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 169 llm fine-tuning tools tracked. 1 score above 70 (verified tier). The highest-rated is axolotl-ai-cloud/axolotl at 81/100 with 11,429 stars. 2 of the top 10 are actively maintained.

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# Tool Score Tier
1 axolotl-ai-cloud/axolotl

Go ahead and axolotl questions

81
Verified
2 google/paxml

Pax is a Jax-based machine learning framework for training large scale...

63
Established
3 JosefAlbers/PVM

Phi-3.5 for Mac: Locally-run Vision and Language Models for Apple Silicon

38
Emerging
4 metriccoders/one-line-llm-tuner

This repository is the source code for fine tuning any LLM in just one line 🔥

37
Emerging
5 Nano-Collective/nanotune

A simple, interactive CLI for fine-tuning small language models on Apple...

36
Emerging
6 MoHussein197/dgx-spark-finetune-llm

🔧 Fine-tune large language models efficiently on NVIDIA DGX Spark with LoRA...

35
Emerging
7 iamarunbrahma/finetuned-qlora-falcon7b-medical

Finetuning of Falcon-7B LLM using QLoRA on Mental Health Conversational Dataset

34
Emerging
8 h2oai/h2o-wizardlm

Open-Source Implementation of WizardLM to turn documents into Q:A pairs for...

33
Emerging
9 SculptAI/GIMKit

Guided Infilling Modeling Toolkit

33
Emerging
10 WangRongsheng/Aurora

The official codes for "Aurora: Activating chinese chat capability for...

32
Emerging
11 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...

32
Emerging
12 readytensor/rt-llm-eng-cert-week3

Week 3 of LLM Engineering Certification: Learn to fine-tune large language...

32
Emerging
13 anakin87/qwen-scheduler-grpo

Train a Language Model with GRPO to create a schedule from a list of events...

32
Emerging
14 CrazyBoyM/phi3-Chinese

Phi3 中文后训练模型仓库

31
Emerging
15 ThomasRochefortB/bettercallbloom

Let's finetune BLOOM-3B on Pile of Law - r/legal_advice

31
Emerging
16 ambideXtrous9/GRPO-and-SFT-Finetune-Qwen3-using-Unsloth-Reasoning-and-Non-Reasoning-Dataset

GRPO and SFT Finetune Qwen3 using Unsloth : Reasoning and Non-Reasoning Dataset

30
Emerging
17 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

30
Emerging
18 NgJaBach/dark-kit

Collect and share guidance + code snippets for running LM-related tasks.

29
Experimental
19 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...

29
Experimental
20 prakash-aryan/qwen-arabic-project

This project fine-tunes the Qwen2-1.5B model for Arabic language tasks using...

28
Experimental
21 InternLM/Agent-FLAN

[ACL2024 Findings] Agent-FLAN: Designing Data and Methods of Effective Agent...

27
Experimental
22 aws-samples/lambda-gen-ai-endpoint-blog

This repository guides you through the process of using transfer learning to...

27
Experimental
23 GURPREETKAURJETHRA/Phi-3-LLM-by-Microsoft

Phi-3 LLM by Microsoft

27
Experimental
24 HomoScriptor-Project/HomoScriptor

Fuel innovation and advance language models with HomoScriptor: A vibrant,...

27
Experimental
25 huawei-csl/AC-LoRA

Welcome to the official repository of AC-LORA: (Almost) Training-Free Access...

26
Experimental
26 DoubleVII/lithft

Pretrain, finetune any LLMs from huggingface on your own data.

26
Experimental
27 alaradirik/finetune-phi-2

Fine tune Phi 2 for persona grounded chat

26
Experimental
28 jianzhnie/LLMToolkit

LLMToolkit is a toolkit for NLP(Natural Language Processing) and LLM(Large...

26
Experimental
29 XavierSpycy/hands-on-lora

Explore practical fine-tuning of LLMs with Hands-on Lora. Dive into examples...

26
Experimental
30 hyintell/BLOOM-fine-tuning

Finetune BLOOM

25
Experimental
31 rabiaedayilmaz/speech2text-pipelines

Speech to text pipelines using both APIs and finetuned models on custom and...

25
Experimental
32 carbonz0/alpaca-chinese-dataset

alpaca中文指令微调数据集

24
Experimental
33 Emart29/phi4-finance-finetuning

Fine-tuning Microsoft Phi-4 Mini 3.8B on SEC 10-K financial Q&A using QLoRA...

24
Experimental
34 graphcore/flan-t5

Notebook for Flan-T5 – an alternative to large language models like GPT-3 &...

24
Experimental
35 Victorletzelter/LoRA-MCL

Multiple Choice Learning of Low Rank Adapters for Language Modeling

24
Experimental
36 bupticybee/FastLoRAChat

Instruct-tune LLaMA on consumer hardware with shareGPT data

23
Experimental
37 kevintsai/Finetuning-Large-Language-Models

Jupyter notebooks for course Finetuning Large Language Models, taught by...

23
Experimental
38 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。

23
Experimental
39 l11x0m7/LMPresent

Including pre-trained language models for fine-tuning on other NLP tasks

23
Experimental
40 PardhuSreeRushiVarma20060119/OpenLoRA

"OpenLoRa" is designed to streamline and elevate the fine-tuning of large...

23
Experimental
41 Followb1ind1y/Medical-LLM-Fine-tuning

Fine-tunes LLaMA-3-8B on PubMedQA with QLoRA, optimized via DeepSpeed and...

23
Experimental
42 ambideXtrous9/Finetune-Qwen3-using-Unsloth

Finetune Qwen3 using Unsloth : Reasoning and Non-Reasoning Dataset

23
Experimental
43 daniau23/LoRAfrica_CPU

Deploying LoRAfrica on consumer CPU devices

22
Experimental
44 uncase-ai/UNCASE

Open-source framework for turning expert knowledge into PII-free synthetic...

22
Experimental
45 daniau23/LoRAfrica

LoRAfrica: Scaling LLM Fine Tuning for African History

22
Experimental
46 Atomic-man007/falcon-7b-lora-fine-tuning

falcon-7b-lora-fine-tuning

22
Experimental
47 zamfir70/transxlab

Training architect CLI — validate and design LLM fine-tuning runs before you...

22
Experimental
48 anmolg1997/Domain-Adaptive-LLM

Domain-specialized LLM fine-tuning — medical, legal, finance, code domains...

22
Experimental
49 evanatyourservice/llm-jax

Train a SmolLM-style llm on fineweb-edu in JAX/Flax with an assortment of optimizers.

22
Experimental
50 TLILIFIRAS/Efficient-Fine-Tuning-of-Vision-Language-Models-with-LoRA-Quantization

This project demonstrates parameter-efficient fine-tuning of large...

22
Experimental
51 mags0ft/simple-sft

Build functionally complete, extremely high-quality SFT datasets for...

22
Experimental
52 SergiuDeveloper/yoro-finetuning

YORO (You-Only-Reason-Once) - a novel LLM architecture that runs the main...

22
Experimental
53 fkuhne/doctune

A fine-tuning pipeline for SLMs

22
Experimental
54 Shreyash-Gaur/Nyaya-LLM

An ablation study adapting 4B-parameter LLMs (Qwen-2.5, Gemma-3, Phi-4) to...

22
Experimental
55 arifme071/llm-finetuning-engineering-domain

Fine-tuned BERT (94.2% accuracy) + LoRA Mistral-7B on railroad AI domain...

22
Experimental
56 dvianna/LegalQA-bloomz-560m

Finetuning a small BLOOMZ model (bloomz-560m) on a small dataset and with...

22
Experimental
57 Abdur-azure/xlmtec

xlmtec is a powerful, modular, and interactive command-line tool for...

22
Experimental
58 AnnaValentinaHirsch/Web3CodeLLM

Finetuning Starcoder2 to assist the development of decentralised NEAR dApps

22
Experimental
59 heyisula/infosage-13b

LLM pretraining pipeline using the FineWeb-Edu Dataset

21
Experimental
60 krishnaplwl/Homework_Solver_LLM

A fine-tuned LLM to solve homework questions ranging from maths to science...

21
Experimental
61 gallen881/Physics_Master

Physics Master is a model fine-tuned from llama3-8B-Instruct. It can answer...

20
Experimental
62 Arlchoose-code/Indonesian-LLM-Finetune

Fine-tune your Indonesian LLM with LoRA — instruction tuning kit designed to...

20
Experimental
63 GURPREETKAURJETHRA/LLMs-Inference-and-Fine-Tuning

Estimate Memory Consumption of LLMs Inference and Fine Tuning

19
Experimental
64 tonyreina/trl

Transformer Reinforcement Learning for Health Generative AI

19
Experimental
65 xingmingxu/LiteSight

Efficient Chart Summarization with LoRA

19
Experimental
66 khadimhussain0/kllm

Fine-tune state-of-the-art LLMs with LoRA/QLoRA on consumer hardware.

19
Experimental
67 tomoeOOseven/gptoss120b-qlora-mathreasoning

KrackHack 3.0 submission — Domain: Gen AI | PS: Open Innovation — ...

19
Experimental
68 LittleLittleCloud/Torchsharp-phi

Torchsharp port of phi-series model

19
Experimental
69 sachink1729/Finetuning-Mistral-7B-Chat-Doctor-Huggingface-LoRA-PEFT

Finetuning Mistral-7B into a Medical Chat Doctor using Huggingface 🤗+ QLoRA + PEFT.

18
Experimental
70 Abeshith/FineTuning_LanguageModels

🎯 Fine-tune large language models and use them for text-related tasks. This...

18
Experimental
71 Eric-he-cn/Qwen3-QLoRA-News

This project enables the model to directly generate structured summaries...

18
Experimental
72 amjadmajid/llm_toaster

LLM Toaster enables you to train and fine-tune mini-GPTs.

17
Experimental
73 AkhileshMalthi/selftune

A self-service platform that enables users to fine-tune Large Language...

17
Experimental
74 NgJaBach/Language-Models-Utilities

Collect and share guidance + code snippets for running LM-related tasks.

17
Experimental
75 strickvl/isafpr_finetune

Finetuning an LLM for structured data extraction from press releases

17
Experimental
76 Lichang-Chen/AlpaGasus

A better Alpaca Model Trained with Less Data (only 9k instructions of the...

17
Experimental
77 inuwamobarak/Meta-Llama-3-8B

Experiments with the Meta-Llama-3-8B

17
Experimental
78 mattialoszach/LoRA-Agentic-Output-Format

Fine-tuning LLMs for structured agent-style outputs (e.g. JSON), built for...

17
Experimental
79 sovit-123/lm_sft

Various LMs/LLMs below 3B parameters (for now) trained using SFT (Supervised...

16
Experimental
80 garystafford/duke-fine-tuning-llama

DUKE (Document Understanding and Knowledge Extraction) along with...

16
Experimental
81 nikisetti01/MTL-LORA-for-PubMedQA-and-Riddle

🚀 Fine-tuning LLaMA 1B for a medical chatbot using LoRA and a custom...

16
Experimental
82 mbeps/llama3.1_fine-tuning_mult-it

Fine-tuning various Llama 3.1 family of models on the Mult-It dataset

16
Experimental
83 mbeps/qwen3_fine-tune_mult-it

Parameter Efficient Fine-Tuning of various Qwen3 family of models on the...

16
Experimental
84 Siesher/Qwen3_LoRA_pet

🐉 Fine-tuning Qwen3 with LoRA for custom tasks

16
Experimental
85 mbeps/magistral_mult-it_fine-tuning

Parameter Efficient Fine-Tuning of Magistral Small model on the Mult-It...

16
Experimental
86 EN10/BabyLlama

Train and run a small Llama 2 model from scratch on the TinyStories dataset.

15
Experimental
87 Nihal108-bi/Emotion-Aware-Conversational-AI-QLoRA-Fine-Tuned-7B-LLM-

Fine-tuned 7B LLM for empathetic emotional-support dialogue using QLoRA....

15
Experimental
88 nv-legate/multimesh-jax

PjRt plugin and Python APIs for MPMD workflows in Jax

15
Experimental
89 royxlead/autollmforge-python

Fine-tune any large language model with intelligent QLoRA optimization

15
Experimental
90 renaldiangsar/Medical-LLM-Fine-Tuning

Fine-tuning Large Language Models (LLMs) for medical reasoning to enhances...

15
Experimental
91 robuno/Title-Generator-with-LLM-QLoRa

Fine-tuning LLMs with LoRA to generate titles from the given abstract,...

15
Experimental
92 apudasm10/region-aware-vlm-finetune

Pipeline for finetuning VLMs with region-aware inputs. Trains on custom...

15
Experimental
93 stperrakis/ULM-fit

This repository contains an implementation of the ULMfit (Universal Language...

15
Experimental
94 Yousefbadr0/GPT-Neo_Medical_Fine-Tuning_using_LoRA

Fine-tuning GPT-Neo-125M using LoRA on a medical QA dataset, achieving...

14
Experimental
95 NamrataThakur/Fine-tuning-LLMs-Strategies

Different Strategies to Fine-Tune a Large Language Model. We cover 4...

14
Experimental
96 faezeh-gholamrezaie/Fine-Tuning-Large-Language-Models-for-Sleep-Stage-Classification

Fine-tuning Large Language Models (LLMs) using QLoRA on EEG data for...

14
Experimental
97 r-kovalch/omnigec-models

Reproducible QLoRA recipes and configs that fine‑tune Aya‑Expanse‑8B and...

14
Experimental
98 Tommaso-Sgroi/VojoLe-LM

DL24-25 project. The goal is Fine-Tuning a LLM on Italian Dialect.

14
Experimental
99 SauravMaheshkar/nanollm

JAX LLM playground

14
Experimental
100 jmaczan/c-137

🦙 Llama 2 7B fine-tuned to revive Rick

14
Experimental
101 enoreese/mechanic-gpt

A fine-tuned LLM great at answering questions about car repairs and maintenance.

14
Experimental
102 Dhwani-Chande/Natural-Language-to-Bash-Translation-using-LLMs

Fine-tuned Llama-3.2-1B & Qwen2.5-Coder on 40K NL→Bash pairs. Includes...

14
Experimental
103 christinajoslin/faq-generation

CLiFF (Clustering & Language model integration for FAQ Formation)

14
Experimental
104 ShubhammS18/finetune-json-extractor

Fine-tuned Qwen2.5-7B on Fireworks AI for structured JSON extraction from...

14
Experimental
105 Witurpred64/LLM-FineTuning-Toolkit

A comprehensive toolkit for fine-tuning Large Language Models (LLMs) with...

14
Experimental
106 Isha1600/LLM-Finetuning

Fine-tuning Large Language Models (LLMs) using custom datasets for improved...

14
Experimental
107 Gyldenn/storywriter

Fine-tuning Mistral 7B with LoRA (QLoRA 4-bit) to generate Shakespearean...

14
Experimental
108 SaniyaBekova/kazakh-llm-finetuning

LLM fine-tuning for Kazakh fairy tale generation using QLoRA, SFT, DPO

14
Experimental
109 cre8vdj/cre8v-ai-finetune

Fine-tune Llama 2 / Mistral with LoRA & QLoRA using PEFT. Runs on free Colab...

14
Experimental
110 DNLab2024/BGP_LLaMA

BGP-LLaMA: Fine-tuning Open-Source LLM on BGP Routing Knowledge and Analysis

14
Experimental
111 AIdventures/flora

Fine-tuning LLMs with LoRA

14
Experimental
112 YanSte/NLP-LLM-Fine-tuning-DeepSpeed

Natural Language Processing (NLP) and Large Language Models (LLM) with...

14
Experimental
113 chaithanyasai18/LLMs-finetuning

This repository consists of python scripts for LLM finetuning (SFT, LoRA,...

14
Experimental
114 codershiyar/llama-google-colab-tutorial

Step-by-step tutorial on loading and using Llama 3.1 8B Instruct in Google...

14
Experimental
115 aakarsh31/qlora-llm-finetuning

QLoRA fine-tuning of Llama 3.2 3B on MedQA with full LoRA rank ablation...

14
Experimental
116 spatialft/spatialft.github.io

LoRA fine-tuning of LFM2.5-1.2B to improve spatial reasoning on StepGame —...

14
Experimental
117 Pects1949/LLM-Fine-tuning-Toolkit

A comprehensive toolkit for fine-tuning and deploying Large Language Models...

14
Experimental
118 ahmad-albasha/Frankenstein-LLM-Model-fine-tuning-code

Fine-tuning Mistral-7B-v0.1 on Mary Shelley's Frankenstein using LoRA/QLoRA...

14
Experimental
119 flaviengeoffray/loRa-reimplem

A practical reimplementation of the Low-Rank Adaptation (LoRA) paper for...

14
Experimental
120 igna-s/QLoRA-Experiments

A collection of SFT and distillation pipelines to train specialized medical...

14
Experimental
121 neoheartbeats/neoheartbeats-kernel

An architecture for LLMs' continual-learning and long-term memories

13
Experimental
122 fb3rasp/finetune-ingest

Ability to finetune LLMs and generate training data using provided documents...

13
Experimental
123 manufactai/finetuning-cookbook

A collection of practical examples and tutorials for fine-tuning large...

13
Experimental
124 sparkup/medical-llm-finetuning-alignment

Medical LLM fine-tuning and preference alignment using SFT and DPO, with...

13
Experimental
125 dineshsoudagar/llm-lab-from-scratch-to-fine-tuning

Comprehensive resources and scripts for training and fine-tuning Large...

13
Experimental
126 arunpshankar/VAI-FineTuning-LLMs

"Clean and comprehensive examples for fine-tuning LLMs supported by Vertex...

13
Experimental
127 HEMANGANI/Fine-Tuning-LLM-for-QA

Fine-Tuning Large Language Models for Question Answering

13
Experimental
128 Pavansomisetty21/A-Fine-Tuned-Model-for-Medical-Named-Entity-Recognition-using-Gemini-LLM

In this we finetuned the Gemini model with our own medical NER dataset and...

13
Experimental
129 Pavansomisetty21/Visual-Question-Answering-Pixtral_Vision_Finetuning_Unsloth

In this we finetune Pixtral-12B-2409 model using unsloth for visual Question...

12
Experimental
130 OutllierRejects/Intellihack_OutlierRejects_Task3

LLM Fine-tuning Challenge Enhancing Qwen 2.5 3B for AI Research QA

12
Experimental
131 sanskaryo/LLM-Finetuning-Projects

This repository contains various projects focused on fine-tuning Large...

12
Experimental
132 bshtmichielsen/expert_chat

Using a LoRA to make a LLM talk about a subject I like.

12
Experimental
133 erraji-jo/LLM-Finutune-based-on-customData

The project aims to showcase the process of fine-tuning LLMs on...

12
Experimental
134 Rishabh9559/medical-llama-3.2-3B-model

This is all about fine-tuning the Llama3.2-3B model on your medical textbook.

12
Experimental
135 giankev/Ancient-to-Modern-Italian-Automatic-Translation

Finetuning and evaluating LLMs on Ancient-to-Modern Italian translation task.

12
Experimental
136 clement-cvll/AIMO-Math-Finetuning

Fine tuning of a model for AIMO 2 math competition on Kaggle

12
Experimental
137 priyam-hub/LLM-Fine-Tuning-Pipeline

A comprehensive pipeline for Different Fine-Tuning Methods for Large...

12
Experimental
138 Gholamrezadar/finetuning_llm_on_letter_counting

Fine-tuning Gemma-3 4B on the letter-counting dataset

12
Experimental
139 atasoglu/turkish-llava-notebooks

A useful collection of notebooks for quantization, fine-tuning, and...

12
Experimental
140 jwliao1209/Taiwan-LLaMa-Instruction-Tuning

2023 NTU CSIE ADL Homework 3

12
Experimental
141 c4dt/pitfalls_in_fine_tuning_llms

Jupyter notebooks for the LLM fine-tuning pitfalls hands-on workshop

12
Experimental
142 alvi75/MultiTask-QLoRA-NFAnalysis

Official implementation of "Parameter-Efficient Multi-Task Fine-Tuning in...

11
Experimental
143 BetikuOluwatobi/clinical-instruct-api

Fine-tuned GPT-2 (355M) language model for clinical reasoning tasks.

11
Experimental
144 1nilx2/Deep-Learning

LLM, VLLM Models

11
Experimental
145 nglguarino/code-completion

Fine-tuned 3 LLMs (Phi-2, Gemma, Llama2) on 100K+ instruction CodeInstruct...

11
Experimental
146 gamithasam/notion-qwen2.5-1.5B

Fine-tuning notebook for creating a Notion template generator using...

11
Experimental
147 AparnaRoy76/LLM-finetuning

A comprehensive toolkit for fine-tuning Large Language Models (LLMs) using...

11
Experimental
148 Rohanjain2312/medical-llm-finetuning

End-to-end LLM fine-tuning pipeline: Fine-tuned Mistral 7B on medical...

11
Experimental
149 Sahar-Sheikhi/CRM-Data-Automation-Llama-3.2-Finetuned-

A memory-efficient fine-tuning pipeline using Llama-3.2-3B and QLoRA to...

11
Experimental
150 EkBass/fin-eng-translations-set

Massive translation set between Finnish and English languages.

11
Experimental
151 jo-valer/machine-translation-ladin-fascian

Repository of our paper Nesciun Lengaz Lascià Endò: Machine Translation for...

11
Experimental
152 Pavansomisetty21/Vision_Finetuning_Unsloth_Radiography-Image-Captioning

In this we fine tune Llama-3.2-11B-Vision-Instruct model on...

11
Experimental
153 anujsahani01/PyLoomer

Python Code Completion bot

11
Experimental
154 zekaouinoureddine/BioMed-LLaMa-3

BioMed-LLaMa-3: Instruction-Efficient Fine-Tuning of Large Language Models...

11
Experimental
155 btboilerplate/Llama-2

Fine-tunes LLaMA-2 using QLoRA for instruction-style text generation,...

11
Experimental
156 avishek04/MedLam

A Medical Assistant based on Llama 3.1

11
Experimental
157 Anonymous-user-00/FLoRIST

Official implementation of FLoRIST: efficient and accurate federated...

11
Experimental
158 myatthukyaw/ft-llm

Finetuning LLMs using Hugging Face

11
Experimental
159 fabiantoh98/finetune-llm

Fine-tuning LLMs with QLoRA on consumer GPUs — includes training,...

11
Experimental
160 123RohitVarshit/FINETUNED_DEEPSEEK-R1

Fine-tuning the DeepSeek-LLM to create a medical expert for advanced...

11
Experimental
161 jasonjiang8866/peft-fine-tuning-recipes-classification

A working recipes for sequential classification finetuning using peft

11
Experimental
162 YounesBensafia/Algeria-2-0-FineTuning-workshop

This repository contains resources and examples used in my workshop for...

10
Experimental
163 shadynasrat/RDMM

RDMM:Fine-Tuned LLM Models for On-Device Robotic Decision Making with...

10
Experimental
164 sahilfaizal01/Kaggle-Contest---Fine-tuning-Llama-3.1-LLM-

We used the Llama-3.1 8B (LLM) model to verify math problem solutions via...

10
Experimental
165 PrathamLearnsToCode/Fine-tuning-FLAN-T5-with-LoRA-WandB

Fine tune an LLM for summarization task using Low rank adaptation

10
Experimental
166 mfaizan-ai/NewsQA

News QA generation and fine tuning an LLM for QA generation (under development)

10
Experimental
167 slv-ai/Fine-Tune-LLMs-with-DPO

Fine-tuning Microsoft’s Phi-2 Machine Learning Model with DPO

10
Experimental
168 shizheng-rlfresh/llm-opt

Fine-tuning LLMs with LoRA and Hessian-free optimizers

10
Experimental
169 KayvanShah1/UniFAQ

Fine-Tuned LLM-Based FAQ Generation for University Admissions: A project...

10
Experimental