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12pt;\"><strong>\u68af\u5ea6\u4e0b\u964d<\/strong><\/span><\/div>\n<p>\u673a\u5668\u5b66\u4e60\u4e2d\u6700\u8457\u540d\u7684\u7b97\u6cd5\u4e4b\u4e00\u5c31\u662f\u68af\u5ea6\u4e0b\u964d\u7b97\u6cd5\u3002\u5b83\u7684\u4e3b\u8981\u4f18\u70b9\u5728\u4e8e\u5b83\u663e\u7740\u7684\u56de\u907f\u4e86\u201c\u7ef4\u6570\u707e\u96be\u201d\u3002\u4ec0\u4e48\u662f\u201c\u7ef4\u6570\u707e\u96be\u201d\u5462\uff0c\u5c31\u662f\u8bf4\u5728\u6d89\u53ca\u5230\u5411\u91cf\u7684\u8ba1\u7b97\u95ee\u9898\u4e2d\uff0c\u968f\u7740\u7ef4\u6570\u7684\u589e\u52a0\uff0c\u8ba1\u7b97\u91cf\u4f1a\u5448\u6307\u6570\u500d\u589e\u957f\u3002\u8fd9\u4e2a\u95ee\u9898\u56f0\u6270\u7740\u8bf8\u591a\u795e\u7ecf\u7f51\u7edc\u7cfb\u7edf\uff0c\u56e0\u4e3a\u592a\u591a\u7684\u53d8\u91cf\u9700\u8981\u8ba1\u7b97\u6765\u8fbe\u5230\u6700\u5c0f\u7684\u635f\u5931\u51fd\u6570\u3002\u7136\u800c\uff0c\u68af\u5ea6\u4e0b\u964d\u7b97\u6cd5\u901a\u8fc7\u653e\u5927\u591a\u7ef4\u8bef\u5dee\u6216\u4ee3\u4ef7\u51fd\u6570\u7684\u5c40\u90e8\u6700\u5c0f\u503c\u6765\u6253\u7834\u7ef4\u6570\u707e\u96be\u3002\u8fd9\u6709\u52a9\u4e8e\u7cfb\u7edf\u8c03\u6574\u5206\u914d\u7ed9\u5404\u4e2a\u5355\u5143\u7684\u6743\u91cd\u503c\uff0c\u4ee5\u4f7f\u7f51\u7edc\u53d8\u5f97\u66f4\u52a0\u7cbe\u786e\u3002<\/p>\n<div   id="j6sjwn9j3u"    style=\"margin-top: 2em; margin-bottom: 1em;\"><span style=\"color: #1e1e1e; letter-spacing: 2px; border-left: #FF3030 3px solid; border-right: #FF3030 3px solid; padding-left: 8px; padding-right: 8px; font-size: 12pt;\"><strong>\u901a\u8fc7\u65f6\u95f4\u7684\u53cd\u5411\u4f20\u64ad<\/strong><\/span><\/div>\n<p>RNN\u901a\u8fc7\u53cd\u5411\u63a8\u7406\u5fae\u8c03\u5176\u6743\u91cd\u6765\u8bad\u7ec3\u5176\u5355\u5143\u3002\u7b80\u5355\u7684\u8bf4\uff0c\u5c31\u662f\u6839\u636e\u5355\u5143\u8ba1\u7b97\u51fa\u7684\u603b\u8f93\u51fa\u4e0e\u76ee\u6807\u8f93\u51fa\u4e4b\u95f4\u7684\u8bef\u5dee\uff0c\u4ece\u7f51\u7edc\u7684\u6700\u7ec8\u8f93\u51fa\u7aef\u53cd\u5411\u9010\u5c42\u56de\u5f52\uff0c\u5229\u7528\u635f\u5931\u51fd\u6570\u7684\u504f\u5bfc\u8c03\u6574\u6bcf\u4e2a\u5355\u5143\u7684\u6743\u91cd\u3002\u8fd9\u5c31\u662f\u8457\u540d\u7684BP\u7b97\u6cd5\uff0c\u5173\u4e8eBP\u7b97\u6cd5\u53ef\u4ee5\u770b\u672c\u535a\u4e3b\u4e4b\u524d\u7684\u76f8\u5173\u535a\u5ba2\u3002\u800cRNN\u7f51\u7edc\u4f7f\u7528\u7684\u662f\u7c7b\u4f3c\u7684\u4e00\u4e2a\u7248\u672c\uff0c\u79f0\u4e3a\u901a\u8fc7\u65f6\u95f4\u7684\u53cd\u5411\u4f20\u64ad\uff08BPTT\uff09\u3002\u8be5\u7248\u672c\u6269\u5c55\u4e86\u8c03\u6574\u8fc7\u7a0b\uff0c\u5305\u62ec\u8d1f\u8d23\u524d\u4e00\u65f6\u523b\uff08T-1\uff09\u8f93\u5165\u503c\u5bf9\u5e94\u7684\u6bcf\u4e2a\u5355\u5143\u7684\u8bb0\u5fc6\u7684\u6743\u91cd\u3002<\/p>\n<div   id="j6sjwn9j3u"    style=\"font-size: 14pt; color: white; background-color: black; border-left: red 10px solid; padding-left: 14px; margin-bottom: 20px; margin-top: 20px;\"><strong>Yikes\uff1a\u68af\u5ea6\u6d88\u5931\u95ee\u9898<\/strong><\/div>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-77095 size-full\" src=\"http:\/\/lrxjmw.cn\/wp-content\/uploads\/2017\/07\/10e3e90f791810041daccdc80c917b2e4a91ec5b.jpeg\" alt=\"\" width=\"616\" height=\"333\" srcset=\"https:\/\/lrxjmw.cn\/wp-content\/uploads\/2017\/07\/10e3e90f791810041daccdc80c917b2e4a91ec5b.jpeg 616w, https:\/\/lrxjmw.cn\/wp-content\/uploads\/2017\/07\/10e3e90f791810041daccdc80c917b2e4a91ec5b-300x162.jpeg 300w\" sizes=\"auto, (max-width: 616px) 100vw, 616px\" \/><\/p>\n<p>\u5c3d\u7ba1\u5728\u68af\u5ea6\u4e0b\u964d\u7b97\u6cd5\u548cBPTT\u7684\u5e2e\u52a9\u4e0b\u4eab\u6709\u4e00\u4e9b\u521d\u6b65\u7684\u6210\u529f\uff0c\u4f46\u662f\u8bb8\u591a\u4eba\u9020\u795e\u7ecf\u7f51\u7edc\uff08\u5305\u62ec\u7b2c\u4e00\u4ee3RNNs\u7f51\u7edc\uff09\uff0c\u6700\u7ec8\u90fd\u906d\u53d7\u4e86\u4e25\u91cd\u7684\u632b\u6298\u2014\u2014\u68af\u5ea6\u6d88\u5931\u95ee\u9898\u3002\u4ec0\u4e48\u662f\u68af\u5ea6\u6d88\u5931\u95ee\u9898\u5462\uff0c\u5176\u57fa\u672c\u601d\u60f3\u5176\u5b9e\u5f88\u7b80\u5355\u3002\u9996\u5148\uff0c\u6765\u770b\u4e00\u4e2a\u68af\u5ea6\u7684\u6982\u5ff5\uff0c\u5c06\u68af\u5ea6\u89c6\u4e3a\u659c\u7387\u3002\u5728\u8bad\u7ec3\u6df1\u5c42\u795e\u7ecf\u7f51\u7edc\u7684\u80cc\u666f\u4e2d\uff0c\u68af\u5ea6\u503c\u8d8a\u5927\u4ee3\u8868\u5761\u5ea6\u8d8a\u9661\u5ced\uff0c\u7cfb\u7edf\u80fd\u591f\u8d8a\u5feb\u5730\u4e0b\u6ed1\u5230\u7ec8\u70b9\u7ebf\u5e76\u5b8c\u6210\u8bad\u7ec3\u3002\u4f46\u8fd9\u4e5f\u662f\u7814\u7a76\u8005\u9677\u5165\u56f0\u5883\u7684\u5730\u65b9\u2014\u2014\u5f53\u659c\u5761\u592a\u5e73\u5766\u65f6\uff0c\u65e0\u6cd5\u8fdb\u884c\u5feb\u901f\u7684\u8bad\u7ec3\u3002\u8fd9\u5bf9\u4e8e\u6df1\u5c42\u7f51\u7edc\u4e2d\u7684\u7b2c\u4e00\u5c42\u800c\u8a00\u7279\u522b\u5173\u952e\uff0c\u56e0\u4e3a\u82e5\u7b2c\u4e00\u5c42\u7684\u68af\u5ea6\u503c\u4e3a\u96f6\uff0c\u8bf4\u660e\u6ca1\u6709\u4e86\u8c03\u6574\u65b9\u5411\uff0c\u65e0\u6cd5\u8c03\u6574\u76f8\u5173\u7684\u6743\u91cd\u503c\u6765\u6700\u4e0b\u5316\u635f\u5931\u51fd\u6570\uff0c\u8fd9\u4e00\u73b0\u8c61\u5c31\u662f\u201c\u6d88\u68af\u5ea6\u5931\u201d\u3002\u968f\u7740\u68af\u5ea6\u8d8a\u6765\u8d8a\u5c0f\uff0c\u8bad\u7ec3\u65f6\u95f4\u4e5f\u4f1a\u8d8a\u6765\u8d8a\u957f\uff0c\u7c7b\u4f3c\u4e8e\u7269\u7406\u5b66\u4e2d\u7684\u6cbf\u76f4\u7ebf\u8fd0\u52a8\uff0c\u5149\u6ed1\u8868\u9762\uff0c\u5c0f\u7403\u4f1a\u4e00\u76f4\u8fd0\u52a8\u4e0b\u53bb\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-77096 size-full\" src=\"http:\/\/lrxjmw.cn\/wp-content\/uploads\/2017\/07\/cb936c91ead3f5bd1c159f628aef4844811c9d02.png\" alt=\"\" width=\"866\" height=\"463\" srcset=\"https:\/\/lrxjmw.cn\/wp-content\/uploads\/2017\/07\/cb936c91ead3f5bd1c159f628aef4844811c9d02.png 866w, https:\/\/lrxjmw.cn\/wp-content\/uploads\/2017\/07\/cb936c91ead3f5bd1c159f628aef4844811c9d02-300x160.png 300w, https:\/\/lrxjmw.cn\/wp-content\/uploads\/2017\/07\/cb936c91ead3f5bd1c159f628aef4844811c9d02-768x411.png 768w\" sizes=\"auto, (max-width: 866px) 100vw, 866px\" \/><\/p>\n<div   id="j6sjwn9j3u"    style=\"font-size: 14pt; color: white; background-color: black; border-left: red 10px solid; padding-left: 14px; margin-bottom: 20px; margin-top: 20px;\"><strong>\u5927\u7684\u7a81\u7834\uff1a\u957f\u77ed\u671f\u8bb0\u5fc6\uff08LSTM\uff09<\/strong><\/div>\n<p>\u5728\u4e5d\u5341\u5e74\u4ee3\u540e\u671f\uff0c\u4e00\u4e2a\u91cd\u5927\u7684\u7a81\u7834\u89e3\u51b3\u4e86\u4e0a\u8ff0\u68af\u5ea6\u6d88\u5931\u95ee\u9898\uff0c\u7ed9RNN\u7f51\u7edc\u53d1\u5c55\u5e26\u6765\u4e86\u7b2c\u4e8c\u6b21\u7814\u7a76\u70ed\u6f6e\u3002\u8fd9\u79cd\u5927\u7a81\u7834\u7684\u4e2d\u5fc3\u601d\u60f3\u662f\u5f15\u5165\u4e86\u5355\u5143\u957f\u77ed\u671f\u8bb0\u5fc6\uff08LSTM\uff09\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-77097 size-full\" src=\"http:\/\/lrxjmw.cn\/wp-content\/uploads\/2017\/07\/f0199c58dc860948e2ee83233c7bb9b9380a6ec9.jpg\" alt=\"\" width=\"800\" height=\"300\" srcset=\"https:\/\/lrxjmw.cn\/wp-content\/uploads\/2017\/07\/f0199c58dc860948e2ee83233c7bb9b9380a6ec9.jpg 800w, https:\/\/lrxjmw.cn\/wp-content\/uploads\/2017\/07\/f0199c58dc860948e2ee83233c7bb9b9380a6ec9-300x113.jpg 300w, https:\/\/lrxjmw.cn\/wp-content\/uploads\/2017\/07\/f0199c58dc860948e2ee83233c7bb9b9380a6ec9-768x288.jpg 768w\" sizes=\"auto, (max-width: 800px) 100vw, 800px\" \/><\/p>\n<p>LSTM\u7684\u5f15\u5165\u7ed9AI\u9886\u57df\u521b\u9020\u4e86\u4e00\u4e2a\u4e0d\u540c\u7684\u4e16\u754c\u3002\u8fd9\u662f\u7531\u4e8e\u8fd9\u4e9b\u65b0\u5355\u5143\u6216\u4eba\u9020\u795e\u7ecf\u5143\uff08\u5982RNN\u7684\u6807\u51c6\u77ed\u671f\u8bb0\u5fc6\u5355\u5143\uff09\u4ece\u4e00\u5f00\u59cb\u5c31\u8bb0\u4f4f\u4e86\u5b83\u4eec\u7684\u8f93\u5165\u3002\u7136\u800c\uff0c\u4e0e\u6807\u51c6\u7684RNN\u5355\u5143\u4e0d\u540c\uff0cLSTM\u53ef\u4ee5\u6302\u8f7d\u5728\u5b83\u4eec\u7684\u5b58\u50a8\u5668\u4e0a\uff0c\u8fd9\u4e9b\u5b58\u50a8\u5668\u5177\u6709\u7c7b\u4f3c\u4e8e\u5e38\u89c4\u8ba1\u7b97\u673a\u4e2d\u7684\u5b58\u50a8\u5668\u5bc4\u5b58\u5668\u7684\u8bfb\/\u5199\u5c5e\u6027\u3002\u53e6\u5916LSTM\u662f\u6a21\u62df\u7684\uff0c\u800c\u4e0d\u662f\u6570\u5b57\uff0c\u4f7f\u5f97\u5b83\u4eec\u7684\u7279\u5f81\u53ef\u4ee5\u533a\u5206\u3002\u6362\u53e5\u8bdd\u8bf4\uff0c\u5b83\u4eec\u7684\u66f2\u7ebf\u662f\u8fde\u7eed\u7684\uff0c\u53ef\u4ee5\u627e\u5230\u5b83\u4eec\u7684\u659c\u5761\u7684\u9661\u5ea6\u3002\u56e0\u6b64\uff0cLSTM\u7279\u522b\u9002\u5408\u4e8e\u53cd\u5411\u4f20\u64ad\u548c\u68af\u5ea6\u4e0b\u964d\u4e2d\u6240\u6d89\u53ca\u7684\u504f\u5fae\u79ef\u5206\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone wp-image-77098 size-full\" src=\"http:\/\/lrxjmw.cn\/wp-content\/uploads\/2017\/07\/3ff01c837f54bb46838aea055db229e5abfc3303.png\" alt=\"\" width=\"800\" height=\"503\" srcset=\"https:\/\/lrxjmw.cn\/wp-content\/uploads\/2017\/07\/3ff01c837f54bb46838aea055db229e5abfc3303.png 800w, https:\/\/lrxjmw.cn\/wp-content\/uploads\/2017\/07\/3ff01c837f54bb46838aea055db229e5abfc3303-300x189.png 300w, https:\/\/lrxjmw.cn\/wp-content\/uploads\/2017\/07\/3ff01c837f54bb46838aea055db229e5abfc3303-768x483.png 768w\" sizes=\"auto, (max-width: 800px) 100vw, 800px\" \/><\/p>\n<p>\u603b\u800c\u8a00\u4e4b\uff0cLSTM\u4e0d\u4ec5\u53ef\u4ee5\u8c03\u6574\u5176\u6743\u91cd\uff0c\u8fd8\u53ef\u4ee5\u6839\u636e\u8bad\u7ec3\u7684\u68af\u5ea6\u6765\u4fdd\u7559\u3001\u5220\u9664\u3001\u8f6c\u6362\u548c\u63a7\u5236\u5176\u5b58\u50a8\u6570\u636e\u7684\u6d41\u5165\u548c\u6d41\u51fa\u3002\u6700\u91cd\u8981\u7684\u662f\uff0cLSTM\u53ef\u4ee5\u957f\u65f6\u95f4\u4fdd\u5b58\u91cd\u8981\u7684\u9519\u8bef\u4fe1\u606f\uff0c\u4ee5\u4f7f\u68af\u5ea6\u76f8\u5bf9\u9661\u5ced\uff0c\u4ece\u800c\u7f51\u7edc\u7684\u8bad\u7ec3\u65f6\u95f4\u76f8\u5bf9\u8f83\u77ed\u3002\u8fd9\u89e3\u51b3\u4e86\u68af\u5ea6\u6d88\u5931\u7684\u95ee\u9898\uff0c\u5e76\u5927\u5927\u63d0\u9ad8\u4e86\u5f53\u4eca\u57fa\u4e8eLSTM\u7684RNN\u7f51\u7edc\u7684\u51c6\u786e\u6027\u3002\u7531\u4e8eRNN\u67b6\u6784\u7684\u663e\u8457\u6539\u8fdb\uff0c\u8c37\u6b4c\u3001\u82f9\u679c\u53ca\u8bb8\u591a\u5176\u4ed6\u5148\u8fdb\u7684\u516c\u53f8\u73b0\u5728\u6b63\u5728\u4f7f\u7528RNN\u4e3a\u5176\u4e1a\u52a1\u4e2d\u5fc3\u7684\u5e94\u7528\u63d0\u4f9b\u63a8\u52a8\u529b\u3002<\/p>\n<div   id="j6sjwn9j3u"    style=\"font-size: 14pt; color: white; background-color: black; border-left: red 10px solid; padding-left: 14px; margin-bottom: 20px; margin-top: 20px;\"><strong>\u603b\u7ed3<\/strong><\/div>\n<p>\u5faa\u73af\u795e\u7ecf\u7f51\u7edc\uff08RNN\uff09\u53ef\u4ee5\u8bb0\u4f4f\u5176\u4ee5\u524d\u7684\u8f93\u5165\uff0c\u5f53\u6d89\u53ca\u5230\u8fde\u7eed\u7684\u3001\u4e0e\u4e0a\u4e0b\u6587\u76f8\u5173\u7684\u4efb\u52a1\uff08\u5982\u8bed\u97f3\u8bc6\u522b\uff09\u65f6\uff0c\u5b83\u6bd4\u5176\u4ed6\u4eba\u9020\u795e\u7ecf\u7f51\u7edc\u5177\u6709\u66f4\u5927\u7684\u4f18\u52bf\u3002<br \/>\n\u5173\u4e8eRNN\u7f51\u7edc\u7684\u53d1\u5c55\u5386\u7a0b\uff1a\u7b2c\u4e00\u4ee3RNNs\u901a\u8fc7\u53cd\u5411\u4f20\u64ad\u548c\u68af\u5ea6\u4e0b\u964d\u7b97\u6cd5\u8fbe\u5230\u4e86\u7ea0\u6b63\u9519\u8bef\u7684\u80fd\u529b\u3002\u4f46\u68af\u5ea6\u6d88\u5931\u95ee\u9898\u963b\u6b62\u4e86RNN\u7684\u53d1\u5c55\uff1b\u76f4\u52301997\u5e74\uff0c\u5f15\u5165\u4e86\u4e00\u4e2a\u57fa\u4e8eLSTM\u7684\u67b6\u6784\u540e\uff0c\u53d6\u5f97\u4e86\u5927\u7684\u7a81\u7834\u3002<br \/>\n\u65b0\u7684\u65b9\u6cd5\u6709\u6548\u5730\u5c06RNN\u7f51\u7edc\u4e2d\u7684\u6bcf\u4e2a\u5355\u5143\u8f6c\u53d8\u6210\u4e00\u4e2a\u6a21\u62df\u8ba1\u7b97\u673a\uff0c\u5927\u5927\u63d0\u9ad8\u4e86\u7f51\u7edc\u7cbe\u5ea6\u3002<br \/>\n\u4f5c\u8005\u4fe1\u606f<br \/>\nJason Roell\uff1a\u8f6f\u4ef6\u5de5\u7a0b\u5e08\uff0c\u70ed\u7231\u6df1\u5ea6\u5b66\u4e60\u53ca\u5176\u53ef\u6539\u53d8\u6280\u672f\u7684\u5e94\u7528\u3002<br \/>\nLinkedin\uff1ahttp:\/\/www.linkedin.com\/in\/jason-roell-47830817\/<br \/>\n\u672c\u6587\u7531\u5317\u90ae@\u7231\u53ef\u53ef-\u7231\u751f\u6d3b\u8001\u5e08\u63a8\u8350\uff0c\u963f\u91cc\u4e91\u4e91\u6816\u793e\u533a\u7ec4\u7ec7\u7ffb\u8bd1\u3002<\/p>\n<blockquote>\n<p style=\"text-align: left; color: #88a6a4;\">\u539f\u6587\u6765\u81ea\uff1a<a href=\"https:\/\/yq.aliyun.com\/articles\/119575?spm=5176.100239.bloglist.5.Ez6vAx\" target=\"_blank\" rel=\"noopener noreferrer\">https:\/\/yq.aliyun.com\/articles\/119575?spm=5176.100239.bloglist.5.Ez6vAx<\/a><\/p>\n<p style=\"text-align: left; color: #88a6a4;\">\u672c\u6587\u5730\u5740\uff1a<a href=\"http:\/\/lrxjmw.cn\/time-net.html\" target=\"_blank\" rel=\"noopener noreferrer\"> http:\/\/lrxjmw.cn\/time-net.html<\/a><span style=\"float: right;\">\u7f16\u8f91\u5458\uff1a\u90dd\u5927\u53d1\uff0c\u5ba1\u6838\u5458\uff1a\u9004\u589e\u5b9d<\/span><\/p>\n<\/blockquote>\n","protected":false},"excerpt":{"rendered":"<p>\u5bfc\u8bfb 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[&hellip;]<\/p>\n","protected":false},"author":63,"featured_media":77099,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[55],"tags":[],"class_list":["post-77086","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-thread"],"acf":[],"_links":{"self":[{"href":"https:\/\/lrxjmw.cn\/wp-json\/wp\/v2\/posts\/77086","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/lrxjmw.cn\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/lrxjmw.cn\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/lrxjmw.cn\/wp-json\/wp\/v2\/users\/63"}],"replies":[{"embeddable":true,"href":"https:\/\/lrxjmw.cn\/wp-json\/wp\/v2\/comments?post=77086"}],"version-history":[{"count":3,"href":"https:\/\/lrxjmw.cn\/wp-json\/wp\/v2\/posts\/77086\/revisions"}],"predecessor-version":[{"id":281450,"href":"https:\/\/lrxjmw.cn\/wp-json\/wp\/v2\/posts\/77086\/revisions\/281450"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/lrxjmw.cn\/wp-json\/wp\/v2\/media\/77099"}],"wp:attachment":[{"href":"https:\/\/lrxjmw.cn\/wp-json\/wp\/v2\/media?parent=77086"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/lrxjmw.cn\/wp-json\/wp\/v2\/categories?post=77086"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/lrxjmw.cn\/wp-json\/wp\/v2\/tags?post=77086"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}