Tutorials on Low Rank Adapters

Learn about Low Rank Adapters from fellow newline community members!

  • React
  • Angular
  • Vue
  • Svelte
  • NextJS
  • Redux
  • Apollo
  • Storybook
  • D3
  • Testing Library
  • JavaScript
  • TypeScript
  • Node.js
  • Deno
  • Rust
  • Python
  • GraphQL
  • React
  • Angular
  • Vue
  • Svelte
  • NextJS
  • Redux
  • Apollo
  • Storybook
  • D3
  • Testing Library
  • JavaScript
  • TypeScript
  • Node.js
  • Deno
  • Rust
  • Python
  • GraphQL
NEW

Reproducing QLoRA: NF4 Fine-Tuning with Unsloth and LLaMA-Factory

Reproducing QLoRA stopped being a research curiosity once 4-bit fine-tuning became a common way teams ship custom models. This block is your scoping sheet: hardware, software stack, time-to-train, and where Unsloth and LLaMA-Factory each fit. Read it like a capstone plan, not a demo. The paper…
Thumbnail Image of Tutorial Reproducing QLoRA: NF4 Fine-Tuning with Unsloth and LLaMA-Factory

Hugging Face TRL and PEFT: Choosing LoRA or QLoRA on One GPU

Watch: Fine-tuning LLMs with PEFT and LoRA by Sam Witteveen What actually separates LoRA from QLoRA? The split between LoRA and QLoRA is memory versus simplicity. Both freeze the base model and train tiny adapter matrices. QLoRA adds one thing on top: 4-bit quantization. That single change cuts…
Thumbnail Image of Tutorial Hugging Face TRL and PEFT: Choosing LoRA or QLoRA on One GPU

I got a job offer, thanks in a big part to your teaching. They sent a test as part of the interview process, and this was a huge help to implement my own Node server.

This has been a really good investment!

Advance your career with newline Pro.

Only $40 per month for unlimited access to over 60+ books, guides and courses!

Learn More