How to Fine-Tune an LLM: SFT, LoRA, QLoRA and DPO Explained

Towards AI
Machine Learning Generative AI AI Research

This blog post discusses the details of what finetuning is, why it’s needed, and how we can finetune an LLM model with practical examples. The fine-tuning is what brings life to the LLM model. It’s a technique to make models adapt to a specific task, such as coding, writing poems or songs, classifying objects in an image, etc. A typical lifecycle of LLM