Data Science Workflows using Docker Containers




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Containerization technologies such as Docker enable software to run across various computing environments. Data Science requires auditable workflows where we can easily share and reproduce results. Docker is a useful tool that we can use to package libraries, code, and data into a single image. This talk will cover the basics of Docker; discuss how containers fit into Data Science workflows; and provide a quick-start guide that can be used as a template to create a shareable Docker image! Learn how to leverage the power of Docker without having to worry about the underlying details of the technology. Although this session is geared towards data scientists, the underlying concepts have many use cases (come find me after to discuss).

Aly Sivji
http://bit.ly/docker-for-data-science
alysivji.github.io

Founded in 2003, Chicago Python User Group is one of the world’s most active programming language special interest groups with over 1,000 active members and many more prestigious alumni. Our main focus is the Python Programming Language.

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Comment List

  • Chicago Python Users Group
    December 20, 2020

    Came here looking for Bill & Ted Face the Music preview, and I was not disappointed. Just kidding, this is a GREAT overview, and not shying away from the important details.

  • Chicago Python Users Group
    December 20, 2020

    the valley accent is so annoying

  • Chicago Python Users Group
    December 20, 2020

    Still extremely relevant, 2020.

  • Chicago Python Users Group
    December 20, 2020

    Why aren't all ML papers provide a Docker Container to replicate their code?
    Thank you for the great and insightful presentation?

  • Chicago Python Users Group
    December 20, 2020

    the guy from dudes where's my car

    nice presentation. I think too much alt tab csn be hard to follow and maybe more concrete use case – value proposition on why use docker

  • Chicago Python Users Group
    December 20, 2020

    Docker time!! Most Excellent!!

  • Chicago Python Users Group
    December 20, 2020

    Great talk but anybody know where I can get more of this accent?

  • Chicago Python Users Group
    December 20, 2020

    thanks!

  • Chicago Python Users Group
    December 20, 2020

    DUDE

  • Chicago Python Users Group
    December 20, 2020

    nice session

  • Chicago Python Users Group
    December 20, 2020

    Some python ML libraries suck big time while compilation on windows. This is where docker will save u.

  • Chicago Python Users Group
    December 20, 2020

    I have a few Computer Vision Containers you might like, just scroll thru my repos: https://github.com/joehoeller?tab=repositories

  • Chicago Python Users Group
    December 20, 2020

    Great explanation of the dockerfile as well

  • Chicago Python Users Group
    December 20, 2020

    Great, thank you for sharing

  • Chicago Python Users Group
    December 20, 2020

    Dude! Tubular!

  • Chicago Python Users Group
    December 20, 2020

    Dude! I know DataOps… And I know Kung Fu!! πŸ˜€

  • Chicago Python Users Group
    December 20, 2020

    nice intro to docker but I did not get one thing why would you use docker -a flag for STDIN STDOUT and STDERR?

  • Chicago Python Users Group
    December 20, 2020

    Cool !! A++

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