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AI Model Training

Top Artificial Intelligence tools for ai model training — made for creators, businesses, students and developers who want to use AI without getting lost in research papers. Every project below is a real, public GitHub repository, ranked by the stars the community gave it.

50 repositories · ranked by GitHub stars by default

unslothai avatar

unsloth

by unslothai

Local UI to run and train LLMs and diffusion models. Supports GGUF, MLX, Qwen3.8, DeepSeek-V4.1, MiniMax-H3, Gemma 4, FLUX and more.

⭐ 79.2k🍴 7.4k 💻 PythonCoding Knowledge Recommended
Updated 08 Nov 2026 Explore Tool
hiyouga avatar

LlamaFactory

by hiyouga

Unified Efficient Fine-Tuning of 100+ LLMs & VLMs (ACL 2024)

⭐ 75.9k🍴 9.4k 💻 PythonCoding Knowledge Recommended
Updated 06 Nov 2026 Explore Tool
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yolov5

by ultralytics

Ultralytics YOLOv5 in PyTorch for object detection, instance segmentation, classification, training, and export.

⭐ 58.3k🍴 17.4k 💻 PythonCoding Knowledge Recommended
Updated 07 Nov 2026 Explore Tool
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llama_index

by run-llama

LlamaIndex is the document processing platform for AI

⭐ 52.8k🍴 8.5k 💻 PythonCoding Knowledge Recommended
Updated 06 Nov 2026 Explore Tool
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CosyVoice

by QwenAudio

Multi-lingual large voice generation model, providing inference, training and deployment full-stack ability.

⭐ 24.3k🍴 2.8k 💻 PythonCoding Knowledge Recommended
Updated 25 May 2026 Explore Tool

🚀 A curated collection of AI engineering resources, roadmaps, tools, and projects covering LLMs, RAG, AI Agents, MCP, fine-tuning, evaluations, and production AI systems.

⭐ 22.5k🍴 4.9k 💻 —Basic Technical Setup
Updated 21 Oct 2026 Explore Tool
huggingface avatar

peft

by huggingface

🤗 PEFT: State-of-the-art Parameter-Efficient Fine-Tuning.

⭐ 21.9k🍴 2.7k 💻 PythonCoding Knowledge Recommended
Updated 05 Nov 2026 Explore Tool
ConardLi avatar

easy-dataset

by ConardLi

A powerful tool for creating datasets for LLM fine-tuning 、RAG and Eval

⭐ 15.1k🍴 1.5k 💻 JavaScriptCoding Knowledge Recommended
Updated 01 May 2026 Explore Tool
axolotl-ai-cloud avatar

axolotl

by axolotl-ai-cloud

Go ahead and axolotl questions

⭐ 12.7k🍴 1.5k 💻 PythonCoding Knowledge Recommended
Updated 08 Nov 2026 Explore Tool
bentoml avatar

OpenLLM

by bentoml

Run any open-source LLMs, such as DeepSeek and Llama, as OpenAI compatible API endpoint in the cloud.

⭐ 12.6k🍴 847 💻 PythonCoding Knowledge Recommended
Updated 02 Nov 2026 Explore Tool
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ludwig

by ludwig-ai

Low-code framework for building custom LLMs, neural networks, and other AI models

⭐ 11.8k🍴 1.2k 💻 PythonBasic Technical Setup
Updated 02 Nov 2026 Explore Tool
ultralytics avatar

yolov3

by ultralytics

PyTorch implementation of YOLOv3, YOLOv3-SPP, and YOLOv3-tiny for real-time object detection with training, validation, inference, and multi-format export.

⭐ 10.6k🍴 3.4k 💻 PythonCoding Knowledge Recommended
Updated 07 Nov 2026 Explore Tool
MakazhanAlpamys avatar

Soup

by MakazhanAlpamys

Fine-tune LLMs from one YAML. Layer streaming trains an 8B model on a 4 GB laptop GPU.

⭐ 10.3k🍴 1.7k 💻 PythonCoding Knowledge Recommended
Updated 07 Nov 2026 Explore Tool
oumi-ai avatar

oumi

by oumi-ai

Easily fine-tune (SFT/RL), evaluate, and deploy Qwen, Gemma, or any open agentic LLM/VLM!

⭐ 9.4k🍴 797 💻 PythonCoding Knowledge Recommended
Updated 06 Nov 2026 Explore Tool
flyteorg avatar

flyte

by flyteorg

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)

⭐ 7.8k🍴 916 💻 GoCoding Knowledge Recommended
Updated 07 Nov 2026 Explore Tool
cloneofsimo avatar

lora

by cloneofsimo

Using Low-rank adaptation to quickly fine-tune diffusion models.

⭐ 7.6k🍴 497 💻 Jupyter NotebookCoding Knowledge Recommended
Updated 22 Mar 2024 Explore Tool
Kiln-AI avatar

Kiln

by Kiln-AI

Build, Evaluate, and Optimize AI Systems. Includes evals, RAG, agents, fine-tuning, synthetic data generation, dataset management, MCP, and more.

⭐ 5.3k🍴 402 💻 PythonCoding Knowledge Recommended
Updated 06 Nov 2026 Explore Tool
h2oai avatar

h2o-llmstudio

by h2oai

H2O LLM Studio - a framework and no-code GUI for fine-tuning LLMs. Documentation: https://docs.h2o.ai/h2o-llmstudio/

⭐ 5.2k🍴 555 💻 PythonCoding Knowledge Recommended
Updated 07 Nov 2026 Explore Tool
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LLMBook-zh.github.io

by LLMBook-zh

《大语言模型》作者:赵鑫,李军毅,周昆,唐天一,文继荣

⭐ 4.6k🍴 358 💻 PythonCoding Knowledge Recommended
Updated 02 Sep 2025 Explore Tool
HuaizhengZhang avatar

AI-Infra-from-Zero-to-Hero

by HuaizhengZhang

🚀 Awesome System for Machine Learning ⚡️ AI System Papers and Industry Practice. ⚡️ System for Machine Learning, LLM (Large Language Model), GenAI (Generative AI). 🍻 OSDI, NSDI,…

⭐ 4.5k🍴 415 💻 —Basic Technical Setup
Updated 25 Jul 2025 Explore Tool
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OpenDeepWiki

by AIDotNet

OpenDeepWiki is the open-source version of the DeepWiki project, aiming to provide a powerful knowledge management and collaboration platform. The project is mainly developed…

⭐ 3.7k🍴 465 💻 C#Coding Knowledge Recommended
Updated 23 Oct 2026 Explore Tool
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face.evoLVe

by ZhaoJ9014

🔥🔥High-Performance Face Recognition Library on PaddlePaddle & PyTorch🔥🔥

⭐ 3.6k🍴 759 💻 PythonCoding Knowledge Recommended
Updated 20 Mar 2025 Explore Tool
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OML-1.0-Fingerprinting

by sentient-agi

OML 1.0 via Fingerprinting: Open, Monetizable, and Loyal AI

⭐ 3.5k🍴 232 💻 PythonCoding Knowledge Recommended
Updated 23 Jan 2025 Explore Tool
OpenDCAI avatar

DataFlex

by OpenDCAI

[NeurIPS 2026] DataFlex: A Unified Benchmark and Evaluation Platform for Data-Centric Training of Large Language Models

⭐ 3.5k🍴 527 💻 PythonCoding Knowledge Recommended
Updated 21 Oct 2026 Explore Tool
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MetaClaw

by aiming-lab

🦞 Just talk to your agent — it learns and EVOLVES 🧬.

⭐ 3.5k🍴 453 💻 PythonCoding Knowledge Recommended
Updated 07 Jun 2026 Explore Tool
Nerogar avatar

OneTrainer

by Nerogar

OneTrainer is a one-stop solution for all your Diffusion training needs.

⭐ 3.3k🍴 338 💻 PythonCoding Knowledge Recommended
Updated 07 Nov 2026 Explore Tool

Implementation of Dreambooth (https://arxiv.org/abs/2208.12242) by way of Textual Inversion (https://arxiv.org/abs/2208.01618) for Stable Diffusion…

⭐ 3.2k🍴 523 💻 Jupyter NotebookCoding Knowledge Recommended
Updated 08 Jan 2024 Explore Tool
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second-brain-ai-assistant-course

by decodingai-magazine

Learn to build your Second Brain AI assistant with LLMs, agents, RAG, fine-tuning, LLMOps and AI systems techniques.

⭐ 3.1k🍴 528 💻 Jupyter NotebookCoding Knowledge Recommended
Updated 06 Apr 2026 Explore Tool
dbiir avatar

UER-py

by dbiir

Open Source Pre-training Model Framework in PyTorch & Pre-trained Model Zoo

⭐ 3.1k🍴 518 💻 PythonCoding Knowledge Recommended
Updated 09 May 2024 Explore Tool
ashishpatel26 avatar

LLM-Finetuning

by ashishpatel26

LLM Finetuning with peft

⭐ 3k🍴 769 💻 Jupyter NotebookCoding Knowledge Recommended
Updated 01 Aug 2025 Explore Tool
bghira avatar

SimpleTuner

by bghira

A general fine-tuning kit geared toward image/video/audio diffusion models.

⭐ 3k🍴 296 💻 PythonCoding Knowledge Recommended
Updated 04 Nov 2026 Explore Tool
roboflow avatar

maestro

by roboflow

streamline the fine-tuning process for multimodal models: PaliGemma 2, Florence-2, and Qwen2.5-VL

⭐ 2.7k🍴 226 💻 PythonCoding Knowledge Recommended
Updated 02 Nov 2026 Explore Tool
stochasticai avatar

xTuring

by stochasticai

Build, personalize and control your own LLMs. From data pre-processing to fine-tuning, xTuring provides an easy way to personalize open-source LLMs. Join our discord community:…

⭐ 2.7k🍴 209 💻 PythonCoding Knowledge Recommended
Updated 05 Nov 2026 Explore Tool
pykeio avatar

ort

by pykeio

Fast ML inference & training for ONNX models in Rust

⭐ 2.6k🍴 279 💻 RustCoding Knowledge Recommended
Updated 01 Nov 2026 Explore Tool
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maxtext

by AI-Hypercomputer

A simple, performant, and scalable Jax LLM!

⭐ 2.5k🍴 643 💻 PythonCoding Knowledge Recommended
Updated 08 Nov 2026 Explore Tool
adithya-s-k avatar

AI-Engineering.academy

by adithya-s-k

Mastering Applied AI, One Concept at a Time

⭐ 2.4k🍴 286 💻 Jupyter NotebookCoding Knowledge Recommended
Updated 27 Feb 2026 Explore Tool
dstackai avatar

dstack

by dstackai

A unified orchestration layer for heterogeneous AI compute. It standardizes how to manage compute and run training and inference on GPU clouds, Kubernetes, VMs, or bare-metal…

⭐ 2.3k🍴 273 💻 PythonCoding Knowledge Recommended
Updated 06 Nov 2026 Explore Tool
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Nemotron

by NVIDIA-NeMo

Developer Asset Hub for NVIDIA Nemotron — A one-stop resource for training recipes, usage cookbooks, datasets, and full end-to-end reference examples to build with Nemotron models

⭐ 2.3k🍴 473 💻 Jupyter NotebookCoding Knowledge Recommended
Updated 05 Nov 2026 Explore Tool
kubeflow avatar

trainer

by kubeflow

Distributed AI Model Training and LLM Fine-Tuning on Kubernetes

⭐ 2.3k🍴 1.1k 💻 GoAdvanced Developer Tool
Updated 07 Nov 2026 Explore Tool
YiVal avatar

YiVal

by YiVal

Your Automatic Prompt Engineering Assistant for GenAI Applications

⭐ 2.1k🍴 327 💻 PythonCoding Knowledge Recommended
Updated 22 Apr 2024 Explore Tool
eosphoros-ai avatar

DB-GPT-Hub

by eosphoros-ai

A repository that contains models, datasets, and fine-tuning techniques for DB-GPT, with the purpose of enhancing model performance in Text-to-SQL

⭐ 2k🍴 250 💻 PythonCoding Knowledge Recommended
Updated 02 Jul 2025 Explore Tool
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custom-diffusion

by adobe-research

Custom Diffusion: Multi-Concept Customization of Text-to-Image Diffusion (CVPR 2023)

⭐ 2k🍴 139 💻 PythonCoding Knowledge Recommended
Updated 24 May 2026 Explore Tool
THUDM avatar

LongWriter

by THUDM

[ICLR 2025] LongWriter: Unleashing 10,000+ Word Generation from Long Context LLMs

⭐ 1.9k🍴 186 💻 PythonCoding Knowledge Recommended
Updated 24 Jun 2025 Explore Tool
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llm-applications

by ray-project

A comprehensive guide to building RAG-based LLM applications for production.

⭐ 1.9k🍴 258 💻 Jupyter NotebookCoding Knowledge Recommended
Updated 15 Aug 2026 Explore Tool
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Curator

by NVIDIA-NeMo

Scalable data pre processing and curation toolkit for LLMs

⭐ 1.9k🍴 369 💻 PythonCoding Knowledge Recommended
Updated 06 Nov 2026 Explore Tool
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beta9

by beam-cloud

Ultrafast serverless GPU inference, sandboxes, and background jobs

⭐ 1.8k🍴 175 💻 GoCoding Knowledge Recommended
Updated 07 Nov 2026 Explore Tool
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curator

by bespokelabsai

Synthetic data curation for post-training and structured data extraction

⭐ 1.8k🍴 156 💻 PythonCoding Knowledge Recommended
Updated 02 Nov 2026 Explore Tool
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curvine

by CurvineIO

AI-Native & Cloud-Native FS: A high-performance file semantic layer for cloud object storage, integrated with high-speed cache. CNCF Sandbox Project.

⭐ 1.1k🍴 132 💻 RustCoding Knowledge Recommended
Updated 07 Nov 2026 Explore Tool

SkyChat是一款基于中文GPT-3 api的聊天机器人项目。它可以像chatGPT一样,实现人机聊天、问答、中英文互译、对对联、写古诗等任务。| SkyChat is a Chatbot project based on Chinese GPT3 API. Like chatGPT, it can do human-machine chat,…

⭐ 685🍴 69 💻 C#Coding Knowledge Recommended
Updated 07 Apr 2023 Explore Tool