A Practical Guide to Building a Vision AI Model Serving Pipeline with AWS CDK

This article is based on a VAIaaS (Vision AI as a Service) project we developed for production deployment. I’ll share our experience building a Vision AI model serving pipeline using a combination of CDK, API Gateway, Lambda, and SageMaker. Introduction Developing a Vision AI model and deploying that model as an actual service are two entirely different challenges. Even a model that achieves high accuracy in a research environment faces numerous engineering challenges when transit...