Articles

AI

AF Afra

PEFT Explained: The Smart Way to Fine-Tune Large Language Models

How can we fine-tune billion-parameter models without training billions of parameters? The answer lies in Parameter-Efficient Fine-Tuning…

Jul 25, 2026 · 3 min read · 50 claps #peft #llm-agent

AI

VR VRUNDA SHAH

Fine-Tuning LLMs: LoRA, PEFT and Domain-Specific Adaptation

A practical guide to efficient LLM adaptation

Jul 23, 2026 · 11 min read · 57 claps #fine-tuning #llm #lora

AI

CO Codingmaster

PEFT Nedir? Parametre Verimli Fine-Tuning Rehberi | DEHA

PEFT (Parameter-Efficient Fine-Tuning), büyük bir ön eğitimli modelin bütün ağırlıklarını değiştirmek yerine küçük bir parametre alt…

Jul 20, 2026 · 8 min read · 0 claps #peft #lora #yapay-zeka-geliştirme

AI SCI DSN

SR Srikanth Dongala

The Ultimate Guide to LLM Fine-Tuning: Full Fine-Tuning, PEFT, LoRA, QLoRA, DoRA & QDoRA

Build an intuitive understanding of LLM fine-tuning from model weights and matrix decomposition to the mathematics behind Full Fine-Tuning…

Jul 07, 2026 · 15 min read · 0 claps #llm #fine-tuning #peft

HUM AI

EM Emilyharbord

PEFT Techniques in Fine-Tuning: A Simple Guide to LoRA, QLoRA, Prompt Tuning, and More

Learn how parameter-efficient fine-tuning helps you adapt large AI models with less memory, lower cost, and faster training.

Jun 30, 2026 · 4 min read · 0 claps #peft #fine-tuning #lora

AI

DE Debajyoti

Quantization & PEFT Explained: Fine-Tuning Billion-Parameter LLMs on Consumer GPUs

Introduction

Jun 12, 2026 · 7 min read · 2 claps #lora #peft

AI

NA Nagesh Singh Chauhan

Fine-tuning Large Language Models (LLMs) using PEFT

The article contains an overview of fine tuning approches using PEFT and its implementation using pytorch, transformers and unsloth.

Jun 11, 2026 · 12 min read · 0 claps #llm #large-language-models #ai

AI

AB Abhijeet Kumar

How to Fine-tune a Language Model on a 3 GB GPU

A complete, battle-tested guide to QLoRA fine-tuning using HuggingFace, PEFT, and bitsandbytes

May 22, 2026 · 15 min read · 0 claps #fine-tuning #small-language-model #lora

AI

AS Ashish Bodla

From GPU-Crushing to Consumer-Friendly: A Guide to PEFT, LoRA, and QLoRA

I always confuse between these fine tuning techniques. So, I decided write a blog which helps and other who are in same boat as me.

Mar 23, 2026 · 3 min read · 0 claps #gpu-computing #peft #lora

AI SCI

NI Nishad Anil

Complete Guide to LLM Finetuning: SFT, RLHF, DPO, ORPO with PEFT and LoRA

Theory, mathematical intuition, and practical implementation — everything you need to go from base model to production-ready LLM.

Mar 17, 2026 · 10 min read · 34 claps #llm-finetuning #genai #peft

AI LIF

RA Rangaswamy P V

TensorRT_LLM Recipes-2 (PEFT, LoRA techniques)

In this article we will look at fine-tuning of a LLM, techniques like LoRA, PEFT with LoRA(Hugging face Transformers).

Jan 15, 2026 · 11 min read · 2 claps #llm #transformers #mlops

ECO HUM AI

NI Nikki Rani · Artificial Intelligence in Plain English

The 2025 Deep Learning Renaissance: How PEFT Saved the “Backbones”

As we close out 2025, the AI landscape is defined by a striking duality. On one hand, the GPU Arms Race continues to escalate, with…

Dec 25, 2025 · 2 min read · 18 claps #edge-ai #resnet #vggnet

HUM AI SOC SCI

RO Roushan Kumar

The Hidden Danger of PEFT: Why Your Fine-tuned Model Forgot Everything

Your LoRA-fine-tuned model performs flawlessly on your new domain task. But suddenly, it fails basic math questions, struggles with safety…

Sep 26, 2025 · 2 min read · 0 claps #machine-learning #peft #catastrophic-forgetting

AI

GU Guillaume Besson

La méthode ORPO pour l’optimisation des LLMs

Les principales méthodes d’optimisation d’un Large Language Model sont déjà largement connues, entre LoRA, PEFT, RLHF, pruning…

Oct 09, 2024 · 1 min read · 0 claps #orpo #genai #llm

AI

VI vignesh yaadav

Fine-Tuning CodeLlama for Advanced Text-to-SQL Queries with PEFT and Accelerate

Why Finetune Code Llama 70B on SQL dataset ?

Feb 08, 2024 · 9 min read · 49 claps paywalled #codellms #code-llama-70b #peft