Philipp Schmid • 12/20/2024

How to fine-tune open LLMs in 2025 with Hugging Face

Read Original

This article provides a detailed, advanced tutorial for fine-tuning open-source LLMs in 2025 using the Hugging Face ecosystem. It covers optimization techniques like QLoRA and Spectrum, distributed training with DeepSpeed, performance improvements with Flash Attention, and a workflow from dataset preparation to model evaluation, targeting developers with consumer-grade GPUs.

0 comments
#Hugging Face #Peft #Distributed Training
How to fine-tune open LLMs in 2025 with Hugging Face

Comments

No comments yet

Be the first to share your thoughts!

Browser Extension

Get instant access to AllDevBlogs from your browser

Top of the Week

1
React, useEffect, and Stale Closures: How to Avoid Them with Dependencies and useRef
Jivbcoop • 4 votes
2
Better react-hook-form Smart Form Components
Maarten Hus • 2 votes
3
AGI, ASI, A*I – Do we have all we need to get there?
John D. Cook • 1 votes
4
Quoting Thariq Shihipar
Simon Willison • 1 votes
5
Dew Drop – January 15, 2026 (#4583)
Alvin Ashcraft • 1 votes
6
Using Browser Apis In React Practical Guide
Jivbcoop • 1 votes