Capability
Fine-tuning
Fine-tuning: 19 AI tools in this graph can do it, including Kohya's GUI, Unsloth, Axolotl, LlamaFactory and PEFT.
Adapt a pretrained model to your data or style.
Takes in Data → Gives out Data
Markdown version of https://godooo.ai/en/capability/fine-tuning. Every page on this site has one: add .md to its address.
Tools that do it · 19
| Tool | How well | Pricing | Open source | How you run it |
|---|---|---|---|---|
| Kohya's GUIProduct | main job * | Open source, free | Yes | Self-host · Runs offline · Terminal · Web |
| UnslothFramework | main job * | Yes | Runs offline · Desktop · Terminal · API · Self-host | |
| AxolotlFramework | main job * | Yes | Self-host · Terminal · Runs offline | |
| LlamaFactoryFramework | main job * | Yes | Self-host · Runs offline · Terminal · Web · API | |
| PEFTFramework | main job * | Yes | Runs offline · Self-host · API | |
| TRLFramework | main job * | Yes | Self-host · Runs offline · Terminal | |
| nanoGPTFramework | main job * | Yes | Terminal · Runs offline | |
| Hugging FaceProduct | supported * | Free plan + paid upgrades | Web · API · Self-host · Runs offline | |
| OpenAI PlatformProduct | supported | Paid | API | |
| ModelScopeProduct | supported * | Open source, free | Yes | Web · API · Self-host · Runs offline · Terminal |
| LiblibAI 哩布哩布Product | supported * | Free plan + paid upgrades | Web | |
| ReplicateProduct | supported * | Paid | API · Web | |
| falProduct | supported * | Paid | API · Self-host | |
| Together AIProduct | supported * | Paid | API · Terminal · Self-host | |
| MLXFramework | supported * | Yes | Runs offline · API · Terminal · Self-host | |
| Sentence TransformersFramework | supported * | Yes | Runs offline · Self-host · API | |
| GPT-SoVITSProduct | supported * | Open source, free | Yes | Self-host · Web · Runs offline |
| ModalProduct | supported * | Paid | API · Terminal · Self-host | |
| Hugging Face SkillsSkill | supported * | Yes | Terminal · Browser extension · API |
* proposed by a machine, awaiting calibration
Questions
What is Fine-tuning?
Adapt a pretrained model to your data or style. Fine-tuning: 19 AI tools in this graph can do it, including Kohya's GUI, Unsloth, Axolotl, LlamaFactory and PEFT.
Which tools are built for “Fine-tuning”?
Kohya's GUI, Unsloth, Axolotl, LlamaFactory, PEFT, TRL and nanoGPT.
Are there free tools for “Fine-tuning”?
Kohya's GUI, Unsloth, Axolotl, LlamaFactory, PEFT, TRL, nanoGPT and ModelScope.
Which open-source tools can do “Fine-tuning”?
Kohya's GUI, Unsloth, Axolotl, LlamaFactory, PEFT, TRL, nanoGPT and ModelScope.
Which tools for “Fine-tuning” run offline?
Kohya's GUI, Unsloth, Axolotl, LlamaFactory, PEFT, TRL, nanoGPT and Hugging Face.