Course Code: kubeflowbspk
Duration: 28 hours
Course Outline:

Kubeflow on AWS vs other cloud providers and on premise 

Kubeflow on permimise intallation(MicroK8s)

EKS core concepts

Overview of Kubeflow concepts

Activation of the AWS account

Cost of running Kubeflow on AWS

Navigation CLI

Creating EKS cluster and worker nodes

EKS with GPU

Autoscaling EKS

Monitoring

Introduction to Kustomize

Building deployment framework with Ansible and CloudFormation or eksctl and Kustomize

Kubeflow installation

Kubeflow Notebooks

Training in kubernetes

Serving in Kubernetes

Kubeflow Fairing

Kubeflow Pipelines

Distributed training with Tensorflow and/or Pytorch

Overview of Katib (HP tuning)

Overview of KServing