{"id":90305,"date":"2026-08-05T02:32:37","date_gmt":"2026-08-04T18:32:37","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/90305.html"},"modified":"2026-08-05T02:32:37","modified_gmt":"2026-08-04T18:32:37","slug":"%e7%89%b9%e6%ae%8a%e5%ad%97%e7%ac%a6-%e4%b8%8d%e6%87%82%e4%bb%a3%e7%a0%81%e4%b9%9f%e8%83%bd%e7%9c%8b%e6%87%82%ef%bc%9atransformer-%e5%88%b0%e5%ba%95%e6%98%af%e4%bb%80%e4%b9%88%ef%bc%9f","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/90305.html","title":{"rendered":"[\u7279\u6b8a\u5b57\u7b26] \u4e0d\u61c2\u4ee3\u7801\u4e5f\u80fd\u770b\u61c2\uff1aTransformer \u5230\u5e95\u662f\u4ec0\u4e48\uff1f"},"content":{"rendered":"<p>\u4e00\u7bc7\u7ed9\u300c\u8ba1\u7b97\u673a\u5c0f\u767d\u300d\u7684 Transformer \u67b6\u6784\u79d1\u666e<\/p>\n<hr \/>\n<h3>\u4e00\u3001\u4ece\u4e00\u4e2a\u95ee\u9898\u5f00\u59cb<\/h3>\n<p>\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u4f60\u6709\u6ca1\u6709\u60f3\u8fc7&#xff1a;\u5f53\u4f60\u5bf9 ChatGPT \u8bf4&#034;\u5e2e\u6211\u5199\u9996\u8bd7&#034;\u65f6&#xff0c;\u5b83\u5230\u5e95\u5728\u5185\u90e8\u505a\u4e86\u4ec0\u4e48&#xff1f;<\/p>\n<p>\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u5b83\u4e0d\u662f\u771f\u7684\u5728&#034;\u601d\u8003&#034;&#xff0c;\u4e5f\u4e0d\u662f\u771f\u7684&#034;\u7406\u89e3&#034;\u4e86\u8bd7\u6b4c\u3002\u5b83\u53ea\u662f\u5728\u8fdb\u884c\u4e00\u79cd\u6781\u5176\u590d\u6742\u7684\u6a21\u5f0f\u5339\u914d\u2014\u2014\u800c\u652f\u6491\u8fd9\u4e00\u5207\u7684&#xff0c;\u5c31\u662f\u4e00\u4e2a\u53eb\u505a Transformer \u7684\u67b6\u6784\u3002<\/p>\n<p>\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a02017 \u5e74&#xff0c;Google \u7684\u7814\u7a76\u4eba\u5458\u53d1\u8868\u4e86\u4e00\u7bc7\u8bba\u6587\u300aAttention Is All You Need\u300b&#xff0c;\u63d0\u51fa\u4e86 Transformer\u3002\u4ece\u90a3\u4ee5\u540e&#xff0c;GPT\u3001BERT\u3001Claude\u3001\u6587\u5fc3\u4e00\u8a00\u2026\u2026\u51e0\u4e4e\u6240\u6709\u4f60\u80fd\u53eb\u51fa\u540d\u5b57\u7684\u5927\u8bed\u8a00\u6a21\u578b&#xff0c;\u90fd\u662f\u5b83\u7684&#034;\u5b50\u5b59\u540e\u4ee3&#034;\u3002<\/p>\n<p>\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u4eca\u5929&#xff0c;\u6211\u4eec\u4e0d\u8c08\u6570\u5b66\u516c\u5f0f&#xff0c;\u4e0d\u7528\u770b\u4ee3\u7801&#xff0c;\u53ea\u7528\u751f\u6d3b\u4e2d\u7684\u6bd4\u55bb&#xff0c;\u8ba9\u4f60\u771f\u6b63\u7406\u89e3 Transformer \u662f\u600e\u4e48\u5de5\u4f5c\u7684\u3002<\/p>\n<hr \/>\n<h3>\u4e8c\u3001\u5148\u5fd8\u6389&#034;\u795e\u7ecf\u7f51\u7edc&#034;&#xff0c;\u60f3\u8c61\u4e00\u4e2a\u7ffb\u8bd1\u56e2\u961f<\/h3>\n<p>\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u5728 Transformer \u51fa\u73b0\u4e4b\u524d&#xff0c;AI \u5904\u7406\u8bed\u8a00\u7684\u65b9\u5f0f\u6709\u70b9\u50cf\u6392\u961f\u8fc7\u5b89\u68c0&#xff1a;<\/p>\n<p>\u4f60\u8bfb\u4e00\u53e5\u8bdd&#xff0c;\u53ea\u80fd\u4ece\u5de6\u5230\u53f3\u4e00\u4e2a\u5b57\u4e00\u4e2a\u5b57\u770b&#xff0c;\u770b\u5b8c\u624d\u80fd\u7406\u89e3\u6574\u53e5\u8bdd\u3002<\/p>\n<p>\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u8fd9\u5c31\u662f\u65e9\u671f\u7684 RNN&#xff08;\u5faa\u73af\u795e\u7ecf\u7f51\u7edc&#xff09;\u3002\u5b83\u7684\u95ee\u9898\u662f&#xff1a;\u53e5\u5b50\u957f\u4e86&#xff0c;\u524d\u9762\u7684\u8bcd\u5c31&#034;\u5fd8&#034;\u4e86\u3002<\/p>\n<p>Transformer \u7684\u9769\u547d\u6027\u5728\u4e8e&#xff1a;\u5b83\u4e0d\u518d\u6392\u961f\u4e86&#xff0c;\u800c\u662f\u8ba9\u6240\u6709\u8bcd\u540c\u65f6&#034;\u5f00\u4f1a&#034;\u8ba8\u8bba\u3002<\/p>\n<p>\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u60f3\u8c61 Transformer \u662f\u4e00\u4e2a\u8d85\u7ea7\u7ffb\u8bd1\u56e2\u961f&#xff1a;<\/p>\n<ul>\n<li>\n<p>\u6bcf\u4e2a\u8bcd\u90fd\u662f\u4e00\u4f4d\u4e13\u5bb6<\/p>\n<\/li>\n<li>\n<p>\u4ed6\u4eec\u56f4\u5750\u5728\u4e00\u5f20\u5706\u684c\u65c1<\/p>\n<\/li>\n<li>\n<p>\u6bcf\u4e2a\u4eba\u540c\u65f6\u53d1\u8a00&#xff0c;\u4e92\u76f8\u4ea4\u6362\u4fe1\u606f<\/p>\n<\/li>\n<li>\n<p>\u5f00\u5b8c\u4f1a\u540e&#xff0c;\u6bcf\u4e2a\u4eba\u90fd\u5bf9\u6574\u53e5\u8bdd\u6709\u4e86\u6df1\u523b\u7406\u89e3<\/p>\n<\/li>\n<\/ul>\n<p>\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u8fd9\u5c31\u662f Transformer \u7684\u6838\u5fc3\u601d\u60f3&#xff1a;\u5e76\u884c &#043; \u6ce8\u610f\u529b\u3002<\/p>\n<hr \/>\n<h3>\u4e09\u3001\u56db\u4e2a\u6b65\u9aa4&#xff0c;\u62c6\u89e3 Transformer<\/h3>\n<h4>\u6b65\u9aa4 1&#xff1a;\u5207\u8bcd\u5757&#xff08;Tokenization&#xff09;<\/h4>\n<p>\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0Transformer \u8bfb\u53e5\u5b50\u65f6&#xff0c;\u7b2c\u4e00\u6b65\u662f\u5207\u8bcd\u3002<\/p>\n<p>&#034;\u732b\u5750\u5728\u6e29\u6696\u7684\u57ab\u5b50\u4e0a&#034;<\/p>\n<p>\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u5b83\u4f1a\u88ab\u5207\u6210&#xff1a;<\/p>\n<p>\u732b | \u5750\u5728 | \u6e29\u6696\u7684 | \u57ab\u5b50 | \u4e0a<\/p>\n<p>\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u6bcf\u4e2a\u5c0f\u5757\u53eb\u505a\u4e00\u4e2a Token&#xff08;\u8bcd\u5757&#xff09;\u3002<\/p>\n<p>\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u6ce8\u610f&#xff1a;Transformer \u4e00\u5f00\u59cb\u5b8c\u5168\u4e0d\u77e5\u9053\u8fd9\u4e9b\u8bcd\u662f\u4ec0\u4e48\u610f\u601d\u3002\u5bf9\u5b83\u6765\u8bf4&#xff0c;\u8fd9\u5c31\u662f\u4e00\u5806\u4e71\u7801\u3002\u5b83\u9700\u8981\u5148\u7ed9\u6bcf\u4e2a\u8bcd\u5757\u53d1\u4e00\u5f20&#034;\u8eab\u4efd\u8bc1&#034;\u2014\u2014\u4e5f\u5c31\u662f\u4e00\u4e32\u6570\u5b57\u3002<\/p>\n<h4>\u6b65\u9aa4 2&#xff1a;\u81ea\u6ce8\u610f\u529b\u2014\u2014\u6bcf\u4e2a\u8bcd\u90fd\u5728&#034;\u7167\u955c\u5b50&#034;<\/h4>\n<p>\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u8fd9\u662f Transformer \u6700\u7cbe\u5f69\u7684\u53d1\u660e&#xff0c;\u53eb\u505a Self-Attention&#xff08;\u81ea\u6ce8\u610f\u529b&#xff09;\u3002<\/p>\n<p>\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u5b83\u7684\u76f4\u89c9\u975e\u5e38\u7b80\u5355&#xff1a;<\/p>\n<p>\u5f53\u4f60\u8bfb\u5230&#034;\u57ab\u5b50&#034;\u8fd9\u4e2a\u8bcd\u65f6&#xff0c;\u4f60\u7684\u5927\u8111\u4f1a\u81ea\u52a8\u8054\u60f3\u5230\u524d\u9762\u7684&#034;\u732b&#034;\u548c&#034;\u5750\u5728&#034;\u3002\u4f60\u4e0d\u4f1a\u5b64\u7acb\u5730\u7406\u89e3&#034;\u57ab\u5b50&#034;&#xff0c;\u800c\u662f\u628a\u5b83\u653e\u5728\u6574\u4e2a\u53e5\u5b50\u7684\u8bed\u5883\u4e2d\u3002<\/p>\n<p>\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0Transformer \u505a\u7684\u5c31\u662f\u8fd9\u6837\u4e00\u4ef6\u4e8b&#xff1a;\u6bcf\u4e2a\u8bcd\u90fd\u4f1a&#034;\u56de\u5934\u770b&#034;\u53e5\u5b50\u91cc\u7684\u5176\u4ed6\u6240\u6709\u8bcd&#xff0c;\u8ba1\u7b97\u81ea\u5df1\u548c\u5b83\u4eec\u7684\u76f8\u5173\u7a0b\u5ea6\u3002<\/p>\n<p>\u6bd4\u5982&#xff1a;<\/p>\n<p>\u8868\u683c<\/p>\n<table>\n<tr>\u5f53\u524d\u8bcd\u6700\u5173\u6ce8\u7684\u8bcd\u4e3a\u4ec0\u4e48<\/tr>\n<tbody>\n<tr>\n<td>\u732b<\/td>\n<td>\u5750\u5728\u3001\u57ab\u5b50<\/td>\n<td>\u732b\u662f\u4e3b\u8bed&#xff0c;\u505a\u4e86&#034;\u5750&#034;\u8fd9\u4e2a\u52a8\u4f5c<\/td>\n<\/tr>\n<tr>\n<td>\u6e29\u6696\u7684<\/td>\n<td>\u57ab\u5b50<\/td>\n<td>\u5f62\u5bb9\u8bcd\u4fee\u9970\u540d\u8bcd<\/td>\n<\/tr>\n<tr>\n<td>\u4e0a<\/td>\n<td>\u57ab\u5b50\u3001\u5750\u5728<\/td>\n<td>\u65b9\u4f4d\u8bcd\u8bf4\u660e\u4f4d\u7f6e<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u8fd9\u4e2a\u8fc7\u7a0b\u662f\u540c\u65f6\u53d1\u751f\u7684\u2014\u2014\u6240\u6709\u8bcd\u90fd\u5728\u4e92\u76f8&#034;\u770b&#034;&#xff0c;\u800c\u4e0d\u662f\u6392\u961f\u4e00\u4e2a\u4e2a\u6765\u3002<\/p>\n<p>&#x1f4a1; \u6bd4\u55bb&#xff1a;\u5c31\u50cf\u4e00\u7fa4\u4eba\u56f4\u5750\u8ba8\u8bba&#xff0c;\u6bcf\u4e2a\u4eba\u540c\u65f6\u89c2\u5bdf\u5176\u4ed6\u4eba&#xff0c;\u8fc5\u901f\u5224\u65ad\u8c01\u548c\u81ea\u5df1\u6700\u76f8\u5173\u3002<\/p>\n<h4>\u6b65\u9aa4 3&#xff1a;\u591a\u5934\u6ce8\u610f\u529b\u2014\u2014&#034;\u591a\u53cc\u773c\u775b&#034;\u4e00\u8d77\u770b<\/h4>\n<p>\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0Transformer \u4e0d\u53ea\u6709\u4e00\u53cc&#034;\u773c\u775b&#034;&#xff0c;\u5b83\u6709\u5f88\u591a\u53cc&#xff0c;\u53eb\u505a Multi-Head Attention&#xff08;\u591a\u5934\u6ce8\u610f\u529b&#xff09;\u3002<\/p>\n<p>\u6bcf\u53cc\u773c\u775b\u5173\u6ce8\u7684\u91cd\u70b9\u4e0d\u540c&#xff1a;<\/p>\n<ul>\n<li>\n<p>\u8bed\u6cd5\u5934&#xff1a;\u5173\u6ce8\u4e3b\u8bed\u3001\u8c13\u8bed\u3001\u5bbe\u8bed\u7684\u5173\u7cfb<\/p>\n<\/li>\n<li>\n<p>\u8bed\u4e49\u5934&#xff1a;\u5173\u6ce8\u8bcd\u4e49\u7684\u76f8\u4f3c\u6027&#xff08;\u6bd4\u5982&#034;\u56fd\u738b&#034;\u548c&#034;\u5973\u738b&#034;&#xff09;<\/p>\n<\/li>\n<li>\n<p>\u4f4d\u7f6e\u5934&#xff1a;\u5173\u6ce8\u8bcd\u8bed\u7684\u987a\u5e8f<\/p>\n<\/li>\n<li>\n<p>\u6307\u4ee3\u5934&#xff1a;\u5173\u6ce8&#034;\u4ed6\/\u5979\/\u5b83&#034;\u5230\u5e95\u6307\u4ee3\u8c01<\/p>\n<\/li>\n<\/ul>\n<p>&#x1f4a1; \u6bd4\u55bb&#xff1a;\u5c31\u50cf\u770b\u4e00\u5e45\u753b&#xff0c;\u6709\u4eba\u770b\u6784\u56fe&#xff0c;\u6709\u4eba\u770b\u8272\u5f69&#xff0c;\u6709\u4eba\u770b\u7b14\u89e6\u3002\u591a\u4eba\u591a\u89d2\u5ea6\u5206\u6790&#xff0c;\u7406\u89e3\u624d\u66f4\u5168\u9762\u3002<\/p>\n<h4>\u6b65\u9aa4 4&#xff1a;\u524d\u9988\u7f51\u7edc\u2014\u2014&#034;\u6df1\u52a0\u5de5&#034;<\/h4>\n<p>\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u6ce8\u610f\u529b\u5c42\u505a\u5b8c\u540e&#xff0c;\u6bcf\u4e2a\u8bcd\u5df2\u7ecf\u77e5\u9053\u4e86\u81ea\u5df1\u548c\u5176\u4ed6\u8bcd\u7684\u5173\u7cfb\u3002\u63a5\u4e0b\u6765&#xff0c;Transformer \u4f1a\u628a\u8fd9\u4e9b\u4fe1\u606f\u9001\u5165\u4e00\u4e2a\u524d\u9988\u795e\u7ecf\u7f51\u7edc&#xff08;Feed Forward Network&#xff09;&#xff0c;\u5bf9\u6bcf\u4e2a\u8bcd\u8fdb\u884c&#034;\u6df1\u52a0\u5de5&#034;\u2014\u2014\u6709\u70b9\u50cf\u53a8\u5e08\u628a\u98df\u6750\u8fdb\u4e00\u6b65\u70f9\u996a&#xff0c;\u63d0\u53d6\u51fa\u66f4\u4e30\u5bcc\u7684\u5473\u9053\u3002<\/p>\n<p>\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u8fd9\u4e2a\u8fc7\u7a0b\u4f1a\u91cd\u590d\u5f88\u591a\u6b21&#xff08;\u901a\u5e38 12 \u5c42\u300124 \u5c42\u751a\u81f3\u66f4\u591a&#xff09;\u3002\u6bcf\u4e00\u5c42\u90fd\u5728\u524d\u4e00\u5c42\u7684\u57fa\u7840\u4e0a&#xff0c;\u8ba9\u7406\u89e3\u66f4\u6df1\u5165\u3002<\/p>\n<hr \/>\n<h3>\u56db\u3001\u6574\u4f53\u67b6\u6784&#xff1a;\u4e00\u5bb6&#034;\u8bed\u8a00\u7406\u89e3\u5de5\u5382&#034;<\/h3>\n<p>\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u628a\u4e0a\u9762\u7684\u6b65\u9aa4\u7ec4\u88c5\u8d77\u6765&#xff0c;Transformer \u5c31\u50cf\u4e00\u5bb6\u6d41\u6c34\u7ebf\u5de5\u5382&#xff1a;<\/p>\n<p>plain<\/p>\n<p>&#x1f4e5; \u8f93\u5165\u5c42&#xff1a;\u4f60\u8f93\u5165\u4e00\u53e5\u8bdd<br \/>\n    \u2193<br \/>\n&#x1f522; \u8bcd\u5d4c\u5165\u5c42&#xff1a;\u628a\u6bcf\u4e2a\u8bcd\u53d8\u6210\u4e00\u4e32\u6570\u5b57&#xff08;\u5411\u91cf&#xff09;<br \/>\n    \u2193<br \/>\n&#x1f9e0; \u6ce8\u610f\u529b\u5c42&#xff08;\u91cd\u590d N \u6b21&#xff09;&#xff1a;<br \/>\n   \u251c\u2500 \u591a\u5934\u81ea\u6ce8\u610f\u529b&#xff1a;\u4e92\u76f8\u770b&#xff0c;\u627e\u5173\u7cfb<br \/>\n   \u251c\u2500 \u6b8b\u5dee\u8fde\u63a5&#xff1a;\u4fdd\u7559\u539f\u59cb\u4fe1\u606f&#xff0c;\u9632\u6b62&#034;\u5b66\u6b6a&#034;<br \/>\n   \u2514\u2500 \u5c42\u5f52\u4e00\u5316&#xff1a;\u8ba9\u6570\u636e\u66f4\u7a33\u5b9a<br \/>\n    \u2193<br \/>\n\u2699\ufe0f \u524d\u9988\u7f51\u7edc&#xff1a;\u8fdb\u4e00\u6b65\u52a0\u5de5\u6bcf\u4e2a\u8bcd<br \/>\n    \u2193<br \/>\n&#x1f4e4; \u8f93\u51fa\u5c42&#xff1a;\u751f\u6210\u7ffb\u8bd1\u3001\u56de\u7b54\u95ee\u9898\u3001\u7eed\u5199\u6587\u672c\u2026\u2026 <\/p>\n<hr \/>\n<h3>\u4e94\u3001\u4e3a\u4ec0\u4e48 Transformer \u6539\u53d8\u4e86\u4e16\u754c&#xff1f;<\/h3>\n<p>\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u5728 Transformer \u4e4b\u524d&#xff0c;AI \u5904\u7406\u8bed\u8a00\u7684\u65b9\u5f0f\u6709\u4e24\u4e2a\u81f4\u547d\u5f31\u70b9&#xff1a;<\/p>\n<p>\u8868\u683c<\/p>\n<table>\n<tr>\u4f20\u7edf\u65b9\u6cd5Transformer<\/tr>\n<tbody>\n<tr>\n<td>\u50cf\u6392\u961f&#xff0c;\u53ea\u80fd\u9010\u5b57\u5904\u7406<\/td>\n<td>\u50cf\u5f00\u5706\u684c\u4f1a\u8bae&#xff0c;\u6240\u6709\u8bcd\u540c\u65f6\u53c2\u4e0e<\/td>\n<\/tr>\n<tr>\n<td>\u53e5\u5b50\u957f\u4e86\u5c31&#034;\u5931\u5fc6&#034;<\/td>\n<td>\u65e0\u8bba\u591a\u957f&#xff0c;\u90fd\u80fd\u4e00\u773c\u770b\u5230\u5168\u5c40<\/td>\n<\/tr>\n<tr>\n<td>\u8bad\u7ec3\u6162&#xff0c;\u96be\u4ee5\u5e76\u884c<\/td>\n<td>\u5929\u7136\u9002\u5408\u5e76\u884c\u8ba1\u7b97&#xff0c;\u8bad\u7ec3\u901f\u5ea6\u5feb<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u6b63\u662f\u56e0\u4e3a\u8fd9\u4e9b\u4f18\u52bf&#xff0c;Transformer \u624d\u80fd\u652f\u6491\u8d77\u4eca\u5929\u52a8\u8f84\u4e0a\u5343\u4ebf\u53c2\u6570\u7684\u5927\u6a21\u578b\u3002\u6ca1\u6709 Transformer&#xff0c;\u5c31\u6ca1\u6709 ChatGPT\u3002<\/p>\n<hr \/>\n<h3>\u516d\u3001\u4e00\u53e5\u8bdd\u603b\u7ed3<\/h3>\n<p>Transformer \u7684\u672c\u8d28\u5c31\u662f&#xff1a;\u8ba9\u53e5\u5b50\u91cc\u7684\u6bcf\u4e2a\u8bcd\u90fd\u80fd\u540c\u65f6&#034;\u770b\u5230&#034;\u5176\u4ed6\u6240\u6709\u8bcd&#xff0c;\u5e76\u6839\u636e\u76f8\u5173\u6027\u91cd\u65b0\u7406\u89e3\u81ea\u5df1\u3002<\/p>\n<p>\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u00a0\u5b83\u7528&#034;\u6ce8\u610f\u529b&#034;\u6a21\u62df\u4e86\u4eba\u7c7b\u9605\u8bfb\u65f6\u7684\u8bed\u5883\u7406\u89e3&#xff0c;\u7528&#034;\u5e76\u884c&#034;\u7a81\u7834\u4e86\u4f20\u7edf\u65b9\u6cd5\u7684\u6548\u7387\u74f6\u9888\u3002<\/p>\n<hr \/>\n<h3>\u4e03\u3001\u5ef6\u4f38\u9605\u8bfb&#xff08;\u5982\u679c\u4f60\u60f3\u6316\u6df1\u4e00\u70b9&#xff09;<\/h3>\n<ul>\n<li>\n<p>\u300aAttention Is All You Need\u300b&#xff1a;Transformer \u7684\u539f\u59cb\u8bba\u6587&#xff08;2017&#xff09;<\/p>\n<\/li>\n<li>\n<p>3Blue1Brown \u7684 Transformer \u53ef\u89c6\u5316\u89c6\u9891&#xff1a;YouTube \u4e0a\u6700\u76f4\u89c2\u7684\u8bb2\u89e3<\/p>\n<\/li>\n<li>\n<p>Jay Alammar \u7684\u535a\u5ba2&#xff1a;\u300aThe Illustrated Transformer\u300b\u2014\u2014\u7528\u56fe\u89e3\u8bb2 Transformer \u7684\u7ecf\u5178\u6587\u7ae0<\/p>\n<\/li>\n<\/ul>\n<hr \/>\n<p>\u5e0c\u671b\u8fd9\u7bc7\u6587\u7ae0\u8ba9\u4f60\u5bf9 Transformer \u6709\u4e86\u76f4\u89c9\u4e0a\u7684\u7406\u89e3\u3002AI \u7684\u4e16\u754c\u5e76\u4e0d\u795e\u79d8&#xff0c;\u5f88\u591a\u65f6\u5019\u53ea\u662f\u4e00\u4e9b\u4f18\u96c5\u7684\u60f3\u6cd5&#xff0c;\u88ab\u6570\u5b66\u548c\u4ee3\u7801\u5b9e\u73b0\u4e86\u800c\u5df2\u3002 &#x1f680;<\/p>\n<hr \/>\n","protected":false},"excerpt":{"rendered":"<p>\u4e00\u7bc7\u7ed9\u300c\u8ba1\u7b97\u673a\u5c0f\u767d\u300d\u7684 Transformer \u67b6\u6784\u79d1\u666e \u4e00\u3001\u4ece\u4e00\u4e2a\u95ee\u9898\u5f00\u59cb \u4f60\u6709\u6ca1\u6709\u60f3\u8fc7&#xff1a;\u5f53\u4f60\u5bf9 ChatGPT \u8bf4\\&#8221;\u5e2e\u6211\u5199\u9996\u8bd7\\&#8221;\u65f6&#xff0c;\u5b83\u5230\u5e95\u5728\u5185\u90e8\u505a\u4e86\u4ec0\u4e48&#xff1f; 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