Tuulos Ville. Effective Data Science Infrastructure: How to Make Data Scientists Productive

Manning Publications, 2022. — 353 p. — ISBN: 978-1617299193.Effective Data Science Infrastructure is a hands-on guide to assembling infrastructure for data science and machine learning applications. It reveals the processes used at Netflix and other data-driven companies to manage their cutting-edge data infrastructure. 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 learn how you can make data scientists more productive with your existing cloud infrastructure, a stack of open-source software, and idiomatic Python. Throughout, you’ll follow a human-centric approach focused on user experience and meeting the unique needs of data scientists.