{"id":3209,"date":"2026-01-26T20:33:49","date_gmt":"2026-01-26T20:33:49","guid":{"rendered":"https:\/\/umaax.com\/ruhexiepromptzhixingdaimashujufenxihuotubiaoyiwenkandong\/"},"modified":"2026-01-26T20:33:49","modified_gmt":"2026-01-26T20:33:49","slug":"ruhexiepromptzhixingdaimashujufenxihuotubiaoyiwenkandong","status":"publish","type":"post","link":"https:\/\/umaax.com\/en\/ruhexiepromptzhixingdaimashujufenxihuotubiaoyiwenkandong\/","title":{"rendered":"\u5982\u4f55\u5199Prompt\u6267\u884c\u4ee3\u7801\u3001\u6570\u636e\u5206\u6790\u6216\u56fe\u8868\uff1f\u4e00\u6587\u770b\u61c2"},"content":{"rendered":"

\u5f15\u8a00<\/h2>\n

\u968f\u7740\u4eba\u5de5\u667a\u80fd\u6280\u672f\u7684\u4e0d\u65ad\u8fdb\u6b65\uff0c\u8d8a\u6765\u8d8a\u591a\u7684\u4eba\u5e0c\u671b\u501f\u52a9AI\u5de5\u5177\u63d0\u5347\u5de5\u4f5c\u548c\u5b66\u4e60\u7684\u6548\u7387\u3002\u5c24\u5176\u5728\u7f16\u7a0b\u3001\u6570\u636e\u5206\u6790\u548c\u53ef\u89c6\u5316\u9886\u57df\uff0cAI\u7684\u52a9\u529b\u8ba9\u8bb8\u591a\u4ee5\u524d\u590d\u6742\u7684\u4efb\u52a1\u53d8\u5f97\u66f4\u52a0\u7b80\u5355\u3002\u5927\u591a\u6570\u521d\u5b66\u8005\u4e0d\u77e5\u9053\u5982\u4f55\u5bf9AI\u51c6\u786e\u4e0b\u8fbe\u6307\u4ee4\uff0c\u5f97\u5230\u7b26\u5408\u9884\u671f\u7684\u7ed3\u679c\u3002Prompt\u76f8\u5f53\u4e8e\u4eba\u7c7b\u4e0eAI\u4e4b\u95f4\u7684\u6865\u6881\uff0c\u61c2\u5f97\u6b63\u786e\u6c9f\u901a\uff0c\u624d\u80fd\u53d1\u6325AI\u7684\u6700\u5927\u80fd\u529b\u3002\u672c\u62a5\u544a\u5c06\u805a\u7126\u5982\u4f55\u5199Prompt\uff0c\u8ba9AI\u5e2e\u4f60\u6267\u884c\u4ee3\u7801\u3001\u505a\u6570\u636e\u5206\u6790\u548c\u751f\u6210\u56fe\u8868\u3002\u5c06\u7528\u901a\u4fd7\u6613\u61c2\u7684\u8bed\u8a00\u9010\u6b65\u5c55\u5f00\uff0c\u4ece\u201c\u4ec0\u4e48\u662fPrompt\u201d\u5230\u201c\u5982\u4f55\u5b9e\u64cd\u201d\uff0c\u518d\u5230\u80cc\u540e\u7684\u539f\u7406\u53ca\u672a\u6765\u8d8b\u52bf\uff0c\u5168\u9762\u7cfb\u7edf\u5730\u4ecb\u7ecd\u3002\u8ba9\u96f6\u57fa\u7840\u7684AI\u5c0f\u767d\u548c\u5e0c\u671b\u5feb\u901f\u638c\u63e1\u5b9e\u7528\u6280\u80fd\u7684\u804c\u573a\u4eba\u4ece\u4e2d\u53d7\u76ca\u3002<\/p>\n

\"\" <\/p>\n

\u57fa\u7840\u6982\u5ff5<\/h2>\n

\u4ec0\u4e48\u662fPrompt\uff1f<\/strong><\/h4>\n

Prompt\u662f\u6307\u793a\u4ee4\u6216\u63d0\u793a\u8bcd\u3002\u5728\u4e0eAI\u4ea4\u4e92\u65f6\uff0cPrompt\u662f\u6211\u4eec\u544a\u8bc9AI\u201c\u4f60\u8be5\u505a\u4ec0\u4e48\u201d\u7684\u53e5\u5b50\u6216\u6bb5\u843d\u3002Prompt\u662f\u81ea\u7136\u8bed\u8a00\uff0c\u57fa\u4e8e\u81ea\u7136\u8bed\u8a00\uff0cAI\u7406\u89e3\u7528\u6237\u9700\u6c42\uff0c\u751f\u6210\u5bf9\u5e94\u5185\u5bb9\uff0c\u5305\u62ec\u5199\u4ee3\u7801\u3001\u56de\u7b54\u95ee\u9898\u548c\u5236\u4f5c\u56fe\u8868\u3002\u53ef\u4ee5\u60f3\u8c61\u662f\u5728\u59d4\u6258\u4e00\u4e2a\u667a\u80fd\u52a9\u624b\u5e2e\u7528\u6237\u5b8c\u6210\u4efb\u52a1\uff0c\u6307\u4ee4\u8d8a\u660e\u786e\uff0c\u52a9\u624b\u5b8c\u6210\u5f97\u8d8a\u7cbe\u51c6\u3002Prompt\u548c\u4eba\u673a\u6c9f\u901a\u7684\u6865\u6881\u7c7b\u4f3c\uff0c\u5199\u5f97\u597d\u574f\uff0c\u5f71\u54cd\u7ed3\u679c\u8d28\u91cf\u5f88\u5927\u3002<\/p>\n

\u4ee3\u7801\u6267\u884c\u3001\u6570\u636e\u5206\u6790\u3001\u56fe\u8868\u5236\u4f5c\u7684\u57fa\u672c\u6982\u5ff5<\/strong><\/h4>\n
    \n
  • \u4ee3\u7801\u6267\u884c<\/strong>\uff1a\u8ba9AI\u5199\u4e00\u6bb5\u5b8c\u6574\u3001\u53ef\u8fd0\u884c\u7684\u7a0b\u5e8f\uff0c\u7528\u5728\u5b8c\u6210\u6307\u5b9a\u529f\u80fd\u5982\u8ba1\u7b97\u3001\u81ea\u52a8\u5316\u53ca\u6570\u636e\u5904\u7406\u3002<\/li>\n
  • \u6570\u636e\u5206\u6790<\/strong>\uff1a\u5bf9\u6536\u96c6\u7684\u6570\u636e\u8fdb\u884c\u8ba1\u7b97\u548c\u5904\u7406\uff0c\u7edf\u8ba1\u7279\u5f81\u3001\u53d1\u6398\u89c4\u5f8b\u5e76\u8fdb\u884c\u9884\u6d4b\u3002<\/li>\n
  • \u56fe\u8868\u5236\u4f5c<\/strong>\uff1a\u5c06\u6570\u636e\u89c6\u89c9\u5316\uff0c\u501f\u52a9\u56fe\u5f62\u8ba9\u6570\u5b57\u66f4\u76f4\u89c2\uff0c\u4fbf\u4e8e\u7406\u89e3\u548c\u5bf9\u6bd4\u3002<\/li>\n<\/ul>\n

    AI\u6280\u672f\u7ed3\u5408Prompt\uff0c\u80fd\u5feb\u901f\u5c06\u4efb\u52a1\u7528\u8bed\u8a00\u6307\u4ee4\u63cf\u8ff0\u53d8\u6210\u4ee3\u7801\uff0c\u5b9e\u73b0\u81ea\u52a8\u751f\u6210\u548c\u5feb\u901f\u8fed\u4ee3\u3002<\/p>\n

    AI\u4e0ePrompt\u7684\u5173\u7cfb<\/strong><\/h4>\n

    AI\u6a21\u578b\u65e0\u6cd5\u201c\u8bfb\u61c2\u201d\u4eba\u7c7b\u8bed\u8a00\u7684\u6df1\u5c42\u610f\u4e49\uff0c\u662f\u901a\u8fc7\u8bc6\u522b\u8bed\u8a00\u6a21\u5f0f\u548c\u6982\u7387\u8fdb\u884c\u6587\u672c\u751f\u6210\u3002Prompt\u662f\u6fc0\u6d3b\u6a21\u578b\u7684\u94a5\u5319\uff0c\u6307\u660e\u4efb\u52a1\u65b9\u5411\u3002\u7b80\u6d01\u660e\u786e\u7684Prompt\u80fd\u63d0\u9ad8\u6a21\u578b\u8f93\u51fa\u7684\u7cbe\u51c6\u5b8c\u7f8e\u5ea6\uff0c\u6a21\u7cca\u6df7\u4e71\u7684Prompt\u5bb9\u6613\u4ea7\u751f\u8dd1\u9898\u6216\u65e0\u5173\u7684\u5185\u5bb9\u3002<\/p>\n

    \u5982\u4f55\u5199\u597dPrompt<\/h2>\n

    Prompt\u7f16\u5199\u7684\u57fa\u672c\u539f\u5219<\/strong><\/h4>\n
      \n
    • \u6e05\u6670\u660e\u786e<\/strong>\uff1a\u7528\u7b80\u6d01\u8bed\u8a00\u8bf4\u660e\u60f3\u8981AI\u5b8c\u6210\u7684\u5177\u4f53\u5185\u5bb9\uff0c\u907f\u514d\u6a21\u7cca\u8bcd\u6c47\u3002<\/li>\n
    • \u76ee\u6807\u5177\u4f53<\/strong>\uff1a\u4efb\u52a1\u8d8a\u8be6\u7ec6\uff0c\u7ed3\u679c\u8d8a\u7b26\u5408\u9884\u671f\u3002<\/li>\n
    • \u7ed9\u51fa\u4e0a\u4e0b\u6587<\/strong>\uff1a\u5e2e\u52a9AI\u7406\u89e3\u80cc\u666f\uff0c\u63d0\u5347\u5b8c\u6210\u5ea6\u3002<\/li>\n
    • \u5206\u6b65\u9aa4\u8f93\u51fa<\/strong>\uff1a\u5bf9\u4e8e\u590d\u6742\u4efb\u52a1\uff0c\u5206\u6bb5\u660e\u786e\u6307\u4ee4\u65b9\u4fbfAI\u9010\u6b65\u751f\u6210\u5185\u5bb9\u3002<\/li>\n
    • \u5c1d\u8bd5\u8c03\u6574<\/strong>\uff1a\u591a\u8bd5Prompt\u7248\u672c\uff0c\u6839\u636e\u56de\u7b54\u4f18\u5316\u8f93\u5165\u3002<\/li>\n
    • \u4e3e\u4f8b\u63d0\u793a<\/strong>\uff1a\u7528\u201c\u8bf7\u7528Python\u5199\u51fd\u6570\uff0c\u8ba1\u7b97\u5217\u8868\u91cc\u6240\u6709\u6570\u5b57\u7684\u5e73\u65b9\u548c\u201d\u6bd4\u201c\u5199\u4ee3\u7801\u201d\u6548\u679c\u66f4\u597d\u3002<\/li>\n<\/ul>\n

      Prompt\u7f16\u5199\u793a\u4f8b<\/strong><\/h4>\n

      \u9488\u5bf9\u6267\u884c\u4ee3\u7801\u7684Prompt\u793a\u4f8b<\/strong><\/p>\n

      \n

      AI\u5199\u4ee3\u7801\u65f6\uff0c\u9700\u5e26\u4e0a\u4ee5\u4e0b\u4fe1\u606f\uff1a\u8bed\u8a00\uff08Python\u3001JavaScript\u7b49\uff09\u3001\u529f\u80fd\u63cf\u8ff0\uff08\u5b9e\u73b0\u4ec0\u4e48\u7b97\u6cd5\u6216\u529f\u80fd\uff09\u3001\u8f93\u5165\u8f93\u51fa\u7ec6\u8282\u3002<\/p>\n<\/blockquote>\n

      \u4f8b\u5982\uff1a<\/p>\n

        \n
      • \u201c\u8bf7\u7528Python\u5199\u4e00\u4e2a\u51fd\u6570\uff0c\u8ba1\u7b97\u6574\u6570\u5217\u8868\u4e2d\u6240\u6709\u6b63\u6570\u7684\u5e73\u5747\u503c\uff0c\u5e76\u8fd4\u56de\u7ed3\u679c\u3002\u201d<\/li>\n
      • \u57fa\u4e8e\u8be5Prompt\uff0cAI\u4f1a\u751f\u6210\u4ee3\u7801\u5438\u6536\u4f60\u7684\u9700\u6c42\uff0c\u5b9e\u73b0\u529f\u80fd\u3002<\/li>\n<\/ul>\n

        \u9488\u5bf9\u6570\u636e\u5206\u6790\u7684Prompt\u793a\u4f8b<\/strong><\/p>\n

        \n

        \u6570\u636e\u5206\u6790Prompt\u8981\u5177\u5907\u4ee5\u4e0b\u5143\u7d20\uff1a\u6570\u636e\u6587\u4ef6\u6216\u6570\u636e\u7684\u6765\u6e90\u8bf4\u660e\u3001\u9700\u8981\u7edf\u8ba1\u6216\u8ba1\u7b97\u7684\u6307\u6807\uff08\u5747\u503c\u3001\u4e2d\u4f4d\u6570\u3001\u6807\u51c6\u5dee\u7b49\uff09\u3001\u7279\u6b8a\u9700\u6c42\uff08\u5904\u7406\u7f3a\u5931\u503c\u3001\u6570\u636e\u8fc7\u6ee4\u7b49\uff09\u3002<\/p>\n<\/blockquote>\n

        \u4f8b\u5982\uff1a<\/p>\n

          \n
        • \u201c\u5e2e\u6211\u7528pandas\u8bfb\u53d6csv\u6587\u4ef6\u2018sales.csv\u2019\uff0c\u8ba1\u7b97\u5404\u4ea7\u54c1\u7684\u603b\u9500\u91cf\uff0c\u6392\u9664\u7f3a\u5931\u503c\uff0c\u5e76\u8f93\u51fa\u9500\u91cf\u6700\u9ad8\u7684\u4e94\u4e2a\u4ea7\u54c1\u3002\u201d<\/li>\n<\/ul>\n

          \u9488\u5bf9\u56fe\u8868\u751f\u6210\u7684Prompt\u793a\u4f8b<\/strong><\/p>\n

          \n

          \u56fe\u8868\u5236\u4f5cPrompt\u8981\u5177\u5907\uff1a\u786e\u5b9a\u56fe\u8868\u7c7b\u578b\uff08\u6761\u5f62\u56fe\u3001\u6298\u7ebf\u56fe\u3001\u997c\u56fe\u7b49\uff09\u3001\u8bf4\u660e\u6570\u636e\u7ed3\u6784\u53ca\u5177\u4f53\u6570\u503c\u3001\u6807\u660e\u56fe\u8868\u6807\u9898\u3001\u5750\u6807\u8f74\u6807\u7b7e\u7b49\u3002<\/p>\n<\/blockquote>\n

          \u4f8b\u5982\uff1a<\/p>\n

            \n
          • \u201c\u7528matplotlib\u7ed8\u5236\u4e00\u4e2a\u6298\u7ebf\u56fe\uff0cX\u8f74\u4e3a2018-2022\u5e74\uff0cY\u8f74\u4e3a\u6bcf\u5e74\u9500\u552e\u989d\uff0c\u6807\u9898\u20185\u5e74\u9500\u552e\u8d8b\u52bf\u2019\u3002\u201d<\/li>\n<\/ul>\n

            \u5e38\u89c1\u8bef\u533a<\/strong><\/h4>\n
              \n
            • \u6307\u4ee4\u4e0d\u5b8c\u6574\uff0c\u8ba9AI\u201c\u731c\u201d\u9700\u6c42\uff0c\u5bfc\u81f4\u7ed3\u679c\u4e0d\u51c6\u786e\u3002<\/li>\n
            • Prompt\u8fc7\u957f\uff0c\u5305\u542b\u5927\u91cf\u65e0\u5173\u63cf\u8ff0\uff0c\u53cd\u800c\u8ba9\u6a21\u578b\u96be\u4ee5\u628a\u63e1\u91cd\u70b9\u3002<\/li>\n
            • \u591a\u4efb\u52a1\u6df7\u6dc6\uff0c\u4e00\u6b21\u8be2\u95ee\u591a\u4e2a\u95ee\u9898\uff0c\u5efa\u8bae\u62c6\u5206\u4e3a\u72ec\u7acbPrompt\u3002<\/li>\n
            • \u5ffd\u7565\u8f93\u5165\u8f93\u51fa\u63cf\u8ff0\uff0c\u6a21\u578b\u4e0d\u6e05\u695a\u6570\u636e\u7ed3\u6784\uff0c\u96be\u4ee5\u5b9e\u73b0\u7cbe\u51c6\u5904\u7406\u3002<\/li>\n<\/ul>\n

              \"\" <\/p>\n

              Prompt\u7f16\u5199\u80cc\u540e\u7684\u539f\u7406\u5206\u6790<\/h2>\n

              \u7406\u89e3\u5982\u4f55\u6784\u5efa Prompt\uff0c\u9700\u8981\u63a2\u7a76\u80cc\u540e\u7684\u5de5\u4f5c\u539f\u7406\u3002\u4e3a\u4ec0\u4e48\u67d0\u4e9b Prompt \u7ed3\u6784\u4f1a\u6bd4\u5176\u4ed6\u7ed3\u6784\u66f4\u6709\u6548\uff1f\u4e0e\u5927\u578b\u8bed\u8a00\u6a21\u578b\u7684\u5e95\u5c42\u67b6\u6784\u548c\u5de5\u4f5c\u673a\u5236\u5bc6\u5207\u76f8\u5173\u3002<\/p>\n

              Transformer \u4e0e\u6ce8\u610f\u529b<\/strong><\/h4>\n

              \u73b0\u4ee3\u4e3b\u6d41\u7684 LLMs\uff08\u5982 GPT \u7cfb\u5217\uff09\u90fd\u57fa\u4e8e Transformer \u67b6\u6784\u3002\u6838\u5fc3\u521b\u65b0\u662f\u81ea\u6ce8\u610f\u529b\u673a\u5236\uff08Self-Attention\uff09\u3002\u5f53\u6a21\u578b\u5904\u7406\u4e00\u4e2a Prompt \u65f6\uff0c\u4e0d\u662f\u9010\u5b57\u5b64\u7acb\u5730\u7406\u89e3\uff0c\u9700\u8ba1\u7b97 Prompt \u4e2d\u6bcf\u4e2a\u8bcd\uff08Token\uff09\u4e0e\u5176\u4ed6\u6240\u6709\u8bcd\u4e4b\u95f4\u7684\u76f8\u5173\u6027\u6743\u91cd\u3002<\/p>\n

                \n
              • \u5bf9\u4e8e\u4ee3\u7801\u751f\u6210<\/strong>: \u5f53\u3001\u63d0\u4f9b\u4e00\u4e2a Prompt \u5982\u201d\u7528 Python \u5199\u4e00\u4e2a\u51fd\u6570\u8ba1\u7b97\u6590\u6ce2\u90a3\u5951\u6570\u5217\u201d\u65f6\uff0c\u201dPython\u201d\u3001\u201d\u51fd\u6570\u201d\u3001\u201d\u8ba1\u7b97\u201d\u3001\u201d\u6590\u6ce2\u90a3\u5951\u6570\u5217\u201d\u5173\u952e\u8bcd\u4f1a\u83b7\u5f97\u5f88\u9ad8\u7684\u6ce8\u610f\u529b\u6743\u91cd\u3002\u6a21\u578b\u4f18\u5148\u68c0\u7d22\u8bad\u7ec3\u6570\u636e\u4e2d\u4e0e\u9ad8\u6743\u91cd\u8bcd\u6c47\u5f3a\u76f8\u5173\u7684\u4ee3\u7801\u6a21\u5f0f\u548c\u8bed\u6cd5\u7ed3\u6784\u3002<\/li>\n
              • \u5bf9\u4e8e\u6570\u636e\u5206\u6790<\/strong>: \u5f53 Prompt \u4e2d\u5305\u542b\u201dPandas\u201d\u3001\u201dDataFrame\u201d\u3001\u201dgroupby\u201d\u3001\u201dmean\u201d\u7b49\u8bcd\u65f6\uff0c\u6ce8\u610f\u529b\u673a\u5236\u5f15\u5bfc\u6a21\u578b\u805a\u7126\u4e0e Pandas \u5e93\u6570\u636e\u805a\u5408\u64cd\u4f5c\u76f8\u5173\u7684\u77e5\u8bc6\u3002\u63d0\u4f9b\u5217\u540d\uff08\u5982 \u2018Sales\u2019, \u2018Category\u2019\uff09\u4f5c\u4e3a\u4e0a\u4e0b\u6587\uff0c\u8ba9\u6a21\u578b\u5c06\u901a\u7528\u64cd\u4f5c\u4e0e\u5177\u4f53\u6570\u636e\u7ed3\u6784\u5173\u8054\u8d77\u6765\u3002<\/li>\n<\/ul>\n

                \u4e0a\u4e0b\u6587\u7a97\u53e3 (Context Window) \u4e0e\u60c5\u5883\u5b66\u4e60 (In-Context Learning)<\/strong><\/h4>\n

                LLMs \u6709\u56fa\u5b9a\u7684\u4e0a\u4e0b\u6587\u7a97\u53e3\uff0c\u4e00\u6b21\u80fd\u5904\u7406\u7684\u6587\u672c\u957f\u5ea6\uff08\u4ee5 Token \u8ba1\u7b97\uff09\u3002\u8f93\u5165\u7684\u6240\u6709\u5185\u5bb9\u2014\u2014\u89d2\u8272\u626e\u6f14\u3001\u6307\u4ee4\u3001\u6570\u636e\u6837\u672c\u3001\u793a\u4f8b\u2014\u2014\u90fd\u5728\u7a97\u53e3\u5185\u3002\u6a21\u578b\u57fa\u4e8e\u7a97\u53e3\u5185\u7684\u5168\u90e8\u4fe1\u606f\u751f\u6210\u4e0b\u4e00\u4e2a Token\u3002<\/p>\n

                \u60c5\u5883\u5b66\u4e60 (In-Context Learning) \u662f LLMs \u7684\u4e00\u79cd\u80fd\u529b\u3002\u65e0\u9700\u91cd\u65b0\u8bad\u7ec3\u6a21\u578b\uff0c\u4ec5\u901a\u8fc7\u5728 Prompt \u4e2d\u63d0\u4f9b\u51e0\u4e2a\u793a\u4f8b\uff08Few-Shot Prompting\uff09\uff0c\u6a21\u578b\u5c31\u80fd\u5b66\u4f1a\u89e3\u51b3\u7c7b\u4f3c\u95ee\u9898\u7684\u65b0\u6a21\u5f0f\u3002<\/p>\n

                \u601d\u7ef4\u94fe (Chain-of-Thought, CoT) \u7684\u91cd\u8981\u6027<\/strong><\/h4>\n

                \u5bf9\u4e8e\u591a\u6b65\u63a8\u7406\u7684\u590d\u6742\u4efb\u52a1\uff08\u5982\u591a\u6b65\u9aa4\u6570\u636e\u8f6c\u6362\u3001\u6784\u5efa\u673a\u5668\u5b66\u4e60\u6d41\u6c34\u7ebf\uff09\uff0c\u76f4\u63a5\u8981\u6c42\u6700\u7ec8\u7b54\u6848\u4f1a\u5bfc\u81f4\u6a21\u578b\u51fa\u9519\u3002 \u601d\u7ef4\u94fe (CoT) \u8981\u6c42\u6a21\u578b\u201d\u5927\u58f0\u601d\u8003\u201d\u89e3\u51b3\u8fd9\u4e00\u95ee\u9898\u3002<\/p>\n

                Prompt \u793a\u4f8b:<\/p>\n

                  \n
                • \u5dee\u7684 Prompt<\/strong>: \u201c\u7ed9\u6211\u4e00\u4efd\u5206\u6790\u62a5\u544a\u3002\u201d<\/li>\n
                • \u597d\u7684 CoT Prompt<\/strong>: \u201c\u4e3a\u6211\u751f\u6210\u4e00\u4efd\u9500\u552e\u6570\u636e\u5206\u6790\u62a5\u544a\u3002\u8bf7\u9075\u5faa\u4ee5\u4e0b\u6b65\u9aa4\u601d\u8003\u548c\u8f93\u51fa\uff1a\n
                    \n
                  • \u63cf\u8ff0\u6570\u636e\u52a0\u8f7d\u548c\u6e05\u6d17\u7684\u8fc7\u7a0b\u3002<\/li>\n
                  • \u8fdb\u884c\u63cf\u8ff0\u6027\u7edf\u8ba1\uff0c\u5e76\u603b\u7ed3\u5173\u952e\u53d1\u73b0\u3002<\/li>\n
                  • \u5206\u6790\u5404\u4ea7\u54c1\u7c7b\u522b\u7684\u9500\u552e\u8868\u73b0\u3002<\/li>\n
                  • \u603b\u7ed3\u4f60\u7684\u53d1\u73b0\u5e76\u63d0\u51fa\u4e24\u9879\u4e1a\u52a1\u5efa\u8bae\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n

                    \u6307\u4ee4\u5fae\u8c03 (Instruction Tuning) \u4e0e\u89d2\u8272\u626e\u6f14<\/strong><\/h4>\n

                    \u73b0\u4ee3 LLMs \u90fd\u7ecf\u8fc7\u6307\u4ee4\u5fae\u8c03\uff0c\u5373\u5728\u5927\u89c4\u6a21\u901a\u7528\u8bed\u6599\u9884\u8bad\u7ec3\u540e\uff0c\u7528\u5927\u91cf\u201d\u6307\u4ee4-\u56de\u7b54\u201d\u5bf9\u8fdb\u884c\u5fae\u8c03\u3002\u8ba9\u6a21\u578b\u80fd\u66f4\u597d\u5730\u7406\u89e3\u5e76\u9075\u5faa\u7528\u6237\u7684\u6307\u4ee4\u3002<\/p>\n

                    \u89d2\u8272\u626e\u6f14\uff08\u4f8b\u5982\uff0c\u201d\u4f60\u662f\u4e00\u4f4d\u6570\u636e\u79d1\u5b66\u5bb6\u201d\uff09\u8fd9\u4e00\u6307\u4ee4\u6fc0\u6d3b\u4e86\u6a21\u578b\u5728\u6307\u4ee4\u5fae\u8c03\u9636\u6bb5\u5b66\u5230\u7684\u7279\u5b9a\u201d\u4e13\u5bb6\u201d persona\u3002\u6a21\u578b\u5728\u8bad\u7ec3\u4e2d\u89c1\u8fc7\u5927\u91cf\u6570\u636e\u79d1\u5b66\u5bb6\u64b0\u5199\u7684\u6587\u672c\u548c\u4ee3\u7801\uff0c\u901a\u8fc7\u626e\u6f14\u79d1\u5b66\u5bb6\u89d2\u8272\uff0c\u6a21\u578b\u8c03\u6574\u8f93\u51fa\u7684\u98ce\u683c\u3001\u672f\u8bed\u548c\u4ee3\u7801\u6a21\u5f0f\uff0c\u8ba9\u56de\u7b54\u66f4\u7b26\u5408\u76f8\u5173\u9886\u57df\u7684\u4e13\u4e1a\u6807\u51c6\u3002\u660e\u786e\u6307\u5b9a\u6280\u672f\u6808\uff08\u5982 Python, R, JavaScript, D3.js, Plotly \u7b49\uff09\u80fd\u8d77\u5230\u7c7b\u4f3c\u7684\u4f5c\u7528\uff0c\u5e2e\u52a9\u6a21\u578b\u7f29\u5c0f\u641c\u7d22\u8303\u56f4\uff0c\u4e13\u6ce8\u4e8e\u76f8\u5173\u7684\u5e93\u548c\u8bed\u6cd5\u3002<\/p>\n

                    \"\" <\/p>\n

                    \u5b9e\u9645\u5e94\u7528\u573a\u666f<\/h2>\n
                      \n
                    • \u4e2a\u4eba\u5b66\u4e60\u548c\u7f16\u7a0b\u8f85\u52a9<\/strong>\uff1a\u521d\u5b66\u8005\u501f\u52a9Prompt\u5e2e\u52a9\uff0c\u8fc5\u901f\u83b7\u5f97\u4ee3\u7801\u793a\u4f8b\uff0c\u7406\u89e3\u7b97\u6cd5\u601d\u8def\u4e0e\u8bed\u6cd5\uff0c\u63d0\u9ad8\u7f16\u7a0b\u6548\u7387\u3002<\/li>\n
                    • \u4f01\u4e1a\u6570\u636e\u5206\u6790\u81ea\u52a8\u5316<\/strong>\uff1a\u5c06\u7b80\u5355\u5206\u6790\u9700\u6c42\u7528Prompt\u8868\u8ff0\uff0c\u81ea\u52a8\u751f\u6210\u7edf\u8ba1\u811a\u672c\u548c\u56fe\u8868\uff0c\u8282\u7701\u5206\u6790\u65f6\u95f4\u548c\u4eba\u5de5\u6210\u672c\u3002<\/li>\n
                    • \u62a5\u544a\u548c\u53ef\u89c6\u5316\u5feb\u901f\u751f\u6210<\/strong>\uff1a\u5e02\u573a\u3001\u9500\u552e\u56e2\u961f\u5229\u7528Prompt\u5feb\u901f\u7ed8\u5236\u8d8b\u52bf\u56fe\u4e0e\u997c\u56fe\uff0c\u63d0\u9ad8\u62a5\u544a\u7684\u8d28\u91cf\u548c\u53ef\u8bfb\u6027\u3002<\/li>\n
                    • \u7f16\u7a0b\u6559\u80b2\u548c\u57f9\u8bad\u573a\u666f<\/strong>\uff1a\u6559\u5e08\u8ba9\u5b66\u751f\u901a\u8fc7Prompt\u5b8c\u6210\u5206\u6b65\u7f16\u7a0b\u5b66\u4e60\uff0c\u5f3a\u5316\u64cd\u4f5c\u8bb0\u5fc6\u53ca\u7406\u89e3\u3002<\/li>\n
                    • \u5176\u4ed6\u521b\u610f\u5e94\u7528<\/strong>\uff1a\u5728\u5185\u5bb9\u521b\u4f5c\u3001\u51b3\u7b56\u652f\u6301\u3001\u79d1\u7814\u6570\u636e\u5904\u7406\u7b49\u9886\u57df\uff0cPrompt\u90fd\u663e\u793a\u51fa\u5de8\u5927\u6f5c\u529b\u3002<\/li>\n<\/ul>\n

                      \"\" <\/p>\n

                      \u672a\u6765\u5c55\u671b<\/h2>\n

                      Prompt\u6280\u672f\u7684\u53d1\u5c55\u524d\u666f\u5e7f\u9614\u5145\u6ee1\u6f5c\u529b\u3002\u968f\u7740\u6a21\u578b\u7ed3\u6784\u548c\u8bad\u7ec3\u7b97\u6cd5\u7684\u4e0d\u65ad\u4f18\u5316\uff0cAI\u5bf9\u81ea\u7136\u8bed\u8a00\u7684\u7406\u89e3\u5c06\u66f4\u52a0\u7cbe\u51c6\u548c\u667a\u80fd\uff0c\u4f7fPrompt\u7f16\u5199\u95e8\u69db\u8fdb\u4e00\u6b65\u964d\u4f4e\uff0c\u4e0d\u5177\u5907\u4e13\u4e1a\u80cc\u666f\u7684\u7528\u6237\u4e5f\u80fd\u8f7b\u677e\u64cd\u7eb5\u590d\u6742\u4efb\u52a1\u3002\u591a\u6a21\u6001AI\u7684\u5174\u8d77\u5c06\u5b9e\u73b0\u6587\u5b57\u3001\u58f0\u97f3\u3001\u56fe\u50cf\u751a\u81f3\u4ee3\u7801\u7684\u65e0\u7f1d\u4ea4\u4e92\uff0c\u62d3\u5c55Prompt\u5e94\u7528\u7684\u8fb9\u754c\uff0c\u5e26\u6765\u524d\u6240\u672a\u6709\u7684\u521b\u9020\u529b\u91ca\u653e\u3002\u81ea\u52a8Prompt\u4f18\u5316\u5de5\u5177\u7684\u51fa\u73b0\u5c06\u8f85\u52a9\u7528\u6237\u5feb\u901f\u751f\u6210\u9ad8\u8d28\u91cf\u6307\u4ee4\uff0c\u63d0\u5347\u4ea4\u4e92\u6548\u7387\u3002\u5546\u4e1a\u8f6f\u4ef6\u4e0e\u6559\u80b2\u5e73\u53f0\u7684\u6df1\u5ea6\u96c6\u6210\u5c06\u50ac\u751f\u66f4\u591a\u5b9a\u5236\u5316\u667a\u80fd\u89e3\u51b3\u65b9\u6848\uff0c\u666e\u53ca\u667a\u80fd\u8f85\u52a9\u7684\u4f7f\u7528\u3002\u5173\u4e8e\u9690\u79c1\u4fdd\u62a4\u3001\u7b97\u6cd5\u516c\u5e73\u6027\u548c\u4f26\u7406\u7684\u8ba8\u8bba\u65e5\u6e10\u91cd\u8981\uff0c\u89c4\u8303\u5316\u5c06\u6210\u4e3a\u6280\u672f\u6f14\u8fdb\u7684\u91cd\u8981\u65b9\u5411\u3002Prompt\u662fAI\u521b\u65b0\u7684\u5165\u53e3\uff0c\u66f4\u662f\u672a\u6765\u667a\u80fd\u4eba\u673a\u534f\u4f5c\u7684\u6865\u6881\uff0c\u638c\u63e1Prompt\u5199\u4f5c\u80fd\u529b\u7684\u7528\u6237\u5c06\u6210\u4e3a\u5f15\u9886\u6570\u5b57\u65f6\u4ee3\u53d8\u9769\u7684\u5148\u950b\u3002<\/p>","protected":false},"excerpt":{"rendered":"

                      \u5f15\u8a00 \u968f\u7740\u4eba\u5de5\u667a\u80fd\u6280\u672f\u7684\u4e0d\u65ad\u8fdb\u6b65\uff0c\u8d8a\u6765\u8d8a\u591a\u7684\u4eba\u5e0c\u671b\u501f\u52a9AI\u5de5\u5177\u63d0\u5347\u5de5\u4f5c\u548c\u5b66\u4e60\u7684\u6548\u7387\u3002\u5c24\u5176\u5728\u7f16\u7a0b\u3001\u6570\u636e\u5206\u6790\u548c\u53ef\u89c6\u5316\u9886\u57df\uff0cAI\u7684\u52a9\u529b\u8ba9\u8bb8\u591a\u4ee5\u524d\u590d\u6742\u7684\u4efb\u52a1\u53d8\u5f97\u66f4\u52a0\u7b80\u5355\u3002\u5927\u591a\u6570\u521d\u5b66\u8005\u4e0d\u77e5\u9053\u5982\u4f55\u5bf9AI\u51c6\u786e\u4e0b\u8fbe\u6307\u4ee4\uff0c\u5f97\u5230\u7b26\u5408\u9884\u671f\u7684\u7ed3\u679c\u3002Prompt\u76f8\u5f53\u4e8e\u4eba\u7c7b\u4e0eAI\u4e4b\u95f4\u7684\u6865\u6881\uff0c\u61c2\u5f97\u6b63\u786e\u6c9f\u901a\uff0c\u624d\u80fd\u53d1\u6325AI\u7684\u6700\u5927\u80fd\u529b\u3002\u672c\u62a5\u544a\u5c06\u805a\u7126\u5982\u4f55\u5199Prompt\uff0c\u8ba9AI\u5e2e\u4f60\u6267\u884c\u4ee3\u7801\u3001\u505a\u6570\u636e\u5206\u6790\u548c\u751f\u6210\u56fe\u8868\u3002\u5c06\u7528\u901a\u4fd7\u6613\u61c2\u7684\u8bed\u8a00\u9010\u6b65\u5c55\u5f00\uff0c\u4ece\u201c\u4ec0\u4e48\u662fPrompt\u201d\u5230\u201c\u5982\u4f55\u5b9e\u64cd\u201d\uff0c\u518d\u5230\u80cc\u540e\u7684\u539f\u7406\u53ca\u672a\u6765\u8d8b\u52bf\uff0c\u5168\u9762\u7cfb\u7edf\u5730\u4ecb\u7ecd\u3002\u8ba9\u96f6\u57fa\u7840\u7684AI\u5c0f\u767d\u548c\u5e0c\u671b\u5feb\u901f\u638c\u63e1\u5b9e\u7528\u6280\u80fd\u7684\u804c\u573a\u4eba\u4ece\u4e2d\u53d7\u76ca\u3002 \u57fa\u7840\u6982\u5ff5 \u4ec0\u4e48\u662fPrompt\uff1f Prompt\u662f\u6307\u793a\u4ee4\u6216\u63d0\u793a\u8bcd\u3002\u5728\u4e0eAI\u4ea4\u4e92\u65f6\uff0cPrompt\u662f\u6211\u4eec\u544a\u8bc9AI\u201c\u4f60\u8be5\u505a\u4ec0\u4e48\u201d\u7684\u53e5\u5b50\u6216\u6bb5\u843d\u3002Prompt\u662f\u81ea\u7136\u8bed\u8a00\uff0c\u57fa\u4e8e\u81ea\u7136\u8bed\u8a00\uff0cAI\u7406\u89e3\u7528\u6237\u9700\u6c42\uff0c\u751f\u6210\u5bf9\u5e94\u5185\u5bb9\uff0c\u5305\u62ec\u5199\u4ee3\u7801\u3001\u56de\u7b54\u95ee\u9898\u548c\u5236\u4f5c\u56fe\u8868\u3002\u53ef\u4ee5\u60f3\u8c61\u662f\u5728\u59d4\u6258\u4e00\u4e2a\u667a\u80fd\u52a9\u624b\u5e2e\u7528\u6237\u5b8c\u6210\u4efb\u52a1\uff0c\u6307\u4ee4\u8d8a\u660e\u786e\uff0c\u52a9\u624b\u5b8c\u6210\u5f97\u8d8a\u7cbe\u51c6\u3002Prompt\u548c\u4eba\u673a\u6c9f\u901a\u7684\u6865\u6881\u7c7b\u4f3c\uff0c\u5199\u5f97\u597d\u574f\uff0c\u5f71\u54cd\u7ed3\u679c\u8d28\u91cf\u5f88\u5927\u3002 \u4ee3\u7801\u6267\u884c\u3001\u6570\u636e\u5206\u6790\u3001\u56fe\u8868\u5236\u4f5c\u7684\u57fa\u672c\u6982\u5ff5 \u4ee3\u7801\u6267\u884c\uff1a\u8ba9AI\u5199\u4e00\u6bb5\u5b8c\u6574\u3001\u53ef\u8fd0\u884c\u7684\u7a0b\u5e8f\uff0c\u7528\u5728\u5b8c\u6210\u6307\u5b9a\u529f\u80fd\u5982\u8ba1\u7b97\u3001\u81ea\u52a8\u5316\u53ca\u6570\u636e\u5904\u7406\u3002 \u6570\u636e\u5206\u6790\uff1a\u5bf9\u6536\u96c6\u7684\u6570\u636e\u8fdb\u884c\u8ba1\u7b97\u548c\u5904\u7406\uff0c\u7edf\u8ba1\u7279\u5f81\u3001\u53d1\u6398\u89c4\u5f8b\u5e76\u8fdb\u884c\u9884\u6d4b\u3002 \u56fe\u8868\u5236\u4f5c\uff1a\u5c06\u6570\u636e\u89c6\u89c9\u5316\uff0c\u501f\u52a9\u56fe\u5f62\u8ba9\u6570\u5b57\u66f4\u76f4\u89c2\uff0c\u4fbf\u4e8e\u7406\u89e3\u548c\u5bf9\u6bd4\u3002 AI\u6280\u672f\u7ed3\u5408Prompt\uff0c\u80fd\u5feb\u901f\u5c06\u4efb\u52a1\u7528\u8bed\u8a00\u6307\u4ee4\u63cf\u8ff0\u53d8\u6210\u4ee3\u7801\uff0c\u5b9e\u73b0\u81ea\u52a8\u751f\u6210\u548c\u5feb\u901f\u8fed\u4ee3\u3002 AI\u4e0ePrompt\u7684\u5173\u7cfb AI\u6a21\u578b\u65e0\u6cd5\u201c\u8bfb\u61c2\u201d\u4eba\u7c7b\u8bed\u8a00\u7684\u6df1\u5c42\u610f\u4e49\uff0c\u662f\u901a\u8fc7\u8bc6\u522b\u8bed\u8a00\u6a21\u5f0f\u548c\u6982\u7387\u8fdb\u884c\u6587\u672c\u751f\u6210\u3002Prompt\u662f\u6fc0\u6d3b\u6a21\u578b\u7684\u94a5\u5319\uff0c\u6307\u660e\u4efb\u52a1\u65b9\u5411\u3002\u7b80\u6d01\u660e\u786e\u7684Prompt\u80fd\u63d0\u9ad8\u6a21\u578b\u8f93\u51fa\u7684\u7cbe\u51c6\u5b8c\u7f8e\u5ea6\uff0c\u6a21\u7cca\u6df7\u4e71\u7684Prompt\u5bb9\u6613\u4ea7\u751f\u8dd1\u9898\u6216\u65e0\u5173\u7684\u5185\u5bb9\u3002 \u5982\u4f55\u5199\u597dPrompt Prompt\u7f16\u5199\u7684\u57fa\u672c\u539f\u5219 \u6e05\u6670\u660e\u786e\uff1a\u7528\u7b80\u6d01\u8bed\u8a00\u8bf4\u660e\u60f3\u8981AI\u5b8c\u6210\u7684\u5177\u4f53\u5185\u5bb9\uff0c\u907f\u514d\u6a21\u7cca\u8bcd\u6c47\u3002 \u76ee\u6807\u5177\u4f53\uff1a\u4efb\u52a1\u8d8a\u8be6\u7ec6\uff0c\u7ed3\u679c\u8d8a\u7b26\u5408\u9884\u671f\u3002 \u7ed9\u51fa\u4e0a\u4e0b\u6587\uff1a\u5e2e\u52a9AI\u7406\u89e3\u80cc\u666f\uff0c\u63d0\u5347\u5b8c\u6210\u5ea6\u3002 \u5206\u6b65\u9aa4\u8f93\u51fa\uff1a\u5bf9\u4e8e\u590d\u6742\u4efb\u52a1\uff0c\u5206\u6bb5\u660e\u786e\u6307\u4ee4\u65b9\u4fbfAI\u9010\u6b65\u751f\u6210\u5185\u5bb9\u3002 \u5c1d\u8bd5\u8c03\u6574\uff1a\u591a\u8bd5Prompt\u7248\u672c\uff0c\u6839\u636e\u56de\u7b54\u4f18\u5316\u8f93\u5165\u3002 \u4e3e\u4f8b\u63d0\u793a\uff1a\u7528\u201c\u8bf7\u7528Python\u5199\u51fd\u6570\uff0c\u8ba1\u7b97\u5217\u8868\u91cc\u6240\u6709\u6570\u5b57\u7684\u5e73\u65b9\u548c\u201d\u6bd4\u201c\u5199\u4ee3\u7801\u201d\u6548\u679c\u66f4\u597d\u3002 Prompt\u7f16\u5199\u793a\u4f8b \u9488\u5bf9\u6267\u884c\u4ee3\u7801\u7684Prompt\u793a\u4f8b AI\u5199\u4ee3\u7801\u65f6\uff0c\u9700\u5e26\u4e0a\u4ee5\u4e0b\u4fe1\u606f\uff1a\u8bed\u8a00\uff08Python\u3001JavaScript\u7b49\uff09\u3001\u529f\u80fd\u63cf\u8ff0\uff08\u5b9e\u73b0\u4ec0\u4e48\u7b97\u6cd5\u6216\u529f\u80fd\uff09\u3001\u8f93\u5165\u8f93\u51fa\u7ec6\u8282\u3002 \u4f8b\u5982\uff1a \u201c\u8bf7\u7528Python\u5199\u4e00\u4e2a\u51fd\u6570\uff0c\u8ba1\u7b97\u6574\u6570\u5217\u8868\u4e2d\u6240\u6709\u6b63\u6570\u7684\u5e73\u5747\u503c\uff0c\u5e76\u8fd4\u56de\u7ed3\u679c\u3002\u201d \u57fa\u4e8e\u8be5Prompt\uff0cAI\u4f1a\u751f\u6210\u4ee3\u7801\u5438\u6536\u4f60\u7684\u9700\u6c42\uff0c\u5b9e\u73b0\u529f\u80fd\u3002 \u9488\u5bf9\u6570\u636e\u5206\u6790\u7684Prompt\u793a\u4f8b \u6570\u636e\u5206\u6790Prompt\u8981\u5177\u5907\u4ee5\u4e0b\u5143\u7d20\uff1a\u6570\u636e\u6587\u4ef6\u6216\u6570\u636e\u7684\u6765\u6e90\u8bf4\u660e\u3001\u9700\u8981\u7edf\u8ba1\u6216\u8ba1\u7b97\u7684\u6307\u6807\uff08\u5747\u503c\u3001\u4e2d\u4f4d\u6570\u3001\u6807\u51c6\u5dee\u7b49\uff09\u3001\u7279\u6b8a\u9700\u6c42\uff08\u5904\u7406\u7f3a\u5931\u503c\u3001\u6570\u636e\u8fc7\u6ee4\u7b49\uff09\u3002 \u4f8b\u5982\uff1a \u201c\u5e2e\u6211\u7528pandas\u8bfb\u53d6csv\u6587\u4ef6\u2018sales.csv\u2019\uff0c\u8ba1\u7b97\u5404\u4ea7\u54c1\u7684\u603b\u9500\u91cf\uff0c\u6392\u9664\u7f3a\u5931\u503c\uff0c\u5e76\u8f93\u51fa\u9500\u91cf\u6700\u9ad8\u7684\u4e94\u4e2a\u4ea7\u54c1\u3002\u201d \u9488\u5bf9\u56fe\u8868\u751f\u6210\u7684Prompt\u793a\u4f8b \u56fe\u8868\u5236\u4f5cPrompt\u8981\u5177\u5907\uff1a\u786e\u5b9a\u56fe\u8868\u7c7b\u578b\uff08\u6761\u5f62\u56fe\u3001\u6298\u7ebf\u56fe\u3001\u997c\u56fe\u7b49\uff09\u3001\u8bf4\u660e\u6570\u636e\u7ed3\u6784\u53ca\u5177\u4f53\u6570\u503c\u3001\u6807\u660e\u56fe\u8868\u6807\u9898\u3001\u5750\u6807\u8f74\u6807\u7b7e\u7b49\u3002 \u4f8b\u5982\uff1a \u201c\u7528matplotlib\u7ed8\u5236\u4e00\u4e2a\u6298\u7ebf\u56fe\uff0cX\u8f74\u4e3a2018-2022\u5e74\uff0cY\u8f74\u4e3a\u6bcf\u5e74\u9500\u552e\u989d\uff0c\u6807\u9898\u20185\u5e74\u9500\u552e\u8d8b\u52bf\u2019\u3002\u201d \u5e38\u89c1\u8bef\u533a \u6307\u4ee4\u4e0d\u5b8c\u6574\uff0c\u8ba9AI\u201c\u731c\u201d\u9700\u6c42\uff0c\u5bfc\u81f4\u7ed3\u679c\u4e0d\u51c6\u786e\u3002 Prompt\u8fc7\u957f\uff0c\u5305\u542b\u5927\u91cf\u65e0\u5173\u63cf\u8ff0\uff0c\u53cd\u800c\u8ba9\u6a21\u578b\u96be\u4ee5\u628a\u63e1\u91cd\u70b9\u3002 \u591a\u4efb\u52a1\u6df7\u6dc6\uff0c\u4e00\u6b21\u8be2\u95ee\u591a\u4e2a\u95ee\u9898\uff0c\u5efa\u8bae\u62c6\u5206\u4e3a\u72ec\u7acbPrompt\u3002 \u5ffd\u7565\u8f93\u5165\u8f93\u51fa\u63cf\u8ff0\uff0c\u6a21\u578b\u4e0d\u6e05\u695a\u6570\u636e\u7ed3\u6784\uff0c\u96be\u4ee5\u5b9e\u73b0\u7cbe\u51c6\u5904\u7406\u3002 Prompt\u7f16\u5199\u80cc\u540e\u7684\u539f\u7406\u5206\u6790 \u7406\u89e3\u5982\u4f55\u6784\u5efa Prompt\uff0c\u9700\u8981\u63a2\u7a76\u80cc\u540e\u7684\u5de5\u4f5c\u539f\u7406\u3002\u4e3a\u4ec0\u4e48\u67d0\u4e9b Prompt \u7ed3\u6784\u4f1a\u6bd4\u5176\u4ed6\u7ed3\u6784\u66f4\u6709\u6548\uff1f\u4e0e\u5927\u578b\u8bed\u8a00\u6a21\u578b\u7684\u5e95\u5c42\u67b6\u6784\u548c\u5de5\u4f5c\u673a\u5236\u5bc6\u5207\u76f8\u5173\u3002 Transformer \u4e0e\u6ce8\u610f\u529b \u73b0\u4ee3\u4e3b\u6d41\u7684 LLMs\uff08\u5982 GPT \u7cfb\u5217\uff09\u90fd\u57fa\u4e8e Transformer \u67b6\u6784\u3002\u6838\u5fc3\u521b\u65b0\u662f\u81ea\u6ce8\u610f\u529b\u673a\u5236\uff08Self-Attention\uff09\u3002\u5f53\u6a21\u578b\u5904\u7406\u4e00\u4e2a Prompt \u65f6\uff0c\u4e0d\u662f\u9010\u5b57\u5b64\u7acb\u5730\u7406\u89e3\uff0c\u9700\u8ba1\u7b97 Prompt<\/p>","protected":false},"author":1,"featured_media":3210,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","ast-disable-related-posts":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-opacity":"","overlay-gradient":""}},"_tocer_settings":[],"footnotes":""},"categories":[85],"tags":[88],"class_list":["post-3209","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai","tag-aiwenda"],"_links":{"self":[{"href":"https:\/\/umaax.com\/en\/wp-json\/wp\/v2\/posts\/3209","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/umaax.com\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/umaax.com\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/umaax.com\/en\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/umaax.com\/en\/wp-json\/wp\/v2\/comments?post=3209"}],"version-history":[{"count":0,"href":"https:\/\/umaax.com\/en\/wp-json\/wp\/v2\/posts\/3209\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/umaax.com\/en\/wp-json\/wp\/v2\/media\/3210"}],"wp:attachment":[{"href":"https:\/\/umaax.com\/en\/wp-json\/wp\/v2\/media?parent=3209"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/umaax.com\/en\/wp-json\/wp\/v2\/categories?post=3209"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/umaax.com\/en\/wp-json\/wp\/v2\/tags?post=3209"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}