Effective Data Science Infrastructure 1st Edition Ville Tuulos by Ville Tuulos instant download after payment.

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 that are relevant to companies of all shapes and sizes. 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.
 
The author is donating proceeds from this book to charities that support women and underrepresented groups in data science.