{"id":19043,"date":"2021-07-20T00:27:27","date_gmt":"2021-07-19T16:27:27","guid":{"rendered":"https:\/\/blog.tibame.com\/?p=19043"},"modified":"2021-07-21T11:34:15","modified_gmt":"2021-07-21T03:34:15","slug":"%e3%80%90ai60%e5%95%8f%e3%80%91q39%e7%9b%ae%e5%89%8d%e6%b7%b1%e5%ba%a6%e5%ad%b8%e7%bf%92%e7%99%bc%e5%b1%95%e8%b6%a8%e5%8b%a2%e6%9c%89%e5%93%aa%e4%ba%9b%ef%bc%9f","status":"publish","type":"post","link":"https:\/\/blog.tibame.com\/?p=19043","title":{"rendered":"\u3010AI60\u554f\u3011Q39\u76ee\u524d\u6df1\u5ea6\u5b78\u7fd2\u767c\u5c55\u8da8\u52e2\u6709\u54ea\u4e9b\uff1f"},"content":{"rendered":"\n<p>\u795e\u7d93\u7db2\u8def\u7684\u57fa\u672c\u601d\u60f3\u662f\u6a21\u64ec\u8a08\u7b97\u6a5f\u300c\u5927\u8166\u300d\u4e2d\u591a\u500b\u76f8\u4e92\u9023\u63a5\u7684\u7d30\u80de\uff0c\u9019\u6a23\u5b83\u5c31\u80fd\u5f9e\u74b0\u5883\u4e2d\u5b78\u7fd2\uff0c\u8b58\u5225\u4e0d\u540c\u7684\u6a21\u5f0f\uff0c\u9032\u800c\u505a\u51fa\u8207\u4eba\u985e\u76f8\u4f3c\u7684\u6c7a\u5b9a\u3002<\/p>\n\n\n\n<p>\u4ee5\u4e0b\u91dd\u5c0d\u795e\u7d93\u7db2\u8def\u8207\u6df1\u5ea6\u5b78\u7fd2\u767c\u5c55\u7684\u5e7e\u5927\u91cd\u8981\u8da8\u52e2\u9032\u884c\u8aaa\u660e\uff0c\u56e0\u70ba\u6df1\u5ea6\u5b78\u7fd2\u767c\u5c55\u975e\u5e38\u5feb\u901f\uff0c\u672c\u6587\u662f2016\u81f32019\u5e74\u768412\u500b\u767c\u5c55\u8da8\u52e2\u8aaa\u660e\uff0c\u5f8c\u7e8c\u4ecd\u53ef\u80fd\u6709\u66f4\u591a\u7684\u767c\u5c55\u8da8\u52e2\u3002<\/p>\n\n\n\n<div 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>\u516b\u3001\u6df1\u5ea6\u5b78\u7fd2\u548c\u5f37\u5316\u5b78\u7fd2\u4ecd\u6301\u7e8c\u4ea4\u53c9<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/blog.tibame.com\/?p=19043\/#%E4%B9%9D%E3%80%81%E5%A6%82%E6%9E%9C%E4%BD%A0%E6%B2%92%E4%BD%BF%E7%94%A8%E6%89%B9%E9%87%8F%E6%AD%A3%E8%A6%8F%E5%8C%96%EF%BC%8C%E9%82%A3%E9%BA%BC%E7%8F%BE%E5%9C%A8%E6%87%89%E8%A9%B2%E9%96%8B%E5%A7%8B%E4%BA%86\" >\u4e5d\u3001\u5982\u679c\u4f60\u6c92\u4f7f\u7528\u6279\u91cf\u6b63\u898f\u5316\uff0c\u90a3\u9ebc\u73fe\u5728\u61c9\u8a72\u958b\u59cb\u4e86<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/blog.tibame.com\/?p=19043\/#%E5%8D%81%E3%80%81%E7%A5%9E%E7%B6%93%E7%B6%B2%E8%B7%AF%E5%92%8C%E7%94%A2%E5%93%81%E6%87%89%E7%94%A8%EF%BC%8C%E6%87%89%E8%A9%B2%E6%94%9C%E6%89%8B%E5%90%8C%E8%A1%8C\" >\u5341\u3001\u795e\u7d93\u7db2\u8def\u548c\u7522\u54c1\u61c9\u7528\uff0c\u61c9\u8a72\u651c\u624b\u540c\u884c<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/blog.tibame.com\/?p=19043\/#%E5%8D%81%E4%B8%80%E3%80%81%E8%86%A0%E5%9B%8A%E7%B6%B2%E8%B7%AF%EF%BC%88Capsule_Networks%EF%BC%89\" >\u5341\u4e00\u3001\u81a0\u56ca\u7db2\u8def\uff08Capsule Networks\uff09<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/blog.tibame.com\/?p=19043\/#%E5%8D%81%E4%BA%8C%E3%80%81%E6%95%B8%E6%93%9A%E5%A2%9E%E5%BC%B7%EF%BC%88Lean_and_augmented_data_learning%EF%BC%89\" >\u5341\u4e8c\u3001\u6578\u64da\u589e\u5f37\uff08Lean and augmented data learning\uff09<\/a><\/li><\/ul><\/nav><\/div>\n<h2 class=\"wp-block-heading\"><span class=\"ez-toc-section\" id=\"%E4%B8%80%E3%80%81%E7%A5%9E%E7%B6%93%E7%B6%B2%E8%B7%AF%E6%A1%86%E6%9E%B6%E8%AE%8A%E5%BE%97%E8%B6%8A%E4%BE%86%E8%B6%8A%E8%A4%87%E9%9B%9C%E8%80%8C%E7%B2%BE%E5%AF%86\"><\/span>\u4e00\u3001<strong>\u795e\u7d93\u7db2\u8def\u6846\u67b6\u8b8a\u5f97\u8d8a\u4f86\u8d8a\u8907\u96dc\u800c\u7cbe\u5bc6<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>\u611f\u77e5\u3001\u7ffb\u8b6f\u7b49\u5927\u591a\u6578\u795e\u7d93\u7db2\u8def\u7684\u67b6\u69cb\u8b8a\u5f97\u8d8a\u4f86\u8d8a\u8907\u96dc\uff0c\u8d85\u904e\u7c21\u55ae\u7684\u524d\u994b\u795e\u7d93\u7db2\u7d61\u6216\u5377\u7a4d\u795e\u7d93\u7db2\u7d61\u3002\u7279\u5225\u8981\u6ce8\u610f\uff0c\u795e\u7d93\u7db2\u8def\u6b63\u8207\u4e0d\u540c\u7684\u6280\u8853\u6df7\u5408\uff0c\u5982\uff1aLSTMs\u3001\u5377\u7a4d\u3001\u81ea\u5b9a\u7fa9\u76ee\u6a19\u51fd\u6578\u3001\u591a\u76ae\u5c64\u67f1\uff08multiple cortical columns\uff09\u3002<\/p>\n\n\n\n<pre class=\"wp-block-verse\"><strong>* \u524d\u994b\u5f0f\u6846\u67b6\uff08feedforward\uff09\uff1a<\/strong><br \/>\u524d\u994b\u795e\u7d93\u7db2\u8def\uff08Feedforward Neural Network, FNN\uff09<br \/>\u662f\u6700\u7c21\u55ae\u7684\u795e\u7d93\u7db2\u8def\u6a21\u578b\uff0c<br \/>\u8cc7\u6599\u7d93\u7531\u8f38\u5165\u5c64\u900f\u904e\u96b1\u85cf\u5c64\uff0c\u5230\u8f38\u51fa\u5c64\u55ae\u5411\u50b3\u64ad\uff0c\u795e\u7d93\u5143\u4e4b\u9593\u6c92\u6709\u9023\u63a5\u8ff4\u8def\u5b58\u5728\u3002<br \/><br \/><strong>\u5377\u7a4d\u5f0f\u6846\u67b6\uff08convolutional\uff09\uff1a<\/strong><br \/>\u5377\u7a4d\u795e\u7d93\u7db2\u8def\uff08Convolutional Neural Network,&nbsp;CNN\uff09<br \/>\u662f\u4e00\u7a2e\u524d\u994b\u795e\u7d93\u7db2\u8def\uff0c<br \/>\u5b83\u7684\u4eba\u5de5\u795e\u7d93\u5143\u53ef\u4ee5\u56de\u61c9\u4e00\u90e8\u5206\u8986\u84cb\u7bc4\u570d\u5167\u7684\u5468\u570d\u55ae\u5143\uff0c<br \/>\u5c0d\u65bc\u5927\u578b\u5716\u50cf\u8655\u7406\u6709\u512a\u79c0\u8868\u73fe\u3002<\/pre>\n\n\n\n<p>\u795e\u7d93\u7db2\u8def\u662f\u591a\u6578\u6df1\u5ea6\u5b78\u7fd2\u9805\u76ee\u7684\u6839\u57fa\uff0c\u6df1\u5ea6\u5b78\u7fd2\u985e\u4f3c\u4eba\u985e\u7684\u5927\u8166\u7d50\u69cb\uff0c\u662f\u4e00\u5c64\u5c64\u4e92\u76f8\u9023\u63a5\u7684\u4eba\u5de5\u6a21\u64ec\u795e\u7d93\u5143\u6a21\u4eff\u5927\u8166\u7684\u884c\u70ba\uff0c\u8655\u7406\u8996\u89ba\u548c\u8a9e\u8a00&#8230;\u7b49\u8907\u96dc\u554f\u984c\u3002\u4eba\u5de5\u795e\u7d93\u7db2\u7d61\u4e0d\u53ea\u53ef\u4ee5\u6536\u96c6\u8a0a\u606f\uff0c\u4e5f\u53ef\u4ee5\u5c0d\u8a0a\u606f\u505a\u51fa\u53cd\u61c9\u3002\u5b83\u5011\u80fd\u5c0d\u4e8b\u7269\u7684\u5916\u5f62\u548c\u8072\u97f3\u505a\u51fa\u89e3\u91cb\uff0c\u9084\u80fd\u81ea\u884c\u5b78\u7fd2\u8207\u5de5\u4f5c\uff0c\u4f46\u9019\u90fd\u9700\u8981\u6975\u9ad8\u7684\u904b\u7b97\u80fd\u529b\u3002<\/p>\n\n\n\n<p>\u96a8\u8457\u8a08\u7b97\u80fd\u529b\u7684\u63d0\u5347\u548c\u7b97\u6cd5\u7684\u6539\u9032\uff0c\u4eca\u65e5\u795e\u7d93\u7db2\u7d61\u548c\u6df1\u5ea6\u5b78\u7fd2\u5df2\u7d93\u6210\u70ba\u4eba\u5de5\u667a\u6167\u9818\u57df\u6700\u5177\u5438\u5f15\u529b\u7684\u6d41\u6d3e\u3002\u9019\u4e9b\u795e\u7d93\u7db2\u7d61\u9084\u5728\u8b8a\u5f97\u66f4\u8907\u96dc\uff0c\u7576\u5e74\u300cGoogle \u5927\u8166\u300d\u5718\u968a\u6700\u958b\u59cb\u5617\u8a66\u300c\u7121\u76e3\u7763\u5b78\u7fd2\u300d\u6642\uff0c\u5c31\u52d5\u7528\u4e861.6\u842c\u591a\u53f0\u5fae\u8655\u7406\u5668\uff0c\u5275\u5efa\u4e00\u500b\u6709\u6578\u5341\u5104\u9023\u63a5\u7684\u795e\u7d93\u7db2\u8def\uff0c\u5728\u4e00\u500b\u5be6\u9a57\u4e2d\u89c0\u770b\u4e86\u5343\u842c\u500bYouTube\u5716\u50cf\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%E6%89%80%E6%9C%89%E6%9C%80%E9%85%B7%E7%9A%84%E7%B3%BB%E7%B5%B1%E9%83%BD%E5%9C%A8%E4%BD%BF%E7%94%A8_LSTMs\"><\/span>\u4e8c\u3001<strong>\u6240\u6709\u6700\u9177\u7684\u7cfb\u7d71\u90fd\u5728\u4f7f\u7528 LSTMs<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>\u7576\u6211\u5011\u5728\u95b1\u8b80\u6587\u7ae0\u6642\uff0c\u6703\u662f\u4ee5\u7406\u89e3\u524d\u9762\u7684\u8a9e\u53e5\u57fa\u790e\uff0c\u4f86\u7406\u89e3\u5f8c\u7e8c\u7684\u8a5e\u8a9e\uff0c\u601d\u60f3\u5177\u6709\u9023\u7e8c\u6027\uff0c\u4e26\u4e0d\u6703\u4e1f\u6389\u5df2\u77e5\u7684\u8cc7\u8a0a\u800c\u5f9e\u982d\u958b\u59cb\u601d\u8003\u3002\u4f46\u50b3\u7d71\u7684\u795e\u7d93\u7db2\u8def\u6709\u4e00\u5927\u7f3a\u9677\u5c31\u662f\u7121\u6cd5\u9054\u5230\u9019\u4e00\u9ede\uff0c\u800c\u905e\u6b78\u795e\u7d93\u7db2\u7d61\uff08RNN\uff09\uff0c\u5b83\u80fd\u5920\u89e3\u6c7a\u9019\u500b\u554f\u984c\u3002<\/p>\n\n\n\n<p>RNN\u64c1\u6709\u5faa\u74b0\u7d50\u69cb\uff0c\u53ef\u4ee5\u6301\u7e8c\u4fdd\u5b58\u8a0a\u606f\u3002\u904e\u53bb\u5e7e\u5e74\uff0cRNN\u5728\u8a9e\u97f3\u8b58\u5225\u548c\u7ffb\u8b6f&#8230;\u7b49\u8a31\u591a\u554f\u984c\u4e0a\u53d6\u5f97\u4e86\u96e3\u4ee5\u7f6e\u4fe1\u7684\u6210\u529f\uff0c\u800c\u6210\u529f\u7684\u95dc\u9375\u5728\u65bc\u4e00\u7a2e\u7279\u6b8a\u7684RNN\u2014\u9577\u77ed\u671f\u8a18\u61b6\u7db2\u7d61(LSTMs)\u3002<\/p>\n\n\n\n<pre class=\"wp-block-verse\"><strong>* LSTMs\uff08\u9577\u77ed\u671f\u8a18\u61b6\u7db2\u7d61\uff0cLong short-term memory\uff09<\/strong>\uff1a<br \/>\u5229\u7528\u8a18\u61b6\u529f\u80fd\u4f86\u589e\u5f37\u4eba\u5de5\u795e\u7d93\u7db2\u7d61\uff08\u6a21\u64ec\u4eba\u985e\u5927\u8166\u7684\u8a08\u7b97\u6a5f\u7cfb\u7d71\uff09\u7684\u65b9\u6cd5\uff0c<br \/>\u4e5f\u5c31\u662f\u6839\u64da\u5148\u524d\u7372\u5f97\u7684\u8a0a\u606f\uff0c\u6dfb\u52a0\u89e3\u91cb\u6587\u5b57\u6216\u5716\u50cf\u6a21\u5f0f\u7684\u5faa\u74b0\u3002<br \/>\u4e3b\u8981\u7528\u4f86\u6539\u5584\u4ee5\u524dRNN\u7684\u4e00\u4e9b\u554f\u984c\uff0c\u5982\uff1aMemory\u7684\u8a2d\u8a08\u554f\u984c\u3002<\/pre>\n\n\n\n<p>\u666e\u901a\u7684RNN\u53ef\u4ee5\u5b78\u6703\u9810\u6e2c\u300cthe clouds are in the sky\u300d\u4e2d\u6700\u5f8c\u4e00\u500b\u55ae\u8a5e\uff0c\u4f46\u96e3\u4ee5\u5b78\u6703\u9810\u6e2c\u300cI grew up in France\u2026 I speak fluent French.\u300d\u4e2d\u6700\u5f8c\u4e00\u500b\u8a5e\u3002\u76f8\u95dc\u8a0a\u606f\uff08clouds\u3001France\uff09\u548c\u9810\u6e2c\u4f4d\u7f6e\uff08sky\u3001French\uff09\u7684\u9593\u9694\u8d8a\u5927\uff0c\u795e\u7d93\u7db2\u8def\u5c31\u8d8a\u96e3\u4ee5\u5b78\u7fd2\u9023\u63a5\u8a0a\u606f\u3002\u9019\u5c31\u88ab\u7a31\u70ba\u300c\u9577\u671f\u4f9d\u8cf4\u95dc\u4fc2\u300d\u554f\u984c\u3002<\/p>\n\n\n\n<p>LSTMs\u88ab\u8a2d\u8a08\u4f86\u514b\u670d\u9019\u500b\u554f\u984c\u3002\u5b83\u6709\u56db\u5c64\u795e\u7d93\u7db2\u7d61\u5c64\uff0c\u4ee5\u7279\u6b8a\u7684\u65b9\u5f0f\u76f8\u4e92\u4f5c\u7528\u3002\u9019\u4f7f\u5f97\u300c\u80fd\u8a18\u4f4f\u8a0a\u606f\u5f88\u9577\u4e00\u6bb5\u6642\u9593\u300d\u53ef\u4ee5\u88ab\u8996\u4f5cLSTMs\u7684\u300c\u56fa\u6709\u884c\u70ba\u300d\uff0c\u5b83\u5011\u4e0d\u9700\u8981\u984d\u5916\u5b78\u7fd2\u3002\u5728\u5927\u591a\u6578\u5de5\u4f5c\u4e2d\uff0cLSTMs\u5df2\u53d6\u5f97\u826f\u597d\u7684\u6548\u679c\u3002<\/p>\n\n\n\n<p>\u5927\u90e8\u5206\u6700\u5148\u9032\u7684\u7cfb\u7d71\u90fd\u5c07 LSTMs \u7d0d\u5165\u5230\u7cfb\u7d71\u4e2d\uff0c\u597d\u8b93\u7cfb\u7d71\u5177\u6709\u6355\u6349\u300c\u91cd\u8907\u6a21\u5f0f\u300d\u7684\u8a18\u61b6\u529b\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%E3%80%8C%E6%B3%A8%E6%84%8F%E5%8A%9B%E6%A8%A1%E5%9E%8B%E3%80%8D%E5%9C%A8%E5%8D%87%E6%BA%AB\"><\/span>\u4e09\u3001<strong>\u300c\u6ce8\u610f\u529b\u6a21\u578b\u300d\u5728\u5347\u6eab<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>\u300c\u6ce8\u610f\u529b\u300d\u662f\u6307\u795e\u7d93\u7db2\u8def\u5728\u57f7\u884c\u4efb\u52d9\u6642\u77e5\u9053\u8981\u628a\u7126\u9ede\u653e\u5728\u54ea\u3002\u6211\u5011\u53ef\u4ee5\u8b93\u795e\u7d93\u7db2\u8def\u5728\u6bcf\u4e00\u6b65\u90fd\u5f9e\u66f4\u5927\u7684\u8a0a\u606f\u96c6\u4e2d\u6311\u9078\u8a0a\u606f\u4f5c\u70ba\u8f38\u5165\u3002<\/p>\n\n\n\n<p>\u4f8b\u5982\uff1a\u7576\u795e\u7d93\u7db2\u7d61\u70ba\u4e00\u5f35\u5716\u7247\u751f\u6210\u6a19\u984c\u6642\uff0c\u5b83\u53ef\u4ee5\u6311\u9078\u5716\u50cf\u7684\u95dc\u9375\u90e8\u5206\u4f5c\u70ba\u8f38\u5165\u3002<\/p>\n\n\n\n<p>\u6709\u4e9b\u7cfb\u7d71\u958b\u59cb\u653e\u5230\u300c\u6ce8\u610f\u529b\u6a21\u578b\u300d\u7684\u80cc\u666f\u4e2d\uff0c\u6216\u8005\u8aaa\u8b93\u795e\u7d93\u7db2\u8def\u5728\u5b8c\u6210\u4efb\u52d9\u7684\u904e\u7a0b\u4e2d\u8a66\u5716\u5b78\u7fd2\u5728\u54ea\u88e1\u653e\u7f6e\u5176\u300c\u6ce8\u610f\u529b\u300d\u3002\u9019\u4e9b\u9084\u4e0d\u662f\u4e00\u500b\u6b63\u898f\u795e\u7d93\u7db2\u8def\u6d41\u6c34\u7dda\u4e2d\u7684\u4e00\u90e8\u5206\uff0c\u4f46\u662f\u5df2\u7d93\u958b\u59cb\u51fa\u73fe\u5728\u6a21\u578b\u4e2d\u3002<\/p>\n\n\n\n<pre class=\"wp-block-verse\"><strong>* \u6ce8\u610f\u529b\u6a5f\u5236\uff08Attention Mechanism\uff09<\/strong><br \/>\u4eba\u985e\u7684\u6ce8\u610f\u529b\u6a5f\u5236\u662f\u5f9e\u76f4\u89ba\u4e2d\u7372\u5f97\uff0c<br \/>\u6307\u4eba\u985e\u5229\u7528\u6709\u9650\u7684\u6ce8\u610f\u529b\u8cc7\u6e90<br \/>\u5f9e\u5927\u91cf\u8a0a\u606f\u4e2d\u5feb\u901f\u7be9\u9078\u51fa\u9ad8\u50f9\u503c\u8a0a\u606f\u7684\u65b9\u6cd5\u3002<br \/><br \/>\u6df1\u5ea6\u5b78\u7fd2\u4e2d\u7684\u6ce8\u610f\u529b\u6a5f\u5236\u501f\u93e1\u4eba\u985e\u7684\u6ce8\u610f\u529b\u601d\u7dad\u65b9\u5f0f\uff0c<br \/>\u5ee3\u6cdb\u61c9\u7528\u65bc\u81ea\u7136\u8a9e\u8a00\u8655\u7406\uff08Nature Language Processing\uff0cNLP\uff09\u3001<br \/>\u5716\u50cf\u5206\u985e\u53ca\u8a9e\u97f3\u8b58\u5225...\u7b49\u5404\u7a2e\u4e0d\u540c\u985e\u578b\u7684\u6df1\u5ea6\u5b78\u7fd2\u4efb\u52d9\u4e2d\uff0c\u4e26\u53d6\u5f97\u4e86\u660e\u986f\u6210\u679c\u3002<\/pre>\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%A5%9E%E7%B6%93%E5%9C%96%E9%9D%88%E6%A9%9F%E4%BB%8D%E7%84%B6%E6%9C%89%E8%B6%A3%EF%BC%8C%E4%BD%86%E7%84%A1%E6%B3%95%E6%87%89%E7%94%A8%E5%88%B0%E5%AF%A6%E9%9A%9B%E5%B7%A5%E4%BD%9C\"><\/span>\u56db\u3001<strong>\u795e\u7d93\u5716\u9748\u6a5f\u4ecd\u7136\u6709\u8da3\uff0c\u4f46\u7121\u6cd5\u61c9\u7528\u5230\u5be6\u969b\u5de5\u4f5c<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>\u7576\u4f60\u7ffb\u8b6f\u4e00\u53e5\u8a71\u6642\uff0c\u4e26\u4e0d\u6703\u6bcf\u500b\u8a5e\u5f59\u9032\u884c\uff0c\u800c\u662f\u6703\u5f9e\u53e5\u5b50\u7684\u6574\u9ad4\u7d50\u69cb\u51fa\u767c\u3002\u800c\u6a5f\u5668\u96e3\u4ee5\u505a\u5230\u9019\u4e00\u9ede\uff0c\u9019\u4e00\u500b\u6311\u6230\u53eb\u505a\u300c\u5f37\u8026\u5408\u8f38\u51fa\u7684\u6574\u9ad4\u4f30\u8a08\u300d\u3002<\/p>\n\n\n\n<p>\u795e\u7d93\u7db2\u8def\u5716\u9748\u6a5f\uff08Neural Turing Machine\uff09\u5b83\u7684\u80cc\u5f8c\u662f\u4e00\u7a2e\u7279\u6b8a\u985e\u578b\u7684\u795e\u7d93\u7db2\u7d61\uff0c\u5b83\u5011\u53ef\u4ee5\u9069\u61c9\u8207\u5916\u90e8\u5b58\u5132\u5668\u5171\u540c\u5de5\u4f5c\uff0c\u9019\u4f7f\u5f97\u795e\u7d93\u7db2\u7d61\u53ef\u4ee5\u5b58\u5132\u8a18\u61b6\uff0c\u9084\u80fd\u5728\u6b64\u5f8c\u6aa2\u7d22\u8a18\u61b6\u4e26\u57f7\u884c\u4e00\u4e9b\u6709\u908f\u8f2f\u6027\u7684\u4efb\u52d9\u3002<\/p>\n\n\n\n<p>Google DeepMind\u57282014\u5e7410\u6708\u767c\u4f48\u4e00\u53f0\u539f\u578b\u96fb\u8166\uff0c\u5b83\u53ef\u4ee5\u6a21\u4eff\u4e00\u4e9b\u4eba\u985e\u5927\u8166\u77ed\u671f\u5de5\u4f5c\u8a18\u61b6\u7684\u7279\u6027\u3002\u6240\u6709\u7684\u795e\u7d93\u5716\u9748\u6a5f\u90fd\u592a\u904e\u8907\u96dc\uff0c\u76ee\u524d\u53ea\u80fd\u89e3\u6c7a\u4e00\u4e9b\u300c\u5c0f\u73a9\u5177\u300d\u554f\u984c\u3002<\/p>\n\n\n\n<pre class=\"wp-block-verse\"><strong>*\u5716\u9748\u6a5f<\/strong>\uff1a<br \/>\u4e00\u7a2e\u7c21\u55ae\u7684\u8a08\u7b97\u6a5f\u6a21\u578b\u3002<br \/>\u5982\u73fe\u4ee3\u8a08\u7b97\u6a5f\u4e00\u6a23\uff0c\u4ed6\u4e5f\u5305\u542b\u4e86\u4e00\u500b\u5916\u90e8\u5b58\u5132\u5668\u548c\u67d0\u7a2e\u8655\u7406\u5668\u3002<br \/><br \/><strong>\u795e\u7d93\u7db2\u8def\u5716\u9748\u6a5f\uff08Neural Turing Machines\uff09<\/strong>\uff1a<br \/>\u662f\u4e00\u7a2e\u795e\u7d93\u7db2\u7d61\uff0c<br \/>\u5b83\u5f9e\u5716\u9748\u6a5f\u4e2d\u7372\u5f97\u9748\u611f\uff0c<br \/>\u5617\u8a66\u57f7\u884c\u4e00\u4e9b\u8a08\u7b97\u6a5f\u53ef\u4ee5\u89e3\u6c7a\u5f97\u5f88\u597d\uff0c<br \/>\u800c\u6a5f\u5668\u5b78\u7fd2\u6a21\u578b\u4e26\u4e0d\u80fd\u5f88\u597d\u89e3\u6c7a\u7684\u5de5\u4f5c\u3002<br \/><br \/>\u5b83\u5728\u6240\u6709\u8b80\u53d6\u5230\u7684\u8f38\u5165\u4e0a\u90fd\u662f\u6301\u7e8c\u7684\uff0c<br \/>\u662f\u4e00\u500b\u5faa\u74b0\u795e\u7d93\u7db2\u7d61\uff08recurrent neural network\uff09\u3002<\/pre>\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%94%E3%80%81%E6%B7%B1%E5%BA%A6%E5%AD%B8%E7%BF%92%E8%AE%93%E8%A8%88%E7%AE%97%E6%A9%9F%E8%A6%96%E8%A6%BA%E5%92%8C%E8%87%AA%E7%84%B6%E8%AA%9E%E8%A8%80%E8%99%95%E7%90%86%E4%B8%8D%E5%86%8D%E6%98%AF%E5%AD%A4%E5%B3%B6\"><\/span>\u4e94\u3001\u6df1\u5ea6\u5b78\u7fd2\u8b93\u8a08\u7b97\u6a5f\u8996\u89ba\u548c\u81ea\u7136\u8a9e\u8a00\u8655\u7406\u4e0d\u518d\u662f\u5b64\u5cf6<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>\u5377\u7a4d\u795e\u7d93\u7db2\u8def\uff08CNN\uff09\u6700\u65e9\u51fa\u73fe\u5728\u96fb\u8166\u8996\u89ba\uff0c\u4f46\u73fe\u5728\u8a31\u591a\u81ea\u7136\u8a9e\u8a00\u8655\u7406\uff08NLP\uff09\u4e5f\u6703\u4f7f\u7528\u3002\u800cLSTMs\u8207\u905e\u6b78\u795e\u7d93\u7db2\u7d61\u6df1\u5ea6\u5b78\u7fd2\u6700\u65e9\u51fa\u73fe\u5728NLP\u4e2d\uff0c\u4f46\u73fe\u5728\u4e5f\u88ab\u7d0d\u5165\u8a08\u7b97\u6a5f\u8996\u89ba\u795e\u7d93\u7db2\u7d61\u3002<\/p>\n\n\n\n<p>\u7b2c\u4e00\u6b21\u505a\u51fa\u5f15\u4eba\u6ce8\u76ee\u7684\u6210\u679c\u662f\u5728NLP\u4efb\u52d9\u4e2d\uff0c\u5982\u5e8f\u5217\u5230\u5e8f\u5217\u7684\u7ffb\u8b6f\uff08sequence-to-sequence translation\uff09\u3002\u7136\u800c\uff0c\u73fe\u5728\u900f\u904e\u4fee\u526a\u88ab\u7d0d\u5165\u5230\u96fb\u8166\u8996\u89ba\u795e\u7d93\u7db2\u8def\u4efb\u52d9\u4e2d\u3002<\/p>\n\n\n\n<p>\u53e6\u5916\uff0c\u96fb\u8166\u8996\u89ba\u548cNLP\u7684\u4ea4\u53c9\u90e8\u5206\u518d\u52a0\u4e0a\u5728\u5716\u7247\u6355\u6349\u4efb\u52d9\u4e2d\u4f7f\u7528\u5230\u7684\u5e38\u898b\u7684\u5d4c\u5165\uff08embeddings\uff09\u6280\u8853\uff0c\u76ee\u524d\u4ecd\u5f88\u71b1\u9580\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%85%AD%E3%80%81%E7%AC%A6%E8%99%9F%E5%BE%AE%E5%88%86%E6%B3%95%E8%B6%8A%E4%BE%86%E8%B6%8A%E9%87%8D%E8%A6%81\"><\/span>\u516d\u3001<strong>\u7b26\u865f\u5fae\u5206\u6cd5\u8d8a\u4f86\u8d8a\u91cd\u8981<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>\u96a8\u8457\u795e\u7d93\u7db2\u8def\u6846\u67b6\u548c\u5b83\u5011\u7684\u76ee\u6a19\u51fd\u6578\u53ef\u4ee5\u81ea\u5b9a\u7fa9\uff0c\u540c\u6642\u4e5f\u8b8a\u5f97\u8d8a\u4f86\u8d8a\u8907\u96dc\uff0c\u4eba\u70ba\u624b\u52d5\u63d0\u53d6\u5b83\u5011\u53cd\u5411\u50b3\u64ad\u4e2d\u7684\u68af\u5ea6\u8b8a\u5f97\u8d8a\u4f86\u8d8a\u96e3\uff0c\u4e5f\u5bb9\u6613\u51fa\u932f\u3002<\/p>\n\n\n\n<p>\u6700\u65b0\u7684\u5de5\u5177\uff0c\u5305\u542b\uff1aGoogle\u7684TensorFlow\u6709\u4e86\u81ea\u52d5\u7b26\u865f\u5fae\u5206\uff0c\u4f60\u53ef\u4ee5\u69cb\u5efa\u4f60\u7684\u6846\u67b6\u3001\u76ee\u6a19\u51fd\u6578\uff0c\u5728\u8a13\u7df4\u904e\u7a0b\u4e2d\u5de5\u5177\u6703\u5728\u773e\u591a\u7684\u788e\u7247\u4e2d\uff0c\u81ea\u52d5\u627e\u51fa\u6b63\u78ba\u7684\u5fae\u5206\u4f86\u4fdd\u8b49\u8aa4\u5dee\u68af\u5ea6\u53ef\u4ee5\u88ab\u53cd\u5411\u50b3\u905e\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%83%E3%80%81%E7%A5%9E%E7%B6%93%E7%B6%B2%E8%B7%AF%E6%A8%A1%E5%9E%8B%E5%A3%93%E7%B8%AE%E5%B8%B6%E4%BE%86%E6%9B%B4%E5%A4%9A%E9%A9%9A%E4%BA%BA%E7%B5%90%E6%9E%9C\"><\/span>\u4e03\u3001<strong>\u795e\u7d93\u7db2\u8def\u6a21\u578b\u58d3\u7e2e<\/strong>\u5e36\u4f86\u66f4\u591a\u9a5a\u4eba\u7d50\u679c<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>\u591a\u500b\u5718\u968a\u4ee5\u4e0d\u540c\u7684\u65b9\u5f0f\u58d3\u7e2e\u8a13\u7df4\u4e00\u500b\u826f\u597d\u6a21\u578b\u6240\u9700\u7684\u7d20\u6750\u9ad4\u91cf\uff0c\u9019\u4e9b\u65b9\u6cd5\u5305\u542b\uff1a\u4e8c\u503c\u5316\uff08binarization\uff09\u3001\u56fa\u5b9a\u6d6e\u9ede\uff08fixed floating point\uff09\u3001\u758a\u4ee3\u526a\u679d\uff08iterative pruning\uff09\u548c\u5fae\u8abf\u63aa\u65bd\uff08fine tuning steps\uff09&#8230;\u7b49\u66f4\u591a\u3002<\/p>\n\n\n\n<p>\u9019\u4e9b\u65b9\u6cd5\u70ba\u8a31\u591a\u61c9\u7528\u5e36\u4f86\u4e86\u53ef\u80fd\u6027\uff0c\u9084\u6709\u53ef\u80fd\u5c07\u5f88\u8907\u96dc\u7684\u6a21\u578b\u9069\u914d\u5230\u624b\u6a5f\u4e0a\u3002\u4f8b\u5982\uff1a\u8a9e\u97f3\u8b58\u5225\uff0c\u8207\u96f2\u7aef\u7121\u5ef6\u9072\u7684\u5c0d\u8a71\u4f86\u5f97\u5230\u7d50\u679c\u3002<\/p>\n\n\n\n<p>\u53e6\u5916\uff0c\u5982\u679c\u904b\u7b97\u6240\u9700\u8981\u7684\u7a7a\u9593\u3001\u6642\u9593\u964d\u4f4e\uff0c\u6211\u5011\u5c31\u53ef\u4ee5\u6975\u9ad8\u5e40\u7387\uff08\u5982\uff1a30FPS\uff09\u4f86\u67e5\u8a62\u4e00\u500b\u6a21\u578b\uff0c\u5728\u884c\u52d5\u88dd\u7f6e\u4e0a\u4e5f\u53ef\u4ee5\u904b\u4f5c\u8907\u96dc\u795e\u7d93\u7db2\u8def\u6a21\u578b\uff0c\u4f86\u5b8c\u6210\u63a5\u8fd1\u5be6\u6642\u7684\u65b0\u985e\u578b\u96fb\u8166\u8996\u89ba\u4efb\u52d9\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%85%AB%E3%80%81%E6%B7%B1%E5%BA%A6%E5%AD%B8%E7%BF%92%E5%92%8C%E5%BC%B7%E5%8C%96%E5%AD%B8%E7%BF%92%E4%BB%8D%E6%8C%81%E7%BA%8C%E4%BA%A4%E5%8F%89\"><\/span>\u516b\u3001<strong>\u6df1\u5ea6\u5b78\u7fd2\u548c\u5f37\u5316\u5b78\u7fd2\u4ecd\u6301\u7e8c\u4ea4\u53c9<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>\u5982\u7aef\u5c0d\u7aef\uff08end-to-end\uff09\u6a5f\u5668\u4eba\uff0c\u73fe\u5728\u6a5f\u5668\u4eba\u5df2\u7d93\u53ef\u4ee5\u4e00\u8d77\u904b\u7528\u6df1\u5ea6\u548c\u5f37\u5316\u5b78\u7fd2\uff0c\u5c07\u539f\u59cb\u611f\u5b98\u6578\u64da\u76f4\u63a5\u8f49\u5316\u70ba\u5be6\u969b\u52d5\u4f5c\u3002<\/p>\n\n\n\n<p>\u8d85\u8d8a\u904e\u53bb\u300c\u5206\u985e\u300d\u9019\u7a2e\u7c21\u55ae\u5de5\u4f5c\uff0c\u5617\u8a66\u5c07\u300c\u8a08\u756b\u300d\u548c\u300c\u884c\u52d5\u300d\u52a0\u5165\u65b9\u7a0b\u4e2d\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%B9%9D%E3%80%81%E5%A6%82%E6%9E%9C%E4%BD%A0%E6%B2%92%E4%BD%BF%E7%94%A8%E6%89%B9%E9%87%8F%E6%AD%A3%E8%A6%8F%E5%8C%96%EF%BC%8C%E9%82%A3%E9%BA%BC%E7%8F%BE%E5%9C%A8%E6%87%89%E8%A9%B2%E9%96%8B%E5%A7%8B%E4%BA%86\"><\/span>\u4e5d\u3001\u5982\u679c\u4f60\u6c92<strong>\u4f7f\u7528\u6279\u91cf\u6b63\u898f\u5316<\/strong>\uff0c\u90a3\u9ebc\u73fe\u5728\u61c9\u8a72\u958b\u59cb\u4e86<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>\u6279\u91cf\u6a19\u6e96\u5316\uff08Batch Normalization\uff09\uff0c\u73fe\u5728\u88ab\u8996\u4f5c\u8a55\u50f9\u4e00\u500b\u795e\u7d93\u7db2\u7d61\u5de5\u5177\u5305\u7684\u90e8\u5206\u6a19\u6e96\u3002<\/p>\n\n\n\n<pre class=\"wp-block-verse\"><strong>*\u6279\u91cf\u6a19\u6e96\u5316\uff08Batch Normalization\uff0cBN\uff09<\/strong>\uff1a<br \/>\u548c\u666e\u901a\u7684\u6578\u64da\u6a19\u6e96\u5316\u985e\u4f3c\uff0c<br \/>\u662f\u5c07\u5206\u6563\u7684\u6578\u64da\u7d71\u4e00\u7684\u4e00\u7a2e\u505a\u6cd5\uff0c\u4e5f\u662f\u512a\u5316\u795e\u7d93\u7db2\u8def\u7684\u4e00\u7a2e\u65b9\u6cd5\u3002<br \/><br \/>\u4e0d\u50c5\u50c5\u5c0d\u8f38\u5165\u5c64\u505a\u6a19\u6e96\u5316\u8655\u7406\uff0c<br \/>\u9084\u8981\u5c0d\u6bcf\u4e00\u4e2d\u9593\u5c64\u7684\u8f38\u5165\uff08\u6fc0\u6d3b\u51fd\u6578\u524d\uff09\u505a\u6a19\u6e96\u5316\u8655\u7406<\/pre>\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%8D%81%E3%80%81%E7%A5%9E%E7%B6%93%E7%B6%B2%E8%B7%AF%E5%92%8C%E7%94%A2%E5%93%81%E6%87%89%E7%94%A8%EF%BC%8C%E6%87%89%E8%A9%B2%E6%94%9C%E6%89%8B%E5%90%8C%E8%A1%8C\"><\/span>\u5341\u3001<strong>\u795e\u7d93\u7db2\u8def\u548c\u7522\u54c1\u61c9\u7528<\/strong>\uff0c\u61c9\u8a72\u651c\u624b\u540c\u884c<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>\u5275\u9020\u65b0\u7684\u795e\u7d93\u7db2\u8def\u65b9\u6cd5\u9700\u8981\u7814\u7a76\u4eba\u54e1\uff0c\u9084\u9700\u8981\u9014\u5f91\u8b93\u9019\u4e9b\u65b9\u6cd5\u5feb\u901f\u64f4\u5c55\u5230\u7522\u54c1\u4e2d\u3002Google\u7684TensorFlow\u662f\u5c11\u6578\u80fd\u5920\u505a\u5230\u9019\u4e9b\u7684\u8cc7\u6599\u5eab\uff1a\u4f7f\u7528Python \u6216 C++\u7b49\u4e3b\u6d41\u7a0b\u5f0f\u8a9e\u8a00\uff0c\u7814\u7a76\u4eba\u54e1\u53ef\u4ee5\u8fc5\u901f\u5275\u9020\u65b0\u7684\u7db2\u8def\u62d3\u64b2\u5716\uff0c\u63a5\u8457\u5728\u55ae\u4e00\u6216\u591a\u500b\u8a2d\u5099\u4e0a\u9032\u884c\u6e2c\u8a66\u3002\uff08\u5305\u542b\u884c\u52d5\u88dd\u7f6e\uff09<\/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%8D%81%E4%B8%80%E3%80%81%E8%86%A0%E5%9B%8A%E7%B6%B2%E8%B7%AF%EF%BC%88Capsule_Networks%EF%BC%89\"><\/span>\u5341\u4e00\u3001<strong>\u81a0\u56ca\u7db2\u8def\uff08Capsule Networks\uff09<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>Geoffery Hinton\u767c\u4f48\u95dc\u65bc\u81a0\u56ca\u7db2\u8def\uff08Capsule networks\uff09\u7684\u8ad6\u6587\u5728\u6a5f\u5668\u5b78\u7fd2\u9818\u57df\u9020\u6210\u6975\u5927\u5f71\u97ff\u3002\u5b83\u63d0\u51fa\u7406\u8ad6\u4e0a\u80fd\u66f4\u597d\u5730\u66ff\u4ee3\u5377\u7a4d\u795e\u7d93\u7db2\u8def\u7684\u65b9\u6848\uff0c\u662f\u7576\u524d\u8a08\u7b97\u6a5f\u8996\u89ba\u9818\u57df\u7684\u6700\u65b0\u6280\u8853\u3002<\/p>\n\n\n\n<p>\u81a0\u56ca\u7db2\u8def\u662f\u4e00\u7a2e\u65b0\u8208\u7684\u6df1\u5c64\u795e\u7d93\u7db2\u8def\uff0c\u5176\u8655\u7406\u8cc7\u8a0a\u7684\u65b9\u5f0f\u985e\u4f3c\u65bc\u4eba\u985e\u5927\u8166\u3002<\/p>\n\n\n\n<p>\u81a0\u56ca\u7db2\u8def\u8207\u5377\u7a4d\u795e\u7d93\u7db2\u8def\u76f8\u53cd\uff0c\u96d6\u7136\u5377\u7a4d\u795e\u7d93\u7db2\u8def\u662f\u8fc4\u4eca\u7232\u6b62\u61c9\u7528\u6700\u5ee3\u6cdb\u7684\u795e\u7d93\u7db2\u8def\u4e4b\u4e00\uff0c\u4f46\u5b83\u672a\u80fd\u8003\u616e\u7c21\u55ae\u5c0d\u8c61\u548c\u8907\u96dc\u5c0d\u8c61\u4e4b\u9593\u5b58\u5728\u7684\u95dc\u9375\u7a7a\u9593\u5c64\u6b21\u7d50\u69cb\u3002<\/p>\n\n\n\n<p>\u9019\u5c0e\u81f4\u8aa4\u5206\u985e\uff0c\u4e26\u5e36\u4f86\u66f4\u9ad8\u7684\u932f\u8aa4\u7387\u3002\u5728\u8655\u7406\u7c21\u55ae\u7684\u8b58\u5225\u4efb\u52d9\u6642\uff0c\u81a0\u56ca\u7db2\u8def\u64c1\u6709\u66f4\u9ad8\u7684\u7cbe\u5ea6\u3001\u66f4\u5c11\u7684\u932f\u8aa4\u6578\u91cf\uff0c\u4e26\u4e14\u4e0d\u9700\u8981\u5927\u91cf\u7684\u8a13\u7df4\u6a21\u578b\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%8D%81%E4%BA%8C%E3%80%81%E6%95%B8%E6%93%9A%E5%A2%9E%E5%BC%B7%EF%BC%88Lean_and_augmented_data_learning%EF%BC%89\"><\/span>\u5341\u4e8c\u3001<strong>\u6578\u64da\u589e\u5f37\uff08Lean and augmented data learning\uff09<\/strong><span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>\u6a5f\u5668\u5b78\u7fd2\u8207\u6df1\u5ea6\u5b78\u7fd2\u9047\u5230\u7684\u6700\u5927\u6311\u6230\u662f\uff1a\u9700\u8981\u5927\u91cf\u4f7f\u7528\u6a19\u7c64\u6578\u64da\u4f86\u8a13\u7df4\u7cfb\u7d71\u3002\u76ee\u524d\u6709\u5169\u7a2e\u61c9\u7528\u5ee3\u6cdb\u7684\u6280\u5de7\u53ef\u4ee5\u5e6b\u52a9\u89e3\u6c7a\u9019\u500b\u554f\u984c\uff1a\u5408\u6210\u65b0\u7684\u6578\u64da\u3001\u9077\u79fb\u5b78\u7fd2<\/p>\n\n\n\n<ul class=\"wp-block-list\"><li>\u9077\u79fb\u5b78\u7fd2\uff08Transfer Learning\uff09 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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\u60a8\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\u4f60\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:\/\/www.zhihu.com\/question\/411003163\/answer\/1381030685\">\u7576\u524d\u6df1\u5ea6\u5b78\u7fd2\u7684\u767c\u5c55\u8da8\u52e2\u662f\u4ec0\u9ebc\uff1f<\/a><\/li><li><a href=\"https:\/\/kknews.cc\/zh-tw\/news\/e3qq4xy.html\">\u6bcf\u65e5\u982d\u689d&#8211;\u89e3\u6790\u6df1\u5ea6\u5b78\u7fd2\u7684\u672a\u4f86\u5341\u5927\u8da8\u52e2<\/a><\/li><li><a href=\"https:\/\/kknews.cc\/news\/o2yj466.html\">\u6bcf\u65e5\u982d\u689d&#8211;\u6df1\u5ea6\u5b78\u7fd2\u8207\u795e\u7d93\u7db2\u7d61\uff1a\u6700\u503c\u5f97\u95dc\u6ce8\u76846\u5927\u8da8\u52e2<\/a><\/li><li><a href=\"https:\/\/panx.asia\/archives\/57857\">\u8207 LSTM \u4e4b\u7236\u4e00\u8d77\u56de\u9867 20 \u4e16\u7d00\u4eba\u5de5\u667a\u6167\u767c\u5c55\u8207\u9810\u6e2c\u672a\u4f86<\/a><\/li><li><a href=\"https:\/\/ithelp.ithome.com.tw\/articles\/10223055?fbclid=IwAR2N3QobyXCnBoqCG7Uu4V0QsGt0YsXzgnJLJ9mm6pDl8UvEs1QS7MLG-kg\">[Day-16] RNN &#8211; LSTM\u4ecb\u7d39<\/a><\/li><li><a href=\"https:\/\/www.gushiciku.cn\/pl\/gmz7\/zh-tw\">Google\u65b0\u4f5c\uff1a\u6ce8\u610f\u529b\u6a5f\u5236\u662f\u5426\u771f\u7684\u80fd\u5920\u63d0\u4f9b\u6a21\u578b\u7684\u53ef\u89e3\u91cb\u6027\uff1f<\/a><\/li><li><a href=\"https:\/\/ithome.com.tw\/news\/138372\">Google\u8b93\u4eba\u5de5\u667a\u6167\u5177\u9078\u64c7\u6027\u6ce8\u610f\u529b\uff0c\u63d0\u5347\u5176\u6cdb\u5316\u80fd\u529b<\/a><\/li><li><a href=\"https:\/\/zhuanlan.zhihu.com\/p\/53036028\">\u6df1\u5ea6\u5b78\u7fd2\u4e2d\u7684\u6ce8\u610f\u529b\u6a5f\u5236<\/a><\/li><li><a href=\"https:\/\/blog.csdn.net\/mzpmzk\/article\/details\/80043076\">\u6279\u91cf\u6a19\u6e96\u5316(BN)\u3001\u5be6\u4f8b\u6a19\u6e96\u5316(IN)\u3001\u7279\u5fb5\u6a19\u6e96\u5316(FN)<\/a><\/li><\/ul>\n","protected":false},"excerpt":{"rendered":"<p>\u795e\u7d93\u7db2\u8def\u7684\u57fa\u672c\u601d\u60f3\u662f\u6a21\u64ec\u8a08\u7b97\u6a5f\u300c\u5927\u8166\u300d\u4e2d\u591a\u500b\u76f8\u4e92\u9023\u63a5\u7684\u7d30\u80de\uff0c\u9019\u6a23\u5b83\u5c31\u80fd\u5f9e\u74b0\u5883\u4e2d\u5b78\u7fd2\uff0c\u8b58\u5225\u4e0d\u540c\u7684\u6a21\u5f0f\uff0c\u9032\u800c\u505a\u51fa\u8207\u4eba\u985e\u76f8\u4f3c\u7684\u6c7a\u5b9a\u3002<\/p>\n<p>\u4ee5\u4e0b\u91dd\u5c0d\u795e\u7d93\u7db2\u8def\u8207\u6df1\u5ea6\u5b78\u7fd2\u767c\u5c55\u7684\u5e7e\u5927\u91cd\u8981\u8da8\u52e2\u9032\u884c\u8aaa\u660e\uff0c\u56e0\u70ba\u6df1\u5ea6\u5b78\u7fd2\u767c\u5c55\u975e\u5e38\u5feb\u901f\uff0c\u672c\u6587\u662f2016\u81f32019\u5e74\u7684\u767c\u5c55\u8da8\u52e2\u8aaa\u660e\uff0c\u5f8c\u7e8c\u4ecd\u53ef\u80fd\u6709\u66f4\u591a\u7684\u767c\u5c55\u8da8\u52e2\u3002<\/p>\n","protected":false},"author":44,"featured_media":19044,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_lmt_disableupdate":"","_lmt_disable":"","footnotes":""},"categories":[480,1196,173],"tags":[678,1364,1366],"class_list":["post-19043","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-technology","category-ai-","category-173","tag-678","tag-1364","tag-1366"],"aioseo_notices":[],"views":2189,"amp_enabled":true,"_links":{"self":[{"href":"https:\/\/blog.tibame.com\/index.php?rest_route=\/wp\/v2\/posts\/19043","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=19043"}],"version-history":[{"count":17,"href":"https:\/\/blog.tibame.com\/index.php?rest_route=\/wp\/v2\/posts\/19043\/revisions"}],"predecessor-version":[{"id":19437,"href":"https:\/\/blog.tibame.com\/index.php?rest_route=\/wp\/v2\/posts\/19043\/revisions\/19437"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/blog.tibame.com\/index.php?rest_route=\/wp\/v2\/media\/19044"}],"wp:attachment":[{"href":"https:\/\/blog.tibame.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=19043"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/blog.tibame.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=19043"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/blog.tibame.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=19043"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}