Download PDF by Joshua Cook: Docker for Data Science: Building Scalable and Extensible

By Joshua Cook

ISBN-10: 1484230116

ISBN-13: 9781484230114

Learn Docker "infrastructure as code" know-how to outline a process for acting commonplace yet non-trivial information initiatives on medium- to large-scale info units, utilizing Jupyter because the grasp controller.
It isn't really unusual for a real-world info set to fail to be simply controlled. The set won't healthy good into entry reminiscence or may perhaps require prohibitively lengthy processing. those are major demanding situations to expert software program engineers and so they can render the traditional Jupyter approach unusable. 
As an answer to this challenge, Docker for information Science proposes utilizing Docker. you'll how to use present pre-compiled public pictures created via the most important open-source technologies—Python, Jupyter, Postgres—as good as utilizing the Dockerfile to increase those photographs to fit your particular reasons. The Docker-Compose expertise is tested and you may learn the way it may be used to construct a associated procedure with Python churning info backstage and Jupyter handling those heritage initiatives. most sensible practices in utilizing present pictures are explored in addition to constructing your personal photos to install cutting-edge laptop studying and optimization algorithms.
What  You'll Learn 
  • Master interactive improvement utilizing the Jupyter platform
  • Run and construct Docker bins from scratch and from publicly to be had open-source images
  • Write infrastructure as code utilizing the docker-compose software and its docker-compose.yml dossier type
  • Deploy a multi-service info technological know-how application across a cloud-based system
Who This ebook Is For
Data scientists, desktop studying engineers, man made intelligence researchers, Kagglers, and software program developers

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Docker for Data Science: Building Scalable and Extensible Data Infrastructure Around the Jupyter Notebook Server by Joshua Cook

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