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src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/10\/20261013034116-6acda85c2e1fb.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<p>\u8fd9\u662f\u672c\u7bc7\u6700\u91cd\u8981\u7684\u601d\u60f3&#xff0c;\u4e00\u5b9a\u8981\u5efa\u7acb\u8d77\u6765&#xff1a;\u5728AI\u773c\u91cc&#xff0c;\u4e07\u4e8b\u4e07\u7269\u90fd\u53ef\u4ee5\u88ab\u8868\u793a\u6210\u4e00\u4e2a\u5411\u91cf&#xff0c;\u4e5f\u5c31\u662f\u9ad8\u7ef4\u7a7a\u95f4\u91cc\u7684\u4e00\u4e2a\u70b9\u3002<\/p>\n<ul>\n<li>\u4e00\u4e2a\u7528\u6237 &#061; [\u5e74\u9f84, \u6d88\u8d39, \u6d3b\u8dc3\u5ea6, \u2026] \u4e00\u4e2a\u5411\u91cf\u3002<\/li>\n<li>\u4e00\u4e2a\u8bcd &#061; \u4e00\u4e32\u51e0\u767e\u7ef4\u7684\u6570\u5b57&#xff08;\u8fd9\u5c31\u662f\u5927\u540d\u9f0e\u9f0e\u7684\u8bcd\u5d4c\u5165&#xff0c;embedding&#xff09;&#xff0c;\u6bd4\u5982&#034;\u56fd\u738b&#034;\u53ef\u80fd\u662f [0.2, -0.5, 0.8, \u2026]\u3002<\/li>\n<li>\u4e00\u5f20\u56fe\u7247 &#061; 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3]\u3002\u4e5f\u5c31\u662f\u9996\u5c3e\u76f8\u63a5\u3002<\/p>\n<p>\u5411\u91cf\u6570\u4e58&#xff1a;\u4e00\u4e2a\u6570\u5b57\u4e58\u4ee5\u4e00\u4e2a\u5411\u91cf&#xff0c;\u5c31\u662f\u628a\u5411\u91cf\u91cc\u6bcf\u4e2a\u6570\u5b57\u90fd\u4e58\u4ee5\u5b83\u30022 \u4e58 [1, 2] &#061; [2, 4]\u3002\u51e0\u4f55\u4e0a&#xff0c;\u8fd9\u76f8\u5f53\u4e8e\u628a\u7bad\u5934\u62c9\u957f\u6216\u7f29\u77ed&#xff08;\u6570\u5b57\u5927\u4e8e1\u62c9\u957f\u30010\u52301\u4e4b\u95f4\u7f29\u77ed\u3001\u8d1f\u6570\u5219\u53cd\u5411&#xff09;\u3002\u65b9\u5411\u4e0d\u53d8&#xff08;\u6216\u6070\u597d\u76f8\u53cd&#xff09;&#xff0c;\u53ea\u6539\u53d8\u957f\u77ed\u3002<\/p>\n<p>\u8fd9\u4e24\u4e2a\u8fd0\u7b97\u770b\u7740\u7b80\u5355&#xff0c;\u5374\u662f\u4e00\u5207\u7684\u57fa\u7840\u3002 \u795e\u7ecf\u7f51\u7edc\u91cc\u6210\u5343\u4e0a\u4e07\u6b21\u7684\u8ba1\u7b97&#xff0c;\u62c6\u5230\u6700\u5e95\u5c42&#xff0c;\u5927\u91cf\u5c31\u662f\u8fd9\u79cd\u52a0\u6cd5\u548c\u6570\u4e58\u7684\u7ec4\u5408\u3002\u7406\u89e3\u4e86\u5b83\u4eec\u7684\u51e0\u4f55\u610f\u4e49&#xff0c;\u4f60\u5c31\u7406\u89e3\u4e86\u5411\u91cf\u8fd0\u7b97\u5728&#034;\u7a7a\u95f4\u91cc&#034;\u5230\u5e95\u53d1\u751f\u4e86\u4ec0\u4e48&#xff0c;\u662f\u5728\u79fb\u52a8\u3001\u62c9\u4f38\u3001\u7ec4\u5408\u8fd9\u4e9b\u7bad\u5934\u3002<\/p>\n<h3>\u9ad8\u7ef4\u7a7a\u95f4&#xff1a;\u51e0\u767e\u7ef4\u7684\u5411\u91cf\u600e\u4e48\u60f3\u8c61<\/h3>\n<p>\u5230\u8fd9\u4f60\u53ef\u80fd\u6709\u4e2a\u7591\u95ee&#xff1a;\u4e8c\u7ef4\u4e09\u7ef4\u8fd8\u80fd\u753b\u51fa\u6765&#xff0c;AI\u91cc\u52a8\u8f84\u51e0\u767e\u4e0a\u5343\u7ef4\u7684\u5411\u91cf&#xff0c;\u8111\u5b50\u6839\u672c\u60f3\u8c61\u4e0d\u51fa\u6765&#xff0c;\u600e\u4e48\u529e&#xff1f;<\/p>\n<p>\u7b54\u6848\u662f&#xff0c;\u4f60\u4e0d\u9700\u8981\u771f\u7684\u5728\u8111\u5b50\u91cc\u753b\u51fa\u51e0\u767e\u7ef4\u7684\u56fe\u5f62&#xff0c;\u53ea\u9700\u8981\u628a\u4f4e\u7ef4\u7684\u76f4\u89c9\u5e73\u79fb\u8fc7\u53bb\u3002 \u6570\u5b66\u6709\u4e2a\u5f88\u5999\u7684\u5730\u65b9&#xff0c;\u4e8c\u7ef4\u4e09\u7ef4\u91cc\u6210\u7acb\u7684\u9053\u7406&#xff0c;\u5728\u51e0\u767e\u7ef4\u91cc\u51e0\u4e4e\u539f\u6837\u6210\u7acb&#xff0c;\u53ea\u662f\u753b\u4e0d\u51fa\u6765\u800c\u5df2\u3002\u4e24\u4e2a\u70b9\u4e4b\u95f4\u6709\u8ddd\u79bb&#xff0c;\u4e8c\u7ef4\u91cc\u662f\u52fe\u80a1\u5b9a\u7406&#xff0c;\u51e0\u767e\u7ef4\u91cc\u8fd8\u662f\u540c\u6837\u7684\u516c\u5f0f&#xff0c;\u628a\u5404\u7ef4\u5ea6\u5dee\u7684\u5e73\u65b9\u52a0\u8d77\u6765\u518d\u5f00\u65b9\u3002\u5411\u91cf\u6709\u65b9\u5411\u3001\u6709\u957f\u77ed\u3001\u80fd\u76f8\u52a0\u3001\u80fd\u7f29\u653e&#xff0c;\u8fd9\u4e9b\u5728\u9ad8\u7ef4\u91cc\u5168\u90fd\u6210\u7acb\u3002<\/p>\n<p>\u6253\u4e2a\u6bd4\u65b9&#xff1a;\u8fd9\u5c31\u50cf\u4f60\u6ca1\u53bb\u8fc7\u67d0\u4e2a\u51e0\u767e\u5c42\u7684\u6469\u5929\u5927\u697c&#xff0c;\u4f46\u4f60\u5b8c\u5168\u80fd\u7406\u89e3&#034;\u7b2c300\u5c42\u6bd4\u7b2c200\u5c42\u9ad8100\u5c42&#034;&#xff0c;\u56e0\u4e3a\u697c\u5c42\u8fd9\u4e2a\u6982\u5ff5\u4f60\u5728\u4f4e\u697c\u5c42\u5c31\u61c2\u4e86&#xff0c;\u5f80\u4e0a\u63a8\u800c\u5df2\u3002\u9ad8\u7ef4\u5411\u91cf\u4e5f\u4e00\u6837&#xff0c;\u7ef4\u5ea6\u53ea\u662f\u591a\u4e86\u51e0\u4e2a&#034;\u65b9\u5411&#034;&#xff0c;\u6bcf\u4e2a\u65b9\u5411\u7684\u9053\u7406\u548c\u4f60\u719f\u6089\u7684\u4e8c\u7ef4\u4e09\u7ef4\u6ca1\u533a\u522b\u3002<\/p>\n<p>\u6240\u4ee5\u540e\u9762\u9047\u5230&#034;512\u7ef4\u7684\u8bcd\u5411\u91cf&#034;\u201c\u51e0\u5343\u7ef4\u7684\u7279\u5f81\u201d&#xff0c;\u522b\u614c\u3002\u4f60\u5c31\u60f3\u8c61\u6210\u4e00\u4e2a\u7a7a\u95f4\u91cc\u7684\u7bad\u5934&#xff0c;\u53ea\u4e0d\u8fc7\u8fd9\u4e2a\u7a7a\u95f4\u7684\u65b9\u5411\u7279\u522b\u591a\u3002\u771f\u6b63\u505a\u8fd0\u7b97\u65f6\u4ea4\u7ed9NumPy&#xff0c;\u5b83\u4e0d\u5728\u4e4e\u662f3\u7ef4\u8fd8\u662f3000\u7ef4&#xff0c;\u4e00\u89c6\u540c\u4ec1\u5730\u7b97\u3002\u4f60\u8d1f\u8d23\u7406\u89e3\u76f4\u89c9&#xff0c;\u8ba1\u7b97\u673a\u8d1f\u8d23\u57cb\u5934\u8ba1\u7b97&#xff0c;\u8fd9\u5c31\u662f\u6211\u4eec\u548c\u7ebf\u4ee3\u6253\u4ea4\u9053\u7684\u65b9\u5f0f\u3002<\/p>\n<h3>\u8f93\u5165\u548c\u8f93\u51fa\u957f\u4ec0\u4e48\u6837<\/h3>\n<ul>\n<li>\u8f93\u5165&#xff1a;\u4e00\u7ec4\u6570&#xff08;\u624b\u52a8\u7ed9\u5b9a&#xff0c;\u6216\u4ece\u6570\u636e\u91cc\u6765&#xff0c;\u6bd4\u5982\u7528\u6237\u7279\u5f81\u3001\u8bcd\u5411\u91cf&#xff09;\u3002<\/li>\n<li>\u8f93\u51fa&#xff1a;\u5411\u91cf\u8fd0\u7b97\u7684\u7ed3\u679c&#xff0c;\u8fd8\u662f\u5411\u91cf&#xff08;\u52a0\u6cd5\u6570\u4e58\u7684\u7ed3\u679c&#xff09;\u6216\u4e00\u4e2a\u6570&#xff08;\u540e\u9762\u70b9\u79ef\u4f1a\u8bb2&#xff09;\u3002<\/li>\n<li>\u5728NumPy\u91cc&#xff0c;\u5411\u91cf\u5c31\u662f\u4e00\u7ef4\u6570\u7ec4&#xff0c;\u8fd0\u7b97\u53c8\u5feb\u53c8\u7b80\u6d01\u3002<\/li>\n<\/ul>\n<h3>\u4e0a\u4ee3\u7801&#xff1a;\u4eb2\u624b\u73a9\u4e00\u73a9\u5411\u91cf<\/h3>\n<p>\u7528NumPy\u521b\u5efa\u548c\u8fd0\u7b97\u5411\u91cf\u3002\u8f93\u5165&#xff1a;\u51e0\u4e2a\u5411\u91cf\u3002\u8f93\u51fa&#xff1a;\u8fd0\u7b97\u7ed3\u679c\u3002<\/p>\n<p><span class=\"token comment\"># \u4f9d\u8d56&#xff1a;pip install numpy<\/span><br \/>\n<span class=\"token keyword\">import<\/span> numpy <span class=\"token keyword\">as<\/span> np<\/p>\n<p><span class=\"token comment\"># \u521b\u5efa\u5411\u91cf:\u5c31\u662f\u4e00\u4e2a\u4e00\u7ef4\u6570\u7ec4<\/span><br \/>\nuser <span class=\"token operator\">&#061;<\/span> np<span class=\"token punctuation\">.<\/span>array<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">[<\/span><span class=\"token number\">25<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">5000<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">30<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span>       <span class=\"token comment\"># \u4e00\u4e2a\u7528\u6237 [\u5e74\u9f84, \u6708\u6d88\u8d39, \u767b\u5f55\u5929\u6570]<\/span><br \/>\n<span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u4e00\u4e2a\u7528\u6237\u5411\u91cf:&#034;<\/span><span class=\"token punctuation\">,<\/span> user<span class=\"token punctuation\">)<\/span><br \/>\n<span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u8fd9\u4e2a\u5411\u91cf\u662f\u51e0\u7ef4\u7684:&#034;<\/span><span class=\"token punctuation\">,<\/span> user<span class=\"token punctuation\">.<\/span>shape<span class=\"token punctuation\">[<\/span><span class=\"token number\">0<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;\u7ef4&#034;<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p><span class=\"token comment\"># \u5411\u91cf\u52a0\u6cd5:\u5bf9\u5e94\u4f4d\u7f6e\u76f8\u52a0(\u51e0\u4f55\u4e0a\u662f\u9996\u5c3e\u76f8\u63a5)<\/span><br \/>\na <span class=\"token operator\">&#061;<\/span> np<span class=\"token punctuation\">.<\/span>array<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">[<\/span><span class=\"token number\">1<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">2<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span><br \/>\nb <span class=\"token operator\">&#061;<\/span> np<span class=\"token punctuation\">.<\/span>array<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">[<\/span><span class=\"token number\">3<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">1<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span><br \/>\n<span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\\\\n\u5411\u91cf\u52a0\u6cd5 a&#043;b:&#034;<\/span><span class=\"token punctuation\">,<\/span> a <span class=\"token operator\">&#043;<\/span> b<span class=\"token punctuation\">)<\/span>         <span class=\"token comment\"># [4 3]<\/span><\/p>\n<p><span class=\"token comment\"># \u5411\u91cf\u6570\u4e58:\u6bcf\u4e2a\u6570\u90fd\u4e58(\u51e0\u4f55\u4e0a\u662f\u62c9\u4f38\/\u7f29\u77ed)<\/span><br \/>\n<span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u6570\u4e58 2*a:&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">2<\/span> <span class=\"token operator\">*<\/span> a<span class=\"token punctuation\">)<\/span>               <span class=\"token comment\"># [2 4]<\/span><br \/>\n<span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u6570\u4e58 0.5*a:&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">0.5<\/span> <span class=\"token operator\">*<\/span> a<span class=\"token punctuation\">)<\/span>           <span class=\"token comment\"># [0.5 1.]<\/span><\/p>\n<p><span class=\"token comment\"># \u8bcd\u5411\u91cf\u7684\u7ecf\u5178\u4f8b\u5b50:\u56fd\u738b &#8211; \u7537\u4eba &#043; \u5973\u4eba \u7ea6\u7b49\u4e8e \u5973\u738b<\/span><br \/>\n<span class=\"token comment\"># \u8fd9\u91cc\u7528\u5047\u6570\u636e\u6f14\u793a\u601d\u60f3(\u771f\u5b9e\u8bcd\u5411\u91cf\u662f\u8bad\u7ec3\u51fa\u6765\u7684\u51e0\u767e\u7ef4)<\/span><br \/>\nking  <span class=\"token operator\">&#061;<\/span> np<span class=\"token punctuation\">.<\/span>array<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">[<\/span><span class=\"token number\">0.9<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">0.7<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">0.1<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span><br \/>\nman   <span class=\"token operator\">&#061;<\/span> np<span class=\"token punctuation\">.<\/span>array<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">[<\/span><span class=\"token number\">0.8<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">0.2<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">0.1<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span><br \/>\nwoman <span class=\"token operator\">&#061;<\/span> np<span class=\"token punctuation\">.<\/span>array<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">[<\/span><span class=\"token number\">0.3<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">0.2<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">0.9<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span><br \/>\nresult <span class=\"token operator\">&#061;<\/span> king <span class=\"token operator\">&#8211;<\/span> man <span class=\"token operator\">&#043;<\/span> woman<br \/>\n<span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\\\\n\u56fd\u738b-\u7537\u4eba&#043;\u5973\u4eba &#061;&#034;<\/span><span class=\"token punctuation\">,<\/span> np<span class=\"token punctuation\">.<\/span><span class=\"token builtin\">round<\/span><span class=\"token punctuation\">(<\/span>result<span class=\"token punctuation\">,<\/span> <span class=\"token number\">2<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><br \/>\nqueen <span class=\"token operator\">&#061;<\/span> np<span class=\"token punctuation\">.<\/span>array<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">[<\/span><span class=\"token number\">0.4<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">0.7<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">0.9<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span><br \/>\n<span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u771f\u5b9e\u7684\u5973\u738b\u5411\u91cf  &#061;&#034;<\/span><span class=\"token punctuation\">,<\/span> queen<span class=\"token punctuation\">)<\/span><br \/>\n<span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u4e24\u8005\u5f88\u63a5\u8fd1,\u8bf4\u660e\u8bed\u4e49\u5173\u7cfb\u88ab\u7f16\u7801\u8fdb\u4e86\u5411\u91cf\u8fd0\u7b97&#034;<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>\u8fd0\u884c\u8f93\u51fa&#xff08;\u793a\u4f8b&#xff09;&#xff1a;<\/p>\n<p>\u4e00\u4e2a\u7528\u6237\u5411\u91cf: [  25 5000   30]<br \/>\n\u8fd9\u4e2a\u5411\u91cf\u662f\u51e0\u7ef4\u7684: 3 \u7ef4<\/p>\n<p>\u5411\u91cf\u52a0\u6cd5 a&#043;b: [4 3]<br \/>\n\u6570\u4e58 2*a: [2 4]<br \/>\n\u6570\u4e58 0.5*a: [0.5 1. ]<\/p>\n<p>\u56fd\u738b-\u7537\u4eba&#043;\u5973\u4eba &#061; [0.4 0.7 0.9]<br \/>\n\u771f\u5b9e\u7684\u5973\u738b\u5411\u91cf  &#061; [0.4 0.7 0.9]<br \/>\n\u4e24\u8005\u5f88\u63a5\u8fd1,\u8bf4\u660e\u8bed\u4e49\u5173\u7cfb\u88ab\u7f16\u7801\u8fdb\u4e86\u5411\u91cf\u8fd0\u7b97<\/p>\n<p>\u8fd0\u884c\u4f60\u4f1a\u770b\u5230&#xff1a;\u4e00\u4e2a\u7528\u6237\u5c31\u662f\u4e00\u4e2a\u4e09\u7ef4\u5411\u91cf&#xff1b;\u52a0\u6cd5\u6570\u4e58\u90fd\u662f\u5bf9\u5e94\u5143\u7d20\u64cd\u4f5c&#xff1b;\u800c\u90a3\u4e2a&#034;\u56fd\u738b\u51cf\u7537\u4eba\u52a0\u5973\u4eba\u7ea6\u7b49\u4e8e\u5973\u738b&#034;\u7684\u4f8b\u5b50&#xff0c;\u76f4\u89c2\u5c55\u793a\u4e86\u4e07\u7269\u7686\u5411\u91cf\u4e4b\u540e&#xff0c;\u8bed\u4e49\u5173\u7cfb\u600e\u4e48\u53d8\u6210\u4e86\u5411\u91cf\u8fd0\u7b97\u3002\u6ce8\u610fNumPy\u91cc\u5411\u91cf\u8fd0\u7b97\u4e0d\u7528\u5199\u5faa\u73af&#xff0c;\u4e00\u884c\u5c31\u5bf9\u6574\u4e2a\u5411\u91cf\u6279\u91cf\u64cd\u4f5c&#xff0c;\u8fd9\u65e2\u7b80\u6d01\u53c8\u5feb&#xff0c;\u662f\u5b83\u6210\u4e3aAI\u8ba1\u7b97\u57fa\u7840\u7684\u539f\u56e0\u3002<\/p>\n<h3>\u5728AI\u91cc\u600e\u4e48\u7528<\/h3>\n<p>\u5411\u91cf\u8868\u793a\u662fAI\u7684\u5730\u57fa&#xff0c;\u51e0\u4e4e\u65e0\u5904\u4e0d\u7528&#xff0c;\u8fd9\u91cc\u70b9\u51e0\u4e2a\u4f60\u719f\u6089\u7684&#xff1a;<\/p>\n<ul>\n<li>\u8bcd\u5d4c\u5165&#xff08;Embedding&#xff09;&#xff1a;\u628a\u6bcf\u4e2a\u8bcd\u8868\u793a\u6210\u4e00\u4e2a\u7a20\u5bc6\u5411\u91cf&#xff0c;\u610f\u601d\u76f8\u8fd1\u7684\u8bcd\u5411\u91cf\u4e5f\u76f8\u8fd1\u3002\u8fd9\u662f\u6240\u6709NLP\u548c\u5927\u6a21\u578b\u7684\u57fa\u7840&#xff0c;\u7b2c12\u7bc7\u4f1a\u4e13\u95e8\u6df1\u5165\u8bb2\u3002<\/li>\n<li>\u63a8\u8350\u7cfb\u7edf&#xff1a;\u628a\u7528\u6237\u548c\u5546\u54c1\u90fd\u8868\u793a\u6210\u5411\u91cf&#xff0c;\u7b97\u8ddd\u79bb\u627e\u6700\u5339\u914d\u7684&#xff08;\u547c\u5e94\u300a\u8001\u8ba1\u5e26\u4f60\u61c2AI\u7b97\u6cd5\u300b\u7684\u534f\u540c\u8fc7\u6ee4\u7bc7&#xff09;\u3002<\/li>\n<li>\u56fe\u50cf\u548c\u4eba\u8138\u8bc6\u522b&#xff1a;\u628a\u56fe\u7247\u53d8\u6210\u5411\u91cf&#xff08;\u7279\u5f81\u5411\u91cf&#xff09;&#xff0c;\u6bd4\u8f83\u5411\u91cf\u7684\u76f8\u4f3c\u5ea6\u6765\u8bc6\u522b\u3002<\/li>\n<li>\u5411\u91cf\u6570\u636e\u5e93\u4e0e\u68c0\u7d22&#xff1a;\u73b0\u5728\u5927\u706b\u7684RAG\u3001\u8bed\u4e49\u641c\u7d22&#xff0c;\u6838\u5fc3\u5c31\u662f\u628a\u6587\u6863\u53d8\u6210\u5411\u91cf\u5b58\u8d77\u6765&#xff0c;\u67e5\u8be2\u65f6\u627e\u6700\u8fd1\u7684\u5411\u91cf\u3002<\/li>\n<\/ul>\n<p>\u4e00\u53e5\u8bdd&#xff0c;\u4f60\u5728AI\u91cc\u542c\u5230\u7684embedding\u3001\u7279\u5f81\u3001\u8868\u793a&#xff08;representation&#xff09;&#xff0c;\u8bf4\u7684\u57fa\u672c\u90fd\u662f\u5411\u91cf\u3002 \u5efa\u7acb\u8d77&#034;\u4e07\u7269\u7686\u5411\u91cf&#034;\u8fd9\u4e2a\u76f4\u89c9&#xff0c;\u540e\u9762\u5f88\u591a\u6982\u5ff5\u4f1a\u8c41\u7136\u5f00\u6717\u3002<\/p>\n<h3>\u5e38\u89c1\u8bef\u533a<\/h3>\n<ul>\n<li>\u522b\u628a\u7ef4\u5ea6\u60f3\u8c61\u6210\u7269\u7406\u7a7a\u95f4\u7684\u4e09\u7ef4\u3002AI\u91cc\u7684\u5411\u91cf\u52a8\u8f84\u51e0\u767e\u4e0a\u5343\u7ef4&#xff0c;\u6ca1\u6cd5\u753b\u51fa\u6765&#xff0c;\u4f46\u6240\u6709\u6570\u5b66\u548c\u76f4\u89c9\u7167\u6837\u6210\u7acb&#xff0c;\u522b\u88ab&#034;\u51e0\u767e\u7ef4&#034;\u5413\u4f4f&#xff0c;\u5b83\u5c31\u662f&#034;\u4e00\u7ec4\u51e0\u767e\u4e2a\u6570&#034;\u800c\u5df2\u3002<\/li>\n<li>\u5411\u91cf\u7684\u987a\u5e8f\u4e0d\u80fd\u4e71\u3002\u6bcf\u4e2a\u4f4d\u7f6e\u4ee3\u8868\u4e00\u4e2a\u56fa\u5b9a\u7684\u7279\u5f81&#xff0c;\u6253\u4e71\u987a\u5e8f\u5c31\u7834\u574f\u4e86\u542b\u4e49\u3002<\/li>\n<li>\u5411\u91cf\u4e0d\u53ea\u662f\u4e00\u5217\u6570&#xff0c;\u5b83\u5e26\u7740\u51e0\u4f55\u542b\u4e49\u3002\u591a\u60f3\u60f3\u5b83\u5728\u7a7a\u95f4\u91cc\u662f\u4e2a\u7bad\u5934\u3001\u6709\u65b9\u5411\u6709\u957f\u77ed&#xff0c;\u7406\u89e3\u4f1a\u6df1\u5f88\u591a\u3002<\/li>\n<\/ul>\n<h3>\u5c0f\u7ed3\u4e0e\u627f\u4e0a\u542f\u4e0b<\/h3>\n<ul>\n<li>\u5411\u91cf\u662f\u4ec0\u4e48&#xff1a;\u4e00\u7ec4\u6709\u5e8f\u7684\u6570&#xff0c;\u4e5f\u662f\u7a7a\u95f4\u91cc\u7684\u4e00\u4e2a\u7bad\u5934&#xff08;\u70b9&#xff09;&#xff0c;\u4e24\u79cd\u76f4\u89c9\u90fd\u8981\u6709\u3002<\/li>\n<li>\u4e07\u7269\u7686\u5411\u91cf&#xff1a;\u7528\u6237\u3001\u8bcd\u3001\u56fe\u50cf\u90fd\u53d8\u6210\u5411\u91cf&#xff0c;\u662f\u73b0\u4ee3AI\u6700\u6838\u5fc3\u7684\u5e95\u5c42\u5957\u8def&#xff0c;\u8bed\u4e49\u5173\u7cfb\u80fd\u53d8\u6210\u5411\u91cf\u8fd0\u7b97\u3002<\/li>\n<li>\u4e24\u4e2a\u57fa\u672c\u8fd0\u7b97&#xff1a;\u52a0\u6cd5&#xff08;\u9996\u5c3e\u76f8\u63a5&#xff09;\u3001\u6570\u4e58&#xff08;\u62c9\u4f38\u7f29\u77ed&#xff09;&#xff0c;\u662f\u4e00\u5207\u590d\u6742\u8ba1\u7b97\u7684\u57fa\u7840&#xff0c;\u9ad8\u7ef4\u91cc\u540c\u6837\u6210\u7acb\u3002<\/li>\n<li>AI\u5e94\u7528&#xff1a;\u8bcd\u5d4c\u5165\u3001\u63a8\u8350\u3001\u56fe\u50cf\u8bc6\u522b\u3001\u5411\u91cf\u68c0\u7d22&#xff0c;\u5e95\u5c42\u90fd\u662f\u5411\u91cf\u3002<\/li>\n<\/ul>\n<p>\u73b0\u5728\u6211\u4eec\u6709\u4e86\u5411\u91cf\u8fd9\u5757\u7816&#xff0c;\u53ef\u600e\u4e48\u8861\u91cf\u4e24\u4e2a\u5411\u91cf\u50cf\u4e0d\u50cf\u3001\u4e00\u4e2a\u5411\u91cf\u6709\u591a\u5927&#xff1f;\u8fd9\u5728AI\u91cc\u5929\u5929\u8981\u7528&#xff0c;\u6bd4\u5982\u5224\u65ad\u4e24\u4e2a\u8bcd\u610f\u601d\u8fd1\u4e0d\u8fd1\u3001\u7ed9\u7528\u6237\u627e\u6700\u50cf\u7684\u5546\u54c1\u3002\u4e0b\u4e00\u7bc7\u8bb2\u5411\u91cf\u7684\u70b9\u79ef\u3001\u8303\u6570\u4e0e\u76f8\u4f3c\u5ea6&#xff0c;\u770bAI\u600e\u4e48\u7ed9&#034;\u50cf\u4e0d\u50cf&#034;\u548c&#034;\u6709\u591a\u5927&#034;\u7b97\u51fa\u4e00\u4e2a\u6570\u6765\u3002<\/p>\n<p>\u6211\u4eec\u4e0b\u4e00\u7bc7\u89c1\u3002<\/p>\n<h3>\u5ef6\u4f38\u9605\u8bfb<\/h3>\n<ul>\n<li>3Blue1Brown\u300a\u7ebf\u6027\u4ee3\u6570\u7684\u672c\u8d28\u300b\u7b2c\u4e00\u7ae0&#xff1a;\u5411\u91cf\u7a76\u7adf\u662f\u4ec0\u4e48&#xff1a;https:\/\/www.3blue1brown.com\/topics\/linear-algebra<\/li>\n<li>NumPy \u5b98\u65b9\u6587\u6863&#xff1a;\u6570\u7ec4\u521b\u5efa\u4e0e\u8fd0\u7b97&#xff1a;https:\/\/numpy.org\/doc\/stable\/user\/basics.creation.html<\/li>\n<li>\u8bcd\u5d4c\u5165\u7ecf\u5178\u4e4b\u4f5cword2vec\u53ef\u6309\u5173\u952e\u8bcdword2vec Mikolov\u68c0\u7d22\u4e86\u89e3&#034;\u56fd\u738b-\u7537\u4eba&#043;\u5973\u4eba&#061;\u5973\u738b&#034;\u7684\u6765\u6e90<\/li>\n<\/ul>\n<p>&#xff08;\u8bf4\u660e&#xff1a;\u4ee5\u4e0a\u4e3a\u5b98\u65b9\u4e0e\u7ecf\u5178\u516c\u5f00\u8d44\u6599\u5730\u5740&#xff0c;\u53ef\u80fd\u968f\u7248\u672c\u8c03\u6574&#xff0c;\u5982\u6253\u4e0d\u5f00\u53ef\u7528\u6807\u9898\u641c\u7d22\u3002&#xff09;<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u3010\u8001\u8ba1\u5e26\u4f60\u61c2\u7ebf\u6027\u4ee3\u6570\u301102&#xff1a;\u5411\u91cf&#xff0c;AI\u773c\u91cc\u7684\u4e07\u7269\u8868\u793a\u5f00\u5934&#xff1a;AI\u662f\u600e\u4e48\\&#8221;\u770b\\&#8221;\u4e16\u754c\u7684<br \/>\n\u4e0a\u4e00\u7bc7\u6211\u4eec\u8bf4\u4e86&#xff0c;AI\u7684\u4e16\u754c\u662f\u7528\u5411\u91cf\u548c\u77e9\u9635\u642d\u8d77\u6765\u7684\u3002\u8fd9\u4e00\u7bc7\u5c31\u4ece\u6700\u57fa\u672c\u7684\u90a3\u5757\u7816\u5f00\u59cb&#xff0c;\u5411\u91cf\u3002<br \/>\n\u5148\u60f3\u4e00\u4e2a\u95ee\u9898&#xff1a;AI\u600e\u4e48\u7406\u89e3\\&#8221;\u4e00\u4e2a\u7528\u6237\\&#8221;&#xff1f;\u5b83\u4e0d\u8ba4\u8bc6\u5f20\u4e09\u674e\u56db&#xff0c;\u5b83\u53ea\u8ba4\u6570\u5b57\u3002\u6240\u4ee5\u5b83\u4f1a\u628a\u4e00\u4e2a\u7528\u6237\u53d8\u6210\u4e00\u4e32\u6570\u5b57&#xff0c;\u6bd4\u5982 [\u5e74\u9f84, \u6708\u6d88\u8d39, \u767b\u5f55\u5929\u6570, \u6d3b\u8dc3\u5ea6\u2026]\u3002\u540c\u6837&#xff0c;\u4e00\u4e2a\u8bcd\u3001\u4e00\u5f20<\/p>\n","protected":false},"author":2,"featured_media":115789,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[13144,13142,13143,50,1649],"topic":[],"class_list":["post-115792","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-server","tag-ai","tag-13142","tag-13143","tag-50","tag-1649"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v20.3 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\u3010\u8001\u8ba1\u5e26\u4f60\u61c2\u7ebf\u6027\u4ee3\u6570\u301102\uff1a\u5411\u91cf\uff0cAI\u773c\u91cc\u7684\u4e07\u7269\u8868\u793a - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3<\/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:\/\/www.wsisp.com\/helps\/115792.html\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\u3010\u8001\u8ba1\u5e26\u4f60\u61c2\u7ebf\u6027\u4ee3\u6570\u301102\uff1a\u5411\u91cf\uff0cAI\u773c\u91cc\u7684\u4e07\u7269\u8868\u793a - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\" \/>\n<meta property=\"og:description\" content=\"\u3010\u8001\u8ba1\u5e26\u4f60\u61c2\u7ebf\u6027\u4ee3\u6570\u301102&#xff1a;\u5411\u91cf&#xff0c;AI\u773c\u91cc\u7684\u4e07\u7269\u8868\u793a\u5f00\u5934&#xff1a;AI\u662f\u600e\u4e48&quot;\u770b&quot;\u4e16\u754c\u7684 \u4e0a\u4e00\u7bc7\u6211\u4eec\u8bf4\u4e86&#xff0c;AI\u7684\u4e16\u754c\u662f\u7528\u5411\u91cf\u548c\u77e9\u9635\u642d\u8d77\u6765\u7684\u3002\u8fd9\u4e00\u7bc7\u5c31\u4ece\u6700\u57fa\u672c\u7684\u90a3\u5757\u7816\u5f00\u59cb&#xff0c;\u5411\u91cf\u3002 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