{"id":89917,"date":"2026-08-04T06:48:38","date_gmt":"2026-08-03T22:48:38","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/89917.html"},"modified":"2026-08-04T06:48:38","modified_gmt":"2026-08-03T22:48:38","slug":"%e4%ba%ba%e5%b7%a5%e6%99%ba%e8%83%bd%e5%89%8d%e9%a6%88%e7%a5%9e%e7%bb%8f%e7%bd%91%e7%bb%9c%ef%bc%9a%e7%bb%93%e6%9e%84%e4%b8%8e%e8%ae%ad%e7%bb%83%e5%ae%9e%e8%b7%b5","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/89917.html","title":{"rendered":"[\u4eba\u5de5\u667a\u80fd]\u524d\u9988\u795e\u7ecf\u7f51\u7edc\uff1a\u7ed3\u6784\u4e0e\u8bad\u7ec3\u5b9e\u8df5"},"content":{"rendered":"

\u524d\u9988\u795e\u7ecf\u7f51\u7edc：\u7ed3\u6784\u4e0e\u8bad\u7ec3\u5b9e\u8df5<\/span><\/p>\n

\u672c\u6587\u7cfb\u7edf\u4ecb\u7ecd\u524d\u9988\u795e\u7ecf\u7f51\u7edc（\u591a\u5c42\u611f\u77e5\u673a）\u7684\u7ed3\u6784\u5f62\u5f0f\u3001\u6570\u5b66\u8868\u8fbe\u3001\u8bad\u7ec3\u6d41\u7a0b\u4ee5\u53ca\u5de5\u7a0b\u5e94\u7528\u8981\u70b9\u3002\u6587\u6863\u5305\u542b\u82e5\u5e72\u793a\u610f\u56fe\u548c\u8868\u683c，\u9002\u5408\u4f5c\u4e3a\u8d85\u8fc74\u9875\u7684\u6280\u672f\u53c2\u8003\u8d44\u6599，\u7528\u4e8e\u6559\u5b66\u548c\u5de5\u7a0b\u8bbe\u8ba1\u3002<\/p>\n

\"\"<\/p>\n

\u56fe1：\u7b80\u5355\u524d\u9988\u795e\u7ecf\u7f51\u7edc\u5404\u5c42\u795e\u7ecf\u5143\u6570\u91cf\u793a\u610f\u3002<\/p>\n

\"\"<\/p>\n

\u56fe2：\u524d\u9988\u7f51\u7edc\u8bad\u7ec3\u635f\u5931\u4e0e\u9a8c\u8bc1\u635f\u5931\u968f\u8fed\u4ee3\u8f6e\u6b21\u53d8\u5316\u7684\u793a\u610f\u3002<\/p>\n

\"\"<\/p>\n

\u56fe3：\u524d\u9988\u7f51\u7edc\u5728\u4e8c\u7ef4\u7279\u5f81\u7a7a\u95f4\u5b66\u4e60\u5230\u7684\u975e\u7ebf\u6027\u51b3\u7b56\u8fb9\u754c\u793a\u610f\u3002<\/p>\n\n\n\n\n\n\n\n
\n

\u7f51\u7edc\u5c42<\/span><\/p>\n<\/td>\n

\n

\u89d2\u8272<\/span><\/p>\n<\/td>\n

\n

\u5178\u578b\u89c4\u6a21<\/span><\/p>\n<\/td>\n

\n

\u8bf4\u660e<\/span><\/p>\n<\/td>\n<\/tr>\n

\n

\u8f93\u5165\u5c42<\/p>\n<\/td>\n

\n

\u63a5\u6536\u7279\u5f81\u5411\u91cfx\u3002<\/p>\n<\/td>\n

\n

\u7ef4\u5ea6=\u7279\u5f81\u6570\u91cf\u3002<\/p>\n<\/td>\n

\n

\u4e00\u822c\u4ec5\u505a\u5f52\u4e00\u5316，\u4e0d\u542b\u6fc0\u6d3b\u51fd\u6570\u3002<\/p>\n<\/td>\n<\/tr>\n

\n

\u9690\u85cf\u5c421<\/p>\n<\/td>\n

\n

\u5b66\u4e60\u7b2c\u4e00\u5c42\u7279\u5f81\u8868\u793a\u3002<\/p>\n<\/td>\n

\n

16\u2013128\u4e2a\u795e\u7ecf\u5143（\u89c6\u4efb\u52a1\u800c\u5b9a）\u3002<\/p>\n<\/td>\n

\n

\u4f7f\u7528ReLU\u6216tanh\u7b49\u975e\u7ebf\u6027\u6fc0\u6d3b\u3002<\/p>\n<\/td>\n<\/tr>\n

\n

\u9690\u85cf\u5c422<\/p>\n<\/td>\n

\n

\u5bf9\u7279\u5f81\u8fdb\u884c\u7ec4\u5408\u548c\u7ec6\u5316\u3002<\/p>\n<\/td>\n

\n

16\u2013128\u4e2a\u795e\u7ecf\u5143\u3002<\/p>\n<\/td>\n

\n

\u589e\u52a0\u6df1\u5ea6\u53ef\u63d0\u5347\u8868\u8fbe\u80fd\u529b\u3002<\/p>\n<\/td>\n<\/tr>\n

\n

\u8f93\u51fa\u5c42<\/p>\n<\/td>\n

\n

\u5c06\u9690\u85cf\u8868\u793a\u6620\u5c04\u4e3a\u9884\u6d4b\u7ed3\u679c\u3002<\/p>\n<\/td>\n

\n

\u56de\u5f52：1\u4e2a\u795e\u7ecf\u5143；\u5206\u7c7b：C\u4e2a\u795e\u7ecf\u5143\u3002<\/p>\n<\/td>\n

\n

\u4f7f\u7528\u7ebf\u6027\/ sigmoid \/ softmax\u7b49\u6fc0\u6d3b\u3002<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

\u88681：\u524d\u9988\u795e\u7ecf\u7f51\u7edc\u4e2d\u5404\u5c42\u7684\u5178\u578b\u89d2\u8272\u3002<\/p>\n\n\n\n\n\n\n\n
\n

\u6a21\u578b\u7c7b\u578b<\/span><\/p>\n<\/td>\n

\n

\u4f18\u52bf<\/span><\/p>\n<\/td>\n

\n

\u52a3\u52bf<\/span><\/p>\n<\/td>\n

\n

\u5178\u578b\u7528\u9014<\/span><\/p>\n<\/td>\n<\/tr>\n

\n

\u524d\u9988\u795e\u7ecf\u7f51\u7edc<\/p>\n<\/td>\n

\n

\u8868\u8fbe\u80fd\u529b\u5f3a，\u975e\u7ebf\u6027，\u7406\u8bba\u4e0a\u53ef\u903c\u8fd1\u4efb\u610f\u8fde\u7eed\u51fd\u6570\u3002<\/p>\n<\/td>\n

\n

\u9700\u8981\u8f83\u591a\u8d85\u53c2\u6570\u8c03\u8282\u548c\u6570\u636e\u652f\u6491\u3002<\/p>\n<\/td>\n

\n

\u7ed3\u6784\u5316\u6570\u636e\u3001\u4e00\u822c\u51fd\u6570\u903c\u8fd1\u4efb\u52a1\u3002<\/p>\n<\/td>\n<\/tr>\n

\n

\u7ebf\u6027\/\u903b\u8f91\u56de\u5f52<\/p>\n<\/td>\n

\n

\u7b80\u5355\u3001\u6613\u89e3\u91ca\u3002<\/p>\n<\/td>\n

\n

\u53ea\u80fd\u5b66\u4e60\u7ebf\u6027\u51b3\u7b56\u8fb9\u754c\u3002<\/p>\n<\/td>\n

\n

\u4f5c\u4e3a\u57fa\u7ebf\u6a21\u578b\u6216\u5173\u7cfb\u8fd1\u4f3c\u7ebf\u6027\u573a\u666f\u3002<\/p>\n<\/td>\n<\/tr>\n

\n

\u51b3\u7b56\u6811\/\u968f\u673a\u68ee\u6797<\/p>\n<\/td>\n

\n

\u53ef\u5904\u7406\u975e\u7ebf\u6027\u548c\u6df7\u5408\u7c7b\u578b\u7279\u5f81\u3002<\/p>\n<\/td>\n

\n

\u5f62\u6210\u5206\u6bb5\u5e38\u6570\u51fd\u6570，\u6613\u8fc7\u62df\u5408\u3002<\/p>\n<\/td>\n

\n

\u7ed3\u6784\u5316\u5206\u7c7b\/\u56de\u5f52\u4efb\u52a1\u3002<\/p>\n<\/td>\n<\/tr>\n

\n

\u6838\u65b9\u6cd5（SVM）<\/p>\n<\/td>\n

\n

\u5728\u4e2d\u7b49\u89c4\u6a21\u6570\u636e\u4e0a\u8868\u73b0\u4f18\u826f\u3002<\/p>\n<\/td>\n

\n

\u5728\u5927\u89c4\u6a21\u6570\u636e\u4e0a\u8ba1\u7b97\u5f00\u9500\u8f83\u5927\u3002<\/p>\n<\/td>\n

\n

\u9ad8\u7ef4\u4f46\u4e2d\u7b49\u89c4\u6a21\u6570\u636e\u95ee\u9898\u3002<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

\u88682：\u524d\u9988\u795e\u7ecf\u7f51\u7edc\u4e0e\u5176\u4ed6\u5e38\u89c1\u6a21\u578b\u7684\u5bf9\u6bd4\u3002<\/p>\n\n\n\n\n\n\n\n
\n

\u6b65\u9aa4<\/span><\/p>\n<\/td>\n

\n

\u63cf\u8ff0<\/span><\/p>\n<\/td>\n

\n

\u8f93\u5165<\/span><\/p>\n<\/td>\n

\n

\u8f93\u51fa<\/span><\/p>\n<\/td>\n<\/tr>\n

\n

\u524d\u5411\u4f20\u64ad<\/p>\n<\/td>\n

\n

\u6839\u636e\u5f53\u524d\u53c2\u6570\u8ba1\u7b97\u9884\u6d4by\u0302 = f(x; \u03b8)\u3002<\/p>\n<\/td>\n

\n

\u5f53\u524d\u53c2\u6570\u03b8，\u8f93\u5165\u6279x\u3002<\/p>\n<\/td>\n

\n

\u9884\u6d4b\u7ed3\u679cy\u0302\u53ca\u4e2d\u95f4\u6fc0\u6d3b\u503c\u3002<\/p>\n<\/td>\n<\/tr>\n

\n

\u635f\u5931\u8ba1\u7b97<\/p>\n<\/td>\n

\n

\u8861\u91cfy\u0302\u4e0e\u6807\u7b7ey\u4e4b\u95f4\u7684\u5dee\u5f02\u3002<\/p>\n<\/td>\n

\n

\u9884\u6d4by\u0302\u3001\u6807\u7b7ey\u3002<\/p>\n<\/td>\n

\n

\u6807\u91cf\u635f\u5931L\u3002<\/p>\n<\/td>\n<\/tr>\n

\n

\u53cd\u5411\u4f20\u64ad<\/p>\n<\/td>\n

\n

\u901a\u8fc7\u94fe\u5f0f\u6cd5\u5219\u8ba1\u7b97\u5404\u53c2\u6570\u7684\u68af\u5ea6\u2202L\/\u2202\u03b8\u3002<\/p>\n<\/td>\n

\n

\u635f\u5931L\u3001\u7f51\u7edc\u7ed3\u6784\u4e0e\u6fc0\u6d3b\u503c\u3002<\/p>\n<\/td>\n

\n

\u6240\u6709\u53c2\u6570\u7684\u68af\u5ea6\u3002<\/p>\n<\/td>\n<\/tr>\n

\n

\u53c2\u6570\u66f4\u65b0<\/p>\n<\/td>\n

\n

\u4f7f\u7528\u4f18\u5316\u5668（SGD\u3001Adam\u7b49）\u66f4\u65b0\u53c2\u6570\u3002<\/p>\n<\/td>\n

\n

\u68af\u5ea6\u3001\u5b66\u4e60\u7387\u3001\u4f18\u5316\u5668\u72b6\u6001\u3002<\/p>\n<\/td>\n

\n

\u65b0\u7684\u53c2\u6570\u03b8\u2032，\u7528\u4e8e\u4e0b\u4e00\u6b21\u8fed\u4ee3\u3002<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

\u88683：\u524d\u9988\u795e\u7ecf\u7f51\u7edc\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u7684\u4e3b\u8981\u6b65\u9aa4\u3002<\/p>\n

1. \u524d\u9988\u795e\u7ecf\u7f51\u7edc\u7ed3\u6784<\/span><\/h2>\n

\u524d\u9988\u795e\u7ecf\u7f51\u7edc\u7531\u8f93\u5165\u5c42\u3001\u4e00\u4e2a\u6216\u591a\u4e2a\u9690\u85cf\u5c42\u4ee5\u53ca\u8f93\u51fa\u5c42\u6784\u6210，\u6570\u636e\u4ec5\u6309\u524d\u5411\u65b9\u5411\u4f20\u64ad，\u4e0d\u5b58\u5728\u5c42\u4e4b\u95f4\u7684\u5faa\u73af\u8fde\u63a5\u3002\u8fd9\u79cd\u7ed3\u6784\u7b80\u5355\u3001\u76f4\u89c2，\u662f\u8bb8\u591a\u590d\u6742\u7f51\u7edc\u67b6\u6784\u7684\u57fa\u7840\u3002<\/p>\n

\u6bcf\u4e00\u5c42\u5bf9\u8f93\u5165\u8fdb\u884c\u7ebf\u6027\u53d8\u6362\u5e76\u901a\u8fc7\u975e\u7ebf\u6027\u6fc0\u6d3b\u51fd\u6570\u8f93\u51fa\u7ed3\u679c，\u591a\u5c42\u53e0\u52a0\u53ef\u4ee5\u903c\u8fd1\u590d\u6742\u7684\u975e\u7ebf\u6027\u6620\u5c04\u5173\u7cfb\u3002<\/p>\n

2. \u6570\u5b66\u8868\u8fbe\u4e0e\u51fd\u6570\u903c\u8fd1<\/span><\/h2>\n

\u7ed9\u5b9a\u8f93\u5165\u5411\u91cfx，\u524d\u9988\u7f51\u7edc\u901a\u8fc7\u4e00\u7cfb\u5217\u4eff\u5c04\u53d8\u6362\u548c\u6fc0\u6d3b\u51fd\u6570\u8ba1\u7b97\u9884\u6d4by\u0302 = f(x; \u03b8)\u3002\u4f8b\u5982，\u4e24\u5c42\u9690\u85cf\u7f51\u7edc\u53ef\u8868\u793a\u4e3a：h1 = \u03c3(W1x + b1)，h2 = \u03c3(W2h1 + b2)，\u8f93\u51fa\u4e3ay\u0302 = g(W3h2 + b3)，\u5176\u4e2d\u03c3\u548cg\u4e3a\u6fc0\u6d3b\u51fd\u6570\u3002<\/p>\n

\u53c2\u6570\u96c6\u5408\u03b8\u7531\u5404\u5c42\u6743\u91cdW\u548c\u504f\u7f6eb\u7ec4\u6210，\u901a\u8fc7\u5728\u8bad\u7ec3\u6570\u636e\u4e0a\u6700\u5c0f\u5316\u635f\u5931\u51fd\u6570L(y\u0302, y)\u8fdb\u884c\u5b66\u4e60\u3002\u524d\u9988\u7f51\u7edc\u5728\u7406\u8bba\u4e0a\u53ef\u4ee5\u903c\u8fd1\u4efb\u610f\u8fde\u7eed\u51fd\u6570，\u4f46\u5b9e\u9645\u6027\u80fd\u53d7\u7f51\u7edc\u5bb9\u91cf\u3001\u6b63\u5219\u5316\u4ee5\u53ca\u8bad\u7ec3\u6570\u636e\u8d28\u91cf\u7b49\u56e0\u7d20\u5f71\u54cd\u3002<\/p>\n

3. \u6fc0\u6d3b\u51fd\u6570\u7684\u9009\u62e9<\/span><\/h2>\n

\u9690\u85cf\u5c42\u5e38\u7528ReLU\u53ca\u5176\u53d8\u4f53\u4f5c\u4e3a\u6fc0\u6d3b\u51fd\u6570，\u539f\u56e0\u5728\u4e8e\u5176\u8ba1\u7b97\u7b80\u5355\u4e14\u76f8\u5bf9\u4e0d\u6613\u4ea7\u751f\u68af\u5ea6\u6d88\u5931\u95ee\u9898\u3002Sigmoid\u548ctanh\u5728\u67d0\u4e9b\u573a\u666f\u4ecd\u7136\u4f7f\u7528，\u4f46\u5b58\u5728\u9971\u548c\u5bfc\u81f4\u68af\u5ea6\u8f83\u5c0f\u7684\u95ee\u9898\u3002<\/p>\n

\u8f93\u51fa\u5c42\u7684\u6fc0\u6d3b\u51fd\u6570\u9700\u8981\u4e0e\u4efb\u52a1\u7c7b\u578b\u5339\u914d：\u56de\u5f52\u4efb\u52a1\u901a\u5e38\u4f7f\u7528\u7ebf\u6027\u6fc0\u6d3b，\u4e8c\u5206\u7c7b\u4efb\u52a1\u4f7f\u7528sigmoid，\u591a\u5206\u7c7b\u4efb\u52a1\u4f7f\u7528softmax\u3002<\/p>\n

4. \u8bad\u7ec3\u8fc7\u7a0b\u4e0e\u53cd\u5411\u4f20\u64ad<\/span><\/h2>\n

\u524d\u9988\u7f51\u7edc\u7684\u8bad\u7ec3\u8fc7\u7a0b\u901a\u5e38\u91c7\u7528\u57fa\u4e8e\u68af\u5ea6\u7684\u4f18\u5316\u65b9\u6cd5，\u901a\u8fc7\u53cd\u5411\u4f20\u64ad\u7b97\u6cd5\u9ad8\u6548\u8ba1\u7b97\u635f\u5931\u5bf9\u5404\u53c2\u6570\u7684\u68af\u5ea6，\u7136\u540e\u4f7f\u7528SGD\u6216Adam\u7b49\u4f18\u5316\u5668\u66f4\u65b0\u53c2\u6570\u3002<\/p>\n

\u5728\u8bad\u7ec3\u8fc7\u7a0b\u4e2d\u9700\u8981\u5408\u7406\u8bbe\u7f6e\u5b66\u4e60\u7387\u3001\u6279\u5927\u5c0f\u3001\u6b63\u5219\u5316\u9879（\u5982\u6743\u91cd\u8870\u51cf\u3001Dropout）\u4ee5\u53ca\u65e9\u505c\u7b56\u7565，\u5e76\u901a\u8fc7\u76d1\u63a7\u8bad\u7ec3\u548c\u9a8c\u8bc1\u96c6\u4e0a\u7684\u6307\u6807\u6765\u53d1\u73b0\u8fc7\u62df\u5408\u6216\u6b20\u62df\u5408\u3002<\/p>\n

5. \u5e94\u7528\u573a\u666f\u4e0e\u5de5\u7a0b\u5efa\u8bae<\/span><\/h2>\n

\u524d\u9988\u795e\u7ecf\u7f51\u7edc\u5e7f\u6cdb\u7528\u4e8e\u7ed3\u6784\u5316\u6570\u636e\u7684\u5206\u7c7b\u548c\u56de\u5f52\u4efb\u52a1，\u4e5f\u53ef\u4ee5\u4f5c\u4e3a\u66f4\u5927\u7cfb\u7edf\u4e2d\u7684\u5b50\u6a21\u5757（\u5982\u63a8\u8350\u7cfb\u7edf\u4e2d\u7684\u5b50\u7f51\u7edc）\u3002<\/p>\n

\u5de5\u7a0b\u5b9e\u8df5\u4e2d\u5efa\u8bae\u5728\u8f93\u5165\u7279\u5f81\u4e0a\u8fdb\u884c\u5f52\u4e00\u5316\u6216\u6807\u51c6\u5316，\u91c7\u7528\u5408\u7406\u7684\u53c2\u6570\u521d\u59cb\u5316\u65b9\u6cd5（\u5982Xavier\u6216He\u521d\u59cb\u5316），\u5e76\u4ece\u8f83\u5c0f\u7684\u7f51\u7edc\u7ed3\u6784\u5165\u624b，\u6839\u636e\u9a8c\u8bc1\u96c6\u8868\u73b0\u9010\u6b65\u589e\u52a0\u6df1<\/p>\n","protected":false},"excerpt":{"rendered":"

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