Download e-book for iPad: Docker for Data Science: Building Scalable and Extensible by Joshua Cook

By Joshua Cook

ISBN-10: 1484230116

ISBN-13: 9781484230114

Learn Docker "infrastructure as code" expertise to outline a process for appearing typical yet non-trivial info projects on medium- to large-scale info units, utilizing Jupyter because the grasp controller.
It isn't really 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 facts Science proposes utilizing Docker. you'll the best way to use latest pre-compiled public pictures created by way of the foremost open-source technologies—Python, Jupyter, Postgres—as good as utilizing the Dockerfile to increase those photos to fit your particular reasons. The Docker-Compose know-how is tested and you may learn the way it may be used to construct a associated method with Python churning facts behind the curtain and Jupyter handling those historical past initiatives. most sensible practices in utilizing present pictures are explored in addition to constructing your personal photographs to set up 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 to be had 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 booklet Is For
Data scientists, computer studying engineers, synthetic intelligence researchers, Kagglers, and software program developers

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

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Research Docker "infrastructure as code" expertise to outline a procedure for acting average yet non-trivial information projects on medium- to large-scale information units, utilizing Jupyter because the grasp controller. it's common for a real-world info set to fail to be simply controlled. The set won't healthy good into entry reminiscence or might require prohibitively lengthy processing.

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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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