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Effective Data Science Infrastructure by Ville Tuulos

Effective Data Science Infrastructure

by Ville Tuulos
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Book cover type: Paperback
  • ISBN13: 9781617299193
  • Binding: Paperback
  • Subject: N/A
  • Publisher: Manning Publications
  • Publisher Imprint: Manning Publications
  • Publication Date:
  • Pages: 325
  • Original Price: USD 59.99
  • Language: English
  • Edition: N/A
  • Item Weight: 652 grams
  • BISAC Subject(s): Software Development & Engineering / General, Languages / Python, and Distributed Systems / Cloud Computing

From the Back Cover

Effective Data Science Infrastructure How to make data scientists more productive is a guide to building infrastructure that will supercharge data science projects and data scientists. Based on state-of-the-art practices that power the massive data operations of Netflix, this book offers techniques and patterns relevant to companies of all shapes and sizes. You'll learn how you can make data scientists more productive with your existing cloud infrastructure, a stack of open source software, and idiomatic Python.

As you work through this easy-to-follow guide, you'll set up end-to-end infrastructure from the ground up, with a fully customizable process you can easily adapt to your company. You'll build a cloud-based development environment that covers local prototyping and deployment to production, set up infrastructure that supports a real-world machine learning application, and handle a large-scale application for processing hundreds of gigabytes of data. Throughout, you'll follow a human-centric approach focused on user experience and meeting the unique needs of data scientists.

Tuulos, Ville: - Ville Tuulos has been developing tools and infrastructure for data science and machine learning for over two decades. At Netflix, he designed and built Metaflow, a full-stack framework for data science. Currently, he is the CEO of a startup focusing on data science infrastructure.

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