{"id":1633,"date":"2024-10-07T02:51:24","date_gmt":"2024-10-06T18:51:24","guid":{"rendered":"https:\/\/choozseo.com\/blog\/media\/demystifying-learn-more-about-how-transformer-model-works-and-its-applications\/"},"modified":"2024-10-07T02:51:24","modified_gmt":"2024-10-06T18:51:24","slug":"demystifying-learn-more-about-how-transformer-model-works-and-its-applications","status":"publish","type":"post","link":"https:\/\/choozseo.com\/blog\/media\/demystifying-learn-more-about-how-transformer-model-works-and-its-applications\/","title":{"rendered":"\u63ed\u958b\u795e\u79d8\u9762\u7d17\uff1a\u6df1\u5165\u77ad\u89e3 Transformer Model \u7684\u904b\u4f5c\u539f\u7406\u8207\u61c9\u7528"},"content":{"rendered":"<p>\u5728\u4eba\u5de5\u667a\u6167\u5feb\u901f\u9032\u6b65\u7684\u4eca\u5929\uff0c\u5c24\u5176\u662f\u5728\u81ea\u7136\u8a9e\u8a00\u8655\u7406 (NLP) \u9818\u57df\uff0cTransformer Model \u6210\u70ba\u4e86\u5099\u53d7\u77da\u76ee\u7684\u6280\u8853\u4e4b\u4e00\u3002\u5b83\u7684\u51fa\u73fe\u4e0d\u50c5\u91cd\u5851\u4e86\u6211\u5011\u5c0d\u65bc\u8a9e\u8a00\u7684\u7406\u89e3\u65b9\u5f0f\uff0c\u66f4\u5728\u5404\u884c\u5404\u696d\u4e2d\u6380\u8d77\u4e86\u4e00\u9663\u7ffb\u5929\u8986\u5730\u7684\u8b8a\u9769\u3002\u672c\u6587\u5c07\u6df1\u5165\u63a2\u8a0e Transformer Model \u7684\u57fa\u672c\u7d50\u69cb\u3001\u904b\u4f5c\u539f\u7406\uff0c\u4ee5\u53ca\u5176\u5728\u5be6\u969b\u61c9\u7528\u4e2d\u7684\u5ee3\u6cdb\u5f71\u97ff\uff0c\u4e26\u5e0c\u671b\u80fd\u8b93\u8b80\u8005\u5c0d\u9019\u4e00\u6280\u8853\u6709\u66f4\u5168\u9762\u7684\u8a8d\u8b58\u3002<\/p>\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_79_2 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\">Table of Contents<\/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:\/\/choozseo.com\/blog\/media\/demystifying-learn-more-about-how-transformer-model-works-and-its-applications\/#%E4%BB%80%E9%BA%BC%E6%98%AF_Transformer_Model%EF%BC%9F\" >\u4ec0\u9ebc\u662f Transformer Model\uff1f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/choozseo.com\/blog\/media\/demystifying-learn-more-about-how-transformer-model-works-and-its-applications\/#Transformer_Model_%E7%9A%84%E7%B5%90%E6%A7%8B\" >Transformer Model \u7684\u7d50\u69cb<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/choozseo.com\/blog\/media\/demystifying-learn-more-about-how-transformer-model-works-and-its-applications\/#Transformer_Model_%E7%9A%84%E5%84%AA%E5%8B%A2\" >Transformer Model \u7684\u512a\u52e2<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/choozseo.com\/blog\/media\/demystifying-learn-more-about-how-transformer-model-works-and-its-applications\/#Transformer_Model_%E7%9A%84%E6%87%89%E7%94%A8\" >Transformer Model \u7684\u61c9\u7528<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/choozseo.com\/blog\/media\/demystifying-learn-more-about-how-transformer-model-works-and-its-applications\/#%E7%B8%BD%E7%B5%90\" >\u7e3d\u7d50<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/choozseo.com\/blog\/media\/demystifying-learn-more-about-how-transformer-model-works-and-its-applications\/#%E5%B8%B8%E8%A6%8B%E5%95%8F%E9%A1%8C\" >\u5e38\u898b\u554f\u984c<\/a><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"%E4%BB%80%E9%BA%BC%E6%98%AF_Transformer_Model%EF%BC%9F\"><\/span>\u4ec0\u9ebc\u662f Transformer Model\uff1f<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Transformer Model\uff0c\u4e2d\u6587\u901a\u5e38\u7a31\u70ba\u300c\u8b8a\u58d3\u5668\u6a21\u578b\u300d\uff0c\u662f\u7531 Vaswani \u7b49\u4eba\u5728 2017 \u5e74\u767c\u8868\u7684\u8ad6\u6587\u300aAttention is All You Need\u300b\u4e2d\u9996\u6b21\u63d0\u51fa\u7684\u3002\u4e0d\u540c\u65bc\u4ee5\u5f80\u57fa\u65bc\u5faa\u74b0\u795e\u7d93\u7db2\u8def (RNN) \u7684\u67b6\u69cb\uff0cTransformer Model \u50c5\u4f9d\u8cf4\u6ce8\u610f\u529b\u6a5f\u5236\uff0c\u5927\u5e45\u63d0\u5347\u4e86\u8a13\u7df4\u6548\u7387\u8207\u6548\u679c\u3002\u5176\u6838\u5fc3\u601d\u60f3\u5728\u65bc\u8b93\u6a21\u578b\u80fd\u5920\u81ea\u4e3b\u5730\u5b78\u7fd2\u5230\u53e5\u5b50\u4e2d\u5404\u500b\u55ae\u8a5e\u4e4b\u9593\u7684\u91cd\u8981\u95dc\u4fc2\uff0c\u4e26\u9032\u884c\u6709\u6548\u7684\u4e0a\u4e0b\u6587\u6355\u6349\u3002<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Transformer_Model_%E7%9A%84%E7%B5%90%E6%A7%8B\"><\/span>Transformer Model \u7684\u7d50\u69cb<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Transformer Model \u7684\u4e3b\u8981\u7d44\u6210\u90e8\u5206\u5305\u62ec\u7de8\u78bc\u5668 (Encoder) \u548c\u89e3\u78bc\u5668 (Decoder) \u5169\u500b\u90e8\u5206\u3002\u7de8\u78bc\u5668\u8ca0\u8cac\u63a5\u6536\u8f38\u5165\u7684\u53e5\u5b50\uff0c\u4e26\u5c07\u5176\u8f49\u5316\u70ba\u4e00\u7cfb\u5217\u7684\u96b1\u85cf\u8868\u793a\uff0c\u800c\u89e3\u78bc\u5668\u5247\u5229\u7528\u9019\u4e9b\u96b1\u85cf\u8868\u793a\u751f\u6210\u5c0d\u61c9\u7684\u8f38\u51fa\u53e5\u5b50\u3002\u9019\u4e00\u67b6\u69cb\u7684\u57f7\u884c\u53ef\u6b78\u7d0d\u70ba\u4ee5\u4e0b\u5e7e\u500b\u4e3b\u8981\u6b65\u9a5f\uff1a<\/p>\n<ol>\n<li>\n<p><strong>\u5d4c\u5165 (Embedding)<\/strong>\uff1a\u5c07\u8f38\u5165\u7684\u55ae\u8a5e\u8f49\u63db\u70ba\u5411\u91cf\u8868\u793a\uff0c\u9019\u4e9b\u5411\u91cf\u662f\u53ef\u8a13\u7df4\u7684\uff0c\u80fd\u5920\u6355\u6349\u55ae\u8a5e\u4e4b\u9593\u7684\u8a9e\u7fa9\u95dc\u806f\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u4f4d\u7f6e\u7de8\u78bc (Positional Encoding)<\/strong>\uff1a\u7531\u65bc Transformer Model \u4e26\u4e0d\u5177\u5099\u8655\u7406\u5e8f\u5217\u9806\u5e8f\u7684\u80fd\u529b\uff0c\u4f4d\u7f6e\u7de8\u78bc\u7528\u4f86\u70ba\u6bcf\u500b\u55ae\u8a5e\u63d0\u4f9b\u4f4d\u7f6e\u8cc7\u8a0a\uff0c\u4f7f\u6a21\u578b\u80fd\u5920\u7406\u89e3\u55ae\u8a5e\u7684\u76f8\u5c0d\u4f4d\u7f6e\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u591a\u982d\u6ce8\u610f\u529b (Multi-Head Attention)<\/strong>\uff1a\u9019\u662f Transformer \u7684\u6838\u5fc3\u6a5f\u5236\uff0c\u6a21\u578b\u6703\u5728\u591a\u500b\u4e0d\u540c\u7684\u6ce8\u610f\u529b\u982d\u4e0a\u540c\u6642\u9032\u884c\u8a08\u7b97\uff0c\u4f7f\u5176\u80fd\u5920\u6355\u6349\u4e0d\u540c\u7bc4\u7587\u7684\u8a9e\u7fa9\u95dc\u806f\u3002\u6bcf\u500b\u982d\u8a08\u7b97\u81ea\u5df1\u7684\u6ce8\u610f\u529b\u6b0a\u91cd\uff0c\u6700\u7d42\u5c07\u7d50\u679c\u5408\u4f75\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u524d\u994b\u795e\u7d93\u7db2\u8def (Feed-Forward Neural Network)<\/strong>\uff1a\u6bcf\u500b\u6ce8\u610f\u529b\u5c64\u5f8c\u6703\u63a5\u4e00\u500b\u524d\u994b\u795e\u7d93\u7db2\u8def\uff0c\u9019\u4e3b\u8981\u7528\u4f86\u9032\u4e00\u6b65\u8655\u7406\u7d93\u6ce8\u610f\u529b\u6a5f\u5236\u7372\u5f97\u7684\u7279\u5fb5\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u5c64\u6b63\u898f\u5316 (Layer Normalization)<\/strong>\uff1a\u6bcf\u4e00\u5c64\u7684\u8f38\u51fa\u6703\u9032\u884c\u6b63\u898f\u5316\u8655\u7406\uff0c\u4ee5\u63d0\u5347\u6a21\u578b\u7684\u7a69\u5b9a\u6027\u548c\u6536\u6582\u901f\u5ea6\u3002<\/p>\n<\/li>\n<\/ol>\n<p>\u9019\u6a23\u7684\u7d50\u69cb\u4f7f\u5f97 Transformer Model \u80fd\u5920\u9748\u6d3b\u5730\u6355\u6349\u8a9e\u8a00\u4e4b\u9593\u7684\u4f9d\u8cf4\u95dc\u4fc2\uff0c\u5f9e\u800c\u5728\u5404\u7a2e\u81ea\u7136\u8a9e\u8a00\u8655\u7406\u4efb\u52d9\u4e2d\u8868\u73fe\u51fa\u8272\u3002<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Transformer_Model_%E7%9A%84%E5%84%AA%E5%8B%A2\"><\/span>Transformer Model \u7684\u512a\u52e2<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u76f8\u5c0d\u65bc\u904e\u53bb\u7684 NLP \u6a21\u578b\uff0cTransformer Model \u64c1\u6709\u5e7e\u500b\u986f\u8457\u7684\u512a\u52e2\uff1a<\/p>\n<ol>\n<li>\n<p><strong>\u9ad8\u6548\u6027<\/strong>\uff1a\u50b3\u7d71\u7684 RNN \u548c LSTM \u6a21\u578b\u5728\u8655\u7406\u9577\u5e8f\u5217\u6642\uff0c\u8a08\u7b97\u6642\u9593\u6703\u5448\u6307\u6578\u589e\u9577\uff0c\u800c Transformer \u5229\u7528\u6ce8\u610f\u529b\u6a5f\u5236\u9032\u884c\u4e26\u884c\u8655\u7406\uff0c\u5927\u5e45\u5ea6\u63d0\u9ad8\u4e86\u8a13\u7df4\u6548\u7387\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u9748\u6d3b\u6027<\/strong>\uff1aTransformer Model \u80fd\u5920\u9748\u6d3b\u6355\u6349\u9577\u8ddd\u96e2\u7684\u4f9d\u8cf4\u95dc\u4fc2\uff0c\u53ef\u4ee5\u66f4\u597d\u5730\u7406\u89e3\u8a9e\u8a00\u7684\u4e0a\u4e0b\u6587\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u53ef\u64f4\u5145\u5957\u4ef6\u6027<\/strong>\uff1aTransformer Model \u80fd\u5920\u8f15\u9b06\u64f4\u5145\u5957\u4ef6\uff0c\u53ea\u9700\u8981\u589e\u52a0\u66f4\u591a\u7684\u5c64\u6578\u6216\u6ce8\u610f\u529b\u982d\u6578\uff0c\u5373\u53ef\u7c21\u55ae\u5730\u63d0\u5347\u6a21\u578b\u7684\u8868\u73fe\u80fd\u529b\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u901a\u7528\u6027<\/strong>\uff1a\u9019\u4e00\u6a21\u578b\u4e0d\u50c5\u53ef\u4ee5\u61c9\u7528\u65bc\u8a9e\u8a00\u8655\u7406\uff0c\u4e5f\u88ab\u5f15\u5165\u5230\u5f71\u8c61\u8655\u7406\u7b49\u5176\u4ed6\u9818\u57df\uff0c\u5c55\u793a\u4e86\u5176\u5ee3\u6cdb\u7684\u9069\u7528\u6027\u3002<\/p>\n<\/li>\n<\/ol>\n<h2><span class=\"ez-toc-section\" id=\"Transformer_Model_%E7%9A%84%E6%87%89%E7%94%A8\"><\/span>Transformer Model \u7684\u61c9\u7528<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u96a8\u8457 Transformer Model \u7684\u6210\u529f\uff0c\u8a31\u591a\u57fa\u65bc\u6b64\u6280\u8853\u7684\u4e9e\u578b\u6a21\u578b\u4e5f\u96a8\u4e4b\u800c\u751f\uff0c\u4f8b\u5982 BERT\u3001GPT\u3001T5 \u7b49\u3002\u5728\u4e0d\u540c\u7684\u61c9\u7528\u5834\u666f\u4e2d\uff0c\u9019\u4e9b\u6a21\u578b\u5c55\u73fe\u51fa\u4e86\u512a\u7570\u7684\u6548\u80fd\uff1a<\/p>\n<ol>\n<li>\n<p><strong>\u6a5f\u5668\u7ffb\u8b6f<\/strong>\uff1aTransformer Model \u88ab\u5f15\u5165\u5230\u6a5f\u5668\u7ffb\u8b6f\u7cfb\u7d71\u4e2d\uff0c\u80fd\u5920\u66f4\u7cbe\u78ba\u5730\u6355\u6349\u4e0d\u540c\u8a9e\u8a00\u4e4b\u9593\u7684\u8a9e\u6cd5\u548c\u8a9e\u7fa9\u5dee\u7570\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u60c5\u611f\u5206\u6790<\/strong>\uff1a\u900f\u904e\u5c07\u6587\u5b57\u8cc7\u6599\u8f49\u5316\u70ba\u53ef\u4ee5\u88ab Transformer \u7406\u89e3\u7684\u5f62\u5f0f\uff0c\u8a31\u591a\u4f01\u696d\u85c9\u52a9\u5176\u9032\u884c\u6d88\u8cbb\u8005\u53cd\u994b\u7684\u60c5\u611f\u5206\u6790\uff0c\u5e6b\u52a9\u6c7a\u7b56\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u5c0d\u8a71\u7cfb\u7d71<\/strong>\uff1a\u57fa\u65bc Transformer Model \u7684\u804a\u5929\u6a5f\u5668\u4eba\u5728\u81ea\u7136\u5c0d\u8a71\u751f\u6210\u7684\u80fd\u529b\u4e0a\u9060\u8d85\u4ee5\u5f80\u6280\u8853\uff0c\u80fd\u5920\u9748\u6d3b\u61c9\u5c0d\u5404\u7a2e\u4f7f\u7528\u8005\u8f38\u5165\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u6587\u5b57\u751f\u6210<\/strong>\uff1aGPT \u7cfb\u5217\u6a21\u578b\u5c55\u793a\u4e86\u5728\u5275\u9020\u6027\u6587\u5b57\u751f\u6210\u65b9\u9762\u7684\u7121\u9650\u6f5b\u529b\uff0c\u80fd\u5920\u751f\u6210\u6d41\u66a2\u4e14\u5177\u6709\u908f\u8f2f\u7684\u6bb5\u843d\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u8cc7\u8a0a\u6aa2\u7d22<\/strong>\uff1a\u85c9\u52a9 BERT \u7b49\u6a21\u578b\uff0c\u641c\u5c0b\u5f15\u64ce\u7684\u6e96\u78ba\u6027\u5927\u5e45\u63d0\u5347\uff0c\u5c0d\u65bc\u4f7f\u7528\u8005\u7684\u641c\u5c0b\u610f\u5716\u80fd\u5920\u66f4\u597d\u5730\u7406\u89e3\u548c\u56de\u61c9\u3002<\/p>\n<\/li>\n<\/ol>\n<h2><span class=\"ez-toc-section\" id=\"%E7%B8%BD%E7%B5%90\"><\/span>\u7e3d\u7d50<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u4f5c\u70ba NLP \u9818\u57df\u7684\u4e00\u5834\u9769\u547d\uff0cTransformer Model \u4ee5\u5176\u5353\u8d8a\u7684\u8868\u73fe\u548c\u9748\u6d3b\u7684\u67b6\u69cb\uff0c\u5438\u5f15\u4e86\u5b78\u8853\u754c\u8207\u696d\u754c\u7684\u5ee3\u6cdb\u95dc\u6ce8\u3002\u96a8\u8457\u6280\u8853\u7684\u4e0d\u65b7\u767c\u5c55\uff0c\u672a\u4f86\u7684\u8a9e\u8a00\u6a21\u578b\u5c07\u6703\u66f4\u52a0\u667a\u6167\uff0c\u89e3\u6c7a\u66f4\u591a\u8907\u96dc\u7684\u554f\u984c\u3002\u7406\u89e3 Transformer Model \u7684\u57fa\u672c\u539f\u7406\u8207\u61c9\u7528\uff0c\u4e0d\u50c5\u80fd\u8b93\u6211\u5011\u66f4\u597d\u5730\u638c\u63e1\u7576\u524d\u7684\u6280\u8853\u8d70\u5411\uff0c\u4e5f\u6709\u52a9\u65bc\u6211\u5011\u5728\u672a\u4f86\u7684\u5de5\u4f5c\u4e2d\u505a\u51fa\u66f4\u660e\u667a\u7684\u9078\u64c7\u3002<\/p>\n<p>\u5e0c\u671b\u672c\u6587\u80fd\u5e6b\u52a9\u8b80\u8005\u7406\u89e3 Transformer Model \u7684\u57fa\u672c\u6982\u5ff5\u53ca\u5176\u5728\u73fe\u5be6\u4e16\u754c\u4e2d\u7684\u5f71\u97ff\uff0c\u82e5\u5c0d\u9019\u4e00\u4e3b\u984c\u9084\u6709\u9032\u4e00\u6b65\u7684\u8208\u8da3\uff0c\u5efa\u8b70\u60a8\u6301\u7e8c\u95dc\u6ce8\u76f8\u95dc\u7684\u7814\u7a76\u8207\u767c\u5c55\u52d5\u614b\u3002<\/p>\n<h2><span class=\"ez-toc-section\" id=\"%E5%B8%B8%E8%A6%8B%E5%95%8F%E9%A1%8C\"><\/span>\u5e38\u898b\u554f\u984c<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<ol>\n<li>\n<p>Transformer Model \u662f\u4ec0\u9ebc\uff1f\u5b83\u6709\u4ec0\u9ebc\u7279\u9ede\uff1f<br \/>\nA\uff1aTransformer Model\u662f\u4e00\u7a2e\u7531\u6ce8\u610f\u529b\u6a5f\u5236\u69cb\u6210\u7684\u795e\u7d93\u7db2\u8def\u6a21\u578b\uff0c\u5176\u7279\u9ede\u662f\u9ad8\u6548\u6027\u3001\u9748\u6d3b\u6027\u3001\u53ef\u64f4\u5145\u5957\u4ef6\u6027\u548c\u901a\u7528\u6027\u3002<\/p>\n<\/li>\n<li>\n<p>Transformer Model \u7684\u4e3b\u8981\u7d44\u6210\u90e8\u5206\u6709\u54ea\u4e9b\uff1f<br \/>\nA\uff1aTransformer Model\u7684\u4e3b\u8981\u7d44\u6210\u90e8\u5206\u5305\u62ec\u7de8\u78bc\u5668\uff08Encoder\uff09\u548c\u89e3\u78bc\u5668\uff08Decoder\uff09\uff0c\u4ee5\u53ca\u5d4c\u5165\u3001\u4f4d\u7f6e\u7de8\u78bc\u3001\u591a\u982d\u6ce8\u610f\u529b\u3001\u524d\u994b\u795e\u7d93\u7db2\u8def\u548c\u5c64\u6b63\u898f\u5316\u7b49\u90e8\u5206\u3002<\/p>\n<\/li>\n<li>\n<p>Transformer Model \u5728\u54ea\u4e9b\u9818\u57df\u6709\u5ee3\u6cdb\u7684\u61c9\u7528\uff1f<br \/>\nA\uff1aTransformer Model\u5ee3\u6cdb\u61c9\u7528\u65bc\u6a5f\u5668\u7ffb\u8b6f\u3001\u60c5\u611f\u5206\u6790\u3001\u5c0d\u8a71\u7cfb\u7d71\u3001\u6587\u5b57\u751f\u6210\u548c\u8cc7\u8a0a\u6aa2\u7d22\u7b49\u9818\u57df\u3002<\/p>\n<\/li>\n<li>\n<p>Transformer Model \u7684\u512a\u52e2\u662f\u4ec0\u9ebc\uff1f<br \/>\nA\uff1aTransformer Model\u76f8\u5c0d\u65bc\u50b3\u7d71\u7684RNN\u548cLSTM\u6a21\u578b\u800c\u8a00\uff0c\u5177\u6709\u9ad8\u6548\u6027\u3001\u9748\u6d3b\u6027\u3001\u53ef\u64f4\u5145\u5957\u4ef6\u6027\u548c\u901a\u7528\u6027\u7b49\u512a\u52e2\u3002<\/p>\n<\/li>\n<li>\n<p>Transformer Model \u5982\u4f55\u63d0\u9ad8\u8a13\u7df4\u6548\u7387\uff1f<br \/>\nA\uff1aTransformer Model\u5229\u7528\u6ce8\u610f\u529b\u6a5f\u5236\u9032\u884c\u4e26\u884c\u8655\u7406\uff0c\u4ee5\u63d0\u9ad8\u8a13\u7df4\u6548\u7387\u3002<\/p>\n<\/li>\n<li>\n<p>Transformer Model \u5982\u4f55\u6355\u6349\u8a9e\u8a00\u4e4b\u9593\u7684\u4f9d\u8cf4\u95dc\u4fc2\uff1f<br \/>\nA\uff1aTransformer Model\u900f\u904e\u591a\u982d\u6ce8\u610f\u529b\u6a5f\u5236\uff0c\u4f7f\u6a21\u578b\u80fd\u5920\u6355\u6349\u4e0d\u540c\u7bc4\u7587\u7684\u8a9e\u7fa9\u95dc\u806f\uff0c\u9032\u800c\u7406\u89e3\u8a9e\u8a00\u4e4b\u9593\u7684\u4f9d\u8cf4\u95dc\u4fc2\u3002<\/p>\n<\/li>\n<li>\n<p>Transformer Model \u5728\u6a5f\u5668\u7ffb\u8b6f\u4e2d\u6709\u4f55\u61c9\u7528\uff1f<br \/>\nA\uff1aTransformer Model\u5728\u6a5f\u5668\u7ffb\u8b6f\u4e2d\u80fd\u5920\u66f4\u7cbe\u78ba\u5730\u6355\u6349\u4e0d\u540c\u8a9e\u8a00\u4e4b\u9593\u7684\u8a9e\u6cd5\u548c\u8a9e\u7fa9\u5dee\u7570\uff0c\u63d0\u5347\u7ffb\u8b6f\u54c1\u8cea\u3002<\/p>\n<\/li>\n<li>\n<p>Transformer Model \u5982\u4f55\u61c9\u7528\u65bc\u5c0d\u8a71\u7cfb\u7d71\uff1f<br \/>\nA\uff1a\u57fa\u65bcTransformer Model\u7684\u5c0d\u8a71\u7cfb\u7d71\u80fd\u5920\u5728\u81ea\u7136\u5c0d\u8a71\u751f\u6210\u7684\u80fd\u529b\u4e0a\u8d85\u8d8a\u4ee5\u5f80\u6280\u8853\uff0c\u80fd\u5920\u9748\u6d3b\u61c9\u5c0d\u5404\u7a2e\u4f7f\u7528\u8005\u8f38\u5165\u3002<\/p>\n<\/li>\n<li>\n<p>Transformer Model \u5982\u4f55\u63d0\u5347\u6587\u5b57\u751f\u6210\u7684\u8868\u73fe\uff1f<br \/>\nA\uff1aGPT\u7cfb\u5217\u6a21\u578b\u57fa\u65bcTransformer Model\uff0c\u5c55\u793a\u4e86\u5728\u5275\u9020\u6027\u6587\u5b57\u751f\u6210\u65b9\u9762\u7684\u7121\u9650\u6f5b\u529b\uff0c\u80fd\u751f\u6210\u6d41\u66a2\u4e14\u5177\u6709\u908f\u8f2f\u7684\u6bb5\u843d\u3002<\/p>\n<\/li>\n<li>\n<p>\u672a\u4f86Transformer Model\u7684\u767c\u5c55\u65b9\u5411\u662f\u4ec0\u9ebc\uff1f<br \/>\nA\uff1a\u96a8\u8457\u6280\u8853\u7684\u4e0d\u65b7\u767c\u5c55\uff0c\u672a\u4f86\u7684Transformer Model\u5c07\u6703\u66f4\u52a0\u667a\u6167\uff0c\u89e3\u6c7a\u66f4\u591a\u8907\u96dc\u7684\u8a9e\u8a00\u8655\u7406\u554f\u984c\u3002<\/p>\n<\/li>\n<\/ol>\n","protected":false},"excerpt":{"rendered":"<p>\u5728\u4eba\u5de5\u667a\u6167\u5feb\u901f\u9032\u6b65\u7684\u4eca\u5929\uff0c\u5c24\u5176\u662f\u5728\u81ea\u7136\u8a9e\u8a00\u8655\u7406 (NLP) \u9818\u57df\uff0cTransformer Model \u6210\u70ba\u4e86\u5099 [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[],"tags":[3543,3544,3542,3545],"class_list":{"0":"post-1633","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"hentry","6":"tag-transformer-model","7":"tag-transformer-model-","9":"tag-transformer"},"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.6 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\u63ed\u958b\u795e\u79d8\u9762\u7d17\uff1a\u6df1\u5165\u77ad\u89e3 Transformer Model \u7684\u904b\u4f5c\u539f\u7406\u8207\u61c9\u7528 - ChoozSEO\uff5c3C\u79d1\u6280\u7126\u9ede<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/choozseo.com\/blog\/media\/demystifying-learn-more-about-how-transformer-model-works-and-its-applications\/\" \/>\n<meta property=\"og:locale\" content=\"zh_TW\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\u63ed\u958b\u795e\u79d8\u9762\u7d17\uff1a\u6df1\u5165\u77ad\u89e3 Transformer Model \u7684\u904b\u4f5c\u539f\u7406\u8207\u61c9\u7528 - ChoozSEO\uff5c3C\u79d1\u6280\u7126\u9ede\" \/>\n<meta property=\"og:description\" content=\"\u5728\u4eba\u5de5\u667a\u6167\u5feb\u901f\u9032\u6b65\u7684\u4eca\u5929\uff0c\u5c24\u5176\u662f\u5728\u81ea\u7136\u8a9e\u8a00\u8655\u7406 (NLP) \u9818\u57df\uff0cTransformer Model \u6210\u70ba\u4e86\u5099 [&hellip;]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/choozseo.com\/blog\/media\/demystifying-learn-more-about-how-transformer-model-works-and-its-applications\/\" \/>\n<meta property=\"og:site_name\" content=\"ChoozSEO\uff5c3C\u79d1\u6280\u7126\u9ede\" \/>\n<meta property=\"article:published_time\" content=\"2024-10-06T18:51:24+00:00\" \/>\n<meta name=\"author\" content=\"ChoozSEO\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u4f5c\u8005:\" \/>\n\t<meta name=\"twitter:data1\" content=\"ChoozSEO\" \/>\n\t<meta name=\"twitter:label2\" content=\"\u9810\u4f30\u95b1\u8b80\u6642\u9593\" \/>\n\t<meta name=\"twitter:data2\" content=\"1 \u5206\u9418\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/choozseo.com\/blog\/media\/demystifying-learn-more-about-how-transformer-model-works-and-its-applications\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/choozseo.com\/blog\/media\/demystifying-learn-more-about-how-transformer-model-works-and-its-applications\/\"},\"author\":{\"name\":\"ChoozSEO\",\"@id\":\"https:\/\/choozseo.com\/blog\/media\/#\/schema\/person\/7392f70faf7e261548edab5874b48b6e\"},\"headline\":\"\u63ed\u958b\u795e\u79d8\u9762\u7d17\uff1a\u6df1\u5165\u77ad\u89e3 Transformer Model \u7684\u904b\u4f5c\u539f\u7406\u8207\u61c9\u7528\",\"datePublished\":\"2024-10-06T18:51:24+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/choozseo.com\/blog\/media\/demystifying-learn-more-about-how-transformer-model-works-and-its-applications\/\"},\"wordCount\":129,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\/\/choozseo.com\/blog\/media\/#organization\"},\"keywords\":[\"transformer model\",\"transformer model \u4ecb\u7d39\",\"transformer model\u4e2d\u6587\",\"transformer\u6a21\u578b\u8bb2\u89e3\"],\"inLanguage\":\"zh-TW\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\/\/choozseo.com\/blog\/media\/demystifying-learn-more-about-how-transformer-model-works-and-its-applications\/#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/choozseo.com\/blog\/media\/demystifying-learn-more-about-how-transformer-model-works-and-its-applications\/\",\"url\":\"https:\/\/choozseo.com\/blog\/media\/demystifying-learn-more-about-how-transformer-model-works-and-its-applications\/\",\"name\":\"\u63ed\u958b\u795e\u79d8\u9762\u7d17\uff1a\u6df1\u5165\u77ad\u89e3 Transformer Model \u7684\u904b\u4f5c\u539f\u7406\u8207\u61c9\u7528 - ChoozSEO\uff5c3C\u79d1\u6280\u7126\u9ede\",\"isPartOf\":{\"@id\":\"https:\/\/choozseo.com\/blog\/media\/#website\"},\"datePublished\":\"2024-10-06T18:51:24+00:00\",\"breadcrumb\":{\"@id\":\"https:\/\/choozseo.com\/blog\/media\/demystifying-learn-more-about-how-transformer-model-works-and-its-applications\/#breadcrumb\"},\"inLanguage\":\"zh-TW\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\/\/choozseo.com\/blog\/media\/demystifying-learn-more-about-how-transformer-model-works-and-its-applications\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\/\/choozseo.com\/blog\/media\/demystifying-learn-more-about-how-transformer-model-works-and-its-applications\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"\u9996\u9801\",\"item\":\"https:\/\/choozseo.com\/blog\/media\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"\u63ed\u958b\u795e\u79d8\u9762\u7d17\uff1a\u6df1\u5165\u77ad\u89e3 Transformer Model \u7684\u904b\u4f5c\u539f\u7406\u8207\u61c9\u7528\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/choozseo.com\/blog\/media\/#website\",\"url\":\"https:\/\/choozseo.com\/blog\/media\/\",\"name\":\"ChoozSEO\uff5c3C\u79d1\u6280\u7126\u9ede\",\"description\":\"\u751f\u6210\u5f0fAI\u65b0\u805e\u5167\u5bb9\u64b0\u5beb\u670d\u52d9\uff0c\u5feb\u901f\u7de8\u8f2f\u767c\u4f48\u3002\",\"publisher\":{\"@id\":\"https:\/\/choozseo.com\/blog\/media\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/choozseo.com\/blog\/media\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"zh-TW\"},{\"@type\":\"Organization\",\"@id\":\"https:\/\/choozseo.com\/blog\/media\/#organization\",\"name\":\"ChoozSEO\uff5c3C\u79d1\u6280\u7126\u9ede\",\"url\":\"https:\/\/choozseo.com\/blog\/media\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-TW\",\"@id\":\"https:\/\/choozseo.com\/blog\/media\/#\/schema\/logo\/image\/\",\"url\":\"https:\/\/i0.wp.com\/choozseo.com\/blog\/media\/wp-content\/uploads\/sites\/16\/2024\/05\/cropped-LOGO.png?fit=137%2C97&ssl=1\",\"contentUrl\":\"https:\/\/i0.wp.com\/choozseo.com\/blog\/media\/wp-content\/uploads\/sites\/16\/2024\/05\/cropped-LOGO.png?fit=137%2C97&ssl=1\",\"width\":137,\"height\":97,\"caption\":\"ChoozSEO\uff5c3C\u79d1\u6280\u7126\u9ede\"},\"image\":{\"@id\":\"https:\/\/choozseo.com\/blog\/media\/#\/schema\/logo\/image\/\"}},{\"@type\":\"Person\",\"@id\":\"https:\/\/choozseo.com\/blog\/media\/#\/schema\/person\/7392f70faf7e261548edab5874b48b6e\",\"name\":\"ChoozSEO\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"zh-TW\",\"@id\":\"https:\/\/choozseo.com\/blog\/media\/#\/schema\/person\/image\/\",\"url\":\"https:\/\/secure.gravatar.com\/avatar\/1c9d631db1a35d309cad5c2ec68cba96?s=96&d=mm&r=g\",\"contentUrl\":\"https:\/\/secure.gravatar.com\/avatar\/1c9d631db1a35d309cad5c2ec68cba96?s=96&d=mm&r=g\",\"caption\":\"ChoozSEO\"},\"description\":\"ChoozSEO | SEO\u4e3b\u984c\u95dc\u9375\u5b57\u5206\u6790\u5de5\u5177\uff0c\u80fd\u5920\u5354\u52a9\u7db2\u7ad9\u7d93\u71df\u8005\u3001\u6587\u5b57\u5de5\u4f5c\u8005\u3001\u884c\u92b7\u76f8\u95dc\u4eba\u58eb\u6709\u6548\u7387\u5730\u53d6\u5f97\u81ea\u7136\u6d41\u91cf\u3002\u6700\u5c0f\u5316\u64b0\u5beb\u6587\u6848\u7684\u4eba\u529b\u6642\u9593\u6210\u672c\uff0c\u6700\u5927\u5316\u66dd\u5149\u7684\u6d41\u91cf\u6548\u76ca\u3002\",\"sameAs\":[\"https:\/\/choozseo.com\/blog\"],\"url\":\"https:\/\/choozseo.com\/blog\/media\/author\/admin\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"\u63ed\u958b\u795e\u79d8\u9762\u7d17\uff1a\u6df1\u5165\u77ad\u89e3 Transformer Model \u7684\u904b\u4f5c\u539f\u7406\u8207\u61c9\u7528 - ChoozSEO\uff5c3C\u79d1\u6280\u7126\u9ede","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/choozseo.com\/blog\/media\/demystifying-learn-more-about-how-transformer-model-works-and-its-applications\/","og_locale":"zh_TW","og_type":"article","og_title":"\u63ed\u958b\u795e\u79d8\u9762\u7d17\uff1a\u6df1\u5165\u77ad\u89e3 Transformer Model \u7684\u904b\u4f5c\u539f\u7406\u8207\u61c9\u7528 - ChoozSEO\uff5c3C\u79d1\u6280\u7126\u9ede","og_description":"\u5728\u4eba\u5de5\u667a\u6167\u5feb\u901f\u9032\u6b65\u7684\u4eca\u5929\uff0c\u5c24\u5176\u662f\u5728\u81ea\u7136\u8a9e\u8a00\u8655\u7406 (NLP) \u9818\u57df\uff0cTransformer Model \u6210\u70ba\u4e86\u5099 [&hellip;]","og_url":"https:\/\/choozseo.com\/blog\/media\/demystifying-learn-more-about-how-transformer-model-works-and-its-applications\/","og_site_name":"ChoozSEO\uff5c3C\u79d1\u6280\u7126\u9ede","article_published_time":"2024-10-06T18:51:24+00:00","author":"ChoozSEO","twitter_card":"summary_large_image","twitter_misc":{"\u4f5c\u8005:":"ChoozSEO","\u9810\u4f30\u95b1\u8b80\u6642\u9593":"1 \u5206\u9418"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/choozseo.com\/blog\/media\/demystifying-learn-more-about-how-transformer-model-works-and-its-applications\/#article","isPartOf":{"@id":"https:\/\/choozseo.com\/blog\/media\/demystifying-learn-more-about-how-transformer-model-works-and-its-applications\/"},"author":{"name":"ChoozSEO","@id":"https:\/\/choozseo.com\/blog\/media\/#\/schema\/person\/7392f70faf7e261548edab5874b48b6e"},"headline":"\u63ed\u958b\u795e\u79d8\u9762\u7d17\uff1a\u6df1\u5165\u77ad\u89e3 Transformer Model \u7684\u904b\u4f5c\u539f\u7406\u8207\u61c9\u7528","datePublished":"2024-10-06T18:51:24+00:00","mainEntityOfPage":{"@id":"https:\/\/choozseo.com\/blog\/media\/demystifying-learn-more-about-how-transformer-model-works-and-its-applications\/"},"wordCount":129,"commentCount":0,"publisher":{"@id":"https:\/\/choozseo.com\/blog\/media\/#organization"},"keywords":["transformer model","transformer model \u4ecb\u7d39","transformer model\u4e2d\u6587","transformer\u6a21\u578b\u8bb2\u89e3"],"inLanguage":"zh-TW","potentialAction":[{"@type":"CommentAction","name":"Comment","target":["https:\/\/choozseo.com\/blog\/media\/demystifying-learn-more-about-how-transformer-model-works-and-its-applications\/#respond"]}]},{"@type":"WebPage","@id":"https:\/\/choozseo.com\/blog\/media\/demystifying-learn-more-about-how-transformer-model-works-and-its-applications\/","url":"https:\/\/choozseo.com\/blog\/media\/demystifying-learn-more-about-how-transformer-model-works-and-its-applications\/","name":"\u63ed\u958b\u795e\u79d8\u9762\u7d17\uff1a\u6df1\u5165\u77ad\u89e3 Transformer Model \u7684\u904b\u4f5c\u539f\u7406\u8207\u61c9\u7528 - ChoozSEO\uff5c3C\u79d1\u6280\u7126\u9ede","isPartOf":{"@id":"https:\/\/choozseo.com\/blog\/media\/#website"},"datePublished":"2024-10-06T18:51:24+00:00","breadcrumb":{"@id":"https:\/\/choozseo.com\/blog\/media\/demystifying-learn-more-about-how-transformer-model-works-and-its-applications\/#breadcrumb"},"inLanguage":"zh-TW","potentialAction":[{"@type":"ReadAction","target":["https:\/\/choozseo.com\/blog\/media\/demystifying-learn-more-about-how-transformer-model-works-and-its-applications\/"]}]},{"@type":"BreadcrumbList","@id":"https:\/\/choozseo.com\/blog\/media\/demystifying-learn-more-about-how-transformer-model-works-and-its-applications\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"\u9996\u9801","item":"https:\/\/choozseo.com\/blog\/media\/"},{"@type":"ListItem","position":2,"name":"\u63ed\u958b\u795e\u79d8\u9762\u7d17\uff1a\u6df1\u5165\u77ad\u89e3 Transformer Model \u7684\u904b\u4f5c\u539f\u7406\u8207\u61c9\u7528"}]},{"@type":"WebSite","@id":"https:\/\/choozseo.com\/blog\/media\/#website","url":"https:\/\/choozseo.com\/blog\/media\/","name":"ChoozSEO\uff5c3C\u79d1\u6280\u7126\u9ede","description":"\u751f\u6210\u5f0fAI\u65b0\u805e\u5167\u5bb9\u64b0\u5beb\u670d\u52d9\uff0c\u5feb\u901f\u7de8\u8f2f\u767c\u4f48\u3002","publisher":{"@id":"https:\/\/choozseo.com\/blog\/media\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/choozseo.com\/blog\/media\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"zh-TW"},{"@type":"Organization","@id":"https:\/\/choozseo.com\/blog\/media\/#organization","name":"ChoozSEO\uff5c3C\u79d1\u6280\u7126\u9ede","url":"https:\/\/choozseo.com\/blog\/media\/","logo":{"@type":"ImageObject","inLanguage":"zh-TW","@id":"https:\/\/choozseo.com\/blog\/media\/#\/schema\/logo\/image\/","url":"https:\/\/i0.wp.com\/choozseo.com\/blog\/media\/wp-content\/uploads\/sites\/16\/2024\/05\/cropped-LOGO.png?fit=137%2C97&ssl=1","contentUrl":"https:\/\/i0.wp.com\/choozseo.com\/blog\/media\/wp-content\/uploads\/sites\/16\/2024\/05\/cropped-LOGO.png?fit=137%2C97&ssl=1","width":137,"height":97,"caption":"ChoozSEO\uff5c3C\u79d1\u6280\u7126\u9ede"},"image":{"@id":"https:\/\/choozseo.com\/blog\/media\/#\/schema\/logo\/image\/"}},{"@type":"Person","@id":"https:\/\/choozseo.com\/blog\/media\/#\/schema\/person\/7392f70faf7e261548edab5874b48b6e","name":"ChoozSEO","image":{"@type":"ImageObject","inLanguage":"zh-TW","@id":"https:\/\/choozseo.com\/blog\/media\/#\/schema\/person\/image\/","url":"https:\/\/secure.gravatar.com\/avatar\/1c9d631db1a35d309cad5c2ec68cba96?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/1c9d631db1a35d309cad5c2ec68cba96?s=96&d=mm&r=g","caption":"ChoozSEO"},"description":"ChoozSEO | SEO\u4e3b\u984c\u95dc\u9375\u5b57\u5206\u6790\u5de5\u5177\uff0c\u80fd\u5920\u5354\u52a9\u7db2\u7ad9\u7d93\u71df\u8005\u3001\u6587\u5b57\u5de5\u4f5c\u8005\u3001\u884c\u92b7\u76f8\u95dc\u4eba\u58eb\u6709\u6548\u7387\u5730\u53d6\u5f97\u81ea\u7136\u6d41\u91cf\u3002\u6700\u5c0f\u5316\u64b0\u5beb\u6587\u6848\u7684\u4eba\u529b\u6642\u9593\u6210\u672c\uff0c\u6700\u5927\u5316\u66dd\u5149\u7684\u6d41\u91cf\u6548\u76ca\u3002","sameAs":["https:\/\/choozseo.com\/blog"],"url":"https:\/\/choozseo.com\/blog\/media\/author\/admin\/"}]}},"_links":{"self":[{"href":"https:\/\/choozseo.com\/blog\/media\/wp-json\/wp\/v2\/posts\/1633","targetHints":{"allow":["GET","POST","PUT","PATCH"]}}],"collection":[{"href":"https:\/\/choozseo.com\/blog\/media\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/choozseo.com\/blog\/media\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/choozseo.com\/blog\/media\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/choozseo.com\/blog\/media\/wp-json\/wp\/v2\/comments?post=1633"}],"version-history":[{"count":0,"href":"https:\/\/choozseo.com\/blog\/media\/wp-json\/wp\/v2\/posts\/1633\/revisions"}],"wp:attachment":[{"href":"https:\/\/choozseo.com\/blog\/media\/wp-json\/wp\/v2\/media?parent=1633"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/choozseo.com\/blog\/media\/wp-json\/wp\/v2\/categories?post=1633"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/choozseo.com\/blog\/media\/wp-json\/wp\/v2\/tags?post=1633"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}