LLM Fine-Tuning LLM Tools

Tools, frameworks, and techniques for fine-tuning Large Language Models using methods like LoRA, QLoRA, and instruction tuning on custom datasets. Does NOT include base model training, inference serving, or general LLM applications.

There are 100 llm fine-tuning tools tracked. 2 score above 70 (verified tier). The highest-rated is axolotl-ai-cloud/axolotl at 78/100 with 11,429 stars. 2 of the top 10 are actively maintained.

Get all 100 projects as JSON

curl "https://pt-edge.onrender.com/api/v1/datasets/quality?domain=llm-tools&subcategory=llm-fine-tuning&limit=20"

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#	Tool	Score	Tier	Stars	Language
1	axolotl-ai-cloud/axolotl Go ahead and axolotl questions	78	Verified	11,429	Python
2	google/paxml Pax is a Jax-based machine learning framework for training large scale...	71	Verified	550	Python
3	JosefAlbers/PVM Phi-3.5 for Mac: Locally-run Vision and Language Models for Apple Silicon	45	Emerging	274	Jupyter Notebook
4	iamarunbrahma/finetuned-qlora-falcon7b-medical Finetuning of Falcon-7B LLM using QLoRA on Mental Health Conversational Dataset	41	Emerging	263	Jupyter Notebook
5	h2oai/h2o-wizardlm Open-Source Implementation of WizardLM to turn documents into Q:A pairs for...	40	Emerging	308	Python
6	WangRongsheng/Aurora The official codes for "Aurora: Activating chinese chat capability for...	39	Emerging	263	Python
7	unit-mesh/unit-minions 《AI 研发提效：自己动手训练 LoRA》，包含 Llama （Alpaca LoRA）模型、ChatGLM （ChatGLM Tuning）相关...	39	Emerging	1,108	Jupyter Notebook
8	MoHussein197/dgx-spark-finetune-llm 🔧 Fine-tune large language models efficiently on NVIDIA DGX Spark with LoRA...	39	Emerging	1	Python
9	CrazyBoyM/phi3-Chinese Phi3 中文后训练模型仓库	38	Emerging	324	Python
10	anakin87/qwen-scheduler-grpo Train a Language Model with GRPO to create a schedule from a list of events...	38	Emerging	264	Jupyter Notebook
11	ThomasRochefortB/bettercallbloom Let's finetune BLOOM-3B on Pile of Law - r/legal_advice	38	Emerging	35	Python
12	WangRongsheng/MedQA-ChatGLM 🛰️ 基于真实医疗对话数据在ChatGLM上进行LoRA、P-Tuning V2、Freeze、RLHF等微调，我们的眼光不止于医疗问答	37	Emerging	337	Python
13	Breeze648/MedCoT-7B 本项目利用医学领域的 CoT 数据对 Deepseek-R1-Distill-Qwen-7B 进行微调，通过 QLoRA 量化和 Unsloth...	36	Emerging	41	Python
14	prakash-aryan/qwen-arabic-project This project fine-tunes the Qwen2-1.5B model for Arabic language tasks using...	35	Emerging	11	Python
15	Nano-Collective/nanotune A simple, interactive CLI for fine-tuning small language models on Apple...	35	Emerging	6	TypeScript
16	GURPREETKAURJETHRA/Phi-3-LLM-by-Microsoft Phi-3 LLM by Microsoft	34	Emerging	5	Jupyter Notebook
17	HomoScriptor-Project/HomoScriptor Fuel innovation and advance language models with HomoScriptor: A vibrant,...	34	Emerging	18	—
18	InternLM/Agent-FLAN [ACL2024 Findings] Agent-FLAN: Designing Data and Methods of Effective Agent...	34	Emerging	359	—
19	aws-samples/lambda-gen-ai-endpoint-blog This repository guides you through the process of using transfer learning to...	34	Emerging	5	—
20	alaradirik/finetune-phi-2 Fine tune Phi 2 for persona grounded chat	33	Emerging	4	Python
21	huawei-csl/AC-LoRA Welcome to the official repository of AC-LORA: (Almost) Training-Free Access...	32	Emerging	20	Jupyter Notebook
22	hyintell/BLOOM-fine-tuning Finetune BLOOM	32	Emerging	40	Jupyter Notebook
23	carbonz0/alpaca-chinese-dataset alpaca中文指令微调数据集	31	Emerging	397	—
24	graphcore/flan-t5 Notebook for Flan-T5 – an alternative to large language models like GPT-3 &...	31	Emerging	3	Jupyter Notebook
25	niuwz/Mini-Chinese-Phi3 基于Phi3模型结构，使用常见的中文预料从零训练的小参数量LLM。包括了tokenizer训练、模型预训练、指令微调和直接偏好优化等流程。	30	Emerging	26	Python
26	l11x0m7/LMPresent Including pre-trained language models for fine-tuning on other NLP tasks	30	Emerging	6	Python
27	bupticybee/FastLoRAChat Instruct-tune LLaMA on consumer hardware with shareGPT data	30	Emerging	125	Jupyter Notebook
28	kevintsai/Finetuning-Large-Language-Models Jupyter notebooks for course Finetuning Large Language Models, taught by...	30	Emerging	16	Python
29	evanatyourservice/llm-jax Train a SmolLM-style llm on fineweb-edu in JAX/Flax with an assortment of optimizers.	29	Experimental	18	Python
30	dvianna/LegalQA-bloomz-560m Finetuning a small BLOOMZ model (bloomz-560m) on a small dataset and with...	29	Experimental	18	Jupyter Notebook
31	AnnaValentinaHirsch/Web3CodeLLM Finetuning Starcoder2 to assist the development of decentralised NEAR dApps	29	Experimental	1	Jupyter Notebook
32	Victorletzelter/LoRA-MCL Multiple Choice Learning of Low Rank Adapters for Language Modeling	28	Experimental	11	Python
33	gallen881/Physics_Master Physics Master is a model fine-tuned from llama3-8B-Instruct. It can answer...	27	Experimental	16	Jupyter Notebook
34	LittleLittleCloud/Torchsharp-phi Torchsharp port of phi-series model	26	Experimental	10	C#
35	sachink1729/Finetuning-Mistral-7B-Chat-Doctor-Huggingface-LoRA-PEFT Finetuning Mistral-7B into a Medical Chat Doctor using Huggingface 🤗+ QLoRA + PEFT.	25	Experimental	6	Jupyter Notebook
36	uncase-ai/UNCASE Open-source framework for turning expert knowledge into PII-free synthetic...	24	Experimental	52	Python
37	Lichang-Chen/AlpaGasus A better Alpaca Model Trained with Less Data (only 9k instructions of the...	24	Experimental	24	HTML
38	amjadmajid/llm_toaster LLM Toaster enables you to train and fine-tune mini-GPTs.	24	Experimental	3	Python
39	daniau23/LoRAfrica_CPU Deploying LoRAfrica on consumer CPU devices	22	Experimental	—	Jupyter Notebook
40	mags0ft/simple-sft Build functionally complete, extremely high-quality SFT datasets for...	22	Experimental	—	Python
41	robuno/Title-Generator-with-LLM-QLoRa Fine-tuning LLMs with LoRA to generate titles from the given abstract,...	22	Experimental	7	Jupyter Notebook
42	Siesher/Qwen3_LoRA_pet 🐉 Fine-tuning Qwen3 with LoRA for custom tasks	22	Experimental	2	Jupyter Notebook
43	faezeh-gholamrezaie/Fine-Tuning-Large-Language-Models-for-Sleep-Stage-Classification Fine-tuning Large Language Models (LLMs) using QLoRA on EEG data for...	21	Experimental	7	Jupyter Notebook
44	zamfir70/transxlab Training architect CLI — validate and design LLM fine-tuning runs before you...	21	Experimental	—	Rust
45	tomoeOOseven/gptoss120b-qlora-mathreasoning KrackHack 3.0 submission — Domain: Gen AI \| PS: Open Innovation — ...	21	Experimental	—	Jupyter Notebook
46	enoreese/mechanic-gpt A fine-tuned LLM great at answering questions about car repairs and maintenance.	21	Experimental	1	Jupyter Notebook
47	christinajoslin/faq-generation CLiFF (Clustering & Language model integration for FAQ Formation)	20	Experimental	4	Jupyter Notebook
48	Shreyash-Gaur/Nyaya-LLM An ablation study adapting 4B-parameter LLMs (Qwen-2.5, Gemma-3, Phi-4) to...	19	Experimental	—	Jupyter Notebook
49	fb3rasp/finetune-ingest Ability to finetune LLMs and generate training data using provided documents...	19	Experimental	2	Python
50	bmaxdk/lightweight-fine-tuning-customer-support PEFT Customer Support Chatbot	19	Experimental	4	Jupyter Notebook
51	tonyreina/trl Transformer Reinforcement Learning for Health Generative AI	19	Experimental	—	Jupyter Notebook
52	anujsahani01/PyLoomer Python Code Completion bot	18	Experimental	2	Jupyter Notebook
53	Pavansomisetty21/Vision_Finetuning_Unsloth_Radiography-Image-Captioning In this we fine tune Llama-3.2-11B-Vision-Instruct model on...	18	Experimental	2	Jupyter Notebook
54	zekaouinoureddine/BioMed-LLaMa-3 BioMed-LLaMa-3: Instruction-Efficient Fine-Tuning of Large Language Models...	18	Experimental	2	—
55	KayvanShah1/UniFAQ Fine-Tuned LLM-Based FAQ Generation for University Admissions: A project...	17	Experimental	1	Jupyter Notebook
56	shadynasrat/RDMM RDMM:Fine-Tuned LLM Models for On-Device Robotic Decision Making with...	17	Experimental	1	—
57	royxlead/autollmforge-python Fine-tune any large language model with intelligent QLoRA optimization	17	Experimental	—	Python
58	xingmingxu/LiteSight Efficient Chart Summarization with LoRA	17	Experimental	—	Jupyter Notebook
59	apudasm10/region-aware-vlm-finetune Pipeline for finetuning VLMs with region-aware inputs. Trains on custom...	17	Experimental	—	Python
60	AkhileshMalthi/selftune A self-service platform that enables users to fine-tune Large Language...	16	Experimental	4	JavaScript
61	bshtmichielsen/expert_chat Using a LoRA to make a LLM talk about a subject I like.	14	Experimental	1	Jupyter Notebook
62	SaniyaBekova/kazakh-llm-finetuning LLM fine-tuning for Kazakh fairy tale generation using QLoRA, SFT, DPO	14	Experimental	—	Jupyter Notebook
63	cre8vdj/cre8v-ai-finetune Fine-tune Llama 2 / Mistral with LoRA & QLoRA using PEFT. Runs on free Colab...	14	Experimental	—	Jupyter Notebook
64	Nihal108-bi/Emotion-Aware-Conversational-AI-QLoRA-Fine-Tuned-7B-LLM- Fine-tuned 7B LLM for empathetic emotional-support dialogue using QLoRA....	14	Experimental	1	Jupyter Notebook
65	flaviengeoffray/loRa-reimplem A practical reimplementation of the Low-Rank Adaptation (LoRA) paper for...	14	Experimental	—	HTML
66	jasonjiang8866/peft-fine-tuning-recipes-classification A working recipes for sequential classification finetuning using peft	13	Experimental	—	Jupyter Notebook
67	fabiantoh98/finetune-llm Fine-tuning LLMs with QLoRA on consumer GPUs — includes training,...	13	Experimental	—	Jupyter Notebook
68	Dhwani-Chande/Natural-Language-to-Bash-Translation-using-LLMs Fine-tuned Llama-3.2-1B & Qwen2.5-Coder on 40K NL→Bash pairs. Includes...	13	Experimental	—	Jupyter Notebook
69	btboilerplate/Llama-2 Fine-tunes LLaMA-2 using QLoRA for instruction-style text generation,...	13	Experimental	—	Jupyter Notebook
70	YanSte/NLP-LLM-Fine-tuning-QA-LoRA-T5 Natural Language Processing (NLP) and Large Language Models (LLM) with...	13	Experimental	13	Jupyter Notebook
71	myatthukyaw/ft-llm Finetuning LLMs using Hugging Face	13	Experimental	—	Python
72	Anonymous-user-00/FLoRIST Official implementation of FLoRIST: efficient and accurate federated...	13	Experimental	—	Python
73	123RohitVarshit/FINETUNED_DEEPSEEK-R1 Fine-tuning the DeepSeek-LLM to create a medical expert for advanced...	13	Experimental	—	Jupyter Notebook
74	gamithasam/notion-qwen2.5-1.5B Fine-tuning notebook for creating a Notion template generator using...	13	Experimental	—	Jupyter Notebook
75	ShubhammS18/finetune-json-extractor Fine-tuned Qwen2.5-7B on Fireworks AI for structured JSON extraction from...	13	Experimental	—	Python
76	1nilx2/Deep-Learning LLM, VLLM Models	13	Experimental	—	Jupyter Notebook
77	BetikuOluwatobi/clinical-instruct-api Fine-tuned GPT-2 (355M) language model for clinical reasoning tasks.	13	Experimental	—	Python
78	avishek04/MedLam A Medical Assistant based on Llama 3.1	11	Experimental	—	Jupyter Notebook
79	0x7o/ae Scalable code for training and fine-tuning language models on TPUs	11	Experimental	—	Python
80	haturusinghe/subasa-llm A task-specific fine-tuning framework for large language models (Llama,...	11	Experimental	—	Python
81	quamernasim/Fine-Tuning-Mistral-7B-Using-Llama-Factory Fine-tuning of Mistral-7b using Llama-Factory	11	Experimental	—	Jupyter Notebook
82	soheil-mp/Llama2 Fine-tuning the Llama2 model	11	Experimental	—	Jupyter Notebook
83	vimarsh6739/DejaVu-llama Exploring contextual sparsity in Llama2	11	Experimental	—	Jupyter Notebook
84	SinnieOnFire/jsonl-finetune Python script to transform a set of localization .json files into a .jsonl...	11	Experimental	3	Python
85	NamrataThakur/Fine-tuning-LLMs-Strategies Different Strategies to Fine-Tune a Large Language Model. We cover 4...	11	Experimental	—	Jupyter Notebook
86	nsrinidhibhat/fine-tune-llama-2 This project streamlines the fine-tuning process, enabling you to leverage...	11	Experimental	3	Python
87	vritansh/talk-to-you-now-llm LLM Finetuning : falcon 7 Billion Model trained on Mental Health conversations	11	Experimental	—	Jupyter Notebook
88	nayeem01/fine-tuning-llama Fine tuning llama3.1 8b with unsloth	11	Experimental	—	Jupyter Notebook
89	ajf1016/Fine-Tuning-Qwen1.5-0.5B Fine Tuning Qwen1.5-0.5B LLM with India Law \| Indian Legal Acts \| Penal Code...	11	Experimental	—	Jupyter Notebook
90	0x11c11e/the-art-of-fine-tuning This repository houses a wealth of resources on the fine-tuning of large...	11	Experimental	—	Jupyter Notebook
91	thillai-c/MediQuill-llama2 A model fine tuned on llama-2 to solve medical queries	11	Experimental	—	Jupyter Notebook
92	trjo1/genaiwithllms Fine-tuned FLAN T-5 using Instruction Fine-Tuning (Full), LoRA-based PEFT,...	11	Experimental	—	Jupyter Notebook
93	Maximo-Rulli/PoLLiBLOOM Fine-tuning BLOOM to generate Polimi style physics excercises	11	Experimental	—	Jupyter Notebook
94	Oyebamiji-Micheal/Llama-for-UTME-preparation Fine-tuning Llama on past UTME questions using unsloth	11	Experimental	—	—
95	Jaskirat-singh04/Tunewizard This is the official Github Repo for Tunewizard-GUI Based Fine-Tuning of...	11	Experimental	3	Jupyter Notebook
96	maidacundo/falcon-7b-sql Implementation for fine-tuning a Falcon-7b model using QLoRA on the Spider...	10	Experimental	2	Jupyter Notebook
97	naveen-v-v/LLM_fine_tune_lora Fine tune a Large Language Model using LORA to perform Sentiment Analysis	10	Experimental	2	Jupyter Notebook
98	Seanaaa0/GPT-CoT Fine-tuning Phi-2 with LoRA for grid-based spatial reasoning and...	10	Experimental	1	Python
99	sdpetrides/t5x-train-and-test Pre-training and fine-tuning experiments with T5	10	Experimental	2	—
100	Ravi-Teja-konda/TunedLlavaDelights Explore the rich flavors of Indian desserts with TunedLlavaDelights....	10	Experimental	2	Python