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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

Learning about version control primitives

As we saw in a previous section, Pachyderm bears similarities to the code version control software called Git. If you have participated in developing an open source project before, you are likely familiar with Git through the use of a hosted Git version, such as GitHub, GitLab, or Gerrit.

Like with Git, you store your data in repositories, upload your data with a commit, and can have multiple branches in your repositories. Pachyderm stores the history of your commits and allows you to track changes or the history of your data back to its origins.

Pachyderm version control primitives enable you to go back in time and run your pipeline against previous versions of your changes. This can be very powerful in tracking bias and mistakes that crawl into your pipeline changes.

Let's look at these concepts in more detail.

Repository

A Pachyderm repository is a filesystem in which you store your data and where you store versions...

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