{"id":19075,"date":"2021-08-03T17:44:59","date_gmt":"2021-08-03T09:44:59","guid":{"rendered":"https:\/\/blog.tibame.com\/?p=19075"},"modified":"2021-08-16T11:13:39","modified_gmt":"2021-08-16T03:13:39","slug":"%e3%80%90ai60%e5%95%8f%e3%80%91q43-%e4%bb%80%e9%ba%bc%e6%98%af%e5%be%aa%e7%92%b0%e7%a5%9e%e7%b6%93%e7%b6%b2%e8%b7%af-recurrent-neural-networks-rnn%ef%bc%9f","status":"publish","type":"post","link":"https:\/\/blog.tibame.com\/?p=19075","title":{"rendered":"\u3010AI60\u554f\u3011Q43\u4ec0\u9ebc\u662f\u5faa\u74b0\u795e\u7d93\u7db2\u8def Recurrent Neural Networks, RNN\uff1f"},"content":{"rendered":"\n<p>RNN\uff0c\u53c8\u7a31\u70ba\u905e\u6b78\u795e\u7d93\u7db2\u8def\uff08Recurrent Neural Network, RNN\uff09\u3002\u5b83\u662f\u4e00\u500b\u64c1\u6709 LSTM \uff08\u6d3b\u6027\u8cc7\u6599\u8a18\u61b6\u9ad4\uff09\u7684\u795e\u7d93\u7db2\u8def\uff0c\u53ef\u7528\u65bc\u4e00\u7cfb\u5217\u8cc7\u6599\u4ee5\u731c\u6e2c\u63a5\u4e0b\u4f86\u6703\u767c\u751f\u7684\u5167\u5bb9\u3002\u67d0\u4e9b\u5c64\u7684\u8f38\u51fa\u5167\u5bb9\u900f\u904e RNN \u9001\u56de\u524d\u4e00\u5c64\u7576\u6210\u8f38\u5165\u5167\u5bb9\uff0c\u5373\u53ef\u4ee5\u5efa\u7acb\u56de\u994b\u8ff4\u8def\u3002\u5b83\u5141\u8a31\u8f38\u5165\u8207\u8f38\u51fa\u7684\u8cc7\u6599\u4e0d\u53ea\u662f\u55ae\u4e00\u7d44\u5411\u91cf\uff0c\u800c\u662f\u591a\u7d44\u5411\u91cf\u7d44\u6210\u7684\u5e8f\u5217\u3002<\/p>\n\n\n\n<p>\u9019\u662f\u4ec0\u9ebc\u610f\u601d\u5462\uff1f<\/p>\n\n\n\n<p>\u901a\u5e38\u4e00\u822c\u4eba\u5728\u601d\u8003\u554f\u984c\u6642\uff0c\u4e0d\u6703\u5f9e\u96f6\u958b\u59cb\uff0c\u800c\u662f\u6703\u6839\u64da\u81ea\u5df1\u4ee5\u5f80\u7684\u7d93\u9a57\u8207\u8a18\u61b6\u505a\u51fa\u5224\u65b7\uff0c\u8209\u4f8b\u4f86\u8aaa\uff0c\u4f60\u73fe\u5728\u5728\u95b1\u8b80\u6642\uff0c\u4e0d\u6703\u7d30\u7d30\u89c0\u770b\u6240\u8b80\u7684\u6bcf\u4e00\u500b\u5b57\u8a5e\uff0c\u800c\u662f\u6703\u7d50\u5408\u524d\u9762\u6240\u770b\u5230\u7684\u8a5e\u5f59\u4f86\u7406\u89e3\u610f\u7fa9\uff0c\u9019\u53ef\u4ee5\u8aaa\u660e\uff0c\u4eba\u985e\u7684\u601d\u8003\u5177\u5099\u300c\u9023\u7e8c\u6027\u300d\u3002<\/p>\n\n\n\n<p>\u800c\u50b3\u7d71\u7684\u795e\u7d93\u7db2\u8def\u505a\u4e0d\u5230\u9019\u4ef6\u4e8b\uff0c\u4f46RNN\u537b\u662f\u53ef\u4ee5\u505a\u5230\u7684\u3002<\/p>\n\n\n\n<p>\u518d\u8209\u500b\u4f8b\u5b50\uff0c\u7576\u4f60\u60f3\u8981\u5c07\u4e00\u90e8\u96fb\u5f71\u7684\u6bcf\u500b\u93e1\u982d\u9032\u884c\u5206\u985e\u3001\u5224\u65b7\u87a2\u5e55\u4e0a\u5728\u6f14\u4ec0\u9ebc\uff0c\u53ef\u662f\u50b3\u7d71\u795e\u7d93\u7db2\u8def\u53ea\u80fd\u55ae\u7368\u770b\u5f85\u6bcf\u4e00\u5e40\uff0c\u7121\u6cd5\u628a\u4e0a\u500b\u93e1\u982d\u7684\u756b\u9762\u4e32\u9023\u8d77\u4e0b\u4e00\u79d2\u767c\u751f\u7684\u60c5\u7bc0\u3002\u800cRNN\uff08\u5faa\u74b0\u795e\u7d93\u7db2\u7d61\uff09\u5176\u5be6\u80fd\u89e3\u6c7a\u9019\u500b\u554f\u984c\uff0c\u5b83\u5c31\u662f\u80fd\u5920\u5c07\u8cc7\u8a0a\u5728\u7db2\u8def\u4e2d\u518d\u6b21\u5faa\u74b0\u7684\u7db2\u8def\u3002<\/p>\n\n\n\n<div style=\"height:40px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" width=\"1017\" height=\"558\" src=\"https:\/\/blog.wiedu.tw\/wp-content\/uploads\/2021\/06\/week10\u88fd\u5716_43-1.png\" alt=\"\u7def\u80b2TibaMeAI 60\u554f-\u5716 43-1\u542b\u6709\u300c\u74b0\u300d\uff08loop\uff09\u7684\u5faa\u74b0\u795e\u7d93\u7db2\u7d61\" class=\"wp-image-19063\" srcset=\"https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/06\/week10\u88fd\u5716_43-1.png 1017w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/06\/week10\u88fd\u5716_43-1-300x165.png 300w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/06\/week10\u88fd\u5716_43-1-768x421.png 768w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/06\/week10\u88fd\u5716_43-1-585x321.png 585w\" sizes=\"(max-width: 1017px) 100vw, 1017px\" \/><figcaption>\u5716 43-1\u542b\u6709\u300c\u74b0\u300d\uff08loop\uff09\u7684\u5faa\u74b0\u795e\u7d93\u7db2\u7d61<\/figcaption><\/figure>\n\n\n\n<p>\u4e0a\u5716 43-1 \u5c31\u662f RNN \u7684\u4e00\u90e8\u5206\uff0cA \u7684\u8f38\u5165\u662f Xt\uff08\u5411\u91cf\uff09\uff0c\u8f38\u51fa\u70ba\u503c ht\u3002<\/p>\n\n\n\n<p>\u9019\u500b\u5faa\u74b0\u80fd\u5920\u8b93\u8cc7\u8a0a\u5f9e\u795e\u7d93\u7db2\u8def\u4e2d\u7684\u4e00\u6b65\u50b3\u905e\u5230\u4e0b\u4e00\u6b65\uff0c\u96d6\u7136\u9019\u4e9b\u74b0\u770b\u8d77\u4f86\u8b93RNN\u8b8a\u5f97\u6709\u9ede\u8907\u96dc\uff0c\u4f46\u662f\u5b83\u5176\u5be6\u8207\u50b3\u7d71\u795e\u7d93\u7db2\u8def\u985e\u4f3c\uff0c\u53ea\u662f\u628a\u540c\u4e00\u500b\u7db2\u8def\u591a\u6b21\u8907\u88fd\uff0c\u5c07\u8cc7\u8a0a\u50b3\u905e\u5230\u4e0b\u4e00\u500b\u7db2\u8def\u3002<\/p>\n\n\n\n<div style=\"height:40px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p>\u5982\u679c\u6211\u5011\u5c07\u9019\u500b\u5faa\u74b0\u62c6\u958b\uff0c\u5c31\u80fd\u6bd4\u8f03\u5bb9\u6613\u7406\u89e3\uff1a <\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" width=\"1017\" height=\"557\" src=\"https:\/\/blog.wiedu.tw\/wp-content\/uploads\/2021\/06\/week10\u88fd\u5716_43-2.png\" alt=\"\u7def\u80b2TibaMeAI 60\u554f-\u5716 43-2 \u4e00\u500b\u5c55\u958b\u7684 RNN\" class=\"wp-image-19064\" srcset=\"https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/06\/week10\u88fd\u5716_43-2.png 1017w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/06\/week10\u88fd\u5716_43-2-300x164.png 300w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/06\/week10\u88fd\u5716_43-2-768x421.png 768w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/06\/week10\u88fd\u5716_43-2-585x320.png 585w\" sizes=\"(max-width: 1017px) 100vw, 1017px\" \/><figcaption>\u5716 43-2 \u4e00\u500b\u5c55\u958b\u7684 RNN<\/figcaption><\/figure>\n\n\n\n<p>RNN \u50cf\u93c8\u689d\u4e00\u6a23\u7684\u7db2\u7d61\uff0c\u5be6\u969b\u4e0a\u4e5f\u9ad4\u73fe\u51fa\u7279\u9ede\uff1a\u5b83\u8207\u300c\u5e8f\u5217\u300d\u6709\u7dca\u5bc6\u95dc\u4fc2\uff0c\u5b83\u5011\u662f\u8655\u7406\u6b64\u985e\u6578\u64da\u7684\u91cd\u8981\u67b6\u69cb\uff0c\u4e14\u80fd\u5920\u9806\u5229\u61c9\u7528\u3002<\/p>\n\n\n\n<p>\u904e\u53bb\u5e7e\u5e74\uff0cRNN \u61c9\u7528\u65bc\u89e3\u6c7a\u300c\u8a9e\u97f3\u8b58\u5225\u3001\u8a9e\u8a00\u5efa\u6a21\u3001\u6a5f\u5668\u7ffb\u8b6f\u3001\u70ba\u5716\u50cf\u53d6\u6a19\u984c\u300d&#8230;\u7b49\u554f\u984c\uff0c\u4e0d\u50c5\u5e36\u4f86\u6210\u529f\uff0c\u4e14\u5b83\u7684\u61c9\u7528\u9818\u57df\u9084\u4e0d\u65b7\u64f4\u5c55\u3002 <\/p>\n\n\n\n<p>\u9019\u4e9b\u6210\u529f\u7684\u95dc\u9375\u5728\u65bc\uff1a\u5b83\u5011\u4f7f\u7528\u4e86 GRU\u3001LSTM\u3002GRU\u3001LSTM \u662f RNN \u7684\u4e00\u7a2e\u7279\u6b8a\u5f62\u5f0f\uff0c\u800c\u5b83\u7684\u666e\u9069\u6027\u6bd4\u8d77\u50b3\u7d71\u7684 RNN \u8981\u597d\u5f97\u591a\u3002 <\/p>\n\n\n\n<pre class=\"wp-block-verse\">* GRU\uff1aGated Recurrent Unit<br \/>RNN\u7684\u8b8a\u5f62\uff0c\u8207LSTM\u985e\u4f3c\u7684\u6a21\u578b\uff0c<br \/>\u5b83\u80fd\u52a0\u5feb\u57f7\u884c\u901f\u5ea6\u53ca\u6e1b\u5c11\u8a18\u61b6\u9ad4\u7684\u8017\u7528\u3002<br \/><br \/>* LSTM\uff1a\u9577\u77ed\u671f\u8a18\u61b6\uff08Long Short Term Memory\uff0cLSTM\uff09<br \/>\u4f7f\u7528\u8a18\u61b6\u4f86\u52a0\u5f37\u7576\u524d\u7684\u6c7a\u7b56\uff0c<br \/>\u5229\u7528\u4e09\u500b\u63a7\u5236\u95a5Gate \u4f86\u6c7a\u5b9a\u8a18\u61b6\u7684\u5132\u5b58\u8207\u4f7f\u7528\u3002<br \/><\/pre>\n\n\n\n<div style=\"height:40px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>\u4e16\u754c\u4e0a\u6700\u9059\u9060\u7684\u8ddd\u96e2<\/strong><\/h3>\n\n\n\n<p>RNN\u6709\u500b\u9b45\u529b\u662f\u5b83\u80fd\u5c07\u5148\u524d\u7684\u8a0a\u606f\u7d50\u5408\u5230\u76ee\u524d\u7684\u4efb\u52d9\u7576\u4e2d\uff0c\u4f8b\u5982\u5148\u524d\u8209\u7684\u96fb\u5f71\u4f8b\u5b50\uff0c\u5229\u7528\u5148\u524d\u7684\u5e40\u8cc7\u8a0a\u4f86\u7406\u89e3\u76ee\u524d\u7684\u5167\u5bb9\u3002\u5982\u679cRNN\u80fd\u5be6\u73fe\u9019\u4e00\u9ede\uff0c\u662f\u975e\u5e38\u6709\u6548\uff0c\u4f46\u4e8b\u5be6\u537b\u662f\u4e0d\u4e00\u5b9a\u7684\u3002<\/p>\n\n\n\n<p>\u6709\u6642\uff0c\u6211\u5011\u53ea\u9700\u8981\u5229\u7528\u8fd1\u671f\u8a0a\u606f\u4f86\u8655\u7406\u76ee\u524d\u4efb\u52d9\u3002<\/p>\n\n\n\n<p>\u6bd4\u5982\u5728\u4e00\u500b\u8a9e\u8a00\u6a21\u578b\u4e2d\uff0c\u82e5\u6211\u5011\u5617\u8a66\u6839\u64da\u5e7e\u500b\u55ae\u8a5e\u4f86\u9810\u6e2c\u4e0b\u500b\u55ae\u8a5e\uff0c\u50cf\u6211\u5011\u8981\u731c\u51fa\u300cthe clouds are in the <strong>sky<\/strong>.\u300d\uff0c\u4f46\u662f\u56e0\u70ba\u53e5\u7fa9\u5df2\u7d93\u76f8\u7576\u660e\u986f\uff0c\u4e26\u4e0d\u9700\u8981\u66f4\u591a\u7684\u4e0a\u4e0b\u6587\u3002\u5728\u9019\u7a2e\u60c5\u6cc1\u4e0b\uff0c\u76f8\u95dc\u8a0a\u606f\u6240\u9694\u7684\u8ddd\u96e2\u4e26\u4e0d\u9060\uff0c\u56e0\u6b64 RNN \u80fd\u5920\u5b78\u6703\u4f7f\u7528\u6b64\u524d\u7684\u8cc7\u8a0a\u3002 <\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" width=\"1017\" height=\"599\" src=\"https:\/\/blog.wiedu.tw\/wp-content\/uploads\/2021\/06\/week10\u88fd\u5716_43-3.png\" alt=\"\u7def\u80b2TibaMeAI 60\u554f-\u5716 43-3\u4e00\u500b\u76f8\u95dc\u8a0a\u606f\u6bd4\u8f03\u8fd1\u7684RNN\" class=\"wp-image-19065\" srcset=\"https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/06\/week10\u88fd\u5716_43-3.png 1017w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/06\/week10\u88fd\u5716_43-3-300x177.png 300w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/06\/week10\u88fd\u5716_43-3-768x452.png 768w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/06\/week10\u88fd\u5716_43-3-585x345.png 585w\" sizes=\"(max-width: 1017px) 100vw, 1017px\" \/><figcaption>\u5716 43-3\u4e00\u500b\u76f8\u95dc\u8a0a\u606f\u6bd4\u8f03\u8fd1\u7684RNN<\/figcaption><\/figure>\n\n\n\n<div style=\"height:40px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p>\u4f46\u662f\uff0c\u5c31\u50cf\u6211\u5011\u505a\u5b8c\u586b\u7a7a\u6642\uff0c\u53ef\u80fd\u9700\u8981\u6574\u5408\u5168\u6587\u4f86\u586b\u67d0\u4e00\u500b\u53e5\u5b50\uff0c\u6bd4\u5982\u300cI grew up in France\u2026., I speak fluent <strong>French <\/strong>.\u300d\u3002<\/p>\n\n\n\n<p>\u82e5\u7db2\u7d61\u53ea\u77e5\u9053\u9130\u8fd1\u7684\u5e7e\u500b\u55ae\u8a5e\uff0c\u53ef\u80fd\u5b83\u6703\u77e5\u9053\u6b64\u8655\u9700\u8981\u586b\u5beb\u4e00\u9580\u8a9e\u8a00\uff0c\u4f46\u81f3\u65bc\u5be6\u969b\u4e0a\u61c9\u8a72\u586b\u5beb\u4ec0\u9ebc\uff0c\u9700\u8981\u627e\u5230\u66f4\u9060\u4e4b\u524d\u7684\u8cc7\u8a0a\uff0c\u76f4\u5230\u627e\u5230France\u3002\u800c\u9019\u7a2e\u9700\u8981\u5c0b\u627e\u76f8\u8ddd\u5f88\u9060\u8cc7\u8a0a\u7684\u60c5\u6cc1\uff0c\u5176\u5be6\u76f8\u7576\u5e38\u898b\u3002  <\/p>\n\n\n\n<p>\u56e0\u6b64\uff0c\u7576\u8ddd\u96e2\u589e\u52a0\u6642\uff0cRNN \u80fd\u5c07\u76f8\u95dc\u8a0a\u606f\u4e32\u806f\u8d77\u4f86\u7684\u80fd\u529b\u4e5f\u5c31\u8d8a\u5f31\uff0c\u660e\u660e\u5728\u540c\u4e00\u500b\u6bb5\u843d\u88e1\uff0c\u537b\u627e\u4e0d\u5230\u76f8\u95dc\u806f\u7684\u8a5e\u8a9e\u3002 <\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" width=\"1017\" height=\"599\" src=\"https:\/\/blog.wiedu.tw\/wp-content\/uploads\/2021\/06\/week10\u88fd\u5716_43-4.png\" alt=\"\u7def\u80b2TibaMeAI 60\u554f-\u571643-4 \u4e00\u500b\u76f8\u95dc\u8a0a\u606f\u6bd4\u8f03\u9060\u7684RNN\" class=\"wp-image-19066\" srcset=\"https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/06\/week10\u88fd\u5716_43-4.png 1017w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/06\/week10\u88fd\u5716_43-4-300x177.png 300w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/06\/week10\u88fd\u5716_43-4-768x452.png 768w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/06\/week10\u88fd\u5716_43-4-585x345.png 585w\" sizes=\"(max-width: 1017px) 100vw, 1017px\" \/><figcaption>\u571643-4 \u4e00\u500b\u76f8\u95dc\u8a0a\u606f\u6bd4\u8f03\u9060\u7684RNN<\/figcaption><\/figure>\n\n\n\n<p>\u7406\u8ad6\u4e0a\uff0cRNN \u662f\u80fd\u5920\u8655\u7406\u9019\u7a2e\u300c\u9059\u9060\u300d\u7684\u554f\u984c\u3002\u6211\u5011\u80fd\u5920\u4eba\u70ba\u6311\u9078\u51fa\u4e00\u4e9b\u53c3\u6578\uff0c\u89e3\u6c7a\u4f9d\u8cf4\u554f\u984c\u4e2d\u8f03\u70ba\u7c21\u55ae\u7684\u4efb\u52d9\u3002\u4f46\u5728\u5be6\u8e10\u4e0a\uff0cRNN \u4e26\u4e0d\u80fd\u300c\u81ea\u4e3b\u300d\u8655\u7406\u9019\u4e9b\u4efb\u52d9\u3002<\/p>\n\n\n\n<p>\u3010\u76f8\u95dc\u8ab2\u7a0b\u3011<a href=\"https:\/\/www.tibame.com\/course\/1883\" target=\"_blank\" rel=\"noreferrer noopener\" aria-label=\"\u8a8d\u8b58AI\u6587\u5b57\u8fa8\u8b58\u6280\u8853\u767c\u5c55\u904e\u7a0b\u8207\u5be6\u969b\u6848\u4f8b (\u5728\u65b0\u5206\u9801\u4e2d\u958b\u555f)\">\u8a8d\u8b58AI\u6587\u5b57\u8fa8\u8b58\u6280\u8853\u767c\u5c55\u904e\u7a0b\u8207\u5be6\u969b\u6848\u4f8b<\/a><\/p>\n\n\n\n<p>\u6df1\u5165\u63a2\u8a0eAI\u5728\u6587\u5b57\u8655\u7406\u4e0a\u7684\u61c9\u7528\uff0c\u9664\u4e86\u4ecb\u7d39RNN\u6280\u8853\u8207\u76f8\u95dc\u6f14\u7b97\u6a21\u578b\u5916\uff0c\u4e5f\u6703\u7528\u5be6\u969b\u6848\u4f8b\u4f86\u8b93\u5927\u5bb6\u4e86\u89e3AI\u53ef\u4ee5\u5982\u4f55\u7406\u89e3\u8207\u5e6b\u52a9\u6211\u5011\u8655\u7406\u6587\u5b57\u8a0a\u606f\uff01<\/p>\n\n\n\n<p>\u3010\u76f8\u95dc\u8ab2\u7a0b\u3011<a href=\"https:\/\/www.tibame.com\/course\/1387\" target=\"_blank\" rel=\"noreferrer noopener\" aria-label=\"\u6df1\u5ea6\u5b78\u7fd2 TensorFlow \u57fa\u790e\u8207\u61c9\u7528 (\u5728\u65b0\u5206\u9801\u4e2d\u958b\u555f)\">\u6df1\u5ea6\u5b78\u7fd2 TensorFlow \u57fa\u790e\u8207\u61c9\u7528<\/a><\/p>\n\n\n\n<p>\u9019\u9580\u8ab2\u5c07\u7cfb\u7d71\u5316\u7684\u4f9d\u7167 30 \u500b\u5b8c\u6574\u7684\u6a21\u7d44\uff0c\u5e36\u4f60\u9010\u6b65\u7d2f\u7a4d\u6df1\u5ea6\u5b78\u7fd2\u7684\u6982\u5ff5\uff0c\u5f9e\u57fa\u672c\u7684 DNN \u958b\u59cb\u4ecb\u7d39\uff0c\u4e26\u9010\u6b21\u5c0e\u5165 CNN \u8207 RNN \u7b49\u61c9\u7528\uff0c\u900f\u904e 24 \u5be6\u4f5c\u7bc4\u4f8b\uff0c\u5354\u52a9\u4f60\u89e3\u6c7a\u4e0d\u77e5\u8a72\u5f9e\u54ea\u4e9b\u5de5\u5177\u4e0b\u624b\u3001\u8a72\u5982\u4f55\u958b\u59cb\u5be6\u4f5c\u3001\u8a72\u5982\u4f55\u6574\u5408\u8cc7\u6599\u2026 \u7b49\u6700\u5be6\u969b\u8feb\u5207\u7684\u6df1\u5ea6\u5b78\u7fd2\u554f\u984c\u3002<\/p>\n\n\n\n<div style=\"height:40px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p>\u60f3\u6210\u70ba\u722c\u87f2\u5de5\u7a0b\u5e2b \u3001\u8cc7\u6599\u5206\u6790\u5e2b \u3001\u8cc7\u6599\u5de5\u7a0b\u5e2b \u3001\u8cc7\u6599\u5206\u6790\u9818\u57df\u5c08\u5bb6 \u3001\u4eba\u5de5\u667a\u6167\u7522\u54c1\u7d93\u7406\u55ce\uff1f\u9084\u662f\u4f60\u7684\u516c\u53f8\u6b63\u9700\u8981\u57f9\u990a\u6b64\u9818\u57df\u4eba\u624d\u5462\uff1f<\/p>\n\n\n\n<p>\u9ede\u6211\u4e86\u89e3 AI\u8cc7\u6599\u79d1\u5b78\u5bb6-\u4e09\u968e\u6bb5\u5168\u65b9\u4f4d\u5b78\u7a0b\u73ed &#x1f449; <a href=\"https:\/\/www.tibame.com\/eventpage\/ai_datascientist\">https:\/\/www.tibame.com\/eventpage\/ai_datascientist&nbsp;<\/a><\/p>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter is-resized\"><a href=\"https:\/\/www.tibame.com\/eventpage\/ai_datascientist\" target=\"_blank\" rel=\"noreferrer noopener\"><img decoding=\"async\" src=\"https:\/\/blog.wiedu.tw\/wp-content\/uploads\/2021\/05\/19201080-1024x576.png\" alt=\"AI\u8cc7\u6599\u79d1\u5b78\u5bb6-\u4e09\u968e\u6bb5\u5168\u65b9\u4f4d\u5b78\u7a0b\u73ed\" class=\"wp-image-18807\" width=\"512\" height=\"288\" srcset=\"https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/05\/19201080-1024x576.png 1024w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/05\/19201080-300x169.png 300w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/05\/19201080-768x432.png 768w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/05\/19201080-1920x1080.png 1920w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/05\/19201080-1170x658.png 1170w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/05\/19201080-585x329.png 585w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/05\/19201080.png 1921w\" sizes=\"(max-width: 512px) 100vw, 512px\" \/><\/a><figcaption><a href=\"https:\/\/www.tibame.com\/eventpage\/ai_datascientist\" target=\"_blank\" rel=\"noreferrer noopener\" aria-label=\"AI\u8cc7\u6599\u79d1\u5b78\u5bb6-\u4e09\u968e\u6bb5\u5168\u65b9\u4f4d\u5b78\u7a0b\u73ed (\u5728\u65b0\u5206\u9801\u4e2d\u958b\u555f)\">AI\u8cc7\u6599\u79d1\u5b78\u5bb6-\u4e09\u968e\u6bb5\u5168\u65b9\u4f4d\u5b78\u7a0b\u73ed<\/a><\/figcaption><\/figure><\/div>\n\n\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p>\u6bcf\u65e55\u5206\u9418\uff0c&nbsp;<a href=\"https:\/\/blog.wiedu.tw\/?author=44\">\u63d0\u62d4\u6211\u5712\u4e01<\/a>\u966a\u4f60\u5feb\u901f\u6dfb\u88dcAI\/\u8cc7\u6599\u79d1\u5b78\u77e5\u8b58\u8207\u6280\u80fd\u3002<\/p>\n\n\n\n<p>\u82e5\u60f3\u4e86\u89e3\u66f4\u591aAI\/\u8cc7\u6599\u79d1\u5b78\u7684\u5c0f\u77e5\u8b58\u3001\u53ca\u5404\u7522\u696d\u7684\u76f8\u95dc\u61c9\u7528\uff0c\u6b61\u8fce\u8a02\u95b1TibaMe FB\u53ca\u90e8\u843d\u683c\uff0c\u6216\u6709\u5176\u4ed6\u60f3\u4e86\u89e3\u7684\u4e3b\u984c\u6b61\u8fce\u5728\u4e0b\u65b9\u7559\u8a00\u8b93\u6211\u5011\u77e5\u9053\u5537\uff01<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li><a href=\"https:\/\/www.facebook.com\/Tibame\">\u7def\u80b2TibaMe FB<\/a><\/li><li><a href=\"https:\/\/www.facebook.com\/groups\/TiBaMe.For.Business\">\u4f01\u696d\u4eba\u624d\u6578\u4f4d\u8f49\u578bFB<\/a><\/li><li><a href=\"https:\/\/lihi1.com\/OygGK\">\u4f01\u696dAI\u3001\u6578\u4f4d\u4eba\u624dor\u5e73\u53f0\u57f9\u8a13\u65b9\u6848\u8acb\u9ede\u9078<\/a><\/li><\/ul>\n\n\n\n<div class=\"wp-block-image\"><figure class=\"aligncenter is-resized\"><a href=\"https:\/\/www.tibame.com\/free?utm_source=blog&amp;utm_medium=free&amp;utm_campaign=course\"><img decoding=\"async\" src=\"https:\/\/blog.wiedu.tw\/wp-content\/uploads\/2021\/04\/\u6703\u54e1\u8a3b\u518a-1024x922.png\" alt=\"\" class=\"wp-image-18372\" width=\"485\" height=\"436\" srcset=\"https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/04\/\u6703\u54e1\u8a3b\u518a-1024x922.png 1024w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/04\/\u6703\u54e1\u8a3b\u518a-300x270.png 300w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/04\/\u6703\u54e1\u8a3b\u518a-768x691.png 768w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/04\/\u6703\u54e1\u8a3b\u518a-1170x1053.png 1170w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/04\/\u6703\u54e1\u8a3b\u518a-585x527.png 585w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/04\/\u6703\u54e1\u8a3b\u518a.png 1200w\" sizes=\"(max-width: 485px) 100vw, 485px\" \/><\/a><\/figure><\/div>\n\n\n\n<p>\u53c3\u8003\u8cc7\u6599<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li><a href=\"https:\/\/colah.github.io\/posts\/2015-08-Understanding-LSTMs\/\">colah&#8217;s blog&#8211;Understanding LSTM Networks<\/a><\/li><li><a href=\"https:\/\/blog.csdn.net\/Jerr__y\/article\/details\/58598296\">\u7406\u89e3 LSTM \u7f51\u7edc \uff08Understanding LSTM Networks by colah\uff09<\/a><\/li><li><a href=\"https:\/\/brohrer.mcknote.com\/zh-Hant\/how_machine_learning_works\/how_rnns_lstm_work.html\">\u905e\u6b78\u795e\u7d93\u7db2\u8def\uff08RNN\uff09\u548c\u9577\u77ed\u671f\u8a18\u61b6\u6a21\u578b\uff08LSTM\uff09\u7684\u904b\u4f5c\u539f\u7406<\/a><\/li><li><a href=\"https:\/\/baubibi.medium.com\/%E9%80%9F%E8%A8%98ai%E8%AA%B2%E7%A8%8B-%E6%B7%B1%E5%BA%A6%E5%AD%B8%E7%BF%92%E5%85%A5%E9%96%80-%E4%BA%8C-954b0e473d7f\">\u901f\u8a18AI\u8ab2\u7a0b\uff0d\u6df1\u5ea6\u5b78\u7fd2\u5165\u9580\uff08\u4e8c\uff09<\/a><\/li><li><a href=\"https:\/\/tengyuanchang.medium.com\/%E6%B7%BA%E8%AB%87%E9%81%9E%E6%AD%B8%E7%A5%9E%E7%B6%93%E7%B6%B2%E8%B7%AF-rnn-%E8%88%87%E9%95%B7%E7%9F%AD%E6%9C%9F%E8%A8%98%E6%86%B6%E6%A8%A1%E5%9E%8B-lstm-300cbe5efcc3\">\u6dfa\u8ac7\u905e\u6b78\u795e\u7d93\u7db2\u8def (RNN) \u8207\u9577\u77ed\u671f\u8a18\u61b6\u6a21\u578b (LSTM)<\/a><\/li><li><a href=\"https:\/\/ithelp.ithome.com.tw\/articles\/10193469\">Day 14\uff1a\u5faa\u74b0\u795e\u7d93\u7db2\u8def(Recurrent Neural Network, RNN)<\/a><\/li><li><a href=\"https:\/\/ithelp.ithome.com.tw\/articles\/10193678\">Day 15\uff1a\u300e\u9577\u77ed\u671f\u8a18\u61b6\u7db2\u8def\u300f(Long Short Term Memory Network, LSTM)<\/a><\/li><li><a href=\"https:\/\/ithelp.ithome.com.tw\/articles\/10194201\">Day 17\uff1aGRU (Gated Recurrent Unit) \u6982\u5ff5\u4ecb\u7d39\u8207\u5be6\u4f5c<\/a><\/li><\/ul>\n","protected":false},"excerpt":{"rendered":"<p>RNN\uff0c\u53c8\u7a31\u70ba\u905e\u6b78\u795e\u7d93\u7db2\u8def\uff08Recurrent Neural Network, RNN\uff09\u3002\u5b83\u662f\u4e00\u500b\u64c1\u6709 LSTM \uff08\u6d3b\u6027\u8cc7\u6599\u8a18\u61b6\u9ad4\uff09\u7684\u795e\u7d93\u7db2\u8def\uff0c\u53ef\u7528\u65bc\u4e00\u7cfb\u5217\u8cc7\u6599\u4ee5\u731c\u6e2c\u63a5\u4e0b\u4f86\u6703\u767c\u751f\u7684\u5167\u5bb9\u3002\u67d0\u4e9b\u5c64\u7684\u8f38\u51fa\u5167\u5bb9\u900f\u904e RNN \u9001\u56de\u524d\u4e00\u5c64\u7576\u6210\u8f38\u5165\u5167\u5bb9\uff0c\u5373\u53ef\u4ee5\u5efa\u7acb\u56de\u994b\u8ff4\u8def\u3002\u5b83\u5141\u8a31\u8f38\u5165\u8207\u8f38\u51fa\u7684\u8cc7\u6599\u4e0d\u53ea\u662f\u55ae\u4e00\u7d44\u5411\u91cf\uff0c\u800c\u662f\u591a\u7d44\u5411\u91cf\u7d44\u6210\u7684\u5e8f\u5217\u3002<\/p>\n<p>\u9019\u662f\u4ec0\u9ebc\u610f\u601d\u5462\uff1f<br \/>\n\u901a\u5e38\u4e00\u822c\u4eba\u5728\u601d\u8003\u554f\u984c\u6642\uff0c\u4e0d\u6703\u5f9e\u96f6\u958b\u59cb\uff0c\u800c\u662f\u6703\u6839\u64da\u81ea\u5df1\u4ee5\u5f80\u7684\u7d93\u9a57\u8207\u8a18\u61b6\u505a\u51fa\u5224\u65b7\uff0c\u8209\u4f8b\u4f86\u8aaa\uff0c\u4f60\u73fe\u5728\u5728\u95b1\u8b80\u6642\uff0c\u4e0d\u6703\u7d30\u7d30\u89c0\u770b\u6240\u8b80\u7684\u6bcf\u4e00\u500b\u5b57\u8a5e\uff0c\u800c\u662f\u6703\u7d50\u5408\u524d\u9762\u6240\u770b\u5230\u7684\u8a5e\u5f59\u4f86\u7406\u89e3\u610f\u7fa9\uff0c\u9019\u53ef\u4ee5\u8aaa\u660e\uff0c\u4eba\u985e\u7684\u601d\u8003\u5177\u5099\u300c\u9023\u7e8c\u6027\u300d\u3002<\/p>\n<p>\u800c\u50b3\u7d71\u7684\u795e\u7d93\u7db2\u8def\u505a\u4e0d\u5230\u9019\u4ef6\u4e8b\uff0c\u4f46RNN\u537b\u662f\u53ef\u4ee5\u505a\u5230\u7684\u3002<\/p>\n","protected":false},"author":44,"featured_media":19062,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_lmt_disableupdate":"","_lmt_disable":"","footnotes":""},"categories":[480,1196,173],"tags":[774,1334,1388],"class_list":["post-19075","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-technology","category-ai-","category-173","tag-rnn","tag-1334","tag-1388"],"aioseo_notices":[],"views":7740,"amp_enabled":true,"_links":{"self":[{"href":"https:\/\/blog.tibame.com\/index.php?rest_route=\/wp\/v2\/posts\/19075","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/blog.tibame.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/blog.tibame.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/blog.tibame.com\/index.php?rest_route=\/wp\/v2\/users\/44"}],"replies":[{"embeddable":true,"href":"https:\/\/blog.tibame.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=19075"}],"version-history":[{"count":11,"href":"https:\/\/blog.tibame.com\/index.php?rest_route=\/wp\/v2\/posts\/19075\/revisions"}],"predecessor-version":[{"id":19631,"href":"https:\/\/blog.tibame.com\/index.php?rest_route=\/wp\/v2\/posts\/19075\/revisions\/19631"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/blog.tibame.com\/index.php?rest_route=\/wp\/v2\/media\/19062"}],"wp:attachment":[{"href":"https:\/\/blog.tibame.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=19075"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/blog.tibame.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=19075"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/blog.tibame.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=19075"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}