Effective Data Science Infrastructure: How to make data scientists productive
Author: Ville Tuulos
Length: 325 pages
Edition 版次： 1
Publisher Finelybook 出版社： Manning
Publication Date: 2022-06-28
ISBN-10 书号： 1617299197
ISBN-13 书号： 9781617299193
Simplify data science infrastructure to give data scientists an efficient path from prototype to production.
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.
Effective Data Science Infrastructure MEAP V07
Chapter 1: Introduction
Chapter 2: The Toolchain of Data Science
Chapter 3: Introducing Metaflow
Chapter 4: Scaling with The Compute Layer
Chapter 5: Practicing Scalability and Performance
Chapter 6: Going to Production
Chapter 7: Processing Data
Chapter 8: Using and Operating Models
Chapter 9: Machine Learning With the Full Stack