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Effective Data Science Infrastructure Ville Tuulos

Effective Data Science Infrastructure von Ville Tuulos

Effective Data Science Infrastructure Ville Tuulos


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Effective Data Science Infrastructure Zusammenfassung

Effective Data Science Infrastructure Ville Tuulos

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.

Effective Data Science Infrastructure Bewertungen

Do not miss the opportunity to cover all key aspects of data science infrastructure on your next project. Jesus A. Juarez Guerrero

Useful book that provides tactical guidance on how to use Metaflow to streamline data science workflows but also includes great frameworks and abstractions to consider when defining your data science infrastructure stack. Sarah Catanzaro

This is the ultimate book to learn how to handle infrastructure in data science! Ninoslav Cerkez

If you need a workflow management tool to glue your data code, look at metaflow. It's simple yet efficient. Mikael Dautrey

Über Ville Tuulos

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.

Zusätzliche Informationen

GOR013567898
9781617299193
1617299197
Effective Data Science Infrastructure Ville Tuulos
Gebraucht - Sehr Gut
Broschiert
Manning Publications
2022-09-19
325
N/A
Die Abbildung des Buches dient nur Illustrationszwecken, die tatsächliche Bindung, das Cover und die Auflage können sich davon unterscheiden.
Dies ist ein gebrauchtes Buch. Es wurde schon einmal gelesen und weist von der früheren Nutzung Gebrauchsspuren auf. Wir gehen davon aus, dass es im Großen und Ganzen in einem sehr guten Zustand ist. Sollten Sie jedoch nicht vollständig zufrieden sein, setzen Sie sich bitte mit uns in Verbindung.