AWS Public Sector Blog

Joseph Gramstad

Author: Joseph Gramstad

Joseph is a solutions architect at Amazon Web Services (AWS) and supports public sector customers, primarily in aerospace and defense. He is also a specialist in machine learning (ML) and focuses on distributed training and compression techniques. Joseph enjoys playing table tennis in his free time.

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Fine-tuning an LLM using QLoRA in AWS GovCloud (US)

Government agencies are increasingly using large language models (LLMs) powered by generative artificial intelligence (AI) to extract valuable insights from their data in the Amazon Web Services (AWS) GovCloud (US) Regions. In this guide, we walk you through the process of adapting LLMs to specific domains with parameter efficient fine-tuning techniques made accessible through Amazon SageMaker integrations with Hugging Face.