{"id":19032,"date":"2021-07-14T00:14:42","date_gmt":"2021-07-13T16:14:42","guid":{"rendered":"https:\/\/blog.tibame.com\/?p=19032"},"modified":"2021-07-14T16:37:10","modified_gmt":"2021-07-14T08:37:10","slug":"%e3%80%90ai60%e5%95%8f%e3%80%91q37-%e6%b7%b1%e5%ba%a6%e5%ad%b8%e7%bf%92%e6%9c%89%e5%93%aa%e4%ba%9b%e4%b8%bb%e8%a6%81%e7%9a%84%e6%a8%a1%e5%9e%8b%ef%bc%9f","status":"publish","type":"post","link":"https:\/\/blog.tibame.com\/?p=19032","title":{"rendered":"\u3010AI60\u554f\u3011Q37\u6df1\u5ea6\u5b78\u7fd2\u6709\u54ea\u4e9b\u4e3b\u8981\u7684\u6a21\u578b\uff1f"},"content":{"rendered":"\n<p>\u6df1\u5ea6\u5b78\u7fd2\u5275\u9020\u51fa\u5404\u7a2e\u6a21\u578b\uff0c\u5176\u4e2d\u8a31\u591a\u4eba\u6703\u7d0d\u60b6DNN\u3001CNN\u3001RNN\u9019\u5e7e\u500b\u7db2\u8def\u6709\u4ec0\u9ebc\u4e0d\u540c\uff1f\u4f5c\u7528\u5dee\u5225\u70ba\u4f55\uff1f\u5f7c\u6b64\u4e4b\u9593\u7684\u95dc\u4fc2\uff1f<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>\u5927\u90e8\u5206\u795e\u7d93\u7db2\u8def\u53ef\u4ee5\u7528<strong>\u6df1\u5ea6\uff08depth<\/strong>\uff09\u548c<strong>\u9023\u63a5\u7d50\u69cb\uff08connection<\/strong>\uff09\u4f86\u5b9a\u7fa9<\/li><li>\u795e\u7d93\u7db2\u8def\u4e5f\u53ef\u4ee5\u5206\u70ba<strong>\u6709\u76e3\u7763\u7684\u795e\u7d93<\/strong>\u7db2\u8def\u3001<strong>\u7121\/\u534a\u76e3\u7763\u5b78\u7fd2\u7684\u795e\u7d93\u7db2\u8def<\/strong><\/li><\/ul>\n\n\n\n<p>\u4ee5\u4e0b\u5c07\u7c21\u55ae\u91dd\u5c0d\u7db2\u8def\u3001\u61c9\u7528\u5834\u666f\uff0c\u4f86\u4ecb\u7d39\u4e3b\u6d41\u76844\u7a2e\u795e\u7d93\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=\"740\" height=\"310\" src=\"https:\/\/blog.wiedu.tw\/wp-content\/uploads\/2021\/06\/week9\u88fd\u5716_37-1.png\" alt=\"\" class=\"wp-image-19034\" srcset=\"https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/06\/week9\u88fd\u5716_37-1.png 740w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/06\/week9\u88fd\u5716_37-1-300x126.png 300w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/06\/week9\u88fd\u5716_37-1-585x245.png 585w\" sizes=\"(max-width: 740px) 100vw, 740px\" \/><figcaption>  \u5716 37-1 \u6df1\u5ea6\u795e\u7d93\u7db2\u8def\u8207\u611f\u77e5\u6a5f\u95dc\u4fc2 <\/figcaption><\/figure>\n\n\n\n<div style=\"height:40px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_85 counter-hierarchy ez-toc-counter ez-toc-grey ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">\u5167\u5bb9\u76ee\u9304<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"\u986f\u793a\/\u96b1\u85cf\u5167\u5bb9\u76ee\u9304\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/blog.tibame.com\/?p=19032\/#%E4%B8%80%E3%80%81%E9%A1%9E%E7%A5%9E%E7%B6%93%E7%B6%B2%E8%B7%AF%EF%BC%88Artificial_Neural_Networks%EF%BC%89%E5%92%8C%E6%B7%B1%E5%BA%A6%E7%A5%9E%E7%B6%93%E7%B6%B2%E8%B7%AF%EF%BC%88Deep_Neural_Networks%EF%BC%89\" >\u4e00\u3001\u985e\u795e\u7d93\u7db2\u8def\uff08Artificial Neural Networks\uff09\u548c\u6df1\u5ea6\u795e\u7d93\u7db2\u8def\uff08Deep Neural Networks\uff09<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/blog.tibame.com\/?p=19032\/#%E4%BA%8C%E3%80%81%E5%BE%AA%E7%92%B0%E7%A5%9E%E7%B6%93%E7%B6%B2%E8%B7%AF%EF%BC%88Recurrent_Neural_Networks%EF%BC%89%E5%92%8C%E9%81%9E%E6%AD%B8%E7%A5%9E%E7%B6%93%E7%B6%B2%E8%B7%AF%EF%BC%88Recursive_Neural_Networks%EF%BC%89\" >\u4e8c\u3001\u5faa\u74b0\u795e\u7d93\u7db2\u8def\uff08Recurrent Neural Networks\uff09\u548c\u905e\u6b78\u795e\u7d93\u7db2\u8def\uff08Recursive Neural Networks\uff09<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/blog.tibame.com\/?p=19032\/#%E4%B8%89%E3%80%81_%E5%8D%B7%E7%A9%8D%E7%A5%9E%E7%B6%93%E7%B6%B2%E8%B7%AF%EF%BC%88Convolutional_Neural_Networks%EF%BC%89\" >\u4e09\u3001 \u5377\u7a4d\u795e\u7d93\u7db2\u8def\uff08Convolutional Neural Networks\uff09<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/blog.tibame.com\/?p=19032\/#%E5%9B%9B%E3%80%81%E7%94%9F%E6%88%90%E5%BC%8F%E5%B0%8D%E6%8A%97%E7%B6%B2%E8%B7%AF%EF%BC%88Generative_Adversarial_Networks%EF%BC%89\" >\u56db\u3001\u751f\u6210\u5f0f\u5c0d\u6297\u7db2\u8def\uff08Generative Adversarial Networks\uff09<\/a><\/li><\/ul><\/nav><\/div>\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E4%B8%80%E3%80%81%E9%A1%9E%E7%A5%9E%E7%B6%93%E7%B6%B2%E8%B7%AF%EF%BC%88Artificial_Neural_Networks%EF%BC%89%E5%92%8C%E6%B7%B1%E5%BA%A6%E7%A5%9E%E7%B6%93%E7%B6%B2%E8%B7%AF%EF%BC%88Deep_Neural_Networks%EF%BC%89\"><\/span>\u4e00\u3001\u985e\u795e\u7d93\u7db2\u8def\uff08Artificial Neural Networks\uff09\u548c\u6df1\u5ea6\u795e\u7d93\u7db2\u8def\uff08Deep Neural Networks\uff09<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>\u5f9e\u6700\u65e9\u7684\u6839\u6e90\u4f86\u770b\uff0c\u795e\u7d93\u7db2\u8def\u7684\u57fa\u790e\u6a21\u578b\u662f\u611f\u77e5\u6a5f\uff08Perceptron\uff09\uff0c\u56e0\u6b64\u795e\u7d93\u7db2\u8defANN\u4e5f\u53ef\u4ee5\u7a31\u4f5c\u591a\u5c64\u611f\u77e5\u6a5f\uff08Multi-layer Perceptron\uff09\uff0c\u7c21\u7a31MLP\u3002<\/p>\n\n\n\n<pre class=\"wp-block-verse\">*<strong>\u611f\u77e5\u6a5f<\/strong>\uff1a\u6700\u7c21\u55ae\u3001\u53e4\u8001\u7684\u795e\u7d93\u5143\u6a21\u578b\u3002<br \/>\u63a5\u6536\u4e00\u4e9b\u8f38\u5165\uff0c\u628a\u5b83\u5011\u52a0\u7e3d\uff0c\u901a\u904e\u6fc0\u6d3b\u51fd\u6578\u4f86\u50b3\u905e\u5230\u8f38\u51fa\u5c64\u3002<\/pre>\n\n\n\n<p>\u90a3\u9ebd\u591a\u5c64\u611f\u77e5\u6a5f\uff0c\u662f\u5e7e\u5c64\uff1f<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>\u6dfa\u5c64\u795e\u7d93\u7db2\u8defSNN\uff1a1\u81f32\u500b\u96b1\u85cf\u5c64<\/li><li>\u6df1\u5ea6\u5b78\u7fd2DNN\uff1a5\u5c64\u4ee5\u4e0a<\/li><\/ul>\n\n\n\n<p>\u4e00\u822c\u4f86\u8aaa\uff0c\u67091\u81f32\u500b\u96b1\u85cf\u5c64\u7684\u795e\u7d93\u7db2\u8def\u5373\u53ef\u4ee5\u7a31\u4f5c\u591a\u5c64\uff0c\u66f4\u7cbe\u6e96\u80fd\u7a31\u70ba\uff08\u6dfa\u5c64\uff09\u795e\u7d93\u7db2\u8def\uff08Shallow Neural Networks\uff09\u3002\u800c\u96a8\u8457\u96b1\u85cf\u5c64\u7684\u589e\u52a0\uff0c\u66f4\u6df1\u5c64\u7684\u3001\u8d85\u904e5\u5c64\u7684\u795e\u7d93\u7db2\u8def\u5c31\u53eb\u505a\u6df1\u5ea6\u5b78\u7fd2\uff08DNN\uff09\u3002\u4f46\u6df1\u5ea6\u53ea\u662f\u4e00\u500b\u5546\u696d\u6982\u5ff5\uff0c\u6709\u4e9b\u696d\u754c\u4e5f\u6703\u628a3\u5c64\u96b1\u85cf\u5c64\u4e5f\u7a31\u70ba\u300c\u6df1\u5ea6\u5b78\u7fd2\u300d\uff0c\u5728\u6a5f\u5668\u5b78\u7fd2\u9818\u57df\uff0c\u901a\u5e38\u5c07\u6df1\u5ea6Deep\u662f\u6709\u8d85\u904e5-7\u5c64\u7684\u96b1\u85cf\u5c64\u3002<\/p>\n\n\n\n<p>\u795e\u7d93\u7db2\u8def\u7684\u7d50\u69cb\u6307\u7684\u662f\u300c\u795e\u7d93\u5143\u300d\u4e4b\u9593\u5982\u4f55\u9023\u63a5\uff0c\u5b83\u53ef\u4ee5\u662f\u4efb\u610f\u6df1\u5ea6\u3002\u5982\u4e0b\u571637-2\u70ba\u4f8b\uff0c\u53ef\u4ee5\u770b\u5230\u9023\u63a5\u7d50\u69cb\u5f88\u591a\u5143\u3002<\/p>\n\n\n\n<p>\u53e6\u5916\uff0c\u5377\u7a4d\u7db2\u8def\uff08CNN\uff09\u548c\u5faa\u74b0\u7db2\u8def\uff08RNN\uff09\u901a\u5e38\u4e0d\u52a0Deep\u5728\u540d\u5b57\u4e2d\u7684\u539f\u56e0\uff0c\u5b83\u5011\u7684\u7d50\u69cb\u4e00\u822c\u90fd\u8f03\u6df1\uff0c\u56e0\u6b64\u4e0d\u9700\u8981\u7279\u5225\u6307\u660e\u6df1\u5ea6\u3002\u60f3\u5c0d\u6bd4\u7684\uff0c\u81ea\u7de8\u78bc\u5668\uff08Auto Encoder\uff09\u53ef\u4ee5\u5f88\u6dfa\u4e5f\u53ef\u4ee5\u5f88\u6df1\u7684\u7db2\u8def\u3002\u6240\u4ee5\uff0c\u76ee\u524d\u6703\u770b\u5230\u5927\u5bb6\u4f7f\u7528Deep Auto Encoder \u4f86\u7279\u5225\u6307\u660e\u5176\u6df1\u5ea6\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" width=\"912\" height=\"540\" src=\"https:\/\/blog.wiedu.tw\/wp-content\/uploads\/2021\/06\/week9\u88fd\u5716_37-2.png\" alt=\"\" class=\"wp-image-19035\" srcset=\"https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/06\/week9\u88fd\u5716_37-2.png 912w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/06\/week9\u88fd\u5716_37-2-300x178.png 300w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/06\/week9\u88fd\u5716_37-2-768x455.png 768w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/06\/week9\u88fd\u5716_37-2-585x346.png 585w\" sizes=\"(max-width: 912px) 100vw, 912px\" \/><figcaption>\u571637-2  \u795e\u7d93\u7db2\u8def\u7684\u7d50\u69cb\u9748\u6d3b\u591a\u6a23 <\/figcaption><\/figure>\n\n\n\n<div style=\"height:40px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h4 class=\"wp-block-heading\">\u61c9\u7528\u5834\u666f<\/h4>\n\n\n\n<p>\u800c\u5168\u806f\u63a5\u7684\u524d\u994b\u6df1\u5ea6\u795e\u7d93\u7db2\u8def\uff08Fully Connected Feed Forward Neural Networks\uff09\uff0c\u4e5f\u5c31\u662fDNN\uff0c\u5b83\u9069\u7528\u5927\u90e8\u5206\u7684\u5206\u985e\uff08Classification\uff09\u4efb\u52d9\uff0c\u5982\uff1a\u6578\u5b57\u8b58\u5225\u3002\u53ef\u662f\u5728\u4e00\u822c\u7684\u73fe\u5be6\u5834\u666f\u4e2d\uff0c\u5f88\u5c11\u6709\u90a3\u9ebd\u5927\u7684\u6578\u64da\u91cf\u4f86\u652f\u6301DNN\uff0c\u56e0\u6b64\uff0c\u7d14\u7cb9\u7684\u5168\u9023\u63a5\u7db2\u8def\u61c9\u7528\u6027\u4e26\u4e0d\u5f37\u3002   <\/p>\n\n\n\n<div style=\"height:40px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E4%BA%8C%E3%80%81%E5%BE%AA%E7%92%B0%E7%A5%9E%E7%B6%93%E7%B6%B2%E8%B7%AF%EF%BC%88Recurrent_Neural_Networks%EF%BC%89%E5%92%8C%E9%81%9E%E6%AD%B8%E7%A5%9E%E7%B6%93%E7%B6%B2%E8%B7%AF%EF%BC%88Recursive_Neural_Networks%EF%BC%89\"><\/span>\u4e8c\u3001\u5faa\u74b0\u795e\u7d93\u7db2\u8def\uff08Recurrent Neural Networks\uff09\u548c\u905e\u6b78\u795e\u7d93\u7db2\u8def\uff08Recursive Neural Networks\uff09 <span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>\u96d6\u7136\u9019\u5169\u7a2e\u7db2\u8def\u90fd\u7a31\u70baRNN\uff0c\u4f46\u4ed6\u5011\u7684\u7d50\u69cb\u662f\u4e0d\u540c\u7684\u3002\u6703\u5c07\u5169\u8005\u653e\u5728\u4e00\u8d77\u7684\u539f\u56e0\u662f\uff0c\u4ed6\u5011\u90fd\u53ef\u4ee5\u8655\u7406\u6709\u5e8f\u5217\u7684\u554f\u984c\uff0c\u5982\uff1a\u6642\u9593\u5e8f\u5217\u3002<\/p>\n\n\n\n<p>\u8209\u4f8b\u4f86\u8aaa\uff0c\u60f3\u9810\u6e2c\u80a1\u7968\u8d70\u52e2\uff0c\u4f7f\u7528RNN\u6bd4\u666e\u901a\u7684DNN\u6548\u679c\u66f4\u597d\uff0c\u56e0\u70ba\u80a1\u7968\u8d70\u52e2\u8207\u6642\u9593\u76f8\u95dc\uff0c\u6703\u727d\u626f\u5230\u4eca\u5929\u50f9\u683c\u3001\u6628\u5929\u3001\u4e0a\u9031\u3001\u4e0a\u500b\u6708\uff0c\u800cRNN\u5177\u6709\u300c\u8a18\u61b6\u300d\u80fd\u529b\uff0c\u80fd\u5920\u6a21\u64ec\u6578\u64da\u4e4b\u9593\u7684\u4f9d\u8cf4\u95dc\u4fc2\uff08Dependency\uff09\u3002\u70ba\u4e86\u52a0\u5f37\u8a18\u61b6\u80fd\u529b\uff0c\u958b\u767c\u5404\u7a2e\u8b8a\u578b\u9ad4\uff0c\u5982\uff1a\u8457\u540d\u7684Long Short-term Memory\uff08LSTM\uff09\uff0c\u662f\u4f86\u89e3\u6c7a\u300c\u9577\u671f\u53ca\u9060\u8ddd\u96e2\u7684\u4f9d\u8cf4\u95dc\u4fc2\u300d\u3002<\/p>\n\n\n\n<div style=\"height:40px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p>\u56e0\u6b64\uff0c\u53e6\u4e00\u500b\u5faa\u74b0\u7db2\u8def\u7684\u8b8a\u7a2e\u2014\u96d9\u5411\u5faa\u74b0\u7db2\u8def\uff08Bi-directional RNN\uff09\uff0c\u4e5f\u662f\u73fe\u968e\u6bb5\u81ea\u7136\u8a9e\u8a00\u8655\u7406\u548c\u8a9e\u97f3\u5206\u6790\u4e2d\u7684\u91cd\u8981\u6a21\u578b\u3002\u958b\u767c\u5b83\u7684\u539f\u56e0\u662f\u8a9e\u8a00\/\u8a9e\u97f3\u7684\u69cb\u6210\uff0c\u53d6\u6c7a\u65bc\u4e0a\u4e0b\u6587\uff0c\u5c31\u662f\u300c\u73fe\u5728\u300d\u4ef0\u8cf4\u300c\u904e\u53bb\u300d\u548c\u300c\u672a\u4f86\u300d\u3002\u55ae\u5411\u7684\u5faa\u74b0\u7db2\u8def\u5247\u662f\u50c5\u5c08\u6ce8\u5f9e\u300c\u904e\u53bb\u300d\u63a8\u51fa\u300c\u73fe\u5728\u300d\uff0c\u4f46\u7121\u6cd5\u5c0d\u300c\u672a\u4f86\u300d\u7684\u4f9d\u8cf4\u6027\u505a\u51fa\u6709\u6548\u7684\u5efa\u578b\u3002<\/p>\n\n\n\n<p>\u905e\u6b78\u795e\u7d93\u7db2\u8def\uff08Recursive Neural Networks\uff09 \u548c\u5faa\u74b0\u795e\u7d93\u7db2\u8def\uff08Recurrent Neural Networks\uff09\u4e0d\u540c\uff0c\u4e3b\u8981\u662f\u5b83\u7684\u8a08\u7b97\u5716\u7d50\u69cb\u662f\u300c\u6a39\u72c0\u7d50\u69cb\u300d\u800c\u975e\u7db2\u72c0\u7d50\u69cb\u3002\u905e\u6b78\u5faa\u74b0\u7db2\u8def\u7684\u76ee\u6a19\u548c\u5faa\u74b0\u7db2\u8def\u76f8\u4f3c\uff0c\u4e5f\u662f\u60f3\u89e3\u6c7a\u6578\u64da\u9593\u7684\u9577\u671f\u4f9d\u8cf4\u554f\u984c\u3002\u4f46\u905e\u6b78\u795e\u7d93\u7db2\u8def\u6bd4\u8f03\u597d\u7684\u7279\u9ede\u662f\u7528\u6a39\u72c0\u53ef\u4ee5\u964d\u4f4e\u5e8f\u5217\u7684\u9577\u5ea6\uff0c\u4e0d\u904e\u4e5f\u548c\u5176\u4ed6\u6a39\u72c0\u6578\u64da\u7d50\u69cb\u4e00\u6a23\uff0c\u5982\u4f55\u69cb\u9020\u6700\u4f73\u7684\u6a39\u72c0\u7d50\u69cb\u5982\u5e73\u8861\u6a39\/\u5e73\u8861\u4e8c\u53c9\u6a39\u4e26\u4e0d\u7c21\u55ae\u3002<\/p>\n\n\n\n<div style=\"height:40px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>\u61c9\u7528\u5834\u666f<\/strong><\/h4>\n\n\n\n<p>\u8a9e\u97f3\u5206\u6790\u3001\u6587\u5b57\u5206\u6790\u3001\u6642\u9593\u5e8f\u5217\u5206\u6790\u3002\u4e3b\u8981\u7684\u91cd\u9ede\u5c31\u662f\u6578\u64da\u9593\u5b58\u5728\u524d\u5f8c\u4f9d\u8cf4\u95dc\u4fc2\uff0c\u5177\u6709\u5e8f\u5217\u95dc\u4fc2\u3002<br \/>\u4e00\u822c\u9996\u9078LSTM\uff0c\u5982\uff1a\u9810\u6e2c\u5c0d\u8c61\u540c\u6642\u53d6\u6c7a\u65bc\u904e\u53bb\u548c\u672a\u4f86\uff0c\u53ef\u4ee5\u9078\u64c7\u96d9\u5411\u7d50\u69cb\uff0c\u5982\u96d9\u5411LSTM\u3002<\/p>\n\n\n\n<div style=\"height:40px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E4%B8%89%E3%80%81_%E5%8D%B7%E7%A9%8D%E7%A5%9E%E7%B6%93%E7%B6%B2%E8%B7%AF%EF%BC%88Convolutional_Neural_Networks%EF%BC%89\"><\/span><strong>\u4e09\u3001<\/strong> \u5377\u7a4d\u795e\u7d93\u7db2\u8def\uff08Convolutional Neural Networks\uff09 <span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>\u5377\u7a4d\u7db2\u8def\u662f\u5f88\u597d\u7684\u8a08\u7b97\u6a5f\u79d1\u5b78\u501f\u9452\u795e\u7d93\u79d1\u5b78\u7684\u4f8b\u5b50\uff0c\u975e\u5e38\u6709\u540d\u3001\u4e14\u4e5f\u70ba\u6df1\u5ea6\u5b78\u7fd2\u6253\u4e0b\u826f\u597d\u53e3\u7891\u3002\u5b83\u7684\u7cbe\u9ad3\u5176\u5be6\u5c31\u662f\u5728\u591a\u500b\u7a7a\u9593\u4f4d\u7f6e\u4e0a\u5171\u7528\u53c3\u6578\u3002<\/p>\n\n\n\n<p>\u5377\u7a4d\u904b\u7b97\u662f\u4e00\u7a2e\u6578\u5b78\u8a08\u7b97\uff0c\u548c\u77e9\u9663\u76f8\u4e58\u4e0d\u540c\uff0c\u5377\u7a4d\u904b\u7b97\u53ef\u4ee5\u5be6\u73fe\u7a00\u758f\u76f8\u4e58\u548c\u53c3\u6578\u5171\u7528\uff0c\u53ef\u4ee5\u58d3\u7e2e\u8f38\u5165\u7aef\u7684\u7dad\u5ea6\u3002\u548c\u666e\u901aDNN\u4e0d\u540c\uff0cCNN\u4e26\u4e0d\u9700\u8981\u7232\u6bcf\u4e00\u500b\u795e\u7d93\u5143\u6240\u5c0d\u61c9\u7684\u6bcf\u4e00\u500b\u8f38\u5165\u6578\u64da\u63d0\u4f9b\u55ae\u7368\u7684\u6b0a\u91cd\u3002\u8207\u6c60\u5316\uff08pooling\uff09\u76f8\u7d50\u5408\uff0cCNN\u80fd\u88ab\u7406\u89e3\u7232\u4e00\u7a2e\u516c\u5171\u7279\u5fb5\u7684\u63d0\u53d6\u904e\u7a0b\uff0c\u4f46\u4e0d\u53ea\u662fCNN\uff0c\u5927\u90e8\u5206\u795e\u7d93\u7db2\u8def\u90fd\u53ef\u4ee5\u88ab\u8a8d\u7232\u795e\u7d93\u5143\u88ab\u7528\u65bc\u7279\u5fb5\u63d0\u53d6\u3002 <\/p>\n\n\n\n<pre class=\"wp-block-verse\">*\u5377\u7a4d\uff08Convolutional\uff09\u53ca\u6c60\u5316\uff08Pooling\uff09 \uff1a<br \/>\u5169\u5c64layer\uff0c\u7528\u4ee5\u7dad\u6301\u5f62\u72c0\u8cc7\u8a0a\uff0c\u4e14\u907f\u514d\u53c3\u6578\u5927\u5e45\u589e\u52a0\u3002<\/pre>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" width=\"912\" height=\"348\" src=\"https:\/\/blog.wiedu.tw\/wp-content\/uploads\/2021\/06\/week9\u88fd\u5716_37-3.png\" alt=\"\" class=\"wp-image-19036\" srcset=\"https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/06\/week9\u88fd\u5716_37-3.png 912w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/06\/week9\u88fd\u5716_37-3-300x114.png 300w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/06\/week9\u88fd\u5716_37-3-768x293.png 768w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/06\/week9\u88fd\u5716_37-3-585x223.png 585w\" sizes=\"(max-width: 912px) 100vw, 912px\" \/><figcaption>\u571637-3  SRN\u8207LSTM\u5faa\u74b0\u795e\u7d93\u7db2\u8def<\/figcaption><\/figure>\n\n\n\n<div style=\"height:40px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p>\u4ee5\u5716 37-3\u7232\u4f8b\uff0c\u5377\u7a4d\u3001\u6c60\u5316\u7684\u904e\u7a0b\u5c07\u4e00\u5f35\u5716\u7247\u7684\u7dad\u5ea6\u9032\u884c\u4e86\u58d3\u7e2e\u3002\u5f9e\u5716\u4e0a\u80fd\u770b\u51fa\u5377\u7a4d\u7db2\u8def\u5c31\u662f\u9069\u5408\u8655\u7406\u7d50\u69cb\u5316\u6578\u64da\uff0c\u800c\u8a72\u6578\u64da\u5728\u8de8\u5340\u57df\u4e0a\u4ecd\u5f7c\u6b64\u6709\u95dc\u3002 <\/p>\n\n\n\n<div style=\"height:40px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h4 class=\"wp-block-heading\">\u61c9\u7528\u5834\u666f<\/h4>\n\n\n\n<p>\u96d6\u7136\u4e00\u822c\u90fd\u628aCNN\u548c\u5716\u7247\u4e32\u9023\u5728\u4e00\u8d77\uff0c\u4f46\u5176\u5be6CNN\u80fd\u8655\u7406\u5927\u90e8\u5206\u683c\u72c0\u7d50\u69cb\u5316\u6578\u64da\uff08Grid-like Data\uff09\u3002\u518d\u8209\u500b\u4f8b\u5b50\uff0c\u5716\u7247\u7684\u5716\u5143\u662f\u4e8c\u7dad\u7684\u683c\u72c0\u6578\u64da\uff0c\u6642\u9593\u5e8f\u5217\u5728\u7b49\u6642\u9593\u4e0a\u62bd\u53d6\u76f8\u7576\u65bc\u4e00\u7dad\u7684\u7684\u683c\u72c0\u6578\u64da\u3002\u800c\u5f71\u7247\u6578\u64da\u53ef\u4ee5\u7406\u89e3\u7232\u5c0d\u61c9\u5f71\u7247\u7684\u5e40\u5bec\u5ea6\u3001\u9ad8\u5ea6\u3001\u6642\u9593\u7684\u9019\u4e09\u7dad\u6578\u64da\u3002 <\/p>\n\n\n\n<div style=\"height:40px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E5%9B%9B%E3%80%81%E7%94%9F%E6%88%90%E5%BC%8F%E5%B0%8D%E6%8A%97%E7%B6%B2%E8%B7%AF%EF%BC%88Generative_Adversarial_Networks%EF%BC%89\"><\/span> \u56db\u3001\u751f\u6210\u5f0f\u5c0d\u6297\u7db2\u8def\uff08Generative Adversarial Networks\uff09 <span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>\u751f\u6210\u5f0f\u5c0d\u6297\u7db2\u8def\u540c\u6642\u8a13\u7df4\u5169\u500b\u6a21\u578b\uff0c\u5167\u6838\u54f2\u5b78\u53d6\u81ea\u65bc\u535a\u5f08\u8ad6\u3002<\/p>\n\n\n\n<p>\u7c21\u55ae\u4f86\u8aaa\uff0cGAN\u8a13\u7df4\u5169\u500b\u7db2\u8def\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>\u751f\u6210\u7db2\u8def\u7528\u65bc\u751f\u6210\u5716\u7247\u4f7f\u5176\u8207\u8a13\u7df4\u6578\u64da\u76f8\u4f3c <\/li><li>\u5224\u5225\u5f0f\u7db2\u8def\u7528\u65bc\u5224\u65b7\u751f\u6210\u7db2\u8def\u4e2d\u5f97\u5230\u7684\u5716\u7247\u662f\u5426\u662f\u771f\u7684\u662f\u8a13\u7df4\u6578\u64da\u9084\u662f\u50de\u88dd\u7684\u6578\u64da<\/li><\/ul>\n\n\n\n<p>\u751f\u6210\u7db2\u8def\u4e00\u822c\u6709\u9006\u5377\u7a4d\u5c64\uff08deconvolutional layer\uff09\uff0c\u800c\u5224\u5225\u7db2\u8def\u4e00\u822c\u5c31\u662f\u4e0a\u9762\u4ecb\u7d39\u7684CNN\u3002\u4e0b\u571637-4 \u5de6\u908a\u662f\u751f\u6210\u7db2\u8def\uff0c\u53f3\u908a\u5247\u662f\u5224\u5225\u7db2\u8def\uff0c\u9019\u5169\u500b\u96d9\u7db2\u8def\uff0c\u4e00\u76f4\u4e92\u76f8\u50b7\u5bb3\u3002<\/p>\n\n\n\n<p>\u751f\u6210\u7db2\u8def\u8a66\u8457\u751f\u6210\u4e00\u4e9b\u6578\u64da\uff0c\u800c\u5224\u5225\u7db2\u8def\u63a5\u6536\u6a23\u672c\u6578\u64da\u5f8c\uff0c\u8a66\u8457\u5206\u8fa8\u51fa\u54ea\u4e9b\u662f\u6a23\u672c\u3001\u54ea\u4e9b\u662f\u751f\u6210\u3002\u53ea\u8981\u80fd\u5920\u4fdd\u6301\u5169\u7a2e\u795e\u7d93\u7db2\u8def\u8a13\u7df4\u9593\u7684\u5e73\u8861\uff0c\u5728\u4e0d\u65b7\u9032\u5316\uff0c\u9019\u7a2e\u795e\u7d93\u7db2\u8def\u53ef\u4ee5\u751f\u6210\u5be6\u969b\u5716\u50cf\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" width=\"912\" height=\"348\" src=\"https:\/\/blog.wiedu.tw\/wp-content\/uploads\/2021\/06\/week9\u88fd\u5716_37-4.png\" alt=\"\" class=\"wp-image-19037\" srcset=\"https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/06\/week9\u88fd\u5716_37-4.png 912w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/06\/week9\u88fd\u5716_37-4-300x114.png 300w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/06\/week9\u88fd\u5716_37-4-768x293.png 768w, https:\/\/blog.tibame.com\/wp-content\/uploads\/2021\/06\/week9\u88fd\u5716_37-4-585x223.png 585w\" sizes=\"(max-width: 912px) 100vw, 912px\" \/><figcaption>\u571637-4  \u5e38\u898b\u5377\u7a4d\u795e\u7d93\u7db2\u8def\u67b6\u69cb <\/figcaption><\/figure>\n\n\n\n<div style=\"height:40px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p>GAN\u7684\u5be6\u969b\u8868\u73fe\u6bd4\u6211\u5011\u9810\u671f\u7684\u8981\u597d\uff0c\u800c\u4e14\u6240\u9700\u7684\u53c3\u6578\uff0c\u9060\u6bd4\u6309\u7167\u6b63\u5e38\u65b9\u6cd5\u8a13\u7df4\u795e\u7d93\u7db2\u8def\uff0c\u53ef\u4ee5\u66f4\u6709\u6548\u7387\u7684\u5b78\u5230\u6578\u64da\u5206\u4f48\u3002\u53e6\u4e00\u500b\u5e38\u5e38\u88ab\u653e\u5728GAN\u8a0e\u8ad6\u7684\u6a21\u578b\u53eb\u505a\u8b8a\u5206\u81ea\u7de8\u78bc\u5668\uff08Variational Auto-encoder\uff09\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\"><strong>\u61c9\u7528\u5834\u666f<\/strong><\/h4>\n\n\n\n<p>\u73fe\u968e\u6bb5\u7684GAN\uff0c\u4e3b\u8981\u662f\u5728\u5716\u50cf\u9818\u57df\uff0c\u4f46\u5b83\u6709\u5f88\u5927\u7684\u6f5b\u529b\u63a8\u5ee3\u5230\u8072\u97f3\u3001\u5f71\u7247\u9818\u57df\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 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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 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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:\/\/buzzorange.com\/techorange\/2018\/01\/24\/neural-networks-compare\/\">AI \u5165\u9580\u5fc5\u5099\u61f6\u4eba\u5305\uff1a\u5716\u89e3 27 \u7a2e\u795e\u7d93\u6a21\u578b\uff0c\u8b93\u4f60\u79d2\u61c2\u5dee\u5728\u54ea<\/a><\/li><li><a href=\"https:\/\/zhuanlan.zhihu.com\/p\/29769502\">\u77e5\u4e4e\u2014\u6578\u64da\u8aaa&#8211;\u4e3b\u6d41\u7684\u6df1\u5ea6\u5b66\u4e60\u6a21\u578b\u6709\u54ea\u4e9b\uff1f<\/a><\/li><li><a href=\"https:\/\/appnews.fanswong.com\/show.php?id=963812\">\u4e00\u6587\u8b80\u61c2CNN\u3001RNN\u3001DNN\u7684\u5167\u90e8\u7db2\u7d61\u7d50\u69cb<\/a><\/li><\/ul>\n","protected":false},"excerpt":{"rendered":"<p>\u6df1\u5ea6\u5b78\u7fd2\u5275\u9020\u51fa\u5404\u7a2e\u6a21\u578b\uff0c\u5176\u4e2d\u8a31\u591a\u4eba\u6703\u7d0d\u60b6DNN\u3001CNN\u3001RNN\u9019\u5e7e\u500b\u7db2\u8def\u6709\u4ec0\u9ebc\u4e0d\u540c\uff1f\u4f5c\u7528\u5dee\u5225\u70ba\u4f55\uff1f\u5f7c\u6b64\u4e4b\u9593\u7684\u95dc\u4fc2\uff1f<\/p>\n<p>\u4ee5\u4e0b\u5c07\u7c21\u55ae\u91dd\u5c0d\u7db2\u8def\u3001\u61c9\u7528\u5834\u666f\uff0c\u4f86\u4ecb\u7d39\u4e3b\u6d41\u76844\u7a2e\u795e\u7d93\u7db2\u8def\u3002<\/p>\n","protected":false},"author":44,"featured_media":19033,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_lmt_disableupdate":"","_lmt_disable":"","footnotes":""},"categories":[480,1196,173],"tags":[678,774,775,1334,1371,1372],"class_list":["post-19032","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-technology","category-ai-","category-173","tag-678","tag-rnn","tag-cnn","tag-1334","tag-dnn","tag-1372"],"aioseo_notices":[],"aioseo_head":"\n\t\t<!-- 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