GitOps for MLOps - Automating Multi-Cluster Kubernetes Environments
Offered By: Data Science Festival via YouTube
Course Description
Overview
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.
Syllabus
GitOps for MLOps: Automating Multi Cluster Kubernetes Environments (Data Science Festival)
Taught by
Data Science Festival
Related Courses
Emergency ManagementOpen2Study Resilience in Children Exposed to Trauma, Disaster and War: Global Perspectives
University of Minnesota via Coursera MongoDB Advanced Deployment and Operations
MongoDB University Arch403: Designing Resilient Schools
Build Academy via EdCast Bases de données relationnelles : Comprendre pour maîtriser
Inria (French Institute for Research in Computer Science and Automation) via France Université Numerique