Welcome to Machine Learining on AWS EKS and MLops

Data has proven to be a competitive differentiator for decades and the adoption of machine learning can now deliver even greater insights from data. Adopting machine learning requires a technology environment with processes and platforms that can deliver innovation at scale.

EKS is a managed Kubernetes platform for scale. GitOps introduces processes and principles that align with machine learning operations (MLOps) best practices: Reproducibility, Reusability, Manageability and Automation.

In this workshop we will cover:

  • Manage multiple EKS clusters, environments, workloads and teams with time saving cluster models
  • Install Flagger to increase deployment speed for advanced deployment patterns
  • Handle canary and progressive releases safely with rollbacks

Need help in getting started with EKS? Sign up for our EKS + GitOps Quickstart package.

GitOps - an operating model for cloud native

GitOps can be summarized as these two things: * An operating model for Kubernetes and other cloud native technologies, providing a set of best practices that unify deployment, management and monitoring for containerized clusters and applications. * A path towards a developer experience for managing applications; where end-to-end CICD pipelines and git workflows are applied to both operations, and development.

GitOps Operating Model

Weaveworks

Weaveworks makes it fast and simple for developers and DevOps teams to build and operate powerful containerized applications. We minimize the complexity of operating workloads in Kubernetes by providing automated continuous delivery pipelines, observability and monitoring.

Weaveworks’ mission is to minimize complexities in operating workloads and provide a developer centric operating model for cloud native applications. Our goal is to drive cloud native transformation for your developers and portability, flexibility, choice and stability for your business.

One of the first members of the Cloud Native Computing Foundation, Weaveworks also contributes to several open source projects, including Weave Net, Weave Scope, Weave Cortex, Weave Flux, Firekube and Flagger.

Weaveworks and AWS

Weaveworks is an APN Advanced Technology Partner and AWS Containers Competency Partner. In addition Weaveworks is the EKS certified Advanced partner that built eksctl.

Weaveworks Pioneered GitOps

Learn more about GitOps, a set of modern best practices for deploying and managing applications with cloud native tools and cloud services.

Don’t know where to start? Our experienced team of Customer Reliability Engineers can provide the highest level of care, advice and coaching. Our expertise is rooted in working and supporting live production systems at scale. Get started with our EKS + GitOps Quickstart package.

For further reading we recommend:

For hands on instructions, we recommend:

Tutorial: A practical guide to GitOps