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Table Of Contents
Reproducible Data Science with Pachyderm
By :
Reproducible Data Science with Pachyderm
By:
Overview of this book
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.
Table of Contents (16 chapters)
Preface
Section 1: Introduction to Pachyderm and Reproducible Data Science
Chapter 1: The Problem of Data Reproducibility
Chapter 2: Pachyderm Basics
Chapter 3: Pachyderm Pipeline Specification
Section 2:Getting Started with Pachyderm
Chapter 4: Installing Pachyderm Locally
Chapter 5: Installing Pachyderm on a Cloud Platform
Chapter 6: Creating Your First Pipeline
Chapter 7: Pachyderm Operations
Chapter 8: Creating an End-to-End Machine Learning Workflow
Chapter 9: Distributed Hyperparameter Tuning with Pachyderm
Section 3:Pachyderm Clients and Tools
Chapter 10: Pachyderm Language Clients
Chapter 11: Using Pachyderm Notebooks
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