Reproducible Data Science with Pachyderm
- Paperback: 364 pages
- Publisher: WOW! eBook (March 18, 2022)
- Language: English
- ISBN-10: 1801074488
- ISBN-13: 978-1801074483
Reproducible Data Science with Pachyderm: Create scalable and reliable data pipelines easily with Pachyderm
Pachyderm is an open source project that enables data scientists to run reproducible data pipelines and scale them to an enterprise level. This Reproducible Data Science with Pachyderm 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.
- 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
By the end of this Reproducible Data Science with Pachyderm book, you will learn all aspects of running your data pipelines in Pachyderm and manage them on a day-to-day basis.
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