Optimizing LLMs: A Step-by-Step Guide to Fine-Tuning with PEFT and QLoRA

Amber Ivanna Trujillo
14 min readOct 30, 2023

A Practical Guide to Fine-Tuning LLM using QLora

Conducting inference with large language models (LLMs) demands significant GPU power and memory resources, which can be prohibitively expensive. To enhance inference performance and speed, it is imperative to explore lightweight LLM models. Researchers have developed a few techniques. In this…

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Amber Ivanna Trujillo

I am Executive Data Science Manager. Interested in Deep Learning, LLM, Startup, AI-Influencer, Technical stuff, Interviews and much more!!!