{"id":58623,"date":"2023-10-26T12:16:43","date_gmt":"2023-10-26T04:16:43","guid":{"rendered":"https:\/\/docs.pingcode.com\/?p=58623"},"modified":"2023-10-26T12:16:44","modified_gmt":"2023-10-26T04:16:44","slug":"%e5%a6%82%e4%bd%95%e4%bd%bf%e7%94%a8%e9%95%bf%e7%9f%ad%e6%97%b6%e8%ae%b0%e5%bf%86%e7%bd%91%e7%bb%9c%ef%bc%88lstm%ef%bc%89","status":"publish","type":"post","link":"https:\/\/docs.pingcode.com\/ask\/58623.html","title":{"rendered":"\u5982\u4f55\u4f7f\u7528\u957f\u77ed\u65f6\u8bb0\u5fc6\u7f51\u7edc\uff08LSTM\uff09"},"content":{"rendered":"\n
\n

\u957f\u77ed\u65f6\u8bb0\u5fc6\u7f51\u7edc\uff08LSTM\uff09\u662f\u4e00\u79cd\u5f3a\u5927\u7684\u5faa\u73af\u795e\u7ecf\u7f51\u7edc\uff08RNN\uff09\u53d8\u79cd\uff0c\u7528\u4e8e\u5904\u7406\u65f6\u95f4\u5e8f\u5217\u6570\u636e\u548c\u81ea\u7136\u8bed\u8a00\u5904\u7406\u7b49\u4efb\u52a1\u3002LSTM\u662f\u4e00\u79cdRNN\uff0c\u5b83\u901a\u8fc7\u5f15\u5165\u95e8\u63a7\u673a\u5236\u6765\u89e3\u51b3\u4f20\u7edfRNN\u4e2d\u7684\u68af\u5ea6\u6d88\u5931\u548c\u68af\u5ea6\u7206\u70b8\u95ee\u9898\u3002LSTM\u5355\u5143\u7531\u4e09\u4e2a\u95e8\u7ec4\u6210\uff1a\u9057\u5fd8\u95e8\u3001\u8f93\u5165\u95e8\u548c\u8f93\u51fa\u95e8\u3002\u8fd9\u4e9b\u95e8\u5141\u8bb8LSTM\u7f51\u7edc\u9009\u62e9\u6027\u5730\u5b58\u50a8\u3001\u8bfb\u53d6\u548c\u9057\u5fd8\u4fe1\u606f\uff0c\u4f7f\u5176\u80fd\u591f\u6709\u6548\u5730\u6355\u6349\u957f\u671f\u4f9d\u8d56\u5173\u7cfb\u3002<\/span><\/p>\n<\/blockquote>\n\n\n\n

\u4e00\u3001LSTM\u7684\u539f\u7406<\/strong><\/h2>\n\n\n\n

LSTM\u662f\u4e00\u79cdRNN\uff0c\u5b83\u901a\u8fc7\u5f15\u5165\u95e8\u63a7\u673a\u5236\u6765\u89e3\u51b3\u4f20\u7edfRNN\u4e2d\u7684\u68af\u5ea6\u6d88\u5931\u548c\u68af\u5ea6\u7206\u70b8\u95ee\u9898\u3002LSTM\u5355\u5143\u7531\u4e09\u4e2a\u95e8\u7ec4\u6210\uff1a\u9057\u5fd8\u95e8\u3001\u8f93\u5165\u95e8\u548c\u8f93\u51fa\u95e8\u3002\u8fd9\u4e9b\u95e8\u5141\u8bb8LSTM\u7f51\u7edc\u9009\u62e9\u6027\u5730\u5b58\u50a8\u3001\u8bfb\u53d6\u548c\u9057\u5fd8\u4fe1\u606f\uff0c\u4f7f\u5176\u80fd\u591f\u6709\u6548\u5730\u6355\u6349\u957f\u671f\u4f9d\u8d56\u5173\u7cfb\u3002<\/p>\n\n\n\n

\u4e8c\u3001LSTM\u7684\u5e94\u7528\u573a\u666f<\/strong><\/h2>\n\n\n\n
    \n
  1. \u65f6\u95f4\u5e8f\u5217\u9884\u6d4b<\/strong>\uff1aLSTM\u5e7f\u6cdb\u7528\u4e8e\u80a1\u7968\u4ef7\u683c\u9884\u6d4b\u3001\u5929\u6c14\u9884\u6d4b\u7b49\u65f6\u95f4\u5e8f\u5217\u6570\u636e\u5206\u6790\u4efb\u52a1\uff0c\u56e0\u4e3a\u5b83\u53ef\u4ee5\u6355\u83b7\u6570\u636e\u4e2d\u7684\u590d\u6742\u6a21\u5f0f\u3002<\/li>\n\n\n\n
  2. \u81ea\u7136\u8bed\u8a00\u5904\u7406<\/strong>\uff1aLSTM\u5728\u673a\u5668\u7ffb\u8bd1\u3001\u6587\u672c\u751f\u6210\u3001\u60c5\u611f\u5206\u6790\u7b49NLP\u4efb\u52a1\u4e2d\u8868\u73b0\u51fa\u8272\uff0c\u56e0\u4e3a\u5b83\u53ef\u4ee5\u5904\u7406\u4e0d\u5b9a\u957f\u7684\u6587\u672c\u5e8f\u5217\u3002<\/li>\n\n\n\n
  3. \u56fe\u50cf\u5904\u7406<\/strong>\uff1aLSTM\u4e0e\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\uff08CNN\uff09\u7ed3\u5408\u4f7f\u7528\uff0c\u53ef\u7528\u4e8e\u56fe\u50cf\u63cf\u8ff0\u751f\u6210\u3001\u89c6\u9891\u5206\u6790\u7b49\u9886\u57df\uff0c\u6269\u5c55\u4e86\u5176\u5e94\u7528\u8303\u56f4\u3002<\/li>\n<\/ol>\n\n\n\n

    \u4e09\u3001\u5982\u4f55\u4f7f\u7528LSTM<\/strong><\/h2>\n\n\n\n
      \n
    1. \u6570\u636e\u51c6\u5907<\/strong>\uff1a\u9996\u5148\uff0c\u4f60\u9700\u8981\u51c6\u5907\u65f6\u95f4\u5e8f\u5217\u6216\u6587\u672c\u6570\u636e\uff0c\u5e76\u5c06\u5176\u8f6c\u6362\u4e3a\u9002\u5408LSTM\u7684\u683c\u5f0f\u3002\u8fd9\u901a\u5e38\u6d89\u53ca\u5230\u6570\u636e\u5f52\u4e00\u5316\u548c\u5e8f\u5217\u586b\u5145\u3002<\/li>\n\n\n\n
    2. \u6784\u5efaLSTM\u6a21\u578b<\/strong>\uff1a\u4f7f\u7528\u6df1\u5ea6\u5b66\u4e60\u6846\u67b6\uff08\u5982TensorFlow\u6216PyTorch\uff09\u6784\u5efaLSTM\u6a21\u578b\u3002\u4f60\u53ef\u4ee5\u9009\u62e9\u4f7f\u7528\u9884\u8bad\u7ec3\u7684\u6a21\u578b\u6216\u4ece\u5934\u5f00\u59cb\u6784\u5efa\u3002<\/li>\n\n\n\n
    3. \u8bad\u7ec3\u6a21\u578b<\/strong>\uff1a\u5c06\u6570\u636e\u9988\u9001\u5230LSTM\u6a21\u578b\u4e2d\uff0c\u5e76\u8fdb\u884c\u6a21\u578b\u8bad\u7ec3\u3002\u4f60\u9700\u8981\u9009\u62e9\u9002\u5f53\u7684\u635f\u5931\u51fd\u6570\u548c\u4f18\u5316\u5668\uff0c\u5e76\u76d1\u63a7\u6a21\u578b\u7684\u6027\u80fd\u3002<\/li>\n\n\n\n
    4. \u8bc4\u4f30\u548c\u8c03\u4f18<\/strong>\uff1a\u5728\u8bad\u7ec3\u5b8c\u6210\u540e\uff0c\u8bc4\u4f30\u6a21\u578b\u7684\u6027\u80fd\u5e76\u8fdb\u884c\u8c03\u4f18\u3002\u4f60\u53ef\u4ee5\u4f7f\u7528\u4e0d\u540c\u7684\u8bc4\u4f30\u6307\u6807\u6765\u8861\u91cf\u6a21\u578b\u7684\u51c6\u786e\u6027\u3002<\/li>\n\n\n\n
    5. \u5e94\u7528\u6a21\u578b<\/strong>\uff1a\u4e00\u65e6\u4f60\u7684\u6a21\u578b\u8bad\u7ec3\u826f\u597d\uff0c\u5c31\u53ef\u4ee5\u5c06\u5176\u7528\u4e8e\u5b9e\u9645\u95ee\u9898\uff0c\u8fdb\u884c\u9884\u6d4b\u3001\u5206\u7c7b\u6216\u751f\u6210\u7b49\u4efb\u52a1\u3002<\/li>\n<\/ol>\n\n\n
      \n
      \"\"<\/figure><\/div>\n\n\n

      \u5e38\u89c1\u95ee\u7b54<\/strong><\/h2>\n\n\n\n
        \n
      1. \u4e0e\u4f20\u7edfRNN\u76f8\u6bd4\uff0cLSTM\u6709\u4f55\u4e0d\u540c\u4e4b\u5904\uff1f<\/strong><\/strong>\n
          \n
        • \u4f20\u7edfRNN\u5728\u5904\u7406\u957f\u5e8f\u5217\u65f6\u5bb9\u6613\u51fa\u73b0\u68af\u5ea6\u6d88\u5931\u6216\u68af\u5ea6\u7206\u70b8\u7684\u95ee\u9898\uff0c\u800cLSTM\u901a\u8fc7\u9057\u5fd8\u95e8\u3001\u8f93\u5165\u95e8\u548c\u8f93\u51fa\u95e8\u7684\u5f15\u5165\uff0c\u80fd\u591f\u66f4\u597d\u5730\u4fdd\u7559\u548c\u9009\u62e9\u6027\u5730\u8bfb\u53d6\u4fe1\u606f\uff0c\u4ece\u800c\u89e3\u51b3\u4e86\u8fd9\u4e9b\u95ee\u9898\u3002\u8fd9\u4f7f\u5f97LSTM\u80fd\u591f\u5904\u7406\u957f\u671f\u4f9d\u8d56\uff0c\u800c\u4f20\u7edfRNN\u65e0\u6cd5\u505a\u5230\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n
        • \u5728\u54ea\u4e9b\u9886\u57df\u53ef\u4ee5\u5e94\u7528LSTM\uff1f<\/strong><\/strong>\n
            \n
          • LSTM\u5e7f\u6cdb\u5e94\u7528\u4e8e\u65f6\u95f4\u5e8f\u5217\u9884\u6d4b\uff0c\u5305\u62ec\u80a1\u7968\u4ef7\u683c\u9884\u6d4b\u3001\u5929\u6c14\u9884\u6d4b\u7b49\u3002\u5b83\u8fd8\u5728\u81ea\u7136\u8bed\u8a00\u5904\u7406\u4efb\u52a1\u4e2d\u8868\u73b0\u51fa\u8272\uff0c\u5982\u673a\u5668\u7ffb\u8bd1\u3001\u6587\u672c\u751f\u6210\u3001\u60c5\u611f\u5206\u6790\u7b49\u3002\u6b64\u5916\uff0cLSTM\u4e0e\u5377\u79ef\u795e\u7ecf\u7f51\u7edc\u7ed3\u5408\u4f7f\u7528\u53ef\u7528\u4e8e\u56fe\u50cf\u5904\u7406\u9886\u57df\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n
          • \u5982\u4f55\u9009\u62e9LSTM\u7684\u8d85\u53c2\u6570\uff1f<\/strong><\/strong>\n
              \n
            • \u9009\u62e9LSTM\u7684\u8d85\u53c2\u6570\uff08\u5982\u5c42\u6570\u3001\u9690\u85cf\u5355\u5143\u6570\u3001\u5b66\u4e60\u7387\u7b49\uff09\u901a\u5e38\u9700\u8981\u8fdb\u884c\u5b9e\u9a8c\u548c\u4ea4\u53c9\u9a8c\u8bc1\u3002\u4f60\u53ef\u4ee5\u5c1d\u8bd5\u4e0d\u540c\u7684\u53c2\u6570\u7ec4\u5408\uff0c\u5e76\u6839\u636e\u6a21\u578b\u6027\u80fd\u9009\u62e9\u6700\u4f73\u53c2\u6570\u3002\u6b64\u5916\uff0c\u8fd8\u53ef\u4ee5\u4f7f\u7528\u9884\u8bad\u7ec3\u7684LSTM\u6a21\u578b\uff0c\u6839\u636e\u5177\u4f53\u4efb\u52a1\u8fdb\u884c\u5fae\u8c03\uff0c\u4ee5\u51cf\u5c11\u8d85\u53c2\u6570\u9009\u62e9\u7684\u590d\u6742\u6027\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ol>\n","protected":false},"excerpt":{"rendered":"\u957f\u77ed\u65f6\u8bb0\u5fc6\u7f51\u7edc\uff08LSTM\uff09\u662f\u4e00\u79cd\u5f3a\u5927\u7684\u5faa\u73af\u795e\u7ecf\u7f51\u7edc\uff08RNN\uff09\u53d8\u79cd\uff0c\u7528\u4e8e\u5904\u7406\u65f6\u95f4\u5e8f\u5217\u6570\u636e\u548c\u81ea\u7136\u8bed\u8a00\u5904\u7406\u7b49\u4efb\u52a1\u3002L […]","protected":false},"author":6,"featured_media":58624,"comment_status":"closed","ping_status":"closed","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\/58623"}],"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\/6"}],"replies":[{"embeddable":true,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/comments?post=58623"}],"version-history":[{"count":0,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/posts\/58623\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/media\/58624"}],"wp:attachment":[{"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/media?parent=58623"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/categories?post=58623"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/docs.pingcode.com\/wp-json\/wp\/v2\/tags?post=58623"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}