https://github.com/akgold/do4ds

A book on DevOps for Data Scientists with CRC Press.
https://github.com/akgold/do4ds

data-science devops it python r

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A book on DevOps for Data Scientists with CRC Press.

• Host: GitHub
• URL: https://github.com/akgold/do4ds
• Owner: akgold
• License: other
• Created: 2021-05-10T14:24:20.000Z (over 3 years ago)
• Default Branch: main
• Last Pushed: 2024-05-03T18:13:11.000Z (7 months ago)
• Last Synced: 2024-05-04T05:52:47.395Z (7 months ago)
• Topics: data-science, devops, it, python, r
• Language: Python
• Homepage: https://do4ds.com
• Size: 192 MB
• Stars: 87
• Watchers: 3
• Forks: 22
• Open Issues: 2
• Metadata Files:
  • Readme: README.md
  • Contributing: CONTRIBUTING.md
  • License: LICENSE

Awesome Lists containing this project

• jimsghstars - akgold/do4ds - A book on DevOps for Data Scientists with CRC Press. (Python)

README

        
# DevOps for Data Science

This book is under development with CRC press.

A rendered version is available via [github pages](https://akgold.github.io/do4ds/).

For local preview open the R project and run `quarto::quarto_preview()`.

Work status is being tracked in the attached [GitHub Project](https://github.com/users/akgold/projects/1/views/1) Comments welcome!

### Marketing Outline

Idea from *Build*, page 272.

| Why I want it                                                                                                                                                              | How I feel | What's my pain                                                                                      | Pain Killer                                                                                                                         | DO4DS is...                   |

|----------------------|---------|-----------------|---------------|------------|

| I'm trying to take my/our DS practices + procedures to the next level. I need a **framework** for what I should do.                                                        | Unclear    | I know our data science practice isn't *production-grade*, but I don't know how to get better.      | DO4DS gives me a framework for thinking about production data science.                                                              | Clear + Full of Mental Models |

| I don't know how to communicate with the IT/Admins who manage our data science environment. I need **advice**.                                                             | Confused   | I don't know what matters to IT/Admins or the words they use. Are they just bamboozling me?         | DO4DS helps me understand the concerns of an IT/Admin and gives me the vocabulary to speak with them.                               | DS-Focused                    |

| I'm suddenly have to manage a data science environment as a data scientist. I need to know **where to start** with this IT/Admin stuff.                                    | Alone      | I have no mental models for how IT/Admin stuff works. Can someone help me understand?               | DO4DS gives me step-by-step instructions for getting started.                                                                       | Actionable                    |

| I'm administering a data science environment, but I'm way over my head. I need some **reassurance** that I'm not accidentally laying landmines I'm going to step on later. | Scared     | I think I've figured it out, but I'm self-taught and don't know if I've missed something important. | DO4DS points out security and stability risks and ways to limit them. I might not have it perfect now, but I understand the issues. | Forewarned                    |