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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

Preface

Pachyderm is a distributed version control platform for building end-to-end data science workflows. Since its creation in 2016, Pachyderm has become a go-to solution for large and small organizations. The core functionality of Pachyderm is open source and has a vivid community of engineers around it. This book walks you through basic and advanced examples of Pachyderm usage. This book will help you get started quickly and integrate a reliable data science solution into your infrastructure.

Reproducible Data Science with Pachyderm provides a clear overview of Pachyderm, as well as instructions on how to install and run Pachyderm in the cloud, and how to use the Pachyderm Software-as-a-Service (SaaS) version – Pachyderm Hub. This book has practical examples of data science technics running on a Pachyderm cluster.

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