fine-tuning

A complete guide to start and improve your LLM skills in 2026 with little background in the field and stay up-to-date with the latest news and state-of-the-art techniques!

Resource, examples & tutorials for multimodal AI, RAG and agents using vector search and LLMs

This repo contains a PyTorch implementation of a pretrained BERT model for multi-label text classification.

Generate High-Quality Synthetics, Train, Measure, and Evaluate in a Single Pipeline

Toolkit for fine-tuning, ablating and unit-testing open-source LLMs.

Browser automation system that uses AI-driven planning to navigate web pages and perform goals.

Official repository of my book "A Hands-On Guide to Fine-Tuning LLMs with PyTorch and Hugging Face"

Magick is a cutting-edge toolkit for a new kind of AI builder. Make Magick with us!

The most easy-to-understand tutorial for using LoRA (Low-Rank Adaptation) within diffusers framework for AI Generation Researchers🔥

Training/Fine-tuning at the speed of light

Estimate whether a Hugging Face model fits and fine-tunes on your local GPU.

[MICCAI 2019 Young Scientist Award] [MEDIA 2020 Best Paper Award] Models Genesis, one of the first "foundation" models in medical image analysis for multiple downstream tasks

Confucius4-TTS: a Multilingual and Cross-Lingual Zero-Shot TTS Engine

Framework for enhancing LLMs for RAG tasks using fine-tuning.

The official implementation of MARS: Unleashing the Power of Variance Reduction for Training Large Models

Personal Project: MPP-Qwen14B & MPP-Qwen-Next(Multimodal Pipeline Parallel based on Qwen-LM). Support [video/image/multi-image] {sft/conversations}. Don't let the poverty limit your imagination! Train your own 8B/14B LLaVA-training-like MLLM on RTX3090/4090 24GB.

This repository provides programs to build Retrieval Augmented Generation (RAG) code for Generative AI with LlamaIndex, Deep Lake, and Pinecone leveraging the power of OpenAI and Hugging Face models for generation and evaluation.

The official implementation of Self-Play Preference Optimization (SPPO)

🚀WebUI integrated platform for latest LLMs | 各大语言模型的全流程工具 WebUI 整合包。支持主流大模型API接口和开源模型。支持知识库，数据库，角色扮演，mj文生图，LoRA和全参数微调，数据集制作，live2d等全流程应用工具

One-stop handbook for building, deploying, and understanding LLM agents with 60+ skeletons, tutorials, ecosystem guides, and evaluation tools.