{"id":185599,"date":"2024-05-09T14:38:19","date_gmt":"2024-05-09T06:38:19","guid":{"rendered":"https:\/\/docs.pingcode.com\/ask\/ask-ask\/185599.html"},"modified":"2024-05-09T14:38:22","modified_gmt":"2024-05-09T06:38:22","slug":"%e5%a6%82%e4%bd%95%e6%ad%a3%e7%a1%ae%e7%90%86%e8%a7%a3%e6%9c%ba%e5%99%a8%e5%ad%a6%e4%b9%a0lstm%e6%a8%a1%e5%9e%8b%e7%9a%84%e8%be%93%e5%85%a5%e6%95%b0%e6%8d%ae","status":"publish","type":"post","link":"https:\/\/docs.pingcode.com\/ask\/ask-ask\/185599.html","title":{"rendered":"\u5982\u4f55\u6b63\u786e\u7406\u89e3\u673a\u5668\u5b66\u4e60LSTM\u6a21\u578b\u7684\u8f93\u5165\u6570\u636e"},"content":{"rendered":"<p style=\"text-align:center\"><img decoding=\"async\" src=\"https:\/\/cdn-kb.worktile.com\/kb\/wp-content\/uploads\/2024\/04\/26083432\/641050cd-26c9-4b1a-9dd6-a3365258f0d0.webp\" alt=\"\u5982\u4f55\u6b63\u786e\u7406\u89e3\u673a\u5668\u5b66\u4e60LSTM\u6a21\u578b\u7684\u8f93\u5165\u6570\u636e\" \/><\/p>\n<p><p><a href=\"https:\/\/docs.pingcode.com\/ask\/59192.html\" target=\"_blank\">\u673a\u5668\u5b66\u4e60<\/a>\u4e2d\u7684LSTM\u6a21\u578b\u7684\u8f93\u5165\u6570\u636e\u5e94\u88ab\u6b63\u786e\u7406\u89e3\u4e3a\u65f6\u5e8f\u6570\u636e\u7684\u6570\u5b66\u8868\u8fbe\u3001\u5305\u542b\u6709\u610f\u4e49\u7684\u65f6\u95f4\u6b65\u9aa4\u3001\u7ecf\u9884\u5904\u7406\u7684\u4e0e\u95ee\u9898\u76f8\u5173\u7684\u7279\u5f81\u96c6\u5408\uff0c\u4ee5\u53ca\u53ef\u80fd\u7ecf\u8fc7\u5f52\u4e00\u5316\u6216\u7f16\u7801\u7684\u6570\u636e\u7ef4\u5ea6\u3002\u8fd9\u4e9b\u8f93\u5165\u6570\u636e\u53cd\u6620\u4e86LSTM\u6a21\u578b\u5728\u89e3\u51b3\u95ee\u9898\u65f6\u6240\u4f9d\u8d56\u7684\u65f6\u95f4\u5e8f\u5217\u4fe1\u606f\u3002\u7279\u522b\u5730\uff0c\u65f6\u95f4\u4e0a\u8fde\u7eed\u4e14\u76f8\u5173\u7684\u6570\u636e\u70b9\u80fd\u591f\u8ba9\u6a21\u578b\u6355\u6349\u5230\u968f\u65f6\u95f4\u53d1\u5c55\u7684\u53d8\u5316\u8d8b\u52bf\u548c\u6a21\u5f0f\u3002\u8fd9\u662f\u56e0\u4e3aLSTM\u6a21\u578b\u7279\u6709\u7684\u5faa\u73af\u795e\u7ecf\u7f51\u7edc\u7ed3\u6784\u8bbe\u8ba1\uff0c\u8fd9\u4f7f\u5176\u64c5\u957f\u5904\u7406\u4e0e\u65f6\u95f4\u5e8f\u5217\u76f8\u5173\u7684\u4efb\u52a1\u3002\u4f8b\u5982\uff0c\u5728\u91d1\u878d\u5e02\u573a\u9884\u6d4b\u4e2d\uff0cLSTM\u6a21\u578b\u7684\u8f93\u5165\u6570\u636e\u53ef\u80fd\u5305\u62ec\u5386\u53f2\u80a1\u4ef7\u3001\u4ea4\u6613\u91cf\u7b49\u56e0\u7d20\uff0c\u800c\u8fd9\u4e9b\u56e0\u7d20\u5fc5\u987b\u7ecf\u8fc7\u9002\u5f53\u7684\u9884\u5904\u7406\uff0c\u5982\u7279\u5f81\u7f29\u653e\u3001\u6ed1\u52a8\u7a97\u53e3\u7b49\u65b9\u6cd5\uff0c\u4ee5\u4fdd\u8bc1\u6a21\u578b\u80fd\u6709\u6548\u5b66\u4e60\u6570\u636e\u4e2d\u7684\u65f6\u95f4\u5e8f\u5217\u7279\u5f81\u3002<\/p>\n<\/p>\n<p><h3>\u4e00\u3001LSTM\u6a21\u578b\u7b80\u4ecb\u4e0e\u8f93\u5165\u6570\u636e\u7684\u91cd\u8981\u6027<\/h3>\n<\/p>\n<p><p>LSTM\uff0c\u5168\u79f0\u4e3a\u957f\u77ed\u671f\u8bb0\u5fc6\u7f51\u7edc\uff0c\u662f\u4e00\u79cd\u7279\u6b8a\u7c7b\u578b\u7684\u5faa\u73af\u795e\u7ecf\u7f51\u7edc\uff08RNN\uff09\uff0c\u7279\u522b\u8bbe\u8ba1\u7528\u6765\u89e3\u51b3\u4f20\u7edfRNN\u5728\u5904\u7406\u957f\u4f9d\u8d56\u65f6\u9047\u5230\u7684\u68af\u5ea6\u6d88\u5931\u6216\u68af\u5ea6\u7206\u70b8\u95ee\u9898\u3002\u5b83\u901a\u8fc7\u4e09\u4e2a\u4e3b\u8981\u95e8\u63a7\u673a\u5236\u2014\u9057\u5fd8\u95e8\u3001\u8f93\u5165\u95e8\u548c\u8f93\u51fa\u95e8\u2014\u6765\u8c03\u8282\u4fe1\u606f\u7684\u957f\u671f\u548c\u77ed\u671f\u6d41\u52a8\u3002<\/p>\n<\/p>\n<p><h4>LSTM\u6a21\u578b\u7684\u8f93\u5165\u6570\u636e\u7279\u6027<\/h4>\n<\/p>\n<p><p>\u8f93\u5165\u6570\u636e\u662fLSTM\u6a21\u578b\u7684\u8d77\u70b9\uff0c\u76f4\u63a5\u5f71\u54cd\u6a21\u578b\u6027\u80fd\u3002\u9ad8\u8d28\u91cf\u7684\u8f93\u5165\u6570\u636e\u5e94\u5305\u542b\u4ee5\u4e0b\u51e0\u4e2a\u7279\u5f81\uff1a<\/p>\n<\/p>\n<ol>\n<li><strong>\u65f6\u5e8f\u6027<\/strong>\uff1aLSTM\u8f93\u5165\u7684\u6570\u636e\u901a\u5e38\u5177\u6709\u660e\u663e\u7684\u65f6\u95f4\u987a\u5e8f\u6027\u3002\u8fd9\u79cd\u987a\u5e8f\u6027\u662f\u6a21\u578b\u9884\u6d4b\u672a\u6765\u72b6\u6001\u7684\u57fa\u7840\u3002<\/li>\n<li><strong>\u7ef4\u5ea6\u5339\u914d<\/strong>\uff1a\u8f93\u5165\u6570\u636e\u5e94\u4e0eLSTM\u6a21\u578b\u7684\u8f93\u5165\u5c42\u7ef4\u5ea6\u76f8\u5339\u914d\u3002\u901a\u5e38\u8fd9\u610f\u5473\u7740\u5728\u4e00\u5b9a\u65f6\u95f4\u6b65\u9aa4\u5185\u7684\u591a\u4e2a\u7279\u5f81\u70b9\u3002<\/li>\n<li><strong>\u9884\u5904\u7406\u7684\u91cd\u8981\u6027<\/strong>\uff1a\u8f93\u5165\u6570\u636e\u7ecf\u5e38\u9700\u8981\u8fdb\u884c\u591a\u79cd\u9884\u5904\u7406\uff0c\u5305\u62ec\u5f52\u4e00\u5316\u3001\u6807\u51c6\u5316\u3001\u5e8f\u5217\u586b\u5145\u548c\u7a97\u53e3\u5316\uff0c\u4ee5\u9002\u5e94LSTM\u6a21\u578b\u7684\u5b66\u4e60\u9700\u6c42\u3002<\/li>\n<\/ol>\n<p><h3>\u4e8c\u3001\u7406\u89e3LSTM\u8f93\u5165\u6570\u636e\u7684\u65f6\u5e8f\u6027<\/h3>\n<\/p>\n<p><p>\u65f6\u5e8f\u6570\u636e\u662f\u4e00\u7cfb\u5217\u6309\u65f6\u95f4\u987a\u5e8f\u6392\u5217\u7684\u70b9\uff0c\u6bcf\u4e2a\u6570\u636e\u70b9\u8bb0\u5f55\u4e86\u4e00\u4e2a\u6216\u591a\u4e2a\u89c2\u6d4b\u7684\u7ed3\u679c\u3002\u5728LSTM\u6a21\u578b\u4e2d\uff0c\u8fd9\u79cd\u65f6\u5e8f\u6027\u662f\u81f3\u5173\u91cd\u8981\u7684\u3002<\/p>\n<\/p>\n<p><h4>\u6355\u6349\u65f6\u95f4\u5173\u8054\u6027<\/h4>\n<\/p>\n<p><p>\u5bf9\u4e8eLSTM\u6a21\u578b\u800c\u8a00\uff0c<strong>\u65f6\u95f4\u6b65\u9aa4\u4e2d\u7684\u6570\u636e\u70b9\u4e0d\u662f\u5b64\u7acb\u7684\uff0c\u800c\u662f\u5f7c\u6b64\u5173\u8054<\/strong>\u3002\u6a21\u578b\u4f9d\u8d56\u8fd9\u79cd\u5173\u8054\u6027\u6765\u6355\u6349\u6570\u636e\u968f\u65f6\u95f4\u7684\u53d8\u5316\u8d8b\u52bf\u6216\u5468\u671f\u6027\u6a21\u5f0f\u3002<\/p>\n<\/p>\n<p><h4>\u65f6\u95f4\u5e8f\u5217\u5728\u4e0d\u540c\u9886\u57df\u7684\u5e94\u7528<\/h4>\n<\/p>\n<p><p>LSTM\u6a21\u578b\u5e7f\u6cdb\u5e94\u7528\u4e8e\u8bb8\u591a\u9700\u8981\u5904\u7406\u65f6\u95f4\u5e8f\u5217\u6570\u636e\u7684\u9886\u57df\uff0c\u4f8b\u5982\uff0c\u5929\u6c14\u9884\u6d4b\u3001\u80a1\u7968\u4ef7\u683c\u5206\u6790\u3001\u8bed\u8a00\u6a21\u578b\u521b\u5efa\u7b49\u3002\u5728\u8fd9\u4e9b\u5e94\u7528\u4e2d\uff0cLSTM\u7684\u8f93\u5165\u6570\u636e\u65f6\u95f4\u6027\u662f\u6a21\u578b\u6027\u80fd\u7684\u5173\u952e\u56e0\u7d20\u3002<\/p>\n<\/p>\n<p><h3>\u4e09\u3001LSTM\u6a21\u578b\u8f93\u5165\u6570\u636e\u7684\u7279\u5f81\u63d0\u53d6\u4e0e\u9884\u5904\u7406<\/h3>\n<\/p>\n<p><p>\u5728\u5c06\u5b9e\u9645\u95ee\u9898\u7684\u6570\u636e\u8f93\u5165\u5230LSTM\u6a21\u578b\u524d\uff0c\u9700\u8981\u8fdb\u884c\u4e00\u7cfb\u5217\u7684\u7279\u5f81\u63d0\u53d6\u4e0e\u9884\u5904\u7406\u6b65\u9aa4\uff0c\u4ee5\u4fdd\u8bc1\u6a21\u578b\u53ef\u4ee5\u66f4\u597d\u5730\u4ece\u6570\u636e\u4e2d\u5b66\u4e60\u3002<\/p>\n<\/p>\n<p><h4>\u91cd\u8981\u7684\u9884\u5904\u7406\u6b65\u9aa4<\/h4>\n<\/p>\n<ol>\n<li><strong>\u5f52\u4e00\u5316\u6216\u6807\u51c6\u5316<\/strong>\uff1a\u7531\u4e8eLSTM\u5bf9\u8f93\u5165\u6570\u636e\u7684\u89c4\u6a21\u5f88\u654f\u611f\uff0c\u56e0\u6b64\u901a\u5e38\u5c06\u6570\u636e\u5f52\u4e00\u5316\u5230\u6bd4\u8f83\u5c0f\u7684\u8303\u56f4\u5185\uff0c\u4f8b\u5982[0,1]\u6216[-1,1]\uff0c\u6216\u8005\u8fdb\u884cZ-score\u6807\u51c6\u5316\u4fdd\u8bc1\u5747\u503c\u4e3a0\uff0c\u65b9\u5dee\u4e3a1\u3002<\/li>\n<li><strong>\u6784\u5efa\u7279\u5f81\u7a97\u53e3<\/strong>\uff1a\u5c06\u8fde\u7eed\u7684\u65f6\u95f4\u70b9\u805a\u5408\u6210\u4e00\u4e2a\u6ed1\u52a8\u7a97\u53e3\uff0c\u8fd9\u8ba9\u6a21\u578b\u5728\u4e00\u4e2a\u7a97\u53e3\u5185\u770b\u5230\u4e00\u6bb5\u65f6\u95f4\u7684\u6570\u636e\uff0c\u800c\u4e0d\u662f\u5355\u4e00\u65f6\u95f4\u70b9\u3002<\/li>\n<\/ol>\n<p><h4>\u7279\u5f81\u9009\u62e9\u7684\u5f71\u54cd<\/h4>\n<\/p>\n<p><p>\u9009\u62e9\u54ea\u4e9b\u7279\u5f81\u8f93\u5165\u6a21\u578b\u5bf9LSTM\u7684\u6027\u80fd\u6709\u76f4\u63a5\u5f71\u54cd\u3002\u4e0d\u540c\u95ee\u9898\u9700\u8981\u4e0d\u540c\u7684\u7279\u5f81\uff0c\u800c\u4e14\u7279\u5f81\u4e4b\u95f4\u7684\u76f8\u5173\u6027\u4e5f\u4f1a\u5f71\u54cd\u6a21\u578b\u7684\u5b66\u4e60\u6548\u7387\u3002<\/p>\n<\/p>\n<p><h3>\u56db\u3001LSTM\u8f93\u5165\u6570\u636e\u7684\u7ef4\u5ea6\u4e0e\u7ed3\u6784\u5316<\/h3>\n<\/p>\n<p><p>LSTM\u7684\u8f93\u5165\u6570\u636e\u901a\u5e38\u662f\u4e09\u7ef4\u7684\uff0c\u5305\u62ec\u6837\u672c\u6570\u3001\u65f6\u95f4\u6b65\u6570\u548c\u7279\u5f81\u6570\u3002\u5408\u9002\u7684\u6570\u636e\u7ed3\u6784\u5316\u5bf9LSTM\u6a21\u578b\u7684\u6027\u80fd\u81f3\u5173\u91cd\u8981\u3002<\/p>\n<\/p>\n<p><h4>\u65f6\u95f4\u6b65\u548c\u7279\u5f81\u7ef4\u7684\u5e73\u8861<\/h4>\n<\/p>\n<p><p>\u8f93\u5165\u6570\u636e\u7684\u4e24\u4e2a\u5173\u952e\u7ef4\u5ea6\u662f\u65f6\u95f4\u6b65\u548c\u7279\u5f81\u7ef4\u3002<strong>\u627e\u5230\u8fd9\u4e24\u8005\u4e4b\u95f4\u6700\u4f18\u7684\u5e73\u8861\u6709\u52a9\u4e8e\u6a21\u578b\u66f4\u6709\u6548\u5730\u5b66\u4e60\u6570\u636e\u4e2d\u7684\u6a21\u5f0f\u3002<\/strong><\/p>\n<\/p>\n<p><h4>\u6279\u5904\u7406\u5bf9\u6a21\u578b\u6027\u80fd\u7684\u5f71\u54cd<\/h4>\n<\/p>\n<p><p>\u6570\u636e\u6279\u5904\u7406\u662f\u8bad\u7ec3LSTM\u6a21\u578b\u5e38\u89c1\u7684\u5b9e\u8df5\u3002\u9009\u62e9\u5408\u9002\u7684\u6279\u5927\u5c0f\u80fd\u591f\u4f7f\u5f97\u6a21\u578b\u8bad\u7ec3\u66f4\u7a33\u5b9a\u548c\u66f4\u6709\u6548\u3002<\/p>\n<\/p>\n<p><h3>\u4e94\u3001\u5982\u4f55\u5904\u7406\u4e0d\u540c\u7c7b\u578b\u7684\u65f6\u5e8f\u6570\u636e<\/h3>\n<\/p>\n<p><p>\u4e0d\u540c\u7c7b\u578b\u7684\u65f6\u5e8f\u6570\u636e\u5982\u80a1\u7968\u4ef7\u683c\u3001\u8bed\u97f3\u4fe1\u53f7\u6216\u6587\u672c\u5e8f\u5217\uff0c\u5b83\u4eec\u7684\u6027\u8d28\u4e0d\u540c\uff0c\u56e0\u6b64\u9700\u8981\u91c7\u53d6\u4e0d\u540c\u7684\u7b56\u7565\u6765\u5904\u7406\u3002<\/p>\n<\/p>\n<p><h4>\u591a\u53d8\u91cf\u4e0e\u5355\u53d8\u91cf\u65f6\u5e8f\u6570\u636e\u7684\u4e0d\u540c<\/h4>\n<\/p>\n<p><p>LSTM\u6a21\u578b\u65e2\u53ef\u4ee5\u5904\u7406\u5355\u53d8\u91cf\u4e5f\u53ef\u4ee5\u5904\u7406\u591a\u53d8\u91cf\u65f6\u5e8f\u6570\u636e\u3002\u5355\u53d8\u91cf\u65f6\u5e8f\u6570\u636e\u662f\u6307\u65f6\u95f4\u5e8f\u5217\u4e2d\u53ea\u5305\u542b\u4e00\u4e2a\u89c2\u6d4b\u53d8\u91cf\uff0c\u800c\u591a\u53d8\u91cf\u65f6\u5e8f\u6570\u636e\u53ef\u80fd\u5305\u542b\u591a\u4e2a\u76f8\u5173\u89c2\u6d4b\u53d8\u91cf\u3002<\/p>\n<\/p>\n<p><h4>\u5f02\u5e38\u503c\u548c\u566a\u58f0\u7684\u5904\u7406<\/h4>\n<\/p>\n<p><p>\u5f02\u5e38\u503c\u548c\u566a\u58f0\u662f\u65f6\u5e8f\u6570\u636e\u4e2d\u5e38\u89c1\u7684\u95ee\u9898\uff0c\u901a\u8fc7\u9002\u5f53\u7684\u6280\u672f\u5982\u5e73\u6ed1\u3001\u5dee\u5206\u7b49\u65b9\u6cd5\u53ef\u4ee5\u6539\u5584\u6570\u636e\u8d28\u91cf\u3002<\/p>\n<\/p>\n<p><h3>\u516d\u3001\u5b9e\u4f8b\u5206\u6790\uff1aLSTM\u6a21\u578b\u5728\u91d1\u878d\u9884\u6d4b\u4e2d\u7684\u5e94\u7528<\/h3>\n<\/p>\n<p><p>\u5728\u91d1\u878d\u65f6\u5e8f\u6570\u636e\u9884\u6d4b\u4e2d\uff0c\u7406\u89e3\u5e76\u5904\u7406\u8f93\u5165\u6570\u636e\u5bf9LSTM\u6a21\u578b\u6027\u80fd\u6709\u7740\u51b3\u5b9a\u6027\u5f71\u54cd\u3002<\/p>\n<\/p>\n<p><h4>\u7279\u5f81\u5de5\u7a0b\u5728\u91d1\u878d\u9884\u6d4b\u4e2d\u7684\u89d2\u8272<\/h4>\n<\/p>\n<p><p>\u7279\u5f81\u5de5\u7a0b\uff0c\u5728\u91d1\u878d\u9884\u6d4b\u4e2d\u610f\u5473\u7740\u8bc6\u522b\u548c\u6784\u5efa\u4e0e\u80a1\u7968\u5e02\u573a\u52a8\u6001\u76f8\u5173\u7684\u6307\u6807\u3002\u4f8b\u5982\uff0c\u6280\u672f\u5206\u6790\u6307\u6807\u5982\u79fb\u52a8\u5e73\u5747\u7ebf\u3001\u76f8\u5bf9\u5f3a\u5f31\u6307\u6570\uff08RSI\uff09\u7b49\u90fd\u53ef\u4ee5\u4f5c\u4e3aLSTM\u8f93\u5165\u6570\u636e\u3002<\/p>\n<\/p>\n<p><h4>\u6570\u636e\u9884\u5904\u7406\u7684\u5b9e\u8df5<\/h4>\n<\/p>\n<p><p>\u5bf9\u4e8e\u91d1\u878d\u5e02\u573a\u7684\u6570\u636e\uff0c\u9884\u5904\u7406\u901a\u5e38\u5305\u62ec\u53bb\u9664\u5b63\u8282\u6027\u7ec4\u4ef6\u3001\u5e73\u6ed1\u4ef7\u683c\u6ce2\u52a8\uff0c\u4ee5\u53ca\u786e\u4fdd\u6570\u636e\u5728\u4e0d\u540c\u89c4\u6a21\u4e0a\u7684\u4e00\u81f4\u6027\u3002<\/p>\n<\/p>\n<p><h3>\u4e03\u3001\u7ed3\u8bba\uff1a\u6784\u5efa\u9ad8\u6548LSTM\u6a21\u578b\u7684\u7b56\u7565<\/h3>\n<\/p>\n<p><p>\u4e3a\u4e86\u6784\u5efa\u4e00\u4e2a\u9ad8\u6548\u7684LSTM\u6a21\u578b\uff0c\u5e94\u8be5\u4ece\u7406\u89e3\u8f93\u5165\u6570\u636e\u7684\u65f6\u5e8f\u6027\u548c\u7279\u5f81\u5f00\u59cb\uff0c\u9002\u5f53\u9884\u5904\u7406\uff0c\u5e76\u6839\u636e\u5e94\u7528\u573a\u666f\u8c03\u6574\u6a21\u578b\u7ed3\u6784\u548c\u53c2\u6570\u3002<\/p>\n<\/p>\n<p><h4>\u8bad\u7ec3LSTM\u6a21\u578b\u65f6\u7684\u6700\u4f73\u5b9e\u8df5<\/h4>\n<\/p>\n<p><p>\u8bad\u7ec3LSTM\u6a21\u578b\u7684\u6700\u4f73\u5b9e\u8df5\u5305\u62ec\u8fdb\u884c\u4ea4\u53c9\u9a8c\u8bc1\u3001\u76d1\u63a7\u8fc7\u62df\u5408\u548c\u4f7f\u7528\u9002\u5f53\u7684\u6b63\u5219\u5316\u6280\u672f\uff0c\u4ee5\u53ca\u8c03\u6574\u7f51\u7edc\u53c2\u6570\u6bd4\u5982\u5b66\u4e60\u7387\u3001\u9690\u85cf\u5c42\u5927\u5c0f\u7b49\u3002<\/p>\n<\/p>\n<p><h4>\u672a\u6765\u7814\u7a76\u65b9\u5411<\/h4>\n<\/p>\n<p><p>LSTM\u6a21\u578b\u5728\u7406\u89e3\u8f93\u5165\u6570\u636e\u7684\u65f6\u5e8f\u6027\u65b9\u9762\u6709\u5f88\u5927\u7684\u6f5c\u529b\uff0c\u672a\u6765\u7684\u7814\u7a76\u53ef\u80fd\u4f1a\u96c6\u4e2d\u5728\u5982\u4f55\u66f4\u6709\u6548\u5730\u96c6\u6210\u591a\u79cd\u7c7b\u578b\u65f6\u5e8f\u6570\u636e\u548c\u63a2\u7d22\u66f4\u6df1\u5c42\u6b21\u7684\u5e8f\u5217\u6a21\u5f0f\u3002<\/p>\n<\/p>\n<h2><strong>\u76f8\u5173\u95ee\u7b54FAQs\uff1a<\/strong><\/h2>\n<p><strong>1. LSTM\u6a21\u578b\u7684\u8f93\u5165\u6570\u636e\u5e94\u8be5\u662f\u4ec0\u4e48\u6837\u7684\uff1f<\/strong><\/p>\n<p>LSTM(Long Short-Term Memory)\u6a21\u578b\u662f\u4e00\u79cd\u9012\u5f52\u795e\u7ecf\u7f51\u7edc\uff0c\u7528\u4e8e\u5904\u7406\u5e8f\u5217\u6570\u636e\u3002\u8f93\u5165\u6570\u636e\u5e94\u8be5\u662f\u4e00\u4e2a\u5177\u6709\u65f6\u95f4\u6b65\u957f\u7684\u4e8c\u7ef4\u6570\u7ec4\uff0c\u5176\u4e2d\u6bcf\u4e00\u884c\u8868\u793a\u4e00\u4e2a\u65f6\u95f4\u6b65\u3002\u6bcf\u4e2a\u65f6\u95f4\u6b65\u7684\u6570\u636e\u53ef\u4ee5\u662f\u4efb\u610f\u7ef4\u5ea6\u7684\u7279\u5f81\u3002\u4f8b\u5982\uff0c\u5728\u81ea\u7136\u8bed\u8a00\u5904\u7406\u4efb\u52a1\u4e2d\uff0c\u6bcf\u4e2a\u65f6\u95f4\u6b65\u53ef\u4ee5\u662f\u4e00\u4e2a\u8bcd\u5411\u91cf\u8868\u793a\u7684\u53e5\u5b50\u3002<\/p>\n<p><strong>2. \u5982\u4f55\u9884\u5904\u7406\u8f93\u5165\u6570\u636e\u4ee5\u9002\u5e94LSTM\u6a21\u578b\u7684\u8981\u6c42\uff1f<\/strong><\/p>\n<p>\u4e3a\u4e86\u6b63\u786e\u7406\u89e3LSTM\u6a21\u578b\u7684\u8f93\u5165\u6570\u636e\uff0c\u9996\u5148\u9700\u8981\u8fdb\u884c\u4e00\u4e9b\u9884\u5904\u7406\u6b65\u9aa4\u3002\u8fd9\u5305\u62ec\u5c06\u6587\u672c\u8f6c\u6362\u4e3a\u6570\u5b57\u8868\u793a\uff0c\u4f8b\u5982\u4f7f\u7528\u8bcd\u5411\u91cf\u6a21\u578b\u5c06\u5355\u8bcd\u6620\u5c04\u4e3a\u5411\u91cf\u3002\u7136\u540e\uff0c\u9700\u8981\u5c06\u5e8f\u5217\u6570\u636e\u5212\u5206\u4e3a\u56fa\u5b9a\u957f\u5ea6\u7684\u65f6\u95f4\u6b65\uff0c\u4ee5\u4fbf\u5728LSTM\u6a21\u578b\u4e2d\u8fdb\u884c\u5904\u7406\u3002\u53ef\u4ee5\u4f7f\u7528\u6ed1\u52a8\u7a97\u53e3\u65b9\u6cd5\u6216\u5176\u4ed6\u6280\u672f\u6765\u5b9e\u73b0\u8fd9\u4e00\u70b9\u3002<\/p>\n<p><strong>3. \u5982\u4f55\u6b63\u786e\u7406\u89e3LSTM\u6a21\u578b\u5bf9\u8f93\u5165\u6570\u636e\u7684\u5904\u7406\u8fc7\u7a0b\uff1f<\/strong><\/p>\n<p>LSTM\u6a21\u578b\u7684\u6838\u5fc3\u662f\u901a\u8fc7\u4f7f\u7528\u95e8\u63a7\u5355\u5143\u6765\u63a7\u5236\u4fe1\u606f\u7684\u6d41\u52a8\u548c\u8bb0\u5fc6\u7684\u66f4\u65b0\u3002\u6bcf\u4e2a\u65f6\u95f4\u6b65\u7684\u8f93\u5165\u6570\u636e\u5c06\u88ab\u9988\u9001\u5230\u4e0d\u540c\u7684\u95e8\u63a7\u5355\u5143\u4e2d\uff0c\u8fd9\u4e9b\u95e8\u63a7\u5355\u5143\u51b3\u5b9a\u4e86\u8f93\u5165\u6570\u636e\u5982\u4f55\u88ab\u8bb0\u5fc6\u548c\u9057\u5fd8\u3002\u901a\u8fc7\u8fd9\u79cd\u65b9\u5f0f\uff0c\u6a21\u578b\u53ef\u4ee5\u5b66\u4e60\u8f93\u5165\u6570\u636e\u4e2d\u7684\u5173\u952e\u6a21\u5f0f\uff0c\u5e76\u5728\u540e\u7eed\u65f6\u95f4\u6b65\u4e2d\u8fdb\u884c\u9884\u6d4b\u548c\u5206\u7c7b\u3002\u7406\u89e3LSTM\u6a21\u578b\u7684\u8f93\u5165\u6570\u636e\u5904\u7406\u8fc7\u7a0b\u53ef\u4ee5\u5e2e\u52a9\u6211\u4eec\u66f4\u597d\u5730\u8bbe\u8ba1\u548c\u4f18\u5316\u6a21\u578b\u7684\u8bad\u7ec3\u8fc7\u7a0b\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"\u673a\u5668\u5b66\u4e60\u4e2d\u7684LSTM\u6a21\u578b\u7684\u8f93\u5165\u6570\u636e\u5e94\u88ab\u6b63\u786e\u7406\u89e3\u4e3a\u65f6\u5e8f\u6570\u636e\u7684\u6570\u5b66\u8868\u8fbe\u3001\u5305\u542b\u6709\u610f\u4e49\u7684\u65f6\u95f4\u6b65\u9aa4\u3001\u7ecf\u9884\u5904\u7406\u7684\u4e0e\u95ee\u9898\u76f8\u5173 [&hellip;]","protected":false},"author":3,"featured_media":185601,"comment_status":"closed","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[37],"tags":[],"acf":[],"_links":{"self":[{"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/posts\/185599"}],"collection":[{"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/comments?post=185599"}],"version-history":[{"count":0,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/posts\/185599\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/media\/185601"}],"wp:attachment":[{"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/media?parent=185599"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/categories?post=185599"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/tags?post=185599"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}