Training Per-Camera Models at Scale with SageMaker SDK v3

Managing computer vision across a fleet of cameras? You'll need a dedicated model for each one, not a one-size-fits-all approach. This article walks you through a production-ready architecture using Amazon SageMaker SDK v3 that handles training, quality checks, model compilation with SageMaker Neo, and versioning thousands of models—all orchestrated by AWS Step Functions to keep your retraining pipeline within account limits.