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  1. Fine-tuning LLMs locally: A step-by-step guide - DEV Community

    Apr 9, 2025 · Today, we're going to delve into the exciting world of fine-tuning Language Model Libraries (LLMs) locally. This guide is designed for AI enthusiasts familiar with Python and …

  2. Complete Unsloth Tutorial: Fine-Tune LLMs 70% Faster (Step-by …

    Jun 25, 2025 · Today, I'm going to walk you through the complete process of fine-tuning Llama 3.2 3B using Unsloth on Google Colab's free tier. By the end of this guide, you'll have a fully …

  3. Fine-Tune LLM: Complete Guide for 2025 - collabnix.com

    Aug 13, 2025 · What is LLM Fine-Tuning and Why Should You Care? Fine-tuning a Large Language Model (LLM) means taking a pre-trained model and adapting it to perform better on …

  4. Simplifying LLM Fine-Tuning with Python and Ollama - Medium

    Aug 12, 2025 · Today, I want to share a detailed guide on fine-tuning LLMs using Python, and then using the fine-tuned model with Ollama a tool that lets you run AI models locally on your...

  5. LLM Fine-Tuning—Overview with Code Example - Nexla

    The most common type of LLM training approach is fine-tuning. In simple terms, fine-tuning is taking a pre-trained foundation model and training it on a given dataset, which helps the model …

  6. How to Fine Tune Large Language Models (LLMs) - Codecademy

    Learn how to fine tune large language models (LLMs) in Python with step-by-step examples, techniques, and best practices.

  7. Save and Load Fine-Tuned LLMs - apxml.com

    Best practices for saving model checkpoints and loading a fully fine-tuned model for inference.

  8. Recommended Hardware for Running LLMs Locally - GeeksforGeeks

    Nov 20, 2025 · Running them locally is becoming a common choice for developers who want more privacy, faster iteration and complete control without depending on cloud platforms.

  9. Fine-Tuning LLMs Using a Local GPU on Windows - Rob Kerr

    May 10, 2024 · In this post I'll walk through the process of configuring a local environment on Windows to support fine-tuning LLMs using a local GPU

  10. 5 LLM Fine-tuning Techniques Explained Visually

    May 30, 2024 · Implementing LoRA From Scratch for Fine-tuning LLMs. Here’s a brief explanation: LoRA: Add two low-rank matrices A and B alongside weight matrices, which …