Tag: LoRA

Fine Tuning LLM: Parameter Efficient Fine Tuning (PEFT) — LoRA & QLoRA — Part 1

In this blog, we will understand the idea behind Parameter Efficient Fine Tuning (PEFT), and explore LoRA and QLoRA, Two of the most important PEFT methods. We will understnad how PEFT can be used to fine tune the model for domain specific tasks, at the lowest cost and minimal infrastrcuture. Mot...

Dive Into LoRA Adapters

Large Language Models (LLMs) have taken the world by storm. Over the last year we have witnessed a massive leap in what they can do, going from quite narrow and restricted applications to now engaging in fluent, multi-turn conversations. Isn’t it amazing how these models have shifted from e...