Effective Data Science Infrastructure

di Ville Tuulos (Autore)

Manning Publications, 2022

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. About the Technology Turning data science projects from small prototypes to sustainable business processes requires scalable and reliable infrastructure. This book lays out the workflows, components, and methods of the full infrastructure stack for data science, from data warehousing and scalable compute to modeling frameworks.

• Autore: Ville Tuulos
• Editore: Manning Publications
• Anno: 2022
• Rilegatura: Paperback / softback
• Pagine: 325 p.
• Dimensioni: 232 x 186 mm
• Peso: 600 gr.
• EAN: 9781617299193

Testo in English