---
title: Things I Learned - 07 Jul 2024
date: 2024-07-07T00:00:00+00:00
categories:
  - til
description: I learned how Predibase uses LoRAX to serve multiple fine-tuned model adapters on a single GPU. This method leverages LoRA adapters to optimize hardware usage and scale specialized models more efficiently than traditional deployments.
keywords: [predibase, lorax, lora, fine-tuning, gpu optimization, adapters]
---

This week, I learned:

- [Predibase](https://predibase.com/) uses LORAX to run multiple fine-tunings of a base model in a single GPU via adapters. [Ref](https://predibase.com/blog/5-reasons-why-lora-adapters-are-the-future-of-fine-tuning)