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Reproducible Data Science with Pachyderm

You're reading from   Reproducible Data Science with Pachyderm Learn how to build version-controlled, end-to-end data pipelines using Pachyderm 2.0

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Product type Paperback
Published in Mar 2022
Publisher Packt
ISBN-13 9781801074483
Length 364 pages
Edition 1st Edition
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Author (1):
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Svetlana Karslioglu Svetlana Karslioglu
Author Profile Icon Svetlana Karslioglu
Svetlana Karslioglu
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Toc

Table of Contents (16) Chapters Close

Preface 1. Section 1: Introduction to Pachyderm and Reproducible Data Science
2. Chapter 1: The Problem of Data Reproducibility FREE CHAPTER 3. Chapter 2: Pachyderm Basics 4. Chapter 3: Pachyderm Pipeline Specification 5. Section 2:Getting Started with Pachyderm
6. Chapter 4: Installing Pachyderm Locally 7. Chapter 5: Installing Pachyderm on a Cloud Platform 8. Chapter 6: Creating Your First Pipeline 9. Chapter 7: Pachyderm Operations 10. Chapter 8: Creating an End-to-End Machine Learning Workflow 11. Chapter 9: Distributed Hyperparameter Tuning with Pachyderm 12. Section 3:Pachyderm Clients and Tools
13. Chapter 10: Pachyderm Language Clients 14. Chapter 11: Using Pachyderm Notebooks 15. Other Books You May Enjoy

Preparing the Kubernetes environment

In this section, you will provision a Kubernetes cluster by using the preferred tools that you deployed in the Installing the required tools section.

Enabling Kubernetes on Docker Desktop

Follow these steps to enable Kubernetes if you're using Docker Desktop as your container platform to deploy your Kubernetes cluster on both Windows and macOS:

  1. Open the Docker UI.
  2. At the top-right corner of the Docker UI, click the Settings icon.
  3. Switch to the Kubernetes settings panel and click the Enable Kubernetes button to start a single-node Kubernetes cluster with Docker Desktop. Apply these settings by clicking the Apply & Restart button:

Figure 4.4 – Enabling Kubernetes in Docker Desktop

  1. Open a Terminal window and confirm that Kubernetes is running by executing the following command:
    $ kubectl get node

The following is an example of the system's response:

NAME &...
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