Top Fine-tuning repositories on GitHub
Recipes, frameworks, and tools for adapting foundation models.
Ranked by stars across 292 repositories tagged fine-tuning. Refreshed daily.
- 1unslothai/unsloth★ 77,237 · ⑂ 7,114
Local UI to run and train LLMs and diffusion models. Supports GGUF, MLX, Qwen3.8, DeepSeek-V4, MiniMax-H3, Gemma 4, FLUX and more.
- fine-tuning
- llama
- llms
- gemma
- unsloth
- llm
- 2hiyouga/LlamaFactory★ 75,319 · ⑂ 9,226
Unified Efficient Fine-Tuning of 100+ LLMs & VLMs (ACL 2024)
- fine-tuning
- llama
- llm
- peft
- transformers
- rlhf
- 3run-llama/llama_index★ 52,412 · ⑂ 8,284
LlamaIndex is the document processing platform for AI
- agents
- application
- data
- fine-tuning
- framework
- llamaindex
- 4QwenAudio/CosyVoice★ 23,841 · ⑂ 2,712
Multi-lingual large voice generation model, providing inference, training and deployment full-stack ability.
- audio-generation
- gpt-4o
- text-to-speech
- tts
- cantonese
- chatbot
- Live search
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- 5huggingface/peft★ 21,755 · ⑂ 2,557
🤗 PEFT: State-of-the-art Parameter-Efficient Fine-Tuning.
- adapter
- diffusion
- llm
- parameter-efficient-learning
- python
- pytorch
- 6ConardLi/easy-dataset★ 14,972 · ⑂ 1,533
A powerful tool for creating datasets for LLM fine-tuning 、RAG and Eval
- dataset
- javascript
- llm
- fine-tuning
- rag
- 7bentoml/OpenLLM★ 12,550 · ⑂ 847
Run any open-source LLMs, such as DeepSeek and Llama, as OpenAI compatible API endpoint in the cloud.
- llm
- llmops
- model-inference
- fine-tuning
- llm-serving
- llama
- 8
- 9ludwig-ai/ludwig★ 11,773 · ⑂ 1,215
Low-code framework for building custom LLMs, neural networks, and other AI models
- deep-learning
- deeplearning
- deep
- learning
- machine-learning
- machinelearning
- 10oumi-ai/oumi★ 9,392 · ⑂ 795
Easily fine-tune (SFT/RL), evaluate, and deploy Qwen, Gemma, or any open agentic LLM/VLM!
- dpo
- fine-tuning
- inference
- llama
- llms
- sft
- Live search
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- 11MakazhanAlpamys/Soup★ 8,203 · ⑂ 1,315
Fine-tune LLMs from one YAML. Layer streaming trains an 8B model on a 4 GB laptop GPU.
- python
- fine-tuning
- gguf
- huggingface
- llm
- lora
- 12flyteorg/flyte★ 7,630 · ⑂ 898
Type-safe, distributed orchestration of agents, ML pipelines, and real-time inference on your k8s — in pure Python with async/await, also other languages (rust, go and ts)
- flyte
- machine-learning
- golang
- scale
- workflow
- data-science
- 13cloneofsimo/lora★ 7,558 · ⑂ 497
Using Low-rank adaptation to quickly fine-tune diffusion models.
- diffusion
- lora
- stable-diffusion
- dreambooth
- fine-tuning
- 14h2oai/h2o-llmstudio★ 5,182 · ⑂ 558
H2O LLM Studio - a framework and no-code GUI for fine-tuning LLMs. Documentation: https://docs.h2o.ai/h2o-llmstudio/
- ai
- chatbot
- chatgpt
- fine-tuning
- finetuning
- generative
- 15Kiln-AI/Kiln★ 5,170 · ⑂ 389
Build, Evaluate, and Optimize AI Systems. Includes evals, RAG, agents, fine-tuning, synthetic data generation, dataset management, MCP, and more.
- ai
- chain-of-thought
- collaboration
- dataset-generation
- fine-tuning
- machine-learning
- 16LLMBook-zh/LLMBook-zh.github.io★ 4,589 · ⑂ 352
《大语言模型》作者:赵鑫,李军毅,周昆,唐天一,文继荣
- artificial-intelligence
- deep-learning
- deep-neural-networks
- deep-reinforcement-learning
- fine-tuning
- language-model
- Live search
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- 17truefoundry/cognita★ 4,416 · ⑂ 395
RAG (Retrieval Augmented Generation) Framework for building modular, open source applications for production by TrueFoundry
- ai
- deep-learning
- generative-ai
- llmops
- machine-learning
- mlops
- 18nucleuscloud/neosync★ 4,135 · ⑂ 233
Open Source Data Security Platform for Developers to Monitor and Detect PII, Anonymize Production Data and Sync it across environments.
- docker
- golang
- synthetic-data
- benthos
- etl
- orchestration
- 19predibase/lorax★ 3,834 · ⑂ 327
Multi-LoRA inference server that scales to 1000s of fine-tuned LLMs
- fine-tuning
- gpt
- llama
- llm
- llm-inference
- llm-serving
Find engineers shipping Fine-tuning
The list above ranks the most-starred public repositories tagged with the Fine-tuning topic, drawn from the public GitHub graph. Across 292 repositories tagged this way, the maintainers and top contributors are a tight cluster of the people actually building Fine-tuning.
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Last refreshed: Mon, 05 Oct 2026 21:52:01 GMT
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