Orchestration
Explore the fundamentals of container orchestration in data science, focusing on how systems like Kubernetes and AWS ECS manage the life cycles of containers. Understand the benefits of using orchestration for scaling, failover, and load balancing in model deployment. Gain insights on choosing the right orchestration tools for your cloud environment to build robust and reproducible machine learning services.
We'll cover the following...
Container orchestration
Container orchestration systems are responsible for managing the life cycles of containers in a cluster. They provide services including provisioning, scaling, failover, load balancing, and service discovery between containers. AWS has multiple orchestration solutions, but the general trend has been moving towards Kubernetes for this functionality, which is an open-source platform originally designed by Google. ...