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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

Installing the required tools

In this section, we will cover how to install the system tools that we will use to prepare our environment before installing Pachyderm.

Installing Homebrew (macOS only)

While Linux distributions have many package management options, there is no default package manager for macOS users. Homebrew (brew) fills this gap and provides a great solution to easily install and manage software from the macOS Terminal and Linux shell as an alternative to apt, yum, or flatpak, which are available in Linux distributions.

Homebrew uses Git to download its updates. In Homebrew, packages are installed based on definitions known as Formulae. Homebrew installs software packages to the Cellar, which is located under the /user/local/Cellar directory. Another term you will hear often is Tap. Tap is a Git repository of Formulae.

In this chapter, we will frequently use brew to install various software packages on macOS. Therefore, you need to install it if you are...

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