{"id":7216,"date":"2024-07-24T14:25:09","date_gmt":"2024-07-24T06:25:09","guid":{"rendered":"https:\/\/aict.nkust.edu.tw\/digitrans\/?p=7216"},"modified":"2024-12-13T21:10:59","modified_gmt":"2024-12-13T13:10:59","slug":"%e5%8f%b2%e4%b8%8a%e6%9c%80%e5%80%bc%e5%be%97-fine-tuning-%e7%9a%84%e5%a4%a7%e6%a8%a1%e5%9e%8bgpt-4o-mini%ef%bc%88%e5%a4%a0%e8%81%b0%e6%98%8e%e3%80%81%e5%a4%a0%e4%be%bf%e5%ae%9c%ef%bc%89","status":"publish","type":"post","link":"https:\/\/aict.nkust.edu.tw\/digitrans\/?p=7216","title":{"rendered":"\u53f2\u4e0a\u6700\u503c\u5f97 fine tuning \u7684\u5927\u6a21\u578bgpt-4o-mini\uff08\u5920\u8070\u660e\u3001\u5920\u4fbf\u5b9c\uff09"},"content":{"rendered":"\n

2024-07-24 | Bowen Chiu<\/p>\n\n\n\n

\u6ce2\u8ff7\u4f60 mini \u6709\u591a\u597d\uff1f<\/h2>\n\n\n\n
GPT-4o_mini\u5fae\u8abf\u512a\u52e2:
  \u6210\u672c\u6548\u76ca:
    \u8f38\u5165\u6a19\u8a18: \"\u6bd4GPT-3.5 Turbo\u4fbf\u5b9c90%\"
    \u8f38\u51fa\u6a19\u8a18: \"\u6bd4GPT-3.5 Turbo\u4fbf\u5b9c80%\"
    \u8a13\u7df4\u6210\u672c: \"\u6bd4GPT-3.5 Turbo\u4fbf\u5b9c50%\"
  
  \u4e0a\u4e0b\u6587\u9577\u5ea6:
    \u8a13\u7df4\u4e0a\u4e0b\u6587: \"65k\u6a19\u8a18 (\u6bd4GPT-3.5 Turbo\u95774\u500d)\"
    \u63a8\u7406\u4e0a\u4e0b\u6587: \"128k\u6a19\u8a18 (\u6bd4GPT-3.5 Turbo\u95778\u500d)\"
  
  \u6027\u80fd:
    \u667a\u6167\u7a0b\u5ea6: \"\u9ad8\u65bcGPT-3.5 Turbo\"
    \u8996\u89ba\u80fd\u529b: \"\u652f\u63f4 (\u4f46\u76ee\u524d\u5fae\u8abf\u50c5\u9069\u7528\u65bc\u6587\u5b57)\"

  \u514d\u8cbb\u8a66\u7528:
    \u671f\u9650: \"2024\u5e749\u670823\u65e5\u524d\"
    \u6bcf\u65e5\u9650\u984d: \"200\u842c\u8a13\u7df4\u6a19\u8a18\"

  \u53ef\u7528\u6027:
    \u4f7f\u7528\u8005\u7fa4\u9ad4: 
      - \"\u4f01\u696d\u5ba2\u6236\"
      - \"Tier 4\u548cTier 5\u4f7f\u7528\u5c64\u7d1a\u7684\u958b\u767c\u8005\"

\u7e3d\u7d50: GPT-4o mini\u63d0\u4f9b\u66f4\u9ad8\u6027\u80fd\u3001\u66f4\u591a\u529f\u80fd,\u540c\u6642\u6210\u672c\u66f4\u4f4e,\u662fGPT-3.5 Turbo\u4f7f\u7528\u8005\u7684\u7406\u60f3\u5347\u7d1a\u9078\u64c7\u3002<\/pre>\n\n\n\n
\u5fae\u8abf\u6709\u54ea\u4e9b\u6548\u679c\u5462\uff1f<\/h2>\n\n\n\n
\u5fae\u8abf\u512a\u9ede:
  - \u6548\u679c\u66f4\u4f73:
    - \u6bd4\u55ae\u7d14\u4f7f\u7528\u63d0\u793a\u8a5e\u7522\u751f\u66f4\u9ad8\u54c1\u8cea\u7684\u7d50\u679c
    - \u53ef\u8a13\u7df4\u66f4\u591a\u7bc4\u4f8b,\u8d85\u51fa\u63d0\u793a\u8a5e\u7684\u9650\u5236
  - \u7bc0\u7701\u6210\u672c:
    - \u53ef\u4f7f\u7528\u8f03\u77ed\u7684\u63d0\u793a\u8a5e,\u7bc0\u7701token\u6578
    - \u964d\u4f4e\u5ef6\u9072,\u52a0\u5feb\u56de\u61c9\u901f\u5ea6  
  - \u5ba2\u88fd\u5316\u80fd\u529b:
    - \u53ef\u91dd\u5c0d\u7279\u5b9a\u61c9\u7528\u5834\u666f\u8abf\u6574\u6a21\u578b
    - \u6539\u5584\u6a21\u578b\u5728\u8907\u96dc\u6307\u4ee4\u4e0b\u7684\u8868\u73fe
    - \u8655\u7406\u7279\u6b8a\u60c5\u6cc1\u548c\u908a\u7de3\u6848\u4f8b
  - \u98a8\u683c\u5ba2\u88fd\u5316:
    - \u53ef\u8a2d\u5b9a\u6a21\u578b\u7684\u98a8\u683c\u3001\u8a9e\u6c23\u548c\u683c\u5f0f
    - \u63d0\u9ad8\u7522\u751f\u7279\u5b9a\u8f38\u51fa\u7684\u53ef\u9760\u6027
  - \u65b0\u6280\u80fd\u5b78\u7fd2:
    - \u8b93\u6a21\u578b\u5b78\u7fd2\u96e3\u4ee5\u7528\u63d0\u793a\u8a5e\u8868\u9054\u7684\u65b0\u6280\u80fd\u6216\u4efb\u52d9
  - \u964d\u7d1a\u61c9\u7528:
    - \u53ef\u7528\u8f03\u5c0f\u7684\u5fae\u8abf\u6a21\u578b\u66ff\u4ee3\u5927\u578b\u6a21\u578b,\u964d\u4f4e\u6210\u672c
    - \u5728\u4e0d\u72a7\u7272\u54c1\u8cea\u7684\u524d\u63d0\u4e0b\u7e2e\u77ed\u63d0\u793a\u8a5e<\/pre>\n\n\n\n
\u5fae\u8abfcoding\u65b0\u5951\u6a5f (cli\u5beb\u6cd5\u3001\u5957\u4ef6\u5beb\u6cd5\u3001router\u5beb\u6cd5\u3001\u591a\u4ee3\u7406\u4eba\u81ea\u7136\u8a9e\u8a00\u98a8\u683c\uff09<\/h2>\n\n\n\n
\u5fae\u8abf\u78ba\u5be6\u53ef\u4ee5\u5927\u5927\u6539\u5584\u6a21\u578b\u7684\u7a0b\u5f0f\u78bc\u5beb\u4f5c\u80fd\u529b\u3002\u4ee5\u4e0b\u662f\u5e7e\u500b\u4e3b\u8981\u7684\u6539\u9032\u65b9\u9762\uff1a

\u7279\u5b9a\u8a9e\u8a00\u6216\u6846\u67b6\u7684\u5c08\u7cbe\uff1a
\u53ef\u4ee5\u8b93\u6a21\u578b\u66f4\u5c08\u6ce8\u65bc\u7279\u5b9a\u7684\u7a0b\u5f0f\u8a9e\u8a00\u6216\u6846\u67b6\u3002
\u4f8b\u5982\uff0c\u5fae\u8abf\u53ef\u4ee5\u8b93\u6a21\u578b\u5728 Python Django \u6216 React.js \u7b49\u7279\u5b9a\u6846\u67b6\u4e0a\u8868\u73fe\u66f4\u51fa\u8272\u3002

\u5beb\u7a0b\u5f0f\u98a8\u683c\u7684\u4e00\u81f4\u6027\uff1a
\u53ef\u4ee5\u8a13\u7df4\u6a21\u578b\u9075\u5faa\u7279\u5b9a\u7684\u5beb\u7a0b\u5f0f\u898f\u7bc4\u548c\u98a8\u683c\u6307\u5357\u3002
\u9019\u5c0d\u65bc\u4fdd\u6301\u5718\u968a\u7a0b\u5f0f\u78bc\u7684\u4e00\u81f4\u6027\u975e\u5e38\u6709\u5e6b\u52a9\u3002

\u7279\u5b9a\u9818\u57df\u7684\u6700\u4f73\u5be6\u8e10\uff1a
\u53ef\u4ee5incorporates\u9818\u57df\u7279\u5b9a\u7684\u6700\u4f73\u5be6\u8e10\u548c\u8a2d\u8a08\u6a21\u5f0f\u3002
\u4f8b\u5982\uff0c\u5728\u91d1\u878d\u79d1\u6280\u9818\u57df\uff0c\u53ef\u4ee5\u5f37\u5316\u5b89\u5168\u6027\u548c\u4ea4\u6613\u8655\u7406\u76f8\u95dc\u7684\u5beb\u7a0b\u5f0f\u5be6\u8e10\u3002

\u932f\u8aa4\u8655\u7406\u548c\u9664\u932f\uff1a
\u6539\u5584\u6a21\u578b\u8fa8\u8b58\u5e38\u898b\u932f\u8aa4\u548c\u63d0\u4f9b\u9664\u932f\u5efa\u8b70\u7684\u80fd\u529b\u3002

\u6a94\u6848\u548c\u8a3b\u91cb\uff1a
\u5f37\u5316\u6a21\u578b\u751f\u6210\u6e05\u6670\u3001\u5168\u9762\u7684\u7a0b\u5f0f\u78bc\u6a94\u6848\u548c\u8a3b\u91cb\u7684\u80fd\u529b\u3002<\/pre>\n\n\n\n
\u5fae\u8abf\u81fa\u7063\u6163\u7528\u8a9e\u5951\u6a5f<\/h2>\n\n\n\n
[
  {
    \"messages\": [
      {\"role\": \"system\", \"content\": \"\u4f60\u662f\u4e00\u500b\u5c08\u9580\u4f7f\u7528\u81fa\u7063\u7528\u8a9e\u7684\u52a9\u624b\u3002\"},
      {\"role\": \"user\", \"content\": \"\u6211\u60f3\u8cb7\u4e00\u4ef6\u8863\u670d\u3002\"},
      {\"role\": \"assistant\", \"content\": \"\u597d\u7684\uff0c\u60a8\u60f3\u8cb7\u4ec0\u9ebc\u6a23\u7684\u8863\u670d\u5462\uff1f\u6211\u5011\u53ef\u4ee5\u53bb\u901b\u901b\u767e\u8ca8\u516c\u53f8\u6216\u662f\u7cbe\u54c1\u5e97\uff0c\u770b\u770b\u6709\u6c92\u6709\u9069\u5408\u7684\u6b3e\u5f0f\u3002\"}
    ]
  },
  {
    \"messages\": [
      {\"role\": \"system\", \"content\": \"\u4f60\u662f\u4e00\u500b\u5c08\u9580\u4f7f\u7528\u81fa\u7063\u7528\u8a9e\u7684\u52a9\u624b\u3002\"},
      {\"role\": \"user\", \"content\": \"\u9019\u500b\u624b\u6a5f\u5f88\u597d\u7528\u3002\"},
      {\"role\": \"assistant\", \"content\": \"\u662f\u7684\uff0c\u9019\u652f\u624b\u6a5f\u78ba\u5be6\u5f88\u597d\u7528\u3002\u5b83\u7684\u529f\u80fd\u5f88\u9f4a\u5168\uff0c\u64cd\u4f5c\u4e5f\u5f88\u65b9\u4fbf\u3002\u60a8\u6700\u559c\u6b61\u5b83\u7684\u54ea\u4e9b\u7279\u9ede\u5462\uff1f\"}
    ]
  },
  {
    \"messages\": [
      {\"role\": \"system\", \"content\": \"\u4f60\u662f\u4e00\u500b\u5c08\u9580\u4f7f\u7528\u81fa\u7063\u7528\u8a9e\u7684\u52a9\u624b\u3002\"},
      {\"role\": \"user\", \"content\": \"\u6211\u5011\u53bb\u5403\u98ef\u5427\u3002\"},
      {\"role\": \"assistant\", \"content\": \"\u597d\u554a\uff0c\u6211\u5011\u53bb\u5403\u98ef\u5427\uff01\u60a8\u60f3\u5403\u4ec0\u9ebc\u5462\uff1f\u8981\u4e0d\u8981\u53bb\u591c\u5e02\u901b\u901b\uff0c\u6216\u662f\u627e\u9593\u9910\u5ef3\u5750\u4e0b\u4f86\u597d\u597d\u4eab\u7528\u4e00\u9813\u7f8e\u98df\uff1f\"}
    ]
  }
]<\/pre>\n\n\n\n
\u5fae\u8abf\u516c\u6587\u6163\u7528\u8a9e\u5951\u6a5f<\/h2>\n\n\n\n
[
  {
    \"messages\": [
      {\"role\": \"system\", \"content\": \"\u4f60\u662f\u4e00\u4f4d\u5c08\u7cbe\u65bc\u64b0\u5beb\u6b63\u5f0f\u516c\u6587\u7684\u52a9\u7406\u3002\u8acb\u4f7f\u7528\u9069\u7576\u7684\u516c\u6587\u7528\u8a9e\u548c\u683c\u5f0f\u3002\"},
      {\"role\": \"user\", \"content\": \"\u8acb\u5e6b\u6211\u8d77\u8349\u4e00\u4efd\u95dc\u65bc\u8209\u8fa6\u5e74\u5ea6\u54e1\u5de5\u8868\u63da\u5927\u6703\u7684\u516c\u544a\u3002\"},
      {\"role\": \"assistant\", \"content\": \"\u8b39\u64ec\u516c\u544a\u5982\u4e0b\uff1a\\n\\n\u4e3b\u65e8\uff1a\u8a02\u65bc\u672c\uff08112\uff09\u5e7410\u670815\u65e5\u8209\u884c\u5e74\u5ea6\u54e1\u5de5\u8868\u63da\u5927\u6703\\n\\n\u8aaa\u660e\uff1a\\n\u4e00\u3001\u70ba\u8868\u5f70\u672c\u516c\u53f8\u54e1\u5de5\u904e\u53bb\u4e00\u5e74\u4f86\u7684\u5353\u8d8a\u8ca2\u737b\uff0c\u7279\u8a02\u65bc\u672c\uff08112\uff09\u5e7410\u670815\u65e5\uff08\u661f\u671f\u4e94\uff09\u4e0b\u53482\u6642\u6574\uff0c\u5047\u672c\u516c\u53f8\u5927\u79ae\u5802\u8209\u884c\u5e74\u5ea6\u54e1\u5de5\u8868\u63da\u5927\u6703\u3002\\n\u4e8c\u3001\u672c\u6b21\u5927\u6703\u5c07\u9812\u767c\u300c\u5e74\u5ea6\u5091\u51fa\u54e1\u5de5\u734e\u300d\u3001\u300c\u5275\u65b0\u8ca2\u737b\u734e\u300d\u53ca\u300c\u9577\u671f\u670d\u52d9\u734e\u300d\u7b49\u734e\u9805\u3002\\n\u4e09\u3001\u8acb\u5404\u55ae\u4f4d\u4e3b\u7ba1\u5354\u52a9\u8f49\u77e5\u6240\u5c6c\u540c\u4ec1\uff0c\u4e26\u9f13\u52f5\u8e34\u8e8d\u53c3\u52a0\u3002\\n\u56db\u3001\u6703\u8b70\u76f8\u95dc\u7d30\u7bc0\u5c07\u53e6\u884c\u901a\u77e5\u3002\\n\\n\u6b64\u81f4\\n\u672c\u516c\u53f8\u5168\u9ad4\u540c\u4ec1\\n\\n                        \u4eba\u4e8b\u90e8 \u656c\u555f\\n                        \u4e2d\u83ef\u6c11\u570b112\u5e749\u67081\u65e5\"}
    ]
  },
  {
    \"messages\": [
      {\"role\": \"system\", \"content\": \"\u4f60\u662f\u4e00\u4f4d\u5c08\u7cbe\u65bc\u64b0\u5beb\u6b63\u5f0f\u516c\u6587\u7684\u52a9\u7406\u3002\u8acb\u4f7f\u7528\u9069\u7576\u7684\u516c\u6587\u7528\u8a9e\u548c\u683c\u5f0f\u3002\"},
      {\"role\": \"user\", \"content\": \"\u8acb\u5e6b\u6211\u5beb\u4e00\u4efd\u7533\u8acb\u5ef6\u9577\u5c08\u6848\u671f\u9650\u7684\u7c3d\u5448\u3002\"},
      {\"role\": \"assistant\", \"content\": \"\u8b39\u64ec\u7c3d\u5448\u5982\u4e0b\uff1a\\n\\n\u53d7\u6587\u8005\uff1a\u9673\u7e3d\u7d93\u7406 \u921e\u9452\\n\\n\u4e3b\u65e8\uff1a\u70ba\u78ba\u4fdd\u300c\u9867\u5ba2\u95dc\u4fc2\u7ba1\u7406\u7cfb\u7d71\u5347\u7d1a\u5c08\u6848\u300d\u54c1\u8cea\uff0c\u64ec\u8acb\u540c\u610f\u5ef6\u9577\u5c08\u6848\u671f\u9650\uff0c\u8acb \u9452\u6838\u3002\\n\\n\u8aaa\u660e\uff1a\\n\u4e00\u3001\u65e8\u63ed\u5c08\u6848\u539f\u8a02\u65bc\u672c\uff08112\uff09\u5e7412\u670831\u65e5\u524d\u5b8c\u6210\uff0c\u56e0\u7cfb\u7d71\u6574\u5408\u6e2c\u8a66\u767c\u73fe\u82e5\u5e72\u91cd\u5927\u554f\u984c\uff0c\u9700\u8981\u984d\u5916\u6642\u9593\u9032\u884c\u4fee\u6b63\u8207\u512a\u5316\u3002\\n\u4e8c\u3001\u70ba\u78ba\u4fdd\u7cfb\u7d71\u7a69\u5b9a\u6027\u8207\u6548\u80fd\uff0c\u672c\u90e8\u64ec\u5c07\u5c08\u6848\u671f\u9650\u5ef6\u95772\u500b\u6708\uff0c\u9810\u8a08\u65bc113\u5e742\u670828\u65e5\u5b8c\u6210\u3002\\n\u4e09\u3001\u672c\u6b21\u5ef6\u671f\u4e0d\u6703\u589e\u52a0\u539f\u7de8\u5217\u9810\u7b97\u3002\\n\\n\u64ec\u8fa6\uff1a\u5949 \u921e\u9577\u6838\u53ef\u5f8c\uff0c\u4f9d\u8aaa\u660e\u4e8b\u9805\u8fa6\u7406\u3002\\n\\n                        \u8cc7\u8a0a\u90e8 \u90e8\u9577 \u674e\u5927\u540c \u8b39\u7c3d\\n                        \u4e2d\u83ef\u6c11\u570b112\u5e7411\u670820\u65e5\"}
    ]
  }
]<\/pre>\n\n\n\n
\u9069\u5408\u4e94\u9846\u661f\u7b49\u7d1a\u7684\u54c1\u8cea\u5fae\u8abf<\/h2>\n\n\n\n
\u4e94\u9846\u661f\u7d93\u5178\u54c1\u8cea\u7684\u5206\u6bb5\u8ad6\u6587\u7ae0\u7bc0\u5beb\u6cd5\u98a8\u683c\uff0c\u8981\u6709\u4e09\u842c\u500bjsonl\u4e94\u9846\u661f\u6bb5\u843d\u7bc4\u4f8b<\/p>\n\n\n\n
\u5fae\u8abf\u653f\u5e9c\u6c7a\u5b9a\u66f8\u98a8\u683c<\/p>\n\n\n\n
\u5fae\u8abf\u5ba2\u6236\u670d\u52d9\u56de\u61c9\u98a8\u683c<\/p>\n\n\n\n
\u5fae\u8abf\u65b0\u805e\u7a3f\u98a8\u683c<\/p>\n\n\n\n
\u5fae\u8abf\u6aa2\u9a57\u5408\u898f\u8207\u5426\u7684\u98a8\u683c<\/p>\n\n\n\n
\u5fae\u8abffine-tuining\u8207 5 shot \u4e94\u5c04\u64ca\u7684\u6bd4\u8f03<\/h2>\n\n\n\n
comparison:
  few_shot_learning:
    \u5b9a\u7fa9: \"\u4f7f\u7528\u5c11\u91cf\u7bc4\u4f8b\uff08\u901a\u5e38\u662f 1 \u5230 5 \u500b\uff09\u4f86\u6307\u5c0e\u6a21\u578b\u57f7\u884c\u7279\u5b9a\u4efb\u52d9\"
    \u512a\u9ede:
      - \u5feb\u901f\u4e14\u9748\u6d3b\uff0c\u53ef\u4ee5\u8fc5\u901f\u9069\u61c9\u65b0\u4efb\u52d9
      - \u4e0d\u9700\u8981\u5927\u91cf\u8a13\u7df4\u6578\u64da
      - \u53ef\u4ee5\u5728\u904b\u884c\u6642\u52d5\u614b\u6539\u8b8a\u4efb\u52d9
      - \u9069\u5408\u5feb\u901f\u539f\u578b\u8a2d\u8a08\u548c\u63a2\u7d22\u6027\u4efb\u52d9
    \u7f3a\u9ede:
      - \u6548\u679c\u53ef\u80fd\u4e0d\u5982\u5c08\u9580\u5fae\u8abf\u7684\u6a21\u578b
      - \u53d7\u5230\u8f38\u5165 token \u9650\u5236\uff0c\u7121\u6cd5\u5305\u542b\u5927\u91cf\u7bc4\u4f8b
      - \u53ef\u80fd\u7121\u6cd5\u6355\u6349\u975e\u5e38\u8907\u96dc\u6216\u5fae\u5999\u7684\u6a21\u5f0f
      - \u63a8\u7406\u901f\u5ea6\u8f03\u6162\uff0c\u56e0\u70ba\u9700\u8981\u8655\u7406\u7bc4\u4f8b
    \u9069\u7528\u5834\u666f:
      - \u9700\u8981\u6a21\u578b\u5728\u4e0d\u540c\u4efb\u52d9\u9593\u5feb\u901f\u5207\u63db
      - \u8cc7\u6e90\u6709\u9650\uff0c\u7121\u6cd5\u9032\u884c\u5b8c\u6574\u7684\u5fae\u8abf
      - \u63a2\u7d22\u65b0\u7684\u61c9\u7528\u9818\u57df\u6216\u4efb\u52d9\u985e\u578b
    \u8a13\u7df4\u6578\u64da\u9700\u6c42: \"\u5c11\uff08\u5e7e\u500b\u4f8b\u5b50\u5373\u53ef\uff09\"
    \u6e96\u78ba\u6027_\u6027\u80fd: \"\u4e2d\u7b49\"
    \u9748\u6d3b\u6027: \"\u9ad8\"
    \u8a13\u7df4\u6642\u9593: \"\u7121\uff08\u5373\u6642\u4f7f\u7528\uff09\"
    \u63a8\u7406\u901f\u5ea6: \"\u6162\uff08\u9700\u8981\u8655\u7406\u7bc4\u4f8b\uff09\"

  fine_tuning:
    \u5b9a\u7fa9: \"\u4f7f\u7528\u5927\u91cf\u7279\u5b9a\u4efb\u52d9\u7684\u6578\u64da\u4f86\u8abf\u6574\u9810\u8a13\u7df4\u6a21\u578b\u7684\u53c3\u6578\"
    \u512a\u9ede:
      - \u53ef\u4ee5\u8655\u7406\u66f4\u591a\u3001\u66f4\u8907\u96dc\u7684\u8a13\u7df4\u6578\u64da
      - \u901a\u5e38\u80fd\u9054\u5230\u66f4\u9ad8\u7684\u6027\u80fd\u548c\u6e96\u78ba\u6027
      - \u53ef\u4ee5\u5b78\u7fd2\u66f4\u6df1\u5c64\u6b21\u7684\u6a21\u5f0f\u548c\u898f\u5247
      - \u751f\u6210\u901f\u5ea6\u66f4\u5feb\uff0c\u56e0\u70ba\u4e0d\u9700\u8981\u5728\u6bcf\u6b21\u8acb\u6c42\u4e2d\u5305\u542b\u7bc4\u4f8b
      - \u53ef\u4ee5\u6df1\u5ea6\u6574\u5408\u7279\u5b9a\u9818\u57df\u7684\u77e5\u8b58\u548c\u898f\u5247
    \u7f3a\u9ede:
      - \u9700\u8981\u66f4\u591a\u7684\u6642\u9593\u548c\u8cc7\u6e90\u9032\u884c\u8a13\u7df4
      - \u5c0d\u7279\u5b9a\u4efb\u52d9\u7684\u9069\u61c9\u6027\u53ef\u80fd\u8f03\u4f4e
      - \u9700\u8981\u66f4\u591a\u7684\u8a13\u7df4\u6578\u64da
      - \u53ef\u80fd\u904e\u5ea6\u64ec\u5408\u7279\u5b9a\u4efb\u52d9\uff0c\u5931\u53bb\u901a\u7528\u6027
    \u9069\u7528\u5834\u666f:
      - \u9700\u8981\u9ad8\u5ea6\u5c08\u696d\u5316\u6216\u6975\u9ad8\u6e96\u78ba\u6027\u7684\u4efb\u52d9
      - \u6709\u5927\u91cf\u53ef\u7528\u7684\u8a13\u7df4\u6578\u64da
      - \u751f\u7522\u74b0\u5883\u4e2d\u7684\u56fa\u5b9a\u3001\u9ad8\u983b\u7387\u4efb\u52d9
      - \u9700\u8981\u4e00\u81f4\u6027\u8f38\u51fa\u7684\u61c9\u7528\uff08\u5982\u6cd5\u5f8b\u6587\u4ef6\u751f\u6210\u3001\u91ab\u7642\u8a3a\u65b7\u8f14\u52a9\uff09
    \u8a13\u7df4\u6578\u64da\u9700\u6c42: \"\u591a\uff08\u901a\u5e38\u9700\u8981 30000 \u500b\u4f8b\u5b50\uff09\"
    \u6e96\u78ba\u6027_\u6027\u80fd: \"\u9ad8\"
    \u9748\u6d3b\u6027: \"\u4f4e\uff08\u5c08\u6ce8\u65bc\u7279\u5b9a\u4efb\u52d9\uff09\"
    \u8a13\u7df4\u6642\u9593: \"\u9577\uff08\u9700\u8981\u5c08\u9580\u7684\u8a13\u7df4\u904e\u7a0b\uff09\"
    \u63a8\u7406\u901f\u5ea6: \"\u5feb\uff08\u6a21\u578b\u5df2\u512a\u5316\uff09\"

\u9078\u64c7\u8003\u616e\u56e0\u7d20:
  - \u4efb\u52d9\u8907\u96dc\u5ea6\u548c\u5c08\u696d\u5316\u7a0b\u5ea6
  - \u53ef\u7528\u7684\u8a13\u7df4\u6578\u64da\u91cf
  - \u4efb\u52d9\u7684\u8b8a\u5316\u983b\u7387
  - \u5c0d\u6e96\u78ba\u6027\u548c\u4e00\u81f4\u6027\u7684\u8981\u6c42
  - \u53ef\u7528\u7684\u8a08\u7b97\u8cc7\u6e90
  - \u90e8\u7f72\u74b0\u5883\uff08\u5982\u539f\u578bvs\u751f\u7522\uff09
  - \u5c0d\u6a21\u578b\u56de\u61c9\u901f\u5ea6\u7684\u8981\u6c42

<\/pre>\n\n\n\n
\u8cc7\u6599\u4f86\u6e90: https:\/\/medium.com\/@bohachu\/%E5%8F%B2%E4%B8%8A%E6%9C%80%E5%80%BC%E5%BE%97-fine-tuning-%E7%9A%84%E5%A4%A7%E6%A8%A1%E5%9E%8Bgpt-4o-mini-%E5%A4%A0%E8%81%B0%E6%98%8E-%E5%A4%A0%E4%BE%BF%E5%AE%9C-4b4a73cb3d4a<\/a><\/p>\n\n\n\n
<\/p>\n","protected":false},"excerpt":{"rendered":"
2024-07-24 | Bowen Chiu \u6ce2\u8ff7\u4f60 mini \u6709\u591a\u597d\uff1f GPT-4o_mini\u5fae\u8abf\u512a\u52e2: \u6210\u672c\u6548\u76ca: \u8f38\u5165\u6a19\u8a18: “\u6bd4GPT-3.5 Turbo\u4fbf\u5b9c90%” \u8f38…<\/p>\n","protected":false},"author":4,"featured_media":7218,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_memberships_contains_paid_content":false,"footnotes":"","jetpack_post_was_ever_published":false},"categories":[579,4],"tags":[40],"class_list":["post-7216","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-579","category-industry-news","tag-40"],"gutentor_comment":0,"jetpack_featured_media_url":"https:\/\/i0.wp.com\/aict.nkust.edu.tw\/digitrans\/wp-content\/uploads\/2024\/10\/%E8%9E%A2%E5%B9%95%E6%93%B7%E5%8F%96%E7%95%AB%E9%9D%A2-2024-10-18-142643.png?fit=680%2C436&ssl=1","jetpack-related-posts":[],"jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/aict.nkust.edu.tw\/digitrans\/index.php?rest_route=\/wp\/v2\/posts\/7216","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/aict.nkust.edu.tw\/digitrans\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/aict.nkust.edu.tw\/digitrans\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/aict.nkust.edu.tw\/digitrans\/index.php?rest_route=\/wp\/v2\/users\/4"}],"replies":[{"embeddable":true,"href":"https:\/\/aict.nkust.edu.tw\/digitrans\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=7216"}],"version-history":[{"count":3,"href":"https:\/\/aict.nkust.edu.tw\/digitrans\/index.php?rest_route=\/wp\/v2\/posts\/7216\/revisions"}],"predecessor-version":[{"id":7221,"href":"https:\/\/aict.nkust.edu.tw\/digitrans\/index.php?rest_route=\/wp\/v2\/posts\/7216\/revisions\/7221"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/aict.nkust.edu.tw\/digitrans\/index.php?rest_route=\/wp\/v2\/media\/7218"}],"wp:attachment":[{"href":"https:\/\/aict.nkust.edu.tw\/digitrans\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=7216"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/aict.nkust.edu.tw\/digitrans\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=7216"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/aict.nkust.edu.tw\/digitrans\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=7216"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}