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You're reading from  Machine Learning Engineering on AWS

Product typeBook
Published inOct 2022
PublisherPackt
ISBN-139781803247595
Edition1st Edition
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Author (1)
Joshua Arvin Lat
Joshua Arvin Lat
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Joshua Arvin Lat

Joshua Arvin Lat is the Chief Technology Officer (CTO) of NuWorks Interactive Labs, Inc. He previously served as the CTO for three Australian-owned companies and as director of software development and engineering for multiple e-commerce start-ups in the past. Years ago, he and his team won first place in a global cybersecurity competition with their published research paper. He is also an AWS Machine Learning Hero and has shared his knowledge at several international conferences, discussing practical strategies on machine learning, engineering, security, and management.
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Setting up Kubeflow on Amazon EKS

With all of the prerequisites ready, we can now proceed with creating our EKS cluster and then installing Kubeflow on top of it. During the installation and setup process, we will use the following tools:

  • eksctl – The CLI tool for creating and managing Amazon EKS clusters
  • kubectl – The CLI tool for creating, configuring, and deleting Kubernetes resources
  • AWS CLI – The CLI tool for creating, configuring, and deleting AWS resources
  • kustomize – The CLI tool for managing the configuration of Kubernetes objects

The hands-on portion of this section involves following a high-level set of steps:

  1. Preparing the eks.yaml file containing the EKS configuration (such as the number of nodes, desired capacity, and instance type)
  2. Running the eks create cluster command using the eks.yaml file to create the Amazon EKS cluster
  3. Using kustomize and kubectl to install Kubeflow inside our cluster
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Machine Learning Engineering on AWS
Published in: Oct 2022Publisher: PacktISBN-13: 9781803247595

Author (1)

author image
Joshua Arvin Lat

Joshua Arvin Lat is the Chief Technology Officer (CTO) of NuWorks Interactive Labs, Inc. He previously served as the CTO for three Australian-owned companies and as director of software development and engineering for multiple e-commerce start-ups in the past. Years ago, he and his team won first place in a global cybersecurity competition with their published research paper. He is also an AWS Machine Learning Hero and has shared his knowledge at several international conferences, discussing practical strategies on machine learning, engineering, security, and management.
Read more about Joshua Arvin Lat