---
title: "Discussion on \"Zero to Neuron Series 6: Coding QLoRA - Fine-Tuning an LLM on a Single GPU\" | Hashnode"
description: "Discussion on \"Zero to Neuron Series 6: Coding QLoRA - Fine-Tuning an LLM on a Single GPU\". We've done the analogies. We've done the math by hand. Now, it's time to make the GPU sweat.\nWelcome to the most practical post in the series! We're going to take all that theory from Series 4 and 5 and turn it into working Python code.\nOur goal: To ..."
url: "https://hashnode.com/posts/zero-to-neuron-series-6-coding-qlora-fine-tuning-an-llm-on-a-single-gpu/6905d25f579c1f82cd161ab0"
---

[Feed](https://hashnode.com/feed) /

Discussion

# [Zero to Neuron Series 6: Coding QLoRA - Fine-Tuning an LLM on a Single GPU](https://importarun-dl.hashnode.dev/zero-to-neuron-series-6-coding-qlora-fine-tuning-an-llm-on-a-single-gpu?utm_source=hashnode&utm_medium=feed)

We've done the analogies. We've done the math by hand. Now, it's time to make the GPU sweat. Welcome to the most practical post in the series! We're going to take all that theory from Series 4 and 5 and turn it into working Python code. Our goal: To ...

Nov 1, 2025 · 11 min read · importarun-dl.hashnode.dev  
Read the article

-   [#deep-learning](https://hashnode.com/tag/deep-learning)

## Written by

[Arun Kumar](https://hashnode.com/@importarun)

@importarun · Chennai, Tamil Nadu, India

  
[View profile](https://hashnode.com/@importarun)

In pursuit of the signal within the noise.

## Responses

Markdown supported · ⌘↵ to post

No responses yet.