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Effective Data Science Infrastructure
Effective Data Science Infrastructure
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Effective Data Science Infrastructure is a guide to assembling infrastructure for data science and machine learning applications, using processes used at Netflix and other data-driven companies. It provides a customizable process to set up end-to-end infrastructure, focusing on user experience and meeting the needs of data scientists.
Format: Paperback / softback
Length: 325 pages
Publication date: 19 September 2022
Publisher: Manning Publications
Effective Data Science Infrastructure is a comprehensive guide that empowers you to assemble infrastructure for data science and machine learning applications with utmost efficiency. It delves into the processes employed by industry leaders like Netflix to manage their cutting-edge data infrastructure. By following this easy-to-understand guide, you will embark on a journey to set up end-to-end infrastructure from scratch, allowing for complete customization to align with your company's unique needs. You will discover effective strategies to enhance the productivity of data scientists by leveraging your existing cloud infrastructure, a stack of open-source software, and the intuitive Python language. Throughout, you will adopt a human-centric approach, prioritizing user experience and addressing the distinct requirements of data scientists.
In the realm of data science, the transition from small prototypes to sustainable business processes necessitates scalable and reliable infrastructure. This book serves as a comprehensive resource, outlining the workflows, components, and methodologies of the entire infrastructure stack for data science. It encompasses data warehousing, scalable compute, and modeling frameworks, ensuring that you have the necessary tools to transform your data science projects into successful ventures.
By leveraging the expertise and insights provided in this guide, you will gain the ability to assemble infrastructure that supports the rigorous demands of data science and machine learning applications. Whether you are a seasoned professional or just starting your journey in data science, Effective Data Science Infrastructure will be your invaluable companion on the path to success.
Weight: 652g
Dimension: 188 x 235 x 21 (mm)
ISBN-13: 9781617299193
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