Artificial Intelligence
Author: Michael Battaglia
Michael Battaglia is a solutions architect who works with AWS customers who are new to the cloud, providing them with technical guidance and helping achieve their business goals. Data analytics and machine learning are his core areas of interest. Outside of work, he enjoys doing math, physics, and building
Deploying quantized models on Amazon SageMaker AI with Unsloth
In this post, you will learn four deployment patterns for taking models that have already been quantized with Unsloth and deploying them on AWS infrastructure. The patterns use Amazon Elastic Compute Cloud (Amazon EC2) for direct instance access, Amazon SageMaker AI inference endpoints for managed serving, and Amazon Elastic Kubernetes Service (Amazon EKS) or Amazon Elastic Container Service (Amazon ECS) when inference needs to fit into an existing container framework. You also learn operational practices for production deployments.