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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

Reviewing Pachyderm architecture

This section walks you through the distributed Pachyderm architecture and the internals of the Pachyderm solution. But before we dive into the nitty-gritty details of Pachyderm infrastructure, let's answer the question that a lot of you might have on your mind after reading the introduction—why can't I use Git or any other version control system? We'll address this question with Git in mind as it is the most popular and widely used software version control system, but all of the arguments apply to any other similar version control system for source code. After we review how Pachyderm is different and similar to Git, we will review the Pachyderm internals, Kubernetes, and container runtimes.

Why can't I use Git for my data pipelines?

So, if Pachyderm is similar to Git, why can't I store everything in Git rather than have multiple tools that I have to learn and support?, you might ask.

While Git is a great open...

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