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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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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

Deploying Pachyderm

When running Pachyderm in production, it is recommended to start in an environment where resources can scale up to handle the computational needs of larger pipelines. Pachyderm can be installed on any Kubernetes cluster, including managed Kubernetes services provided by AWS, Google Cloud, Microsoft Azure, IBM Cloud, and OpenShift, as well as locally on your workstation. In this section, we are going to focus on a smaller test deployment; therefore, a local cluster is good enough to get started.

Pachyderm provides sample Helm charts to help you deploy Pachyderm to all major cloud platforms. You can read more about Helm Charts in Chapter 2, Pachyderm Basics. Because Helm charts are flexible, you can pick the components that you want to install. For example, you can install the Pachyderm in-browser interface called the Console.

The Pachyderm Console is the Pachyderm user interface and provides a birds-eye view of your pipelines through the Direct Acyclic Graph...

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