{"id":78559,"date":"2026-02-27T22:29:02","date_gmt":"2026-02-27T14:29:02","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/78559.html"},"modified":"2026-02-27T22:29:02","modified_gmt":"2026-02-27T14:29:02","slug":"%e7%ba%bf%e6%80%a7%e4%bb%a3%e6%95%b0%e4%b8%8eai%e7%9a%84%e5%85%b3%e7%b3%bb","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/78559.html","title":{"rendered":"\u7ebf\u6027\u4ee3\u6570\u4e0eAI\u7684\u5173\u7cfb"},"content":{"rendered":"<p id=\"main-toc\">\u76ee\u5f55<\/p>\n<p id=\"%E4%B8%80%E3%80%81%E4%B8%BA%E4%BB%80%E4%B9%88AI%E7%A6%BB%E4%B8%8D%E5%BC%80%E7%BA%BF%E6%80%A7%E4%BB%A3%E6%95%B0%EF%BC%9F%E5%9B%A0%E4%B8%BA%E4%B8%87%E7%89%A9%E7%9A%86%E5%8F%AF%E2%80%9C%E6%95%B0%E8%A1%A8%E2%80%9D-toc\" style=\"margin-left:40px\">\u4e00\u3001\u4e3a\u4ec0\u4e48AI\u79bb\u4e0d\u5f00\u7ebf\u6027\u4ee3\u6570&#xff1f;\u56e0\u4e3a\u4e07\u7269\u7686\u53ef\u201c\u6570\u8868\u201d<\/p>\n<p 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id=\"1.%20%E9%99%8D%E7%BB%B4%EF%BC%9A%E4%BB%8E%E2%80%9C%E4%BF%A1%E6%81%AF%E8%BF%87%E8%BD%BD%E2%80%9D%E5%88%B0%E2%80%9C%E6%8F%90%E7%BA%B2%E6%8C%88%E9%A2%86%E2%80%9D-toc\" style=\"margin-left:80px\">1. \u964d\u7ef4&#xff1a;\u4ece\u201c\u4fe1\u606f\u8fc7\u8f7d\u201d\u5230\u201c\u63d0\u7eb2\u6308\u9886\u201d<\/p>\n<p id=\"2.%20%E7%89%B9%E5%BE%81%E5%80%BC%E4%B8%8E%E7%89%B9%E5%BE%81%E5%90%91%E9%87%8F%EF%BC%9A%E5%AF%BB%E6%89%BE%E7%B3%BB%E7%BB%9F%E7%9A%84%E2%80%9C%E7%81%B5%E9%AD%82%E2%80%9D-toc\" style=\"margin-left:80px\">2. \u7279\u5f81\u503c\u4e0e\u7279\u5f81\u5411\u91cf&#xff1a;\u5bfb\u627e\u7cfb\u7edf\u7684\u201c\u7075\u9b42\u201d<\/p>\n<p id=\"%E4%B8%89%E3%80%81%E4%BB%80%E4%B9%88%E6%A0%B7%E7%9A%84%E5%B7%A5%E7%A8%8B%E5%B8%88%E9%9C%80%E8%A6%81%E2%80%9C%E7%9C%9F%E5%88%80%E7%9C%9F%E6%9E%AA%E2%80%9D%E5%9C%B0%E7%94%A8%E7%BA%BF%E6%80%A7%E4%BB%A3%E6%95%B0%EF%BC%9F-toc\" style=\"margin-left:40px\">\u4e09\u3001\u4ec0\u4e48\u6837\u7684\u5de5\u7a0b\u5e08\u9700\u8981\u201c\u771f\u5200\u771f\u67aa\u201d\u5730\u7528\u7ebf\u6027\u4ee3\u6570&#xff1f;<\/p>\n<p id=\"%E7%AC%AC%E4%B8%80%E7%BA%A7%EF%BC%9A%E5%BA%94%E7%94%A8%E6%B4%BE%E5%B7%A5%E7%A8%8B%E5%B8%88%20%2F%20%E8%B0%83%E5%8F%82%E4%BE%A0%EF%BC%88%E5%BF%AB%E4%B9%90%E7%9A%84%E5%B0%8F%E7%99%BD%E5%85%94%EF%BC%89-toc\" style=\"margin-left:80px\">\u7b2c\u4e00\u7ea7&#xff1a;\u5e94\u7528\u6d3e\u5de5\u7a0b\u5e08 \/ \u8c03\u53c2\u4fa0&#xff08;\u5feb\u4e50\u7684\u5c0f\u767d\u5154&#xff09;<\/p>\n<p id=\"%E7%AC%AC%E4%BA%8C%E7%BA%A7%EF%BC%9A%E6%A8%A1%E5%9E%8B%E6%B4%BE%E5%B7%A5%E7%A8%8B%E5%B8%88%20%2F%20%E7%AE%97%E6%B3%95%E5%B7%A5%E7%A8%8B%E5%B8%88%EF%BC%88%E5%8B%A4%E5%8A%B3%E7%9A%84%E7%89%9B%EF%BC%89-toc\" style=\"margin-left:80px\">\u7b2c\u4e8c\u7ea7&#xff1a;\u6a21\u578b\u6d3e\u5de5\u7a0b\u5e08 \/ \u7b97\u6cd5\u5de5\u7a0b\u5e08&#xff08;\u52e4\u52b3\u7684\u725b&#xff09;<\/p>\n<p id=\"%E7%AC%AC%E4%B8%89%E7%BA%A7%EF%BC%9A%E7%82%BC%E4%B8%B9%E6%B4%BE%E7%A7%91%E5%AD%A6%E5%AE%B6%20%2F%20%E7%A0%94%E7%A9%B6%E5%91%98%EF%BC%88%E7%A5%9E%E7%A7%98%E7%9A%84%E5%9B%BD%E5%AE%9D%EF%BC%89-toc\" style=\"margin-left:80px\">\u7b2c\u4e09\u7ea7&#xff1a;\u70bc\u4e39\u6d3e\u79d1\u5b66\u5bb6 \/ \u7814\u7a76\u5458&#xff08;\u795e\u79d8\u7684\u56fd\u5b9d&#xff09;<\/p>\n<p id=\"%E7%BB%93%E8%AE%BA%EF%BC%9A%E5%AD%A6%E4%B8%8D%E5%AD%A6%EF%BC%9F%E5%AD%A6%E5%88%B0%E4%BB%80%E4%B9%88%E7%A8%8B%E5%BA%A6%EF%BC%9F-toc\" style=\"margin-left:40px\">\u7ed3\u8bba&#xff1a;\u5b66\u4e0d\u5b66&#xff1f;\u5b66\u5230\u4ec0\u4e48\u7a0b\u5ea6&#xff1f;<\/p>\n<hr id=\"hr-toc\" \/>\n<\/p>\n<p>\u5927\u5bb6\u597d&#xff0c;\u6211\u662f\u4f60\u4eec\u719f\u6089\u548c\u559c\u7231&#xff08;\u6216\u8005\u53c8\u6015\u53c8\u7231&#xff09;\u7684\u6570\u5b66\u8001\u5e08\u3002\u4eca\u5929\u6211\u4eec\u4e0d\u62c9\u683c\u6717\u65e5&#xff0c;\u4e5f\u4e0d\u6cf0\u52d2\u5c55\u5f00&#xff0c;\u6211\u4eec\u6765\u804a\u4e00\u4e2a\u5f88\u591a\u7a0b\u5e8f\u5458\u670b\u53cb\u548cAI\u7231\u597d\u8005\u90fd\u975e\u5e38\u5173\u5fc3\u7684\u8bdd\u9898&#xff1a;\u7ebf\u6027\u4ee3\u6570\u8fd9\u4e2a\u770b\u8d77\u6765\u50cf\u201c\u5929\u4e66\u201d\u7684\u4e1c\u897f&#xff0c;\u8ddf\u73b0\u5728\u706b\u7206\u7684AI\u5230\u5e95\u6709\u51e0\u6bdb\u94b1\u5173\u7cfb&#xff1f;\u4ee5\u53ca&#xff0c;\u6211\u5230\u5e95\u8981\u5b66\u5230\u4ec0\u4e48\u7a0b\u5ea6&#xff0c;\u624d\u80fd\u51fa\u53bb\u8ddf\u9762\u8bd5\u5b98\u8c08\u7b11\u98ce\u751f&#xff1f;<\/p>\n<p>\u6211\u77e5\u9053&#xff0c;\u5f88\u591a\u4eba\u5728\u5927\u5b66\u65f6\u90fd\u88ab\u7ebf\u6027\u4ee3\u6570\u6298\u78e8\u8fc7\u3002\u884c\u5217\u5f0f\u7684\u8ba1\u7b97\u7e41\u7410\u5230\u8ba9\u4eba\u6000\u7591\u4eba\u751f&#xff0c;\u7279\u5f81\u503c\u548c\u7279\u5f81\u5411\u91cf\u66f4\u662f\u7384\u5b66\u5230\u6ca1\u670b\u53cb\u3002\u5927\u5bb6\u4e0d\u7981\u8981\u95ee&#xff1a;\u5b66\u8fd9\u73a9\u610f\u513f\u5230\u5e95\u6709\u5565\u7528&#xff1f;\u6211\u53c8\u4e0d\u662f\u8981\u5f53\u7b97\u76d8\u6210\u7cbe&#xff01;\u522b\u6025&#xff0c;\u4eca\u5929\u8fd9\u7bc7\u6587\u7ae0&#xff0c;\u6211\u5c31\u5e26\u4f60\u4ece\u201cAI\u5395\u6240\u201d\u7684\u89c6\u89d2&#xff0c;\u770b\u770b\u7ebf\u6027\u4ee3\u6570\u662f\u5982\u4f55\u6210\u4e3a\u6574\u4e2aAI\u5927\u53a6\u91cc\u6700\u91cd\u8981\u3001\u6700\u7e41\u5fd9\u7684\u90a3\u6839\u201c\u4e0b\u6c34\u603b\u7ba1\u201d\u7684\u3002<\/p>\n<hr \/>\n<h3 id=\"%E4%B8%80%E3%80%81%E4%B8%BA%E4%BB%80%E4%B9%88AI%E7%A6%BB%E4%B8%8D%E5%BC%80%E7%BA%BF%E6%80%A7%E4%BB%A3%E6%95%B0%EF%BC%9F%E5%9B%A0%E4%B8%BA%E4%B8%87%E7%89%A9%E7%9A%86%E5%8F%AF%E2%80%9C%E6%95%B0%E8%A1%A8%E2%80%9D\">\u4e00\u3001\u4e3a\u4ec0\u4e48AI\u79bb\u4e0d\u5f00\u7ebf\u6027\u4ee3\u6570&#xff1f;\u56e0\u4e3a\u4e07\u7269\u7686\u53ef\u201c\u6570\u8868\u201d<\/h3>\n<p>\u60f3\u8c61\u4e00\u4e0b&#xff0c;\u4f60\u6b63\u5728\u5f00\u53d1\u4e00\u4e2a\u80fd\u8bc6\u522b\u732b\u7684AI\u3002\u4e00\u5f20\u56fe\u7247\u5728\u8ba1\u7b97\u673a\u773c\u91cc\u662f\u4ec0\u4e48&#xff1f;\u4e0d\u662f\u6bdb\u8338\u8338\u7684\u53ef\u7231\u751f\u7269&#xff0c;\u800c\u662f\u4e00\u4e2a\u5de8\u5927\u65e0\u6bd4\u7684\u3001\u7531\u6570\u5b57\u7ec4\u6210\u7684\u77e9\u9635\u00a0\u3002\u6bcf\u4e2a\u50cf\u7d20\u70b9\u5c31\u662f\u4e00\u4e2a\u6570\u5b57&#xff08;\u5982\u679c\u662f\u5f69\u8272\u7684&#xff0c;\u90a3\u5c31\u662f\u4e09\u4e2a\u77e9\u9635\u53e0\u5728\u4e00\u8d77&#xff0c;\u4e5f\u5c31\u662f\u6211\u4eec\u5e38\u8bf4\u7684\u5f20\u91cf&#xff09;\u3002<\/p>\n<h4 id=\"1.%20%E6%95%B0%E6%8D%AE%E6%9C%AC%E8%BA%AB%E5%B0%B1%E6%98%AF%E2%80%9C%E9%9B%86%E8%A3%85%E7%AE%B1%E2%80%9D\">1. 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id=\"2.%20%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C%EF%BC%9A%E5%A4%A7%E5%9E%8B%E7%9F%A9%E9%98%B5%E4%B9%98%E6%B3%95%E6%B5%81%E6%B0%B4%E7%BA%BF\">2. \u795e\u7ecf\u7f51\u7edc&#xff1a;\u5927\u578b\u77e9\u9635\u4e58\u6cd5\u6d41\u6c34\u7ebf<\/h4>\n<p>\u73b0\u5728&#xff0c;\u6211\u4eec\u6765\u62c6\u5f00\u8fd9\u4e2a\u201cAI\u51b0\u7bb1\u201d&#xff0c;\u770b\u770b\u91cc\u9762\u7684\u5de5\u4f5c\u539f\u7406\u3002\u4f60\u80af\u5b9a\u542c\u8bf4\u8fc7\u795e\u7ecf\u7f51\u7edc&#xff0c;\u7279\u522b\u662f\u50cfGPT\u8fd9\u6837\u7684\u5927\u8bed\u8a00\u6a21\u578b&#xff08;LLM&#xff09;\u3002\u5b83\u4eec\u770b\u8d77\u6765\u5f88\u795e\u5947&#xff0c;\u4f46\u5265\u5f00\u5916\u58f3&#xff0c;\u91cc\u9762\u7684\u6838\u5fc3\u5c31\u662f\u4e00\u8fde\u4e32\u7684\u77e9\u9635\u4e58\u6cd5\u00a0\u3002<\/p>\n<p>\u6bd4\u5982\u90a3\u4e2a\u8457\u540d\u7684\u201cAttention Is All You Need\u201d\u8bba\u6587\u91cc\u63d0\u51fa\u7684\u6ce8\u610f\u529b\u673a\u5236&#xff0c;\u5b83\u7684\u6838\u5fc3\u516c\u5f0f\u957f\u8fd9\u6837&#xff1a;<\/p>\n<p>Attention(Q, K, V) &#061; softmax(QK^T \/ \u221ad_k) V<\/p>\n<p>\u662f\u4e0d\u662f\u770b\u7740\u5c31\u5934\u75bc&#xff1f;\u522b\u6015&#xff0c;\u6211\u6765\u7ed9\u4f60\u201c\u7ffb\u8bd1\u7ffb\u8bd1\u201d\u3002\u8fd9\u4e2a\u516c\u5f0f\u672c\u8d28\u4e0a\u662f\u5728\u5e72\u4ec0\u4e48&#xff1f;Q\u3001K\u3001V\u90fd\u662f\u77e9\u9635&#xff0c;\u5b83\u4eec\u4e4b\u95f4\u7684\u4e58\u6cd5&#xff08;QK^T&#xff09;\u5c31\u662f\u5728\u8ba1\u7b97\u201c\u76f8\u5173\u6027\u201d\u6216\u201c\u76f8\u4f3c\u5ea6\u201d\u00a0\u3002\u8fd9\u5c31\u50cf\u4f60\u5728\u76f8\u4eb2\u7f51\u7ad9\u4e0a&#xff0c;\u62ff\u81ea\u5df1\u7684\u8981\u6c42&#xff08;Q&#xff0c;\u67e5\u8be2\u5411\u91cf&#xff09;\u53bb\u8ddf\u6240\u6709\u5f02\u6027\u7684\u8d44\u6599&#xff08;K&#xff0c;\u952e\u5411\u91cf&#xff09;\u505a\u5bf9\u6bd4&#xff0c;\u8ba1\u7b97\u4e00\u4e0b\u5339\u914d\u5ea6\u3002\u8ba1\u7b97\u51fa\u7684\u7ed3\u679c\u662f\u4e00\u4e2a\u5206\u6570\u77e9\u9635&#xff0c;\u7136\u540e\u6211\u4eec\u7528\u4e00\u4e2a\u53ebsoftmax\u7684\u51fd\u6570&#xff08;\u522b\u7ba1\u5b83&#xff0c;\u4f60\u5c31\u5f53\u6210\u662f\u4e00\u4e2a\u201c\u5f52\u4e00\u5316\u6390\u67b6\u673a\u5668\u4eba\u201d&#xff09;\u628a\u8fd9\u4e9b\u5206\u6570\u6390\u6210\u52a0\u8d77\u6765\u7b49\u4e8e1\u7684\u6982\u7387\u6743\u91cd\u3002\u6700\u540e&#xff0c;\u518d\u7528\u8fd9\u4e9b\u6743\u91cd\u53bb\u4e58\u4ee5V&#xff08;\u503c\u5411\u91cf&#xff09;&#xff0c;\u628a\u6700\u76f8\u5173\u7684\u4fe1\u606f\u6311\u51fa\u6765&#xff0c;\u5b8c\u6210\u201c\u805a\u7126\u201d\u00a0\u3002<\/p>\n<p>\u6574\u4e2a\u8fc7\u7a0b&#xff0c;\u65e0\u8bba\u662fQ\u3001K\u3001V\u672c\u8eab&#xff0c;\u8fd8\u662f\u5b83\u4eec\u4e4b\u95f4\u7684\u4e58\u6cd5&#xff0c;\u5168\u90e8\u90fd\u662f\u7ebf\u6027\u4ee3\u6570\u7684\u6d3b\u513f\u3002\u6ca1\u6709\u77e9\u9635&#xff0c;\u6ce8\u610f\u529b\u673a\u5236\u5c31\u50cf\u6ca1\u6709\u8f6e\u5b50\u7684\u6c7d\u8f66&#xff0c;\u5bf8\u6b65\u96be\u884c\u3002<\/p>\n<h3 id=\"%E4%BA%8C%E3%80%81%E4%B8%8D%E5%8F%AA%E2%80%9C%E5%8A%A0%E5%87%8F%E4%B9%98%E9%99%A4%E2%80%9D%EF%BC%9A%E7%BA%BF%E6%80%A7%E4%BB%A3%E6%95%B0%E7%9A%84%E2%80%9C%E9%AD%94%E6%B3%95%E2%80%9D%E6%97%B6%E5%88%BB\">\u4e8c\u3001\u4e0d\u53ea\u201c\u52a0\u51cf\u4e58\u9664\u201d&#xff1a;\u7ebf\u6027\u4ee3\u6570\u7684\u201c\u9b54\u6cd5\u201d\u65f6\u523b<\/h3>\n<p>\u5982\u679c\u8bf4\u4e0a\u9762\u7684\u77e9\u9635\u4e58\u6cd5\u8fd8\u53ea\u662f\u201c\u5927\u529b\u51fa\u5947\u8ff9\u201d\u7684\u4f53\u529b\u6d3b&#xff0c;\u90a3\u7ebf\u6027\u4ee3\u6570\u91cc\u7684\u4e00\u4e9b\u9ad8\u9636\u6982\u5ff5&#xff0c;\u5c31\u662f\u771f\u6b63\u7684\u201c\u9b54\u6cd5\u201d\u4e86&#xff0c;\u5b83\u4eec\u80fd\u8ba9AI\u6a21\u578b\u53d8\u5f97\u66f4\u806a\u660e\u3001\u66f4\u9ad8\u6548\u3002<\/p>\n<h4 id=\"1.%20%E9%99%8D%E7%BB%B4%EF%BC%9A%E4%BB%8E%E2%80%9C%E4%BF%A1%E6%81%AF%E8%BF%87%E8%BD%BD%E2%80%9D%E5%88%B0%E2%80%9C%E6%8F%90%E7%BA%B2%E6%8C%88%E9%A2%86%E2%80%9D\">1. \u964d\u7ef4&#xff1a;\u4ece\u201c\u4fe1\u606f\u8fc7\u8f7d\u201d\u5230\u201c\u63d0\u7eb2\u6308\u9886\u201d<\/h4>\n<p>\u73b0\u5b9e\u4e16\u754c\u7684\u6570\u636e\u5f80\u5f80\u6709\u6210\u5343\u4e0a\u4e07\u4e2a\u7ef4\u5ea6\u3002\u6bd4\u5982\u4e00\u4e2a\u7535\u5546\u5e73\u53f0\u8981\u5206\u6790\u7528\u6237\u884c\u4e3a&#xff0c;\u6bcf\u4e2a\u7528\u6237\u53ef\u80fd\u6709\u4e0a\u767e\u4e2a\u7279\u5f81&#xff08;\u5e74\u9f84\u3001\u6027\u522b\u3001\u6d4f\u89c8\u5386\u53f2\u3001\u8d2d\u4e70\u8bb0\u5f55\u2026\u2026&#xff09;\u3002\u5904\u7406\u8fd9\u4e48\u591a\u7ef4\u5ea6\u7684\u6570\u636e&#xff0c;\u4e0d\u4ec5\u8ba1\u7b97\u6162\u5f97\u50cf\u8717\u725b&#xff0c;\u8fd8\u5bb9\u6613\u201c\u4e71\u82b1\u6e10\u6b32\u8ff7\u4eba\u773c\u201d&#xff0c;\u6293\u4e0d\u4f4f\u91cd\u70b9&#xff0c;\u8fd9\u5c31\u662f\u6240\u8c13\u7684\u201c\u7ef4\u6570\u707e\u96be\u201d\u00a0\u3002<\/p>\n<p>\u8fd9\u65f6\u5019&#xff0c;\u7ebf\u6027\u4ee3\u6570\u7684\u5947\u5f02\u503c\u5206\u89e3&#xff08;SVD&#xff09;\u00a0\u6216\u8005\u4e3b\u6210\u5206\u5206\u6790&#xff08;PCA&#xff09;\u00a0\u5c31\u767b\u573a\u4e86\u00a0\u3002\u8fd9\u4e9b\u6280\u672f\u7684\u672c\u8d28\u662f\u4ec0\u4e48&#xff1f;\u5c31\u662f\u5e2e\u4f60\u4ece\u4e00\u5927\u5806\u4e71\u4e03\u516b\u7cdf\u7684\u4fe1\u606f\u91cc&#xff0c;\u627e\u51fa\u90a3\u51e0\u4e2a\u6700\u5173\u952e\u7684\u201c\u4e3b\u5fc3\u9aa8\u201d\u3002<\/p>\n<p>\u4f60\u53ef\u4ee5\u628a\u5b83\u60f3\u8c61\u6210\u7ed9\u4e00\u4e2a\u9ad8\u4e2d\u751f\u5199\u201c\u9274\u5b9a\u8bc4\u8bed\u201d\u3002\u4f60\u4e0d\u7528\u628a\u4ed6\u4ece\u5c0f\u5b66\u5230\u9ad8\u4e09\u7684\u6240\u6709\u8003\u8bd5\u6210\u7ee9\u3001\u4f5c\u4e1a\u60c5\u51b5\u3001\u604b\u7231\u53f2\u3001\u6253\u6e38\u620f\u65f6\u957f\u90fd\u5217\u4e00\u904d\u3002\u4f60\u53ea\u9700\u8981\u6293\u4f4f\u51e0\u4e2a\u201c\u4e3b\u6210\u5206\u201d&#xff1a;\u5b66\u4e60\u6001\u5ea6\u3001\u601d\u7ef4\u80fd\u529b\u3001\u5fc3\u7406\u7d20\u8d28\u3002SVD\u548cPCA\u5e72\u7684\u5c31\u662f\u8fd9\u4e8b\u513f&#xff0c;\u5b83\u4eec\u628a\u4e00\u4e2a\u5de8\u5927\u7684\u7528\u6237-\u5546\u54c1\u77e9\u9635&#xff0c;\u5206\u89e3\u6210\u51e0\u4e2a\u5c0f\u77e9\u9635&#xff0c;\u63d0\u53d6\u51fa\u7528\u6237\u7684\u201c\u6f5c\u5728\u5174\u8da3\u56e0\u5b50\u201d\u548c\u5546\u54c1\u7684\u201c\u6f5c\u5728\u5c5e\u6027\u56e0\u5b50\u201d&#xff0c;\u8fd9\u5c31\u662f\u63a8\u8350\u7cfb\u7edf\u7684\u57fa\u7840\u00a0\u3002<\/p>\n<p>\u66f4\u6709\u8da3\u7684\u662f&#xff0c;\u5728\u98ce\u5934\u6b63\u52b2\u7684\u5927\u6a21\u578b\u5fae\u8c03\u6280\u672fLoRA&#xff08;Low-Rank Adaptation&#xff0c;\u4f4e\u79e9\u9002\u5e94&#xff09;\u4e2d&#xff0c;\u7528\u7684\u4e5f\u662f\u8fd9\u4e2a\u601d\u8def\u3002\u7814\u7a76\u4eba\u5458\u53d1\u73b0&#xff0c;\u5927\u6a21\u578b\u5728\u9488\u5bf9\u7279\u5b9a\u4efb\u52a1\u5fae\u8c03\u65f6&#xff0c;\u53c2\u6570\u7684\u6539\u53d8\u5176\u5b9e\u4e0d\u9700\u8981\u5927\u52a8\u5e72\u6208&#xff0c;\u53ea\u9700\u8981\u5728\u4e00\u4e2a\u5f88\u4f4e\u7ef4\u5ea6\u7684\u7a7a\u95f4&#xff08;\u4f4e\u79e9\u7a7a\u95f4&#xff09;\u91cc\u8fdb\u884c\u8c03\u6574\u5c31\u591f\u4e86\u3002\u8fd9\u5c31\u50cf\u7ed9\u4e00\u4e2a\u5e9e\u5927\u7684\u5e1d\u56fd&#xff08;\u5927\u6a21\u578b&#xff09;\u4fee\u4e00\u6761\u4e13\u7528\u7684\u9ad8\u901f\u516c\u8def&#xff08;LoRA&#xff09;&#xff0c;\u800c\u4e0d\u662f\u628a\u5168\u56fd\u6240\u6709\u7684\u8def\u90fd\u7ffb\u4fee\u4e00\u904d&#xff0c;\u6548\u7387\u81ea\u7136\u6307\u6570\u7ea7\u63d0\u5347\u00a0\u3002\u8fd9\u5c31\u662f\u201c\u4f4e\u79e9\u8fd1\u4f3c\u201d\u8fd9\u4e2a\u7ebf\u6027\u4ee3\u6570\u6982\u5ff5\u7684\u9b54\u529b\u3002<\/p>\n<h4 id=\"2.%20%E7%89%B9%E5%BE%81%E5%80%BC%E4%B8%8E%E7%89%B9%E5%BE%81%E5%90%91%E9%87%8F%EF%BC%9A%E5%AF%BB%E6%89%BE%E7%B3%BB%E7%BB%9F%E7%9A%84%E2%80%9C%E7%81%B5%E9%AD%82%E2%80%9D\">2. \u7279\u5f81\u503c\u4e0e\u7279\u5f81\u5411\u91cf&#xff1a;\u5bfb\u627e\u7cfb\u7edf\u7684\u201c\u7075\u9b42\u201d<\/h4>\n<p>\u7279\u5f81\u503c\u548c\u7279\u5f81\u5411\u91cf&#xff0c;\u53ef\u80fd\u662f\u7ebf\u6027\u4ee3\u6570\u91cc\u6700\u62bd\u8c61\u7684\u6982\u5ff5\u4e4b\u4e00\u3002\u4f46\u5728AI\u91cc&#xff0c;\u5b83\u4eec\u4ee3\u8868\u7740\u7cfb\u7edf\u5185\u5728\u7684\u632f\u52a8\u6a21\u5f0f\u6216\u6838\u5fc3\u65b9\u5411\u00a0\u3002<\/p>\n<p>\u8fd8\u662f\u62ffPCA\u4e3e\u4f8b\u3002PCA\u7684\u6838\u5fc3\u5c31\u662f\u6c42\u6570\u636e\u534f\u65b9\u5dee\u77e9\u9635\u7684\u7279\u5f81\u503c\u548c\u7279\u5f81\u5411\u91cf\u3002\u6700\u5927\u7684\u7279\u5f81\u503c\u5bf9\u5e94\u7684\u7279\u5f81\u5411\u91cf&#xff0c;\u6307\u5411\u7684\u5c31\u662f\u6570\u636e\u53d8\u5316\u6700\u5267\u70c8\u7684\u65b9\u5411&#xff0c;\u4e5f\u5c31\u662f\u4fe1\u606f\u91cf\u6700\u5927\u7684\u65b9\u5411\u3002\u8fd9\u5c31\u50cf\u4f60\u6447\u6643\u4e00\u4e2a\u4e0d\u89c4\u5219\u7684\u7269\u4f53&#xff0c;\u5b83\u603b\u4f1a\u6cbf\u7740\u67d0\u4e2a\u8f74\u6700\u5bb9\u6613\u6643\u52a8&#xff0c;\u90a3\u4e2a\u8f74\u5c31\u662f\u7279\u5f81\u5411\u91cf&#xff0c;\u6643\u52a8\u7684\u5267\u70c8\u7a0b\u5ea6\u5c31\u662f\u7279\u5f81\u503c\u3002\u7406\u89e3\u4e86\u8fd9\u4e9b&#xff0c;\u4f60\u5c31\u6293\u4f4f\u4e86\u6570\u636e\u7684\u201c\u7075\u9b42\u201d\u3002<\/p>\n<h3 id=\"%E4%B8%89%E3%80%81%E4%BB%80%E4%B9%88%E6%A0%B7%E7%9A%84%E5%B7%A5%E7%A8%8B%E5%B8%88%E9%9C%80%E8%A6%81%E2%80%9C%E7%9C%9F%E5%88%80%E7%9C%9F%E6%9E%AA%E2%80%9D%E5%9C%B0%E7%94%A8%E7%BA%BF%E6%80%A7%E4%BB%A3%E6%95%B0%EF%BC%9F\">\u4e09\u3001\u4ec0\u4e48\u6837\u7684\u5de5\u7a0b\u5e08\u9700\u8981\u201c\u771f\u5200\u771f\u67aa\u201d\u5730\u7528\u7ebf\u6027\u4ee3\u6570&#xff1f;<\/h3>\n<p>\u597d\u4e86&#xff0c;\u7406\u8bba\u8bb2\u5b8c\u4e86&#xff0c;\u6211\u4eec\u6765\u804a\u70b9\u73b0\u5b9e\u7684\u3002\u65e2\u7136\u7ebf\u6027\u4ee3\u6570\u8fd9\u4e48\u725b&#xff0c;\u90a3\u662f\u4e0d\u662f\u6240\u6709\u5199AI\u4ee3\u7801\u7684\u4eba\u90fd\u5f97\u662f\u6570\u5b66\u535a\u58eb&#xff1f;\u5f53\u7136\u4e0d\u662f&#xff01;\u6839\u636e\u4f60\u7684\u5de5\u4f5c\u5185\u5bb9&#xff0c;\u9700\u8981\u7684\u6df1\u5ea6\u5929\u5dee\u5730\u522b\u3002\u6211\u4eec\u53ef\u4ee5\u5927\u81f4\u628aAI\u5f00\u53d1\u8005\u5206\u6210\u4e09\u4e2a\u7ea7\u522b&#xff1a;<\/p>\n<h4 id=\"%E7%AC%AC%E4%B8%80%E7%BA%A7%EF%BC%9A%E5%BA%94%E7%94%A8%E6%B4%BE%E5%B7%A5%E7%A8%8B%E5%B8%88%20%2F%20%E8%B0%83%E5%8F%82%E4%BE%A0%EF%BC%88%E5%BF%AB%E4%B9%90%E7%9A%84%E5%B0%8F%E7%99%BD%E5%85%94%EF%BC%89\">\u7b2c\u4e00\u7ea7&#xff1a;\u5e94\u7528\u6d3e\u5de5\u7a0b\u5e08 \/ \u8c03\u53c2\u4fa0&#xff08;\u5feb\u4e50\u7684\u5c0f\u767d\u5154&#xff09;<\/h4>\n<p>\u5de5\u4f5c\u5185\u5bb9&#xff1a;\u00a0\u8fd9\u7c7b\u5de5\u7a0b\u5e08\u4e3b\u8981\u5de5\u4f5c\u662f\u8c03\u7528\u73b0\u6210\u7684API&#xff0c;\u6bd4\u5982\u7528PyTorch\u6216TensorFlow\u52a0\u8f7d\u4e00\u4e2a\u9884\u8bad\u7ec3\u597d\u7684\u6a21\u578b&#xff08;\u6bd4\u5982ResNet\u3001BERT&#xff09;&#xff0c;\u7136\u540e\u7528\u516c\u53f8\u7684\u6570\u636e\u8dd1\u4e00\u8dd1\u8bad\u7ec3&#xff0c;\u8c03\u4e00\u8c03\u5b66\u4e60\u7387\u3001batch size\u8fd9\u4e9b\u8d85\u53c2\u6570&#xff0c;\u6700\u540e\u628a\u6a21\u578b\u90e8\u7f72\u4e0a\u7ebf\u3002<\/p>\n<p>\u9700\u8981\u638c\u63e1\u7684\u7ebf\u6027\u4ee3\u6570\u7a0b\u5ea6&#xff1a;<\/p>\n<ul>\n<li>\n<p>\u6982\u5ff5\u7406\u89e3&#xff1a;\u2605\u2605\u2606\u2606\u2606<\/p>\n<\/li>\n<li>\n<p>\u624b\u52a8\u8ba1\u7b97&#xff1a;\u2606\u2606\u2606\u2606\u2606<\/p>\n<\/li>\n<\/ul>\n<p>\u4ed6\u4eec\u9700\u8981\u77e5\u9053\u4ec0\u4e48&#xff1f; \u4ed6\u4eec\u9700\u8981\u77e5\u9053\u5411\u91cf\u3001\u77e9\u9635\u3001\u5f20\u91cf\u662f\u4ec0\u4e48&#xff0c;\u56e0\u4e3a\u4ee3\u7801\u91cc\u5230\u5904\u90fd\u662f\u8fd9\u4e9b\u6570\u636e\u7ed3\u6784\u00a0\u3002\u4ed6\u4eec\u5f97\u660e\u767d\u77e9\u9635\u4e58\u6cd5\u5927\u6982\u662f\u5728\u5e72\u4ec0\u4e48&#xff0c;\u4e0d\u7136\u770b\u4e0d\u61c2\u7f51\u7edc\u7ed3\u6784\u56fe\u3002\u5f53\u7a0b\u5e8f\u62a5\u9519\u8bf4\u201c\u7ef4\u5ea6\u4e0d\u5339\u914d\u201d\u65f6&#xff0c;\u4ed6\u4eec\u5f97\u80fd\u53cd\u5e94\u8fc7\u6765&#xff0c;\u54e6&#xff0c;\u662f\u8fd9\u4e24\u4e2a\u77e9\u9635\u7684\u5c3a\u5bf8\u5bf9\u4e0d\u4e0a&#xff0c;\u6ca1\u6cd5\u4e58\u00a0\u3002\u597d\u6d88\u606f\u662f&#xff0c;\u73b0\u4ee3\u6846\u67b6&#xff08;TensorFlow, PyTorch&#xff09;\u548c\u5e93&#xff08;NumPy&#xff09;\u5df2\u7ecf\u628a\u6240\u6709\u7684\u7ebf\u6027\u4ee3\u6570\u8fd0\u7b97\u5c01\u88c5\u6210\u4e86\u9ed1\u76d2\u5b50&#xff0c;\u4ed6\u4eec\u53ea\u9700\u8981\u8c03\u7528torch.matmul\u6216\u8005numpy.dot&#xff0c;\u5b8c\u5168\u4e0d\u9700\u8981\u81ea\u5df1\u52a8\u624b\u53bb\u7b97\u4e00\u4e2a\u884c\u5217\u5f0f\u00a0\u3002\u8fd9\u7c7b\u5de5\u7a0b\u5e08\u662fAI\u9886\u57df\u7684\u201c\u4ea7\u54c1\u7ecf\u7406\u578b\u201d\u5f00\u53d1\u8005&#xff0c;\u4ed6\u4eec\u66f4\u5173\u6ce8\u4e1a\u52a1\u903b\u8f91\u548c\u6a21\u578b\u6548\u679c\u3002<\/p>\n<p>\u9762\u8bd5\u65f6\u4f1a\u9047\u5230\u4ec0\u4e48&#xff1f;\u00a0\u9762\u8bd5\u5b98\u53ef\u80fd\u4f1a\u95ee\u4e00\u4e9b\u6982\u5ff5&#xff0c;\u6bd4\u5982\u201c\u89e3\u91ca\u4e00\u4e0b\u4ec0\u4e48\u662f\u68af\u5ea6\u4e0b\u964d&#xff1f;\u201d\u6216\u8005\u201cBatch Normalization\u7684\u4f5c\u7528\u662f\u4ec0\u4e48&#xff1f;\u201d&#xff0c;\u4f46\u5f88\u5c11\u4f1a\u8ba9\u4f60\u624b\u63a8SVD\u7b97\u6cd5\u3002<\/p>\n<h4 id=\"%E7%AC%AC%E4%BA%8C%E7%BA%A7%EF%BC%9A%E6%A8%A1%E5%9E%8B%E6%B4%BE%E5%B7%A5%E7%A8%8B%E5%B8%88%20%2F%20%E7%AE%97%E6%B3%95%E5%B7%A5%E7%A8%8B%E5%B8%88%EF%BC%88%E5%8B%A4%E5%8A%B3%E7%9A%84%E7%89%9B%EF%BC%89\">\u7b2c\u4e8c\u7ea7&#xff1a;\u6a21\u578b\u6d3e\u5de5\u7a0b\u5e08 \/ \u7b97\u6cd5\u5de5\u7a0b\u5e08&#xff08;\u52e4\u52b3\u7684\u725b&#xff09;<\/h4>\n<p>\u5de5\u4f5c\u5185\u5bb9&#xff1a;\u00a0\u8fd9\u7c7b\u5de5\u7a0b\u5e08\u662f\u62db\u8058\u5e02\u573a\u4e0a\u7684\u4e3b\u529b&#xff0c;\u4e5f\u5c31\u662f\u6211\u4eec\u5e38\u8bf4\u7684\u7b97\u6cd5\u5de5\u7a0b\u5e08\u00a0\u3002\u4ed6\u4eec\u4e0d\u6ee1\u8db3\u4e8e\u8c03\u7528\u73b0\u6210\u6a21\u578b&#xff0c;\u800c\u662f\u8981\u6539\u8fdb\u6a21\u578b\u7ed3\u6784&#xff0c;\u8bbe\u8ba1\u65b0\u7684Loss\u51fd\u6570&#xff0c;\u6216\u8005\u9488\u5bf9\u7279\u5b9a\u4e1a\u52a1\u573a\u666f&#xff08;\u6bd4\u5982\u63a8\u8350\u7cfb\u7edf\u3001\u81ea\u52a8\u9a7e\u9a76\u611f\u77e5&#xff09;\u4ece\u96f6\u642d\u5efa\u6216\u6539\u9020\u6a21\u578b\u3002<\/p>\n<p>\u9700\u8981\u638c\u63e1\u7684\u7ebf\u6027\u4ee3\u6570\u7a0b\u5ea6&#xff1a;<\/p>\n<ul>\n<li>\n<p>\u6982\u5ff5\u7406\u89e3&#xff1a;\u2605\u2605\u2605\u2605\u2606<\/p>\n<\/li>\n<li>\n<p>\u624b\u52a8\u8ba1\u7b97&#xff1a;\u2605\u2605\u2605\u2606\u2606<\/p>\n<\/li>\n<\/ul>\n<p>\u4ed6\u4eec\u9700\u8981\u77e5\u9053\u4ec0\u4e48&#xff1f; \u4ed6\u4eec\u5fc5\u987b\u7cbe\u901a\u7ebf\u6027\u4ee3\u6570\u3002\u56e0\u4e3a\u4ed6\u4eec\u8981\u8bfb\u8bba\u6587\u3002\u73b0\u5728\u7684AI\u8bba\u6587\u91cc&#xff0c;\u6ee1\u7bc7\u90fd\u662f\u77e9\u9635\u3001\u5411\u91cf\u3001\u8303\u6570\u3001\u7279\u5f81\u7a7a\u95f4\u3002\u5982\u679c\u4e0d\u7406\u89e3\u8fd9\u4e9b\u4e1c\u897f&#xff0c;\u770bTransformer\u8bba\u6587\u5c31\u8ddf\u770b\u5929\u4e66\u4e00\u6837\u00a0\u3002\u4ed6\u4eec\u9700\u8981\u7406\u89e3\u6ce8\u610f\u529b\u673a\u5236\u91ccQ\u3001K\u3001V\u7684\u77e9\u9635\u5f62\u72b6\u4e3a\u4ec0\u4e48\u662f\u8fd9\u6837&#xff0c;\u4ee5\u53ca\u5982\u4f55\u901a\u8fc7\u77e9\u9635\u53d8\u5f62\u6765\u964d\u4f4e\u8ba1\u7b97\u590d\u6742\u5ea6&#xff08;\u6bd4\u5982Linear Attention\u7684\u601d\u60f3&#xff09;\u3002\u4ed6\u4eec\u53ef\u80fd\u8fd8\u9700\u8981\u81ea\u5df1\u63a8\u5bfc\u68af\u5ea6\u516c\u5f0f&#xff0c;\u8fd9\u5c31\u6d89\u53ca\u5230\u77e9\u9635\u6c42\u5bfc\u4e86\u3002\u4ed6\u4eec\u4e0d\u4e00\u5b9a\u9700\u8981\u50cf\u6570\u5b66\u5bb6\u4e00\u6837\u7cbe\u786e\u8ba1\u7b97&#xff0c;\u4f46\u4ed6\u4eec\u5fc5\u987b\u80fd\u5728\u8111\u6d77\u91cc\u5bf9\u8fd9\u4e9b\u6570\u5b66\u5bf9\u8c61\u8fdb\u884c\u201c\u53ef\u89c6\u5316\u64cd\u4f5c\u201d\u548c\u201c\u903b\u8f91\u63a8\u5bfc\u201d\u3002<\/p>\n<p>\u9762\u8bd5\u65f6\u4f1a\u9047\u5230\u4ec0\u4e48&#xff1f;\u00a0\u624b\u63a8\u516c\u5f0f\u662f\u5bb6\u5e38\u4fbf\u996d\u3002\u201c\u8bf7\u4ece\u96f6\u63a8\u5bfc\u7ebf\u6027\u56de\u5f52\u7684\u77e9\u9635\u89e3\u201d&#xff0c;\u201c\u8bf7\u89e3\u91ca\u53cd\u5411\u4f20\u64ad\u4e2d\u7684\u94fe\u5f0f\u6cd5\u5219\u5982\u4f55\u7528\u77e9\u9635\u5f62\u5f0f\u8868\u8fbe\u201d&#xff0c;\u201c\u8bf7\u5199\u51faSVD\u7684\u8868\u8fbe\u5f0f\u5e76\u89e3\u91ca\u5176\u5728PCA\u4e2d\u7684\u5e94\u7528\u201d\u00a0\u3002<\/p>\n<h4 id=\"%E7%AC%AC%E4%B8%89%E7%BA%A7%EF%BC%9A%E7%82%BC%E4%B8%B9%E6%B4%BE%E7%A7%91%E5%AD%A6%E5%AE%B6%20%2F%20%E7%A0%94%E7%A9%B6%E5%91%98%EF%BC%88%E7%A5%9E%E7%A7%98%E7%9A%84%E5%9B%BD%E5%AE%9D%EF%BC%89\">\u7b2c\u4e09\u7ea7&#xff1a;\u70bc\u4e39\u6d3e\u79d1\u5b66\u5bb6 \/ 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