03\u6574\u6743\u503c\u548c\u504f\u7f6e\u3002<\/strong> \u8bad\u7ec3\u8fc7\u7a0b\u4e2d\uff0c\u6743\u503c\u7684\u8c03\u6574\u662f\u4e3a\u4e86\u6700\u5c0f\u5316\u7f51\u7edc\u7684\u9884\u6d4b\u8bef\u5dee\u3002\u901a\u8fc7\u635f\u5931\u51fd\u6570\u6765\u8861\u91cf\u9884\u6d4b\u7ed3\u679c\u4e0e\u5b9e\u9645\u7ed3\u679c\u4e4b\u95f4\u7684\u5dee\u8ddd\uff0c\u795e\u7ecf\u7f51\u7edc\u7684\u8bad\u7ec3\u76ee\u6807\u5c31\u662f\u901a\u8fc7\u4f18\u5316\u7b97\u6cd5\u5982\u68af\u5ea6\u4e0b\u964d\u6cd5\u6765\u8c03\u6574\u6743\u503c\uff0c\u4ee5\u671f\u635f\u5931\u51fd\u6570\u7684\u503c\u80fd\u591f\u51cf\u5c0f\u5230\u6700\u4f4e\u3002<\/p>\n<\/p>\n

\u4e00\u65e6\u7f51\u7edc\u8bad\u7ec3\u5b8c\u6210\uff0c\u6743\u503c\u5c31\u88ab\u56fa\u5b9a\u4e0b\u6765\uff0c\u7528\u4e8e\u5bf9\u672a\u77e5\u6570\u636e\u8fdb\u884c\u9884\u6d4b\u3002<\/strong> \u8fd9\u4e2a\u8fc7\u7a0b\u4e2d\uff0c\u6743\u503c\u4e0d\u4f1a\u53d1\u751f\u6539\u53d8\uff0c\u56e0\u4e3a\u8bad\u7ec3\u9636\u6bb5\u5df2\u7ecf\u627e\u5230\u4e86\u4e00\u7ec4\u80fd\u591f\u4ee3\u8868\u6570\u636e\u6620\u5c04\u5173\u7cfb\u7684\u53c2\u6570\u3002\u5728\u6d4b\u8bd5\u9636\u6bb5\uff0c\u795e\u7ecf\u7f51\u7edc\u7684\u4f5c\u7528\u662f\u9a8c\u8bc1\u8fd9\u7ec4\u53c2\u6570\u7684\u6cdb\u5316\u80fd\u529b\uff0c\u5373\u5bf9\u4e8e\u672a\u66fe\u89c1\u8fc7\u7684\u6570\u636e\u662f\u5426\u4ecd\u7136\u6709\u826f\u597d\u7684\u9884\u6d4b\u6216\u5206\u7c7b\u6027\u80fd\u3002<\/p>\n<\/p>\n

\u4e09\u3001\u6743\u503c\u56fa\u5b9a\u7684\u91cd\u8981\u6027<\/h3>\n<\/p>\n

\u6743\u503c\u5728\u6d4b\u8bd5\u9636\u6bb5\u7684\u56fa\u5b9a\u662f\u8bc4\u4f30\u6a21\u578b\u6cdb\u5316\u80fd\u529b\u7684\u91cd\u8981\u6761\u4ef6\u4e4b\u4e00\u3002<\/strong> \u5982\u679c\u5728\u6d4b\u8bd5\u9636\u6bb5\u8fd8\u5bf9\u6743\u503c\u8fdb\u884c\u8c03\u6574\uff0c\u90a3\u4e48\u5c31\u65e0\u6cd5\u51c6\u786e\u5224\u65ad\u8bad\u7ec3\u9636\u6bb5\u5b66\u4e60\u5230\u7684\u6a21\u578b\u53c2\u6570\u5bf9\u4e8e\u65b0\u6570\u636e\u7684\u9002\u5e94\u6027\u3002\u8fd9\u79cd\u60c5\u51b5\u4e0b\uff0c\u6a21\u578b\u53ef\u80fd\u4f1a\u8fc7\u5ea6\u62df\u5408\u6d4b\u8bd5\u6570\u636e\uff0c\u5bfc\u81f4\u5176\u6cdb\u5316\u80fd\u529b\u53d8\u5f31\u3002\u800c\u56fa\u5b9a\u6743\u503c\u53ef\u4ee5\u4fdd\u8bc1\u6d4b\u8bd5\u8fc7\u7a0b\u7684\u516c\u6b63\u6027\u548c\u51c6\u786e\u6027\uff0c\u4f7f\u5f97\u6a21\u578b\u8bc4\u4f30\u66f4\u52a0\u53ef\u9760\u3002<\/p>\n<\/p>\n

\u56db\u3001\u6743\u503c\u8c03\u6574\u7684\u8fc7\u7a0b<\/h3>\n<\/p>\n

\u5728BP\u7b97\u6cd5\u4e2d\uff0c\u6743\u503c\u7684\u8c03\u6574\u4f9d\u8d56\u4e8e\u68af\u5ea6\u4e0b\u964d\u6cd5\u548c\u8fde\u9501\u89c4\u5219\u3002\u6bcf\u4e00\u6b21\u8bad\u7ec3\u8fed\u4ee3\u5305\u62ec\u4ee5\u4e0b\u51e0\u4e2a\u6b65\u9aa4\uff1a<\/p>\n<\/p>\n

    \n
  1. \u524d\u5411\u4f20\u64ad\uff1a<\/strong> \u8f93\u5165\u4fe1\u53f7\u5728\u7f51\u7edc\u4e2d\u524d\u5411\u4f20\u64ad\uff0c\u7ecf\u8fc7\u6bcf\u5c42\u5904\u7406\u540e\uff0c\u5f97\u5230\u8f93\u51fa\u5c42\u7684\u9884\u6d4b\u7ed3\u679c\u3002<\/li>\n
  2. \u8ba1\u7b97\u8bef\u5dee\uff1a<\/strong> \u901a\u8fc7\u635f\u5931\u51fd\u6570\u8ba1\u7b97\u5b9e\u9645\u8f93\u51fa\u4e0e\u671f\u671b\u8f93\u51fa\u4e4b\u95f4\u7684\u8bef\u5dee\u3002<\/li>\n
  3. \u53cd\u5411\u4f20\u64ad\uff1a<\/strong> \u5c06\u8f93\u51fa\u8bef\u5dee\u53cd\u5411\u4f20\u9012\u5230\u9690\u85cf\u5c42\uff0c\u6839\u636e\u8bef\u5dee\u8ba1\u7b97\u6bcf\u5c42\u6743\u503c\u7684\u68af\u5ea6\u3002<\/li>\n
  4. \u66f4\u65b0\u6743\u503c\uff1a<\/strong> \u6839\u636e\u8ba1\u7b97\u51fa\u7684\u68af\u5ea6\u548c\u5b66\u4e60\u7387\u66f4\u65b0\u7f51\u7edc\u7684\u6743\u503c\u548c\u504f\u7f6e\u3002<\/li>\n<\/ol>\n

    \u4e94\u3001\u6a21\u578b\u7684\u6d4b\u8bd5\u4e0e\u8bc4\u4f30<\/h3>\n<\/p>\n

    \u5728\u6d4b\u8bd5\u9636\u6bb5\uff0c\u7f51\u7edc\u4f7f\u7528\u56fa\u5b9a\u7684\u6743\u503c\u5bf9\u65b0\u6570\u636e\u96c6\u8fdb\u884c\u8bc4\u4f30\u3002\u6a21\u578b\u8bc4\u4f30\u7684\u6807\u51c6\u901a\u5e38\u5305\u62ec\u51c6\u786e\u7387\u3001\u53ec\u56de\u7387\u3001F1\u5206\u6570\u7b49\u6027\u80fd\u6307\u6807\u3002\u8fd9\u4e00\u9636\u6bb5\u7684\u76ee\u7684\u662f\u4e3a\u4e86\u9a8c\u8bc1\u6a21\u578b\u662f\u5426\u5177\u6709\u826f\u597d\u7684\u6cdb\u5316\u80fd\u529b\uff0c\u5373\u5728\u5904\u7406\u672a\u77e5\u6570\u636e\u65f6\u80fd\u5426\u4fdd\u6301\u7a33\u5b9a\u7684\u6027\u80fd\u3002\u901a\u8fc7\u5bf9\u672a\u89c1\u8fc7\u7684\u6570\u636e\u8fd0\u7528\u56fa\u5b9a\u6743\u503c\u8fdb\u884c\u6d4b\u8bd5\uff0c\u53ef\u4ee5\u5ba2\u89c2\u5730\u8bc4\u4ef7\u6a21\u578b\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\u7684\u6548\u679c\u3002<\/p>\n<\/p>\n

    \u516d\u3001BP\u7b97\u6cd5\u7684\u4f18\u5316\u4e0e\u6311\u6218<\/h3>\n<\/p>\n

    \u5c3d\u7ba1BP\u7b97\u6cd5\u5728\u8bad\u7ec3\u4ee5\u53ca\u56fa\u5b9a\u6743\u503c\u65b9\u9762\u662f\u6bd4\u8f83\u6210\u719f\u7684\u65b9\u6cd5\uff0c\u4f46\u5728\u5b9e\u8df5\u4e2d\u4ecd\u7136\u9762\u4e34\u4e00\u4e9b\u6311\u6218\uff0c\u5982\u68af\u5ea6\u6d88\u5931\u6216\u68af\u5ea6\u7206\u70b8\u95ee\u9898\u3001\u8fc7\u62df\u5408\u95ee\u9898\u3001\u5b66\u4e60\u901f\u7387\u7684\u9009\u62e9\u7b49\u3002\u7814\u7a76\u8005\u548c\u5de5\u7a0b\u5e08\u4eec\u901a\u8fc7\u5f15\u5165\u6b63\u5219\u5316\u9879\u3001\u6539\u8fdb\u6fc0\u6d3b\u51fd\u6570\u3001\u8c03\u6574\u7f51\u7edc\u67b6\u6784\u3001\u91c7\u7528\u81ea\u9002\u5e94\u5b66\u4e60\u7387\u7b49\u7b56\u7565\u6765\u4f18\u5316BP\u7b97\u6cd5\uff0c\u5e76\u51cf\u5c11\u8fd9\u4e9b\u95ee\u9898\u5bf9\u8bad\u7ec3\u7ed3\u679c\u7684\u5f71\u54cd\u3002<\/p>\n<\/p>\n

    \u7efc\u4e0a\u6240\u8ff0\uff0cBP\u7b97\u6cd5\u4e2d\u7684\u6743\u503c\u5728\u8bad\u7ec3\u9636\u6bb5\u7ecf\u8fc7\u4e0d\u65ad\u7684\u8fed\u4ee3\u8c03\u6574\uff0c\u800c\u5728\u6d4b\u8bd5\u9636\u6bb5\u5219\u56fa\u5b9a\u4e0b\u6765\u4ee5\u8bc4\u4f30\u6a21\u578b\u7684\u6cdb\u5316\u80fd\u529b\u3002\u6743\u503c\u7684\u56fa\u5b9a\u4fdd\u8bc1\u4e86\u6d4b\u8bd5\u7ed3\u679c\u7684\u51c6\u786e\u6027\u548c\u6a21\u578b\u8bc4\u4f30\u7684\u6709\u6548\u6027\u3002<\/p>\n<\/p>\n

    \u76f8\u5173\u95ee\u7b54FAQs\uff1a<\/strong><\/h2>\n

    1. BP\u7b97\u6cd5\u4e2d\uff0c\u5728\u6d4b\u8bd5\u9636\u6bb5\uff0c\u6743\u503c\u662f\u5426\u4f1a\u6539\u53d8\uff1f<\/strong><\/p>\n

    \u5728BP\u7b97\u6cd5\u4e2d\uff0c\u8bad\u7ec3\u9636\u6bb5\u548c\u6d4b\u8bd5\u9636\u6bb5\u662f\u5206\u5f00\u7684\u3002\u5728\u8bad\u7ec3\u9636\u6bb5\uff0c\u901a\u8fc7\u53cd\u5411\u4f20\u64ad\u7b97\u6cd5\u6765\u66f4\u65b0\u7f51\u7edc\u4e2d\u7684\u6743\u503c\uff0c\u76ee\u7684\u662f\u8ba9\u7f51\u7edc\u7684\u8f93\u51fa\u5c3d\u53ef\u80fd\u63a5\u8fd1\u4e8e\u8bad\u7ec3\u6570\u636e\u7684\u5b9e\u9645\u6807\u7b7e\u3002\u4e00\u65e6\u8bad\u7ec3\u5b8c\u6210\uff0c\u6743\u503c\u5c31\u88ab\u56fa\u5b9a\u4e0b\u6765\uff0c\u4e0d\u4f1a\u5728\u6d4b\u8bd5\u9636\u6bb5\u518d\u6b21\u6539\u53d8\u3002<\/p>\n

    2. BP\u7b97\u6cd5\u4e2d\uff0c\u4e3a\u4ec0\u4e48\u8bad\u7ec3\u597d\u7684\u6743\u503c\u4f1a\u56fa\u5b9a\u5728\u6d4b\u8bd5\u9636\u6bb5\uff1f<\/strong><\/p>\n

    \u4e00\u65e6\u8bad\u7ec3\u5b8c\u6210\uff0cBP\u7b97\u6cd5\u901a\u8fc7\u53cd\u5411\u4f20\u64ad\u5df2\u7ecf\u627e\u5230\u4e86\u6700\u4f18\u7684\u6743\u503c\uff0c\u4f7f\u7f51\u7edc\u80fd\u591f\u51c6\u786e\u5730\u5bf9\u8f93\u5165\u8fdb\u884c\u9884\u6d4b\u3002\u5728\u6d4b\u8bd5\u9636\u6bb5\uff0c\u6211\u4eec\u4f7f\u7528\u8fd9\u4e9b\u5df2\u7ecf\u8bad\u7ec3\u597d\u7684\u6743\u503c\u6765\u8fdb\u884c\u9884\u6d4b\uff0c\u800c\u4e0d\u9700\u8981\u518d\u6b21\u8c03\u6574\u6743\u503c\u3002\u8fd9\u662f\u56e0\u4e3a\u6743\u503c\u7684\u8c03\u6574\u662f\u4e3a\u4e86\u6700\u5c0f\u5316\u8bad\u7ec3\u6570\u636e\u7684\u8bef\u5dee\uff0c\u800c\u5728\u6d4b\u8bd5\u9636\u6bb5\uff0c\u6211\u4eec\u66f4\u5173\u5fc3\u7f51\u7edc\u7684\u6cdb\u5316\u80fd\u529b\uff0c\u5373\u5bf9\u65b0\u7684\u672a\u89c1\u6837\u672c\u7684\u9884\u6d4b\u80fd\u529b\u3002<\/p>\n

    3. BP\u7b97\u6cd5\u4e2d\uff0c\u4e3a\u4f55\u4e0d\u80fd\u5728\u6d4b\u8bd5\u9636\u6bb5\u518d\u6b21\u8c03\u6574\u6743\u503c\uff1f<\/strong><\/p>\n

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