Reproducible Data Science with Pachyderm

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Reproducible Data Science with Pachyderm

Reproducible Data Science with Pachyderm


This eBook includes

Formats : PDF (Read Only)

Pages : 364

ISBN : 9781801079075

Language : English

About the Book

Book description

Create scalable and reliable data pipelines easily with Pachyderm

Key Features

  • Learn how to build an enterprise-level reproducible data science platform with Pachyderm
  • Deploy Pachyderm on cloud platforms such as AWS EKS, Google Kubernetes Engine, and Microsoft Azure Kubernetes Service
  • Integrate Pachyderm with other data science tools, such as Pachyderm Notebooks

Book Description

Pachyderm is an open source project that enables data scientists to run reproducible data pipelines and scale them to an enterprise level. This book will teach you how to implement Pachyderm to create collaborative data science workflows and reproduce your ML experiments at scale.

You’ll begin your journey by exploring the importance of data reproducibility and comparing different data science platforms. Next, you’ll explore how Pachyderm fits into the picture and its significance, followed by learning how to install Pachyderm locally on your computer or a cloud platform of your choice. You’ll then discover the architectural components and Pachyderm's main pipeline principles and concepts. The book demonstrates how to use Pachyderm components to create your first data pipeline and advances to cover common operations involving data, such as uploading data to and from Pachyderm to create more complex pipelines. Based on what you've learned, you'll develop an end-to-end ML workflow, before trying out the hyperparameter tuning technique and the different supported Pachyderm language clients. Finally, you’ll learn how to use a SaaS version of Pachyderm with Pachyderm Notebooks.

By the end of this book, you will learn all aspects of running your data pipelines in Pachyderm and manage them on a day-to-day basis.

What you will learn

  • Understand the importance of reproducible data science for enterprise
  • Explore the basics of Pachyderm, such as commits and branches
  • Upload data to and from Pachyderm
  • Implement common pipeline operations in Pachyderm
  • Create a real-life example of hyperparameter tuning in Pachyderm
  • Combine Pachyderm with Pachyderm language clients in Python and Go

Who this book is for

This book is for new as well as experienced data scientists and machine learning engineers who want to build scalable infrastructures for their data science projects. Basic knowledge of Python programming and Kubernetes will be beneficial. Familiarity with Golang will be helpful.

Reproducible Data Science with Pachyderm

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Author Details

Packt Publishing

Packt Publishing

Founded in 2004 in Birmingham, UK, Packt's mission is to help the world put software to work in new ways, through the delivery of effective learning and information services to IT professionals.

Working towards that vision, we have published over 6,500 books and videos so far, providing IT professionals with the actionable knowledge they need to get the job done - whether that's specific learning on an emerging technology or optimizing key skills in more established tools.

As part of our mission, we have also awarded over $1,000,000 through our Open Source Project Royalty scheme, helping numerous projects become household names along the way.

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