{"id":48895,"date":"2025-07-30T14:02:27","date_gmt":"2025-07-30T06:02:27","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/48895.html"},"modified":"2025-07-30T14:02:27","modified_gmt":"2025-07-30T06:02:27","slug":"%e5%a4%a7%e6%a8%a1%e5%9e%8b%e7%9f%a5%e8%af%86%e8%92%b8%e9%a6%8f%ef%bc%88knowledge-distillation%ef%bc%89%e6%98%af%e4%bb%80%e4%b9%88%ef%bc%9f%e4%b8%80%e7%af%87%e6%96%87%e7%ab%a0%e8%ae%b2%e9%80%8f","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/48895.html","title":{"rendered":"\u5927\u6a21\u578b\u77e5\u8bc6\u84b8\u998f\uff08Knowledge Distillation\uff09\u662f\u4ec0\u4e48\uff1f\u4e00\u7bc7\u6587\u7ae0\u8bb2\u900f\u5173\u952e\u6280\u672f"},"content":{"rendered":"<p>\u4f60\u521a\u4e70\u4e86\u6700\u65b0\u7684iPhone&#xff0c;\u5174\u594b\u5730\u60f3\u8981\u5728\u624b\u673a\u4e0a\u8fd0\u884cGPT\u3001Qwen\u3001DeepSeek\u7b49\u4e3b\u6d41\u5927\u6a21\u578b\u3002\u7136\u800c\u73b0\u5b9e\u5374\u7ed9\u4e86\u4f60\u4e00\u8bb0\u91cd\u9524\u2014\u2014\u5373\u4f7f\u662f\u6700\u5f3a\u7684\u624b\u673a\u82af\u7247&#xff0c;\u4e5f\u6839\u672c\u8dd1\u4e0d\u52a8\u90a3\u4e2a\u62e5\u67091750\u4ebf\u53c2\u6570\u7684\u5e9e\u7136\u5927\u7269\u3002<\/p>\n<p>\u80fd\u4e0d\u80fd\u8ba9\u5c0f\u6a21\u578b\u62e5\u6709\u5927\u6a21\u578b\u7684\u667a\u6167&#xff1f;<\/p>\n<p>\u8fd9\u5c31\u662f\u77e5\u8bc6\u84b8\u998f\u8981\u89e3\u51b3\u7684\u95ee\u9898\u3002\u5c31\u50cf\u6b66\u529f\u4f20\u627f\u4e00\u6837\u2014\u2014\u8ba9\u9ad8\u624b&#xff08;\u5927\u6a21\u578b&#xff09;\u628a\u7ecf\u9a8c\u4f20\u6388\u7ed9\u5f92\u5f1f&#xff08;\u5c0f\u6a21\u578b&#xff09;\u3002<\/p>\n<p>\u8fd9\u7bc7\u6587\u7ae0\u4f1a\u544a\u8bc9\u4f60&#xff1a;<\/p>\n<ul>\n<li>\u4e3a\u4ec0\u4e48\u5927\u6a21\u578b\u7684&#034;\u8c26\u865a&#034;\u6bd4&#034;\u81ea\u4fe1&#034;\u66f4\u6709\u4ef7\u503c&#xff1f;<\/li>\n<li>\u5c0f\u6a21\u578b\u5982\u4f55\u5b66\u4e60\u5927\u6a21\u578b\u7684\u601d\u8003\u8fc7\u7a0b&#xff1f;<\/li>\n<\/ul>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/07\/20250730060217-6889b56975ef6.png\" alt=\"img\" \/><\/p>\n<h3>\u4e00\u3001\u6a21\u578b\u6e29\u5ea6&#xff1a;\u8ba9\u6a21\u578b&#034;\u8bf4\u51fa\u771f\u5fc3\u8bdd&#034;<\/h3>\n<p>\u6a21\u578b\u7684\u6e29\u5ea6\u53c2\u6570&#xff08;Temperature&#xff09;\u662f\u4ec0\u4e48&#xff1f;<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/07\/20250730060218-6889b56a585a1.jpg\" alt=\"img\" \/><\/p>\n<p>&#xff08;1&#xff09;\u4ece\u4e00\u4e2a\u7ffb\u8bd1\u4f8b\u5b50\u8bf4\u8d77<br \/>\n\u7814\u7a76\u4eba\u5458\u8bad\u7ec3\u4e86\u4e00\u4e2a\u8d85\u5927\u7684\u7ffb\u8bd1\u6a21\u578b&#xff0c;\u7ffb\u8bd1\u8d28\u91cf\u63a5\u8fd1\u4eba\u7c7b\u4e13\u4e1a\u8bd1\u8005\u3002\u5f53\u4ed6\u4eec\u8981\u628a&#034;\u6211\u5f88\u997f&#034;\u7ffb\u8bd1\u6210\u82f1\u6587\u65f6&#xff0c;\u6a21\u578b\u7ed9\u51fa\u4e86\u6807\u51c6\u7b54\u6848&#xff1a;\u201cI am hungry\u201d\u3002<\/p>\n<p>\u4f46\u662f&#xff0c;\u5f53\u7814\u7a76\u4eba\u5458\u6df1\u5165\u67e5\u770b\u6a21\u578b\u5185\u90e8\u65f6&#xff0c;\u53d1\u73b0\u4e86\u4e00\u4e2a\u6709\u8da3\u7684\u73b0\u8c61\u3002\u6a21\u578b\u7684&#034;\u5185\u5fc3\u72ec\u767d&#034;\u5176\u5b9e\u662f\u8fd9\u6837\u7684&#xff1a;<\/p>\n<p>\u8f93\u5165&#xff1a;&#034;\u6211\u5f88\u997f&#034;\u6a21\u578b\u7684\u601d\u8003\u8fc7\u7a0b&#xff1a;<\/p>\n<ul>\n<li>\u201cI am hungry\u201d (\u6700\u4f73\u7ffb\u8bd1) &#8211; 85%<\/li>\n<li>\u201cI\u2019m hungry\u201d (\u53e3\u8bed\u5316) &#8211; 12%<\/li>\n<li>\u201cI feel hungry\u201d (\u66f4\u6b63\u5f0f) &#8211; 2%<\/li>\n<li>\u201cI am starving\u201d (\u66f4\u5f3a\u70c8) &#8211; 1%<\/li>\n<\/ul>\n<p>\u4f60\u770b&#xff0c;\u8fd9\u4e2a\u5927\u6a21\u578b\u4e0d\u53ea\u662f\u77e5\u9053\u6807\u51c6\u7b54\u6848&#xff0c;\u5b83\u8fd8\u7406\u89e3\u4e86\u8bed\u8a00\u7684\u7ec6\u5fae\u5dee\u522b&#xff1a;\u4ec0\u4e48\u65f6\u5019\u7528\u7f29\u5199&#xff0c;\u4ec0\u4e48\u65f6\u5019\u7528\u6b63\u5f0f\u8868\u8fbe&#xff0c;\u751a\u81f3\u77e5\u9053&#034;\u997f&#034;\u7684\u4e0d\u540c\u7a0b\u5ea6\u3002\u8fd9\u4e9b\u6982\u7387\u5206\u5e03\u5305\u542b\u4e86\u6a21\u578b\u5bf9\u8bed\u8a00\u7684\u6df1\u5c42\u7406\u89e3\u3002<\/p>\n<p>&#xff08;2&#xff09;\u6e29\u5ea6\u53c2\u6570&#xff08;Temperature&#xff09;&#xff0c;\u63a7\u5236\u6a21\u578b&#034;\u8c26\u865a&#034;\u7a0b\u5ea6\u7684\u5f00\u5173<\/p>\n<p>\u5982\u4f55\u8ba9\u6a21\u578b\u628a\u8fd9\u4e9b\u5b9d\u8d35\u7684&#034;\u5185\u5fc3\u60f3\u6cd5&#034;\u8868\u8fbe\u51fa\u6765&#xff1f;\u8fd9\u5c31\u662f\u6e29\u5ea6\u53c2\u6570\u53d1\u6325\u4f5c\u7528\u7684\u5730\u65b9\u3002\u5728\u5b9e\u9645\u64cd\u4f5c\u4e2d&#xff0c;\u6211\u4eec\u7528\u4e00\u4e2a\u53eb&#034;\u6e29\u5ea6&#034;&#xff08;Temperature&#xff09;\u7684\u53c2\u6570\u6765\u63a7\u5236\u6a21\u578b\u8f93\u51fa\u6982\u7387\u5206\u5e03\u7684&#034;\u5e73\u6ed1\u7a0b\u5ea6&#034;\u3002<\/p>\n<ul>\n<li>\n<p>\u4f4e\u6e29\u5ea6&#xff08;T&#061;1&#xff09;&#xff1a;\u6a21\u578b\u5f88&#034;\u81ea\u4fe1&#034;&#xff0c;\u8f93\u51fa&#xff1a;[85%, 15%, 0%, 0%] &#8211; \u53ea\u5173\u6ce8\u6700\u4f18\u7b54\u6848<\/p>\n<\/li>\n<li>\n<p>\u9ad8\u6e29\u5ea6&#xff08;T&#061;5&#xff09;&#xff1a;\u6a21\u578b\u53d8&#034;\u8c26\u865a&#034;&#xff0c;\u8f93\u51fa&#xff1a;[45%, 35%, 15%, 5%] &#8211; \u627f\u8ba4\u5176\u4ed6\u53ef\u80fd\u6027<\/p>\n<\/li>\n<\/ul>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/07\/20250730060218-6889b56ac476a.jpg\" alt=\"img\" \/><\/p>\n<p>&#xff08;3&#xff09;\u4e3a\u4ec0\u4e48&#034;\u8c26\u865a&#034;\u7684\u6a21\u578b\u66f4\u6709\u4ef7\u503c&#xff1f;<\/p>\n<p>\u8fd9\u5c31\u50cf\u95ee\u4e00\u4e2a\u7ffb\u8bd1\u4e13\u5bb6&#xff1a;\u201c\u8fd9\u53e5\u8bdd\u600e\u4e48\u7ffb\u8bd1&#xff1f;\u201d<\/p>\n<p>&#xff08;1&#xff09;\u81ea\u4fe1\u7684\u4e13\u5bb6&#xff08;\u4f4e\u6e29\u5ea6&#xff09;&#xff1a;\u201cI am hungry&#xff01;\u5c31\u8fd9\u6837\u7ffb\u8bd1&#xff01;\u201d<br \/>\n\u2192 \u5b66\u751f\u53ea\u5b66\u5230\u4e86\u7b54\u6848&#xff0c;\u6ca1\u5b66\u5230\u601d\u8003\u8fc7\u7a0b<\/p>\n<p>&#xff08;2&#xff09;\u8c26\u865a\u7684\u4e13\u5bb6&#xff08;\u9ad8\u6e29\u5ea6&#xff09;&#xff1a;\u201c\u4e3b\u8981\u662f\u2019I am hungry\u2019&#xff0c;\u4e0d\u8fc7\u53e3\u8bed\u4e2d\u4e5f\u53ef\u4ee5\u8bf4\u2019I\u2019m hungry\u2019&#xff0c;\u5982\u679c\u60f3\u8868\u8fbe\u66f4\u5f3a\u70c8\u7684\u9965\u997f\u611f\u53ef\u4ee5\u7528\u2019I\u2019m starving\u2019&#xff0c;\u6b63\u5f0f\u573a\u5408\u53ef\u80fd\u66f4\u9002\u5408\u2019I feel hungry\u2019\u2026\u201d<br \/>\n\u2192 \u5b66\u751f\u4e0d\u4ec5\u5b66\u5230\u4e86\u7b54\u6848&#xff0c;\u8fd8\u5b66\u5230\u4e86\u8bed\u8a00\u7684\u5fae\u5999\u5dee\u522b\u548c\u4f7f\u7528\u573a\u666f<\/p>\n<p>\u6e29\u5ea6\u53c2\u6570\u672c\u8d28\u4e0a\u662f\u5728\u63a7\u5236\u6a21\u578b&#034;\u6559\u5b66&#034;\u7684\u65b9\u5f0f\u3002\u9ad8\u6e29\u5ea6\u8ba9\u6a21\u578b\u53d8\u6210\u4e00\u4e2a\u597d\u8001\u5e08&#xff0c;\u4e0d\u4ec5\u7ed9\u51fa\u7b54\u6848&#xff0c;\u8fd8\u89e3\u91ca\u4e3a\u4ec0\u4e48\u8fd9\u6837\u56de\u7b54&#xff0c;\u4ec0\u4e48\u60c5\u51b5\u4e0b\u53ef\u4ee5\u6709\u5176\u4ed6\u9009\u62e9\u3002<\/p>\n<p>\u8fd9\u79cd&#034;\u8c26\u865a&#034;\u7684\u6982\u7387\u5206\u5e03\u5305\u542b\u4e86\u6a21\u578b\u7684\u6838\u5fc3\u667a\u6167&#xff0c;\u6b63\u662f\u77e5\u8bc6\u84b8\u998f\u6280\u672f\u60f3\u8981\u4f20\u9012\u7ed9\u5c0f\u6a21\u578b\u7684\u5b9d\u8d35\u77e5\u8bc6\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/07\/20250730060219-6889b56b23ce1.jpg\" alt=\"img\" \/><\/p>\n<h3>\u4e8c\u3001\u77e5\u8bc6\u84b8\u998f&#xff1a;\u8ba9\u5c0f\u6a21\u578b&#034;\u5077\u5e08\u5b66\u827a&#034;<\/h3>\n<p>\u77e5\u8bc6\u84b8\u998f&#xff08;Knowledge Distillation&#xff09;\u5982\u4f55\u8ba9\u5c0f\u6a21\u578b&#034;\u5077\u5e08\u5b66\u827a&#034;&#xff1f;<\/p>\n<p>\u77e5\u8bc6\u84b8\u998f\u7684\u5de7\u5999\u4e4b\u5904\u5728\u4e8e&#xff0c;\u8ba9\u5c0f\u6a21\u578b\u4e0d\u53ea\u5b66\u4e60\u7b54\u6848&#xff0c;\u66f4\u8981\u5b66\u4e60\u5927\u6a21\u578b\u7684&#034;\u601d\u8003\u8fc7\u7a0b&#034;\u3002<\/p>\n<p>\u8fd8\u662f\u521a\u624d\u7684\u4f8b\u5b50\u3002<\/p>\n<p>\u5927\u6a21\u578b&#xff08;\u8001\u5e08&#xff09;&#xff1a;&#034;\u6211\u5f88\u997f&#034;\u5e94\u8be5\u7ffb\u8bd1\u6210&#xff1a;<\/p>\n<ul>\n<li>\u201cI am hungry\u201d &#8211; 85%<\/li>\n<li>\u201cI\u2019m hungry\u201d &#8211; 12%<\/li>\n<li>\u201cI feel hungry\u201d &#8211; 2%<\/li>\n<li>\u201cI am starving\u201d &#8211; 1%<\/li>\n<\/ul>\n<p>\u5c0f\u6a21\u578b&#xff08;\u5b66\u751f&#xff09;&#xff1a;\u6211\u4e0d\u53ea\u8981\u5b66\u4f1a\u8f93\u51fa&#034;I am hungry&#034;&#xff0c;\u8fd8\u8981\u7406\u89e3\u4e3a\u4ec0\u4e48\u5176\u4ed6\u7ffb\u8bd1\u4e5f\u6709\u4e00\u5b9a\u53ef\u80fd\u6027&#xff0c;\u4ee5\u53ca\u5b83\u4eec\u4e4b\u95f4\u7684\u5fae\u5999\u533a\u522b\u3002<\/p>\n<p>\u8fd9\u6837\u8bad\u7ec3\u51fa\u6765\u7684\u5c0f\u6a21\u578b&#xff0c;\u5c31\u80fd\u5728\u9047\u5230&#034;\u6211\u997f\u6b7b\u4e86&#034;\u65f6&#xff0c;\u77e5\u9053\u5e94\u8be5\u9009\u62e9\u66f4\u5f3a\u70c8\u7684\u8868\u8fbe&#034;I\u2019m starving&#034;\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/07\/20250730060219-6889b56b9e5cd.jpg\" alt=\"img\" \/><\/p>\n<p>\u77e5\u8bc6\u84b8\u998f&#xff08;Knowledge Distillation&#xff09;\u7684\u8bad\u7ec3\u8fc7\u7a0b\u662f\u4ec0\u4e48&#xff1f;<\/p>\n<p>\u77e5\u8bc6\u84b8\u998f\u7684\u8bad\u7ec3\u5206\u4e3a\u4e24\u4e2a\u9636\u6bb5&#xff1a;<\/p>\n<p>&#xff08;1&#xff09;\u7b2c\u4e00\u9636\u6bb5&#xff1a;\u8bad\u7ec3\u8001<\/p>\n<p>\u7528\u6d77\u91cf\u6570\u636e\u8bad\u7ec3\u4e00\u4e2a\u5927\u800c\u5f3a\u7684\u7ffb\u8bd1\u6a21\u578b&#xff0c;\u4e0d\u5728\u4e4e\u6a21\u578b\u5927\u5c0f\u548c\u63a8\u7406\u901f\u5ea6&#xff0c;\u53ea\u8ffd\u6c42\u7ffb\u8bd1\u8d28\u91cf\u3002<\/p>\n<p>&#xff08;2&#xff09;\u7b2c\u4e8c\u9636\u6bb5&#xff1a;\u8001\u5e08\u6559\u5b66\u751f<\/p>\n<ul>\n<li>\u7ed9\u8001\u5e08\u548c\u5b66\u751f\u770b\u540c\u4e00\u4e2a\u4e2d\u6587\u53e5\u5b50<\/li>\n<li>\u8001\u5e08\u8f93\u51fa&#034;\u8f6f&#034;\u6982\u7387\u5206\u5e03&#xff08;\u5305\u542b\u591a\u79cd\u7ffb\u8bd1\u53ef\u80fd\u6027&#xff09;<\/li>\n<li>\u5b66\u751f\u4e0d\u53ea\u5b66\u6807\u51c6\u7b54\u6848&#xff0c;\u66f4\u5b66\u8001\u5e08\u7684\u6982\u7387\u5206\u5e03<\/li>\n<li>\u9010\u6e10\u8ba9\u5b66\u751f\u7684\u601d\u8003\u65b9\u5f0f\u63a5\u8fd1\u8001\u5e08<\/li>\n<\/ul>\n<p>\u8fd9\u4e2a\u8fc7\u7a0b\u5c31\u50cf\u4e00\u4e2a\u7ecf\u9a8c\u4e30\u5bcc\u7684\u8bd1\u8005\u5728\u6307\u5bfc\u65b0\u624b&#xff1a;\u4e0d\u53ea\u544a\u8bc9\u4f60\u600e\u4e48\u7ffb\u8bd1&#xff0c;\u8fd8\u544a\u8bc9\u4f60\u4e3a\u4ec0\u4e48\u8fd9\u6837\u7ffb\u8bd1&#xff0c;\u4ec0\u4e48\u60c5\u51b5\u4e0b\u53ef\u4ee5\u6709\u5176\u4ed6\u9009\u62e9\u3002<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/07\/20250730060220-6889b56c4d2f8.png\" alt=\"img\" \/><\/p>\n<h3>\u4e09\u3001\u5982\u4f55\u5b66\u4e60\u5927\u6a21\u578b AI &#xff1f;<\/h3>\n<p>\u7531\u4e8e\u65b0\u5c97\u4f4d\u7684\u751f\u4ea7\u6548\u7387&#xff0c;\u8981\u4f18\u4e8e\u88ab\u53d6\u4ee3\u5c97\u4f4d\u7684\u751f\u4ea7\u6548\u7387&#xff0c;\u6240\u4ee5\u5b9e\u9645\u4e0a\u6574\u4e2a\u793e\u4f1a\u7684\u751f\u4ea7\u6548\u7387\u662f\u63d0\u5347\u7684\u3002<\/p>\n<p>\u4f46\u662f\u5177\u4f53\u5230\u4e2a\u4eba&#xff0c;\u53ea\u80fd\u8bf4\u662f&#xff1a;<\/p>\n<p>\u201c\u6700\u5148\u638c\u63e1AI\u7684\u4eba&#xff0c;\u5c06\u4f1a\u6bd4\u8f83\u665a\u638c\u63e1AI\u7684\u4eba\u6709\u7ade\u4e89\u4f18\u52bf\u201d\u3002<\/p>\n<p>\u8fd9\u53e5\u8bdd&#xff0c;\u653e\u5728\u8ba1\u7b97\u673a\u3001\u4e92\u8054\u7f51\u3001\u79fb\u52a8\u4e92\u8054\u7f51\u7684\u5f00\u5c40\u65f6\u671f&#xff0c;\u90fd\u662f\u4e00\u6837\u7684\u9053\u7406\u3002<\/p>\n<p>\u6211\u5728\u4e00\u7ebf\u4e92\u8054\u7f51\u4f01\u4e1a\u5de5\u4f5c\u5341\u4f59\u5e74\u91cc&#xff0c;\u6307\u5bfc\u8fc7\u4e0d\u5c11\u540c\u884c\u540e\u8f88\u3002\u5e2e\u52a9\u5f88\u591a\u4eba\u5f97\u5230\u4e86\u5b66\u4e60\u548c\u6210\u957f\u3002<\/p>\n<p>\u6211\u610f\u8bc6\u5230\u6709\u5f88\u591a\u7ecf\u9a8c\u548c\u77e5\u8bc6\u503c\u5f97\u5206\u4eab\u7ed9\u5927\u5bb6&#xff0c;\u4e5f\u53ef\u4ee5\u901a\u8fc7\u6211\u4eec\u7684\u80fd\u529b\u548c\u7ecf\u9a8c\u89e3\u7b54\u5927\u5bb6\u5728\u4eba\u5de5\u667a\u80fd\u5b66\u4e60\u4e2d\u7684\u5f88\u591a\u56f0\u60d1&#xff0c;\u6240\u4ee5\u5728\u5de5\u4f5c\u7e41\u5fd9\u7684\u60c5\u51b5\u4e0b\u8fd8\u662f\u575a\u6301\u5404\u79cd\u6574\u7406\u548c\u5206\u4eab\u3002\u4f46\u82e6\u4e8e\u77e5\u8bc6\u4f20\u64ad\u9014\u5f84\u6709\u9650&#xff0c;\u5f88\u591a\u4e92\u8054\u7f51\u884c\u4e1a\u670b\u53cb\u65e0\u6cd5\u83b7\u5f97\u6b63\u786e\u7684\u8d44\u6599\u5f97\u5230\u5b66\u4e60\u63d0\u5347&#xff0c;\u6545\u6b64\u5c06\u5e76\u5c06\u91cd\u8981\u7684AI\u5927\u6a21\u578b\u8d44\u6599\u5305\u62ecAI\u5927\u6a21\u578b\u5165\u95e8\u5b66\u4e60\u601d\u7ef4\u5bfc\u56fe\u3001\u7cbe\u54c1AI\u5927\u6a21\u578b\u5b66\u4e60\u4e66\u7c4d\u624b\u518c\u3001\u89c6\u9891\u6559\u7a0b\u3001\u5b9e\u6218\u5b66\u4e60\u7b49\u5f55\u64ad\u89c6\u9891\u514d\u8d39\u5206\u4eab\u51fa\u6765\u3002<\/p>\n<p>\u8fd9\u4efd\u5b8c\u6574\u7248\u7684\u5927\u6a21\u578b AI \u5b66\u4e60\u8d44\u6599\u5df2\u7ecf\u4e0a\u4f20CSDN&#xff0c;\u670b\u53cb\u4eec\u5982\u679c\u9700\u8981\u53ef\u4ee5\u5fae\u4fe1\u626b\u63cf\u4e0b\u65b9CSDN\u5b98\u65b9\u8ba4\u8bc1\u4e8c\u7ef4\u7801\u514d\u8d39\u9886\u53d6\u3010\u4fdd\u8bc1100%\u514d\u8d39\u3011<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/07\/20250730060221-6889b56d08342.png\" alt=\"https:\/\/img-blog.csdnimg.cn\/img_convert\/05840567e2912bcdcdda7b15cba33d93.jpeg\" \/><\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2025\/07\/20250730060221-6889b56d476f9.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<h3>\u7b2c\u4e00\u9636\u6bb5&#xff08;10\u5929&#xff09;&#xff1a;\u521d\u9636\u5e94\u7528<\/h3>\n<p>\u8be5\u9636\u6bb5\u8ba9\u5927\u5bb6\u5bf9\u5927\u6a21\u578b AI\u6709\u4e00\u4e2a\u6700\u524d\u6cbf\u7684\u8ba4\u8bc6&#xff0c;\u5bf9\u5927\u6a21\u578b AI \u7684\u7406\u89e3\u8d85\u8fc7 95% \u7684\u4eba&#xff0c;\u53ef\u4ee5\u5728\u76f8\u5173\u8ba8\u8bba\u65f6\u53d1\u8868\u9ad8\u7ea7\u3001\u4e0d\u8ddf\u98ce\u3001\u53c8\u63a5\u5730\u6c14\u7684\u89c1\u89e3&#xff0c;\u522b\u4eba\u53ea\u4f1a\u548c AI \u804a\u5929&#xff0c;\u800c\u4f60\u80fd\u8c03\u6559 AI&#xff0c;\u5e76\u80fd\u7528\u4ee3\u7801\u5c06\u5927\u6a21\u578b\u548c\u4e1a\u52a1\u8854\u63a5\u3002<\/p>\n<ul>\n<li>\u5927\u6a21\u578b AI \u80fd\u5e72\u4ec0\u4e48&#xff1f;<\/li>\n<li>\u5927\u6a21\u578b\u662f\u600e\u6837\u83b7\u5f97\u300c\u667a\u80fd\u300d\u7684&#xff1f;<\/li>\n<li>\u7528\u597d AI \u7684\u6838\u5fc3\u5fc3\u6cd5<\/li>\n<li>\u5927\u6a21\u578b\u5e94\u7528\u4e1a\u52a1\u67b6\u6784<\/li>\n<li>\u5927\u6a21\u578b\u5e94\u7528\u6280\u672f\u67b6\u6784<\/li>\n<li>\u4ee3\u7801\u793a\u4f8b&#xff1a;\u5411 GPT-3.5 \u704c\u5165\u65b0\u77e5\u8bc6<\/li>\n<li>\u63d0\u793a\u5de5\u7a0b\u7684\u610f\u4e49\u548c\u6838\u5fc3\u601d\u60f3<\/li>\n<li>Prompt \u5178\u578b\u6784\u6210<\/li>\n<li>\u6307\u4ee4\u8c03\u4f18\u65b9\u6cd5\u8bba<\/li>\n<li>\u601d\u7ef4\u94fe\u548c\u601d\u7ef4\u6811<\/li>\n<li>Prompt \u653b\u51fb\u548c\u9632\u8303<\/li>\n<li>\u2026<\/li>\n<\/ul>\n<h3>\u7b2c\u4e8c\u9636\u6bb5&#xff08;30\u5929&#xff09;&#xff1a;\u9ad8\u9636\u5e94\u7528<\/h3>\n<p>\u8be5\u9636\u6bb5\u6211\u4eec\u6b63\u5f0f\u8fdb\u5165\u5927\u6a21\u578b AI \u8fdb\u9636\u5b9e\u6218\u5b66\u4e60&#xff0c;\u5b66\u4f1a\u6784\u9020\u79c1\u6709\u77e5\u8bc6\u5e93&#xff0c;\u6269\u5c55 AI \u7684\u80fd\u529b\u3002\u5feb\u901f\u5f00\u53d1\u4e00\u4e2a\u5b8c\u6574\u7684\u57fa\u4e8e agent \u5bf9\u8bdd\u673a\u5668\u4eba\u3002\u638c\u63e1\u529f\u80fd\u6700\u5f3a\u7684\u5927\u6a21\u578b\u5f00\u53d1\u6846\u67b6&#xff0c;\u6293\u4f4f\u6700\u65b0\u7684\u6280\u672f\u8fdb\u5c55&#xff0c;\u9002\u5408 Python \u548c JavaScript \u7a0b\u5e8f\u5458\u3002<\/p>\n<ul>\n<li>\u4e3a\u4ec0\u4e48\u8981\u505a RAG<\/li>\n<li>\u642d\u5efa\u4e00\u4e2a\u7b80\u5355\u7684 ChatPDF<\/li>\n<li>\u68c0\u7d22\u7684\u57fa\u7840\u6982\u5ff5<\/li>\n<li>\u4ec0\u4e48\u662f\u5411\u91cf\u8868\u793a&#xff08;Embeddings&#xff09;<\/li>\n<li>\u5411\u91cf\u6570\u636e\u5e93\u4e0e\u5411\u91cf\u68c0\u7d22<\/li>\n<li>\u57fa\u4e8e\u5411\u91cf\u68c0\u7d22\u7684 RAG<\/li>\n<li>\u642d\u5efa RAG \u7cfb\u7edf\u7684\u6269\u5c55\u77e5\u8bc6<\/li>\n<li>\u6df7\u5408\u68c0\u7d22\u4e0e RAG-Fusion \u7b80\u4ecb<\/li>\n<li>\u5411\u91cf\u6a21\u578b\u672c\u5730\u90e8\u7f72<\/li>\n<li>\u2026<\/li>\n<\/ul>\n<h3>\u7b2c\u4e09\u9636\u6bb5&#xff08;30\u5929&#xff09;&#xff1a;\u6a21\u578b\u8bad\u7ec3<\/h3>\n<p>\u606d\u559c\u4f60&#xff0c;\u5982\u679c\u5b66\u5230\u8fd9\u91cc&#xff0c;\u4f60\u57fa\u672c\u53ef\u4ee5\u627e\u5230\u4e00\u4efd\u5927\u6a21\u578b AI\u76f8\u5173\u7684\u5de5\u4f5c&#xff0c;\u81ea\u5df1\u4e5f\u80fd\u8bad\u7ec3 GPT \u4e86&#xff01;\u901a\u8fc7\u5fae\u8c03&#xff0c;\u8bad\u7ec3\u81ea\u5df1\u7684\u5782\u76f4\u5927\u6a21\u578b&#xff0c;\u80fd\u72ec\u7acb\u8bad\u7ec3\u5f00\u6e90\u591a\u6a21\u6001\u5927\u6a21\u578b&#xff0c;\u638c\u63e1\u66f4\u591a\u6280\u672f\u65b9\u6848\u3002<\/p>\n<p>\u5230\u6b64\u4e3a\u6b62&#xff0c;\u5927\u69822\u4e2a\u6708\u7684\u65f6\u95f4\u3002\u4f60\u5df2\u7ecf\u6210\u4e3a\u4e86\u4e00\u540d\u201cAI\u5c0f\u5b50\u201d\u3002\u90a3\u4e48\u4f60\u8fd8\u60f3\u5f80\u4e0b\u63a2\u7d22\u5417&#xff1f;<\/p>\n<ul>\n<li>\u4e3a\u4ec0\u4e48\u8981\u505a RAG<\/li>\n<li>\u4ec0\u4e48\u662f\u6a21\u578b<\/li>\n<li>\u4ec0\u4e48\u662f\u6a21\u578b\u8bad\u7ec3<\/li>\n<li>\u6c42\u89e3\u5668 &amp; \u635f\u5931\u51fd\u6570\u7b80\u4ecb<\/li>\n<li>\u5c0f\u5b9e\u9a8c2&#xff1a;\u624b\u5199\u4e00\u4e2a\u7b80\u5355\u7684\u795e\u7ecf\u7f51\u7edc\u5e76\u8bad\u7ec3\u5b83<\/li>\n<li>\u4ec0\u4e48\u662f\u8bad\u7ec3\/\u9884\u8bad\u7ec3\/\u5fae\u8c03\/\u8f7b\u91cf\u5316\u5fae\u8c03<\/li>\n<li>Transformer\u7ed3\u6784\u7b80\u4ecb<\/li>\n<li>\u8f7b\u91cf\u5316\u5fae\u8c03<\/li>\n<li>\u5b9e\u9a8c\u6570\u636e\u96c6\u7684\u6784\u5efa<\/li>\n<li>\u2026<\/li>\n<\/ul>\n<h3>\u7b2c\u56db\u9636\u6bb5&#xff08;20\u5929&#xff09;&#xff1a;\u5546\u4e1a\u95ed\u73af<\/h3>\n<p>\u5bf9\u5168\u7403\u5927\u6a21\u578b\u4ece\u6027\u80fd\u3001\u541e\u5410\u91cf\u3001\u6210\u672c\u7b49\u65b9\u9762\u6709\u4e00\u5b9a\u7684\u8ba4\u77e5&#xff0c;\u53ef\u4ee5\u5728\u4e91\u7aef\u548c\u672c\u5730\u7b49\u591a\u79cd\u73af\u5883\u4e0b\u90e8\u7f72\u5927\u6a21\u578b&#xff0c;\u627e\u5230\u9002\u5408\u81ea\u5df1\u7684\u9879\u76ee\/\u521b\u4e1a\u65b9\u5411&#xff0c;\u505a\u4e00\u540d\u88ab AI \u6b66\u88c5\u7684\u4ea7\u54c1\u7ecf\u7406\u3002<\/p>\n<ul>\n<li>\u786c\u4ef6\u9009\u578b<\/li>\n<li>\u5e26\u4f60\u4e86\u89e3\u5168\u7403\u5927\u6a21\u578b<\/li>\n<li>\u4f7f\u7528\u56fd\u4ea7\u5927\u6a21\u578b\u670d\u52a1<\/li>\n<li>\u642d\u5efa OpenAI \u4ee3\u7406<\/li>\n<li>\u70ed\u8eab&#xff1a;\u57fa\u4e8e\u963f\u91cc\u4e91 PAI \u90e8\u7f72 Stable Diffusion<\/li>\n<li>\u5728\u672c\u5730\u8ba1\u7b97\u673a\u8fd0\u884c\u5927\u6a21\u578b<\/li>\n<li>\u5927\u6a21\u578b\u7684\u79c1\u6709\u5316\u90e8\u7f72<\/li>\n<li>\u57fa\u4e8e vLLM \u90e8\u7f72\u5927\u6a21\u578b<\/li>\n<li>\u6848\u4f8b&#xff1a;\u5982\u4f55\u4f18\u96c5\u5730\u5728\u963f\u91cc\u4e91\u79c1\u6709\u90e8\u7f72\u5f00\u6e90\u5927\u6a21\u578b<\/li>\n<li>\u90e8\u7f72\u4e00\u5957\u5f00\u6e90 LLM 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