[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"tag-unsloth":3},{"tag":4,"articles":10,"peer_article_count":50},{"id":5,"name":6,"slug":7,"article_count":8,"description_zh":9,"description_en":9},"06fa4531-ce5a-4a34-ae0f-18a10f6dad3c","Unsloth","unsloth",2,null,[11,20,28,36,43],{"id":12,"slug":13,"title":14,"summary":15,"category":16,"image_url":17,"cover_image":17,"language":18,"created_at":19},"851e075c-b22f-4425-a5c8-28132574da25","fine-tune-slm-emotion-recognition-zh","情緒辨識 SLM 微調實作指南","用 ISMOTE、LoRA 和 focal loss，把開放權重小語言模型微調成多標籤情緒辨識器。","tools","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1781231575451-p3g5.png","zh","2026-06-12T02:32:23.646134+00:00",{"id":21,"slug":22,"title":23,"summary":24,"category":25,"image_url":26,"cover_image":26,"language":18,"created_at":27},"42ca8c4e-e593-461b-b108-ec98c12cf678","unsloth-kimi-k25-gguf-hugging-face-zh","Unsloth 把 Kimi-K2.5 做成 GGUF 包","Unsloth 在 Hugging Face 釋出 Kimi-K2.5 的 GGUF 量化包，包含 4-bit 與 5-bit 版本，方便本地端推理與不同硬體配置測試。","model-release","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1781160488625-q93d.png","2026-06-11T06:47:33.607859+00:00",{"id":29,"slug":30,"title":31,"summary":32,"category":33,"image_url":34,"cover_image":34,"language":18,"created_at":35},"546dc8aa-3e25-49c5-aa9c-f06841c6827f","5-steps-fine-tune-local-llm-zh","5 個本地 LLM 微調步驟","5 個步驟帶你在週末完成本地 LLM 微調，從環境、資料到訓練、評估與 GGUF 匯出。","industry","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1779988670307-nfq9.png","2026-05-28T17:17:22.855882+00:00",{"id":37,"slug":38,"title":39,"summary":40,"category":16,"image_url":41,"cover_image":41,"language":18,"created_at":42},"6a68ec02-df15-4ef4-8cdd-7fbcf23d2f3b","how-to-run-and-fine-tune-llms-with-unsloth-zh","怎麼用 Unsloth 跑與微調 LLM","這篇教你用 Unsloth 先完成本機 LLM 載入，再做 LoRA 微調與最小可行訓練驗證。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1779671157661-sl8g.png","2026-05-25T01:05:27.703266+00:00",{"id":44,"slug":45,"title":46,"summary":47,"category":16,"image_url":48,"cover_image":48,"language":18,"created_at":49},"868034d7-415b-49bd-8f25-4dbd602e7094","unsloth-qwen35-partial-fine-tuning-zh","Unsloth 讓 Qwen3.5 可分層微調","Unsloth 新增 Qwen3.5 視覺模型分層微調，能只訓練 vision、language、attention 或 MLP。VRAM 更省，訓練也更快，對多模態團隊很實用。","https:\u002F\u002Fxxdpdyhzhpamafnrdkyq.supabase.co\u002Fstorage\u002Fv1\u002Fobject\u002Fpublic\u002Fcovers\u002Finline-1775218014686-wj6q.png","2026-04-03T12:06:38.523525+00:00",4]