Peft Articles

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1/26/2025 • EN

Notes on ‘AI Engineering’ (Chip Huyen) chapter 7: Finetuning

A summary of Chip Huyen's chapter on AI fine-tuning, arguing it's a last resort after prompt engineering and RAG, detailing its technical and organizational complexities.

AI Engineering Finetuning Lora Peft Rag

Alex Strick van Linschoten

12/20/2024 • EN

How to fine-tune open LLMs in 2025 with Hugging Face

A technical guide on optimizing and scaling the fine-tuning of open-source large language models using Hugging Face tools in 2025.

Distributed Training Hugging Face LLM Fine Tuning Peft Qlora

Philipp Schmid

7/18/2023 • EN

Fine-tune LLaMA 2 (7-70B) on Amazon SageMaker

A technical guide on fine-tuning LLaMA 2 models (7B to 70B) using QLoRA and PEFT on Amazon SageMaker for efficient large language model adaptation.

Amazon Sagemaker Llama 2 Model Fine Tuning Peft Qlora

Philipp Schmid

4/13/2023 • EN

Train and Deploy BLOOM with Amazon SageMaker and PEFT

A technical guide on fine-tuning the BLOOMZ language model using PEFT and LoRA techniques, then deploying it on Amazon SageMaker.

Amazon Sagemaker Bloom Lora Model Deployment Peft

Philipp Schmid

Peft Articles

Notes on ‘AI Engineering’ (Chip Huyen) chapter 7: Finetuning

How to fine-tune open LLMs in 2025 with Hugging Face

Fine-tune LLaMA 2 (7-70B) on Amazon SageMaker

Train and Deploy BLOOM with Amazon SageMaker and PEFT

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