Open Source Programming

Read e-book online Docker for Data Science: Building Scalable and Extensible PDF

By Joshua Cook

ISBN-10: 1484230116

ISBN-13: 9781484230114

Learn Docker "infrastructure as code" know-how to outline a process for acting normal yet non-trivial information initiatives on medium- to large-scale info units, utilizing Jupyter because the grasp controller.
It isn't unusual for a real-world facts 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 they usually can render the normal Jupyter process unusable. 
As an answer to this challenge, Docker for info Science proposes utilizing Docker. you are going to the way to use latest pre-compiled public photos created by means of 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 know-how is tested and you'll learn the way it may be used to construct a associated procedure with Python churning facts backstage and Jupyter handling those heritage initiatives. most sensible practices in utilizing latest photos are explored in addition to constructing your personal pictures to installation state of the art desktop studying and optimization algorithms.
What  You'll Learn 
  • Master interactive improvement utilizing the Jupyter platform
  • Run and construct Docker boxes from scratch and from publicly on hand open-source images
  • Write infrastructure as code utilizing the docker-compose instrument 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, computing device studying engineers, man made intelligence researchers, Kagglers, and software program developers

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Read Online or Download Docker for Data Science: Building Scalable and Extensible Data Infrastructure Around the Jupyter Notebook Server PDF

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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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