Efficient Large-Scale Distributed Training of Superb AI's Vision Foundation Model 'ZERO' with Amazon SageMaker HyperPod | Amazon Web Services

Superb AI used Amazon SageMaker HyperPod to train the ZERO zero-shot object detection model at large scale.

It combined Training Plan, Amazon S3, FSx for Lustre, and EFA-based infrastructure to secure stable training resources.

Data curation and pre-conversion to Arrow format improved I/O efficiency and reduced training costs.

The case highlights how cloud capacity planning and data optimization shape performance and cost for large vision foundation models.