GitOps for MLOps - Automating Multi-Cluster Kubernetes Environments

Explore the challenges and solutions for managing multi-region Kubernetes clusters in enterprise-level ML workflows during this 40-minute conference talk from the 2023 MayDay Data Science Festival. Discover how GitOps principles can be applied to MLOps, automating the deployment and management of Kubernetes environments across multiple continents. Learn about load balancing, automatic scaling, and performance optimization features of Kubernetes for ML workflows, and gain insights into real-world examples of MLOps at scale. Understand the importance of multi-region operations for disaster tolerance and performance optimization in enterprise deployments.