[Download] A Hands-On Guide to Fine-Tuning Large Language Models with PyTorch and Hugging Face PDF

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A Hands-On Guide to Fine-Tuning Large Language Models with PyTorch and Hugging Face Summary

A Hands-On Guide to Fine-Tuning Large Language Models with PyTorch and Hugging Face is a beautiful novel written by Daniel Voigt Godoy. The book was published on January 25, 2025 and is available in PDF format. Below is the summary of “A Hands-On Guide to Fine-Tuning Large Language Models with PyTorch and Hugging Face by Daniel Voigt Godoy”:

Are you ready to fine-tune your own LLMs?This book is apractical guideto fine-tuning Large Language Models (LLMs), combining high-level concepts with step-by-step instructions totrain these powerful models for your specific use cases.Who Is This Book For?This is anintermediate-level resource—positioned between building a large language model from scratch and deploying an LLM in production—designed for practitioners withsomeprior experience in deep learning.If terms like Transformers, attention mechanisms, Adam optimizer, tokens, embeddings, or GPUs sound familiar, you’re in the right place.Familiarity with Hugging Face and PyTorch is assumed. If you’re new to these concepts, consider starting with a beginner-friendly introduction to deep learning with PyTorch before diving in.What You’ll LearnLoadquantized modelsusingBitsAndBytes.ConfigureLow-Rank Adapters (LoRA)usingHugging Face’s PEFT.Format datasets effectively usingchat templatesand formatting functions.Fine-tune LLMs on consumer-grade GPUsusing techniques such as gradient checkpointing and accumulation.Deploy LLMs locallyin theGGUFformat usingLlama cppandOllama.Troubleshootcommon error messages and exceptions to keep your fine-tuning process on track.This book doesn’t just skim the surface; itzooms in on the critical adjustments and configurations—those all-important “knobs”—that make or break the fine-tuning process.By the end, you’ll have the skills and confidence to fine-tune LLMs for your own real-world applications.Whether you’re looking to enhance existing models or tailor them to niche tasks, this book is your essential companion.Table of ContentsFrequently Asked Questions (FAQ)Chapter 0:TL;DRChapter 1:Pay Attention to LLMsChapter 2:Loading a Quantized Base ModelChapter 3:Low-Rank Adaptation (LoRA)Chapter 4:Formatting Your DatasetChapter 5:Fine-Tuning with SFTTrainerChapter 6:Deploying It LocallyChapter -1:TroubleshootingAppendix A:Setting Up Your GPU PodAppendix B:Data Types’ Internal Representation

Details About A Hands-On Guide to Fine-Tuning Large Language Models with PyTorch and Hugging Face by Daniel Voigt Godoy – eBook

• Title: A Hands-On Guide to Fine-Tuning Large Language Models with PyTorch and Hugging Face
• Author: Daniel Voigt Godoy
• Language: English
• Genres:
• Series:
• Published Date: January 25, 2025
• Status: Available for Download
• Formats: PDF
• [PDF] Filename: A_Hands-On_Guide_to_Fine-Tuning_Large_Language_Models_with_PyTorch_and_Hugging_-_Daniel_Voigt_Godoy.pdf
• PDF File Size: 11.32 MB

[Download] A Hands-On Guide to Fine-Tuning Large Language Models with PyTorch and Hugging Face by Daniel Voigt Godoy PDF

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