AI Models & Local Execution (3)

All 3 AI fine-tuning and training frameworks in the Flocci catalog, 3 of them free or freemium. Pricing tier and real capabilities on every entry — no ads, no sponsored placement.

Unsloth

Fine-Tuning & Training Frameworks
free
  • Fine-tunes LLMs, diffusion, TTS and embedding models 2x faster with ~70% less VRAM than standard Hugging Face training
  • Free Google Colab notebooks let anyone fine-tune open models like Llama/Qwen/GLM on a free T4 GPU
  • Supports LoRA, QLoRA, full fine-tuning, GRPO and DPO reinforcement/preference tuning in one library

Axolotl

Fine-Tuning & Training Frameworks
free
  • Config-file-driven fine-tuning workflow (YAML) covering LoRA, QLoRA, full fine-tuning, preference tuning and RL
  • Broad multi-model and multimodal training support with GPU-efficiency optimizations built in
  • Popular choice for reproducible post-training recipes shared across the open-model community

LLaMA-Factory

Fine-Tuning & Training Frameworks
free
  • Zero-code Web UI (LLaMA Board) for fine-tuning 100+ open models without writing training scripts
  • Supports full-tuning, LoRA, 2/3/4/5/6/8-bit QLoRA, DPO, PPO, GaLore and PiSSA in one framework
  • Used internally by Amazon, NVIDIA and Aliyun for open-model post-training

Fine-Tuning & Training Frameworks — straight answers

What are the best free AI fine-tuning and training frameworks?

Flocci AI Tools lists 3 AI fine-tuning and training frameworks, ordered free tiers first: Axolotl, LLaMA-Factory and Unsloth. All of them are free or have a free tier. Every entry states what it uniquely does, not a score.

Are there completely free AI fine-tuning and training frameworks?

Yes — 3 of these are marked fully free with no paid plan attached: Axolotl, LLaMA-Factory and Unsloth. The rest are freemium, trial or paid, and each row states which.

What should I look for in AI fine-tuning and training frameworks?

Start with what you need to do: train a model on your own data without a cluster. Then check the pricing tier, because "free" here means no paid plan at all while "freemium" means a free tier under paid plans. Every tool on this page lists both.

See the full list →

Looking for a ranked shortlist instead? See the best free AI fine-tuning and training frameworks.