Optimizing enterprise MLOps in the cloud with Domino Data Lab and Amazon Elastic File System

This article discusses how Domino Data Lab, an AWS partner, provides an enterprise AI platform that enables centralized machine learning operations (MLOps) across hybrid and multi-cloud environments leveraging AWS services like Amazon EFS, EKS, and S3.

Specifically, the article covers:

• Challenges of operating AI at scale, such as data silos, sprawl, and underutilized infrastructure
• How Domino's platform integrates with AWS services like EFS, EKS, S3, IAM, and EBS to deliver unified, containerized MLOps
• Benefits of Domino's platform, including self-service infrastructure, model governance, hybrid cloud support, and collaboration features
• Domino's architecture on AWS, with details on using EKS, EFS, S3, and other services
• Customer case studies and ROI metrics from using Domino on AWS
• Conclusion on best practices for scalable, enterprise AI and how Amazon EFS supports cost-effective ML workloads