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Effective Data Science Infrastructure
Engelsk
Bogcover for Effective Data Science Infrastructure af Ville Tuulos, 9781617299193
Specifikationer
Sprog:
Engelsk
Sider:
325
ISBN-13:
9781617299193
Indbinding:
Paperback
ISBN-10:
1617299197
Kategori:
Udg. Dato:
19 sep 2022
Størrelse i cm:
18,8 x 23,5 x 2,1
Oplagsdato:
19 sep 2022
Forfatter(e):

Effective Data Science Infrastructure

Engelsk
Paperback 2022
Format:

Bog beskrivelse

Simplify data science infrastructure to give data scientists an efficient path from prototype to production.

In Effective Data Science Infrastructure you will learn how to:

  • Design data science infrastructure that boosts productivity
  • Handle compute and orchestration in the cloud
  • Deploy machine learning to production
  • Monitor and manage performance and results
  • Combine cloud-based tools into a cohesive data science environment
  • Develop reproducible data science projects using Metaflow, Conda, and Docker
  • Architect complex applications for multiple teams and large datasets
  • Customize and grow data science infrastructure

Effective Data Science Infrastructure: How to make data scientists more productive 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. In it, you''ll master scalable techniques for data storage, computation, experiment tracking, and orchestration. You''ll also learn how to collaborate with data scientists to deliver exactly what they need to succeed.

The author is donating proceeds from this book to charities that support women and under represented groups in data science.

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Specifikationer
Sprog:
Engelsk
Sider:
325
ISBN-13:
9781617299193
Indbinding:
Paperback
ISBN-10:
1617299197
Kategori:
Udg. Dato:
19 sep 2022
Størrelse i cm:
18,8 x 23,5 x 2,1
Oplagsdato:
19 sep 2022
Forfatter(e):
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